Energy Transition Research

Using a commodity more efficiently can cause its demand to rise not fall, as greater efficiency opens up unforeseen possibilities. This is Jevons' Paradox. Our 16-page report finds it is more prevalent than we expected. Efficiency gains underpin 25% of our roadmap to net zero. To be effective, commodity prices must also rise and remain high, otherwise rebound effects will raise demand.
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This 17-page note makes the largest changes to our shale forecasts in five years, on both quantitative and qualitative signs that productivity growth is slowing. Productivity peaks after 2025, precisely as energy markets hit steep undersupply. We still see +1Mbpd/year of liquids potential through 2030, but it is back loaded, and requires persistently higher oil prices?
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Lighting is 2% of global energy, 6% of electricity, 25% of buildings’ energy. LEDs are 2-20x more efficient than alternatives. Hence this 16-page report presents our outlook for LEDs in the energy transition. We think LED market share doubles to c100% in the 2030s, to save energy, especially in solar-heavy grids. But demand is also rising due to ‘rebound effects’ and use in digital devices.
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This 14-page report re-visits our wind industry outlook. Our long-term forecasts are reluctantly being revised downwards by 25%, especially for offshore wind, where levelized costs have reinflated by 30% to 13c/kWh. Material costs are widely blamed. But rising rates are the greater evil. Upscaling is also stalling. What options to right this ship?
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This 14-page report explores whether global industrial activity is set to become ever more concentrated in a few advantaged locations, especially the US Gulf Coast, China and the Middle East. Industries form ecosystems. Different species cluster together. Elsewhere, you can no more re-shore a few select industries than introduce dung beetles onto the moon. These mega-trends matter for valuations.
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HJT solar modules are accelerating, as they are efficient and easy to manufacture. But HJT could also be a kingmaker for Indium, used in transparent and conductive thin films (ITO). Our forecasts see primary Indium demand rising 4x by 2050. This 16-page note explores the costs and benefits of using ITO in HJTs, and who benefits as solar cells evolve?
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Polyurethanes are elastic polymers, used for insulation, electric vehicles, electronics and apparel. This $75bn pa market expands 3x by 2050. But could energy transition double historically challenging margins, by freeing up feedstock supplies? This 13-page note builds a full mass balance for the 20+ stage polyurethane value chain and screens 20 listed companies.
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There is an economic paradox where shifting towards lower cost supply sources can cause inflation in the total costs of supply. Renewable-heavy grids are subject to this paradox, as they have high fixed costs and falling utilization. As power prices rise, there are growing incentives for self-generation. Energy transition requires a balanced, pragmatic approach.
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Oil markets are transitioning, with electric vehicles displacing 20Mbpd of gasoline by 2050, while petrochemical demand rises by almost 10Mbpd. So it is often said oil refiners should 'become chemicals companies'. It depends. This 18-page report charts petrochemical pathways and sees opportunity in chemicals that can absorb surplus BTX.
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Some industries can absorb low-cost electricity when renewables are over-generating and avoid high-cost electricity when they are under-generating. The net result can lower electricity costs by 2-3c/kWh and uplift ROCEs by 5-15% in increasingly renewables-heavy grids. This 14-page note ranges over 10,000 demand shifting opportunities, to identify who can benefit most.
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This 16-page report breaks down global CO2 emissions, across six causal factors and 28 countries-regions. Global emissions rose at +0.7% pa in 2017-22, unchanged on 2012-17, even as global income growth slowed by -0.5% pa. Depressing. The biggest reason is underinvestment in gas. Reaching net zero requires vast acceleration in renewables, infrastructure, nuclear, gas and nature.
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Blue hydrogen value chains are gaining momentum. Especially in the US. So this 16-page note contrasts steam-methane reforming (SMR) versus autothermal reforming (ATR). Each has merits and challenges. ATR looks excellent for clean ammonia. While the IRA creates CCS upside for today’s SMR incumbents, across industrial gases, refining and chemicals.
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AI will be a game-changer for global energy efficiency, saving 10x more energy than it consumes directly, closing 'thermodynamic gaps' where 80-90% of all primary energy is wasted today. Leading corporations will harness AI to lower costs and accelerate decarbonization. This 19-page note explores opportunities.
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Swing Adsorption separates gases, based on their differential loading onto zeolite adsorbents at varying pressures. Today, tens of thousands of PSA plants purify hydrogen, biogas, polymers, nitrogen/oxygen and possibly in the future, can capture CO2? This 16-page note explores PSA technology for industrial gases.
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Electric vehicles are a world-changing technology, 2-6x more efficient than ICEs, but how quickly will they ramp up to re-shape global oil demand? This 14-page note finds surprising ‘stickiness’. Even as EV sales explode to 200M units by 2050 (2x all-time peak ICE sales), the global ICE fleet may only fall by 40%. Will LT oil demand surprise to the upside or downside?
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This 12-page note looks back over 5-years of energy technology research. Progress has often been slower than we expected. Maturing early-stage technology takes 20-30 years. Progress slows as work shifts from the lab to the real world. We wonder whether 2050 will look more like 2023 than many expect; or if decarbonization must rely more on today’s mature technologies?
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Cryogenic air separation is used to produce 400MTpa of oxygen, plus pure nitrogen and argon; for steel, metals, ammonia, wind-solar inputs, semi-conductors, blue hydrogen and Allam cycle oxy-combustion. Hence this 16-page report is an overview of industrial gases. How does air separation work? What costs, energy use and CO2 intensity? Who benefits amidst the energy transition?
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Power grid circuit kilometers need to rise 3-5x in the energy transition. This trend directly tightens global aluminium markets by over c20%, and global copper markets by c15%. Slow recent progress may lead to bottlenecks, then a boom? This 12-page note quantifies the rising demand for circuit kilometers, grid infrastructure, underlying metals and who benefits?
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Electric currents create magnetic fields. Moving magnets induce electric currents. These principles underpin 95% of global electricity. 50% of wind turbines and 95% of electric vehicles use permanent magnets with Rare Earth metals. This 15-page overview of magnets covers key concepts and controversies for energy transition.
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A thermal power plant converts 35-45% of the chemical energy in coal, biomass or pellets into electrical energy. So what happens to the other 55-65%? Accessing this waste heat can mean the difference between 20% and 60% energy penalties for post-combustion CCS. This 10-page note explores how much heat can be recaptured.
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The DRI+EAF steel pathway already underpins 6% of global steel output, with 50% lower CO2 than blast furnaces. But could IRA incentives encourage another boom here? Blue hydrogen can reduce CO2 intensity to 75% below blast furnaces, and unlock 20% IRRs at $550-600/ton steel? This 13-page report explores who benefits.
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Super-alloys have exceptionally high strength and temperature resistance. They enable 6GTpa of decarbonization, across efficient gas turbines, jet engines (whether fueled by oil, hydrogen or e-fuels), vehicle parts, CCS, and geopolitical resiliency. Hence this 15-page report explores nickel-niobium super-alloys' role in energy transition.
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Powering the internet consumed 800 TWH of electricity in 2022, as 5bn users generated 4.7 Zettabytes of traffic. Our guess is that the internet’s energy demands double by 2030, including due to AI (e.g., ChatGPT), adding 1% upside to global energy and 2.5% to global electricity demand. This 14-page note aims to break down the numbers and their implications.
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Blue ammonia can economically decarbonize the fertilizer industry, using low-cost natural gas; with options to decarbonize combustion fuels in the future. This 12-page report covers where we see the best opportunities, as reforms to the 45Q have already kick-started a 20MTpa boom of new US projects.
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Is the global energy system on the precipice of persistent shortages, and record prices, in the mid-late 2020s? We worry that cumulative under-investment in the global energy system has now surpassed $1trn since 2015, relative to our energy transition roadmap. Our top ten slides into global energy ‘macro’ are set out in this presentation.
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Next-generation membranes could separate out 95% of the CO2 in a flue gas, into a 95% pure permeate, for a cost of $20/ton and an energy penalty below 10%, which greatly exceeds the best amines. This 15-page note lays out ten key questions, to help decision makers de-risk next-generation CCS membranes. The technology is early-stage. Companies are also noted.
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EROEI is the best metric for comparing end-to-end energy efficiencies. Wind and solar currently have EROEIs that are lower and ‘slower’ than today’s global energy mix; stoking upside to energy demand and capex. But future wind and solar EROEIs could improve 2-6x. This 13-page report explores whether this will be the make-or-break factor determining the ultimate share of renewables?
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Post-combustion CCS has more practical challenges than we had previously assumed, which are explored in this 13-page report. Today’s established amines require extensive pre- and post-treatment of gases; to prevent degradation, plant corrosion and toxic emissions. This might double real-world CCS costs. But it also creates more opportunity for novel CCS processes, which are rapidly emerging.
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CO2 removal credits could add 6-60% to the GDP of 47 emerging countries as they reforest 1.5bn acres and create a 7.5GTpa CO2 sink, while the resultant cash flows could double these countries’ investment rates. Reinvesting in wind, solar, electrification avoids higher carbon fuels and deforestation for firewood. Reinvesting in timber value chains maximizes CO2 permanence and value.
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Projections of future global energy demand depend on energy efficiency gains which are hoped to step up from 1% per year since 1970, to above 3% per year to 2050 by some forecasters. But efficiency is vague. This 17-page note worries that global energy demand will surprise to the upside as energy efficiency gains disappoint optimistic forecasts.
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Controversies over oil industry flaring are re-accelerating, especially due to the methane slip from flares, now feared as high as 8% globally. The skew entails that more CO2e could be emitted in producing low quality barrels (Scope 1) than in consuming high quality barrels (Scope 3). Environmental impacts are preventable. This 10-page note explores how, across producers and energy services.
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This 14-page note explores an alternative framework for energy transition: what if the fantasy of the perfect consistently de-rails good pragmatic progress; then the world back-slides to high-carbon energy amidst crises? We need to explore this scenario, as it yields very different outcomes, winners and losers compared with our roadmap to net zero.
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CO2 is a strange gas. This matters as energy transition will require over 120 GW of compressors for 6GTpa of CCUS. This 13-page note explains CO2’s strange properties, which helps to fine-tune appropriate risking factors for vanilla CCS, blue hydrogen, CO2-EOR, CO2 shipping, super-critical CO2 power cycles. There is also a wide moat around leading turbomachinery companies.
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The universe of energy transition stocks seems small at first. 50 clean tech companies have $1trn in combined value, less than 1% of all global equities. But decarbonizing the world is insatiable. Consuming ever more sectors. We are now following over $15trn of market cap across new energies, (clean) conventional energy, utilities, capital goods, mining, materials, energy services, semiconductors.
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Ramping new energies is creating bottlenecks in materials. But how much can material use be thrifted away? This 13-page note is a case study of silver use in solar. Silver intensity halved in the past decade, and could halve again? Conclusions matter for solar companies, silver markets, other bottlenecks.
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Silicon carbide power electronics will jolt the energy transition forwards, displacing silicon, and improving the efficiency of most new energies by 1-10 pp. Hence we wonder if this disruptor will surprise to the upside, quintupling by 2027. This 12-page note reviews the technology, advantages, challenges, and who benefits?
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Thermodynamic engines convert heat into work. This 13-page note explains different thermodynamic cycles, covering what we think decision makers in the energy transition should know. The theory underpins the appeal of electrification, ultra-efficient gas turbines, CHPs, advanced nuclear and new super-critical CO2 power cycles.
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This note explores an option to decarbonize global LNG: (i) capture the CO2 from combusting natural gas (ii) liquefy it, including heat exchange with the LNG regas stream, then (iii) send the liquid CO2 back for disposal in the return journey of the LNG tanker. There are some logistical headaches, but no technical show-stoppers. Abatement cost is c$100/ton.
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This 14-page note lays out our top ten predictions for global energy in 2023. Brace yourself for volatility, a recession due to energy shortages, and deepening bottlenecks on accelerating new energies? However, the biggest change for 2023 is that an energy super-cycle is now gradually coming into view.
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This 17-page report revisits our roadmap for the world to reach 'net zero' by 2050, after integrating over 1,000 pieces of research from 2019 through 2022. Our updated roadmap includes large upgrades for renewables and energy efficiency; less reliance on new energies breakthroughs; but most of all, simple, pragmatic progress is needed as bottlenecks and shortages loom.
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Is the nascent market for nature-based carbon offsets working? We appraised five projects in 2022, and contributed $7,700 to capture 440 tons of CO2, which is 20x our own CO2 footprint. This 11-page note presents our top five conclusions. Today’s market lacks depth and efficiency. High-quality credits are most bottlenecked. Prices rise further in 2023. A new wave of projects is emerging?
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Electrification is the most overlooked, most misunderstood opportunity in the energy transition. Hence this 10-page note aims to explain the upside, simply and clearly. Electricity rises from 40% of total useful energy today to 60% by 2050. Within the next decade, this adds $2trn to the enterprise value of capital goods companies in power grids and power electronics.
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Forecasts for future solar capacity growth have an unsatisfyingly uncertain range, varying by 3x. Hence this 15-page note discusses the future of solar. Solar capacity additions likely accelerate 3.5x by 2030 and 5x by 2040. But this creates bottlenecks, including for seven materials; and requires >$1trn pa of additional power grid capex plus $1trn pa of power electronics capex.
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Fluorinated polymers are a stealth bottleneck for the energy transition: used in solar back-sheets, battery binders/separators, wind blades, and across the hydrogen chain. They are easily overlooked. This 400kTpa market grows 6x by 2050. Markets are already tight. And the ‘CO2 curve’ is very steep. Our 15-page report explores the market, the upside and who benefits.
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Should restoring the world’s energy surplus be seen as the most important ESG goal of the 2020s? This 12-page note outlines our top ten considerations, as our energy balances have deteriorated even further in the last year. Under-supply could persist through 2030. Shortages have cruel consequences. And unexpected ripple effects. Energy surplus also helps energy transition.
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400 GW of nuclear reactors produce 2,800TWH of zero carbon electricity globally each year. But the numbers have been stagnant for two decades. This is now changing. This 14-page note explains why. We expect a >3% CAGR through 2030, and hope for a 2.5x ramp through 2050. A ‘nuclear renaissance’ helps the energy transition.
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In a ‘weird recession’, GDP growth turns negative, yet commodity prices continue surprising to the upside. This 10-page note explores three reasons that 2022-24 may bring a ‘weird recession’. There is historical precedent, prices must remain high to attract new investment, and buyers may stockpile bottlenecked materials. How will this affect different industries?
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Gold and silver are stores of value, especially in a world of persistently high inflation and low rates. Silver is also likely to be the main bottleneck for solar in the 2020s. Hence our 18-page note models the end-to-end mining and refining of these metals. We find very steep energy/CO2 curves, and fear supply shortages. What upside for well-run gold-silver incumbents?
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In the under-supplied world of 2022-30, raising interest rates might not mute inflation, but could actually deepen it. By deterring the investments needed to cure inflation itself. Each 1% increase in capital costs re-inflates new energies 10-20%, infrastructure 2-20%, materials 2-6%, and conventional energy 2-5%. What implications?
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This 14-page note offers five rules of thumb to maximize the longevity of lithium-ion batteries, in grid-scale storage and electric vehicles. The data suggest hidden upside in the demand for batteries, for lithium and high-quality power electronics, especially if batteries are to backstop renewables.
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This global energy supply-demand model combines our supply outlooks for coal, oil, gas, LNG, wind and solar, nuclear and hydro, into a build-up of useful global energy balances in 2022-30. We fear chronic under-supply. This is masked by economic weakness in 2023, rises to 3% shortages in 2025, and 5% shortages in 2030. Numbers can be stress-tested in the model.
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Global plastic is estimated at 470MTpa in 2022, rising to at least 800MTpa by 2050. This data-file is a breakdown of global plastic demand, by product, by region and by end use, with historical data back to 1990 and our forecasts out to 2050. Our top conclusions for plastic in the energy transition are summarized below.
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Our roadmap to 'Net Zero' requires doubling global gas production from 400bcfd to 800bcfd, as a complement to wind, solar, nuclear and other low-carbon energy. Reserve replacement must exceed 100% and the global RP ratio halves to 25-years. What do you have to believe?
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Our models of the energy transition ease coal production back from a new all-time peak of 8.3GTpa in 2022 to 0.5GTpa by 2050. This is sheer fantasy without a vast scale-up of wind, solar, gas and nuclear. This model breaks down coal production by country.
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This model sets out our US shale production forecasts by basin. It covers the Permian, Bakken and Eagle Ford, as a function of the rig count, drilling productivity, completion rates, well productivity and type curves. US shale likely adds +1Mbpd/year of production growth from 2023-2030, albeit flatlining in 2024, then re-accelerating on higher oil prices?
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Global offshore wind capacity stood at 60GW at the end of 2022, rising at 8GW pa in the past half decade, comprising 7% of all global wind capacity, and led by China, the UK and Germany. Our forecasts see 220GW of global offshore wind capacity by 2030 and 850GW by 2050, which in turn requires a 15x expansion of this market.
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European gas and power markets will look better-supplied than they truly are in 2023-24. A dozen key input variables can be stress-tested in the data-file. Overall, we think Europe will need to source over 15bcfd of LNG through 2030, especially US LNG.
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We have modeled the global light vehicle fleet, light vehicle sales by region, and the world's shift from internal combustion engines (ICEs) towards electric vehicles (EVs) through 2050. Our base case model sees almost 200M EV sales by 2050, and a c40% decline to around 1bn combustion vehicles in the world's fleet by 2050.
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This data-file breaks down global oil demand, country-by-country, product-by-product, month-by-month, across 2017-2022. The goal is to summarize the effects of COVID, and the subsequent recovery in oil markets. Global oil demand is hitting new highs, even though several product categories are still not fully recovered.
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This model forecasts long-run oil demand to 2050, by end use, by year, and by region; across the US, the OECD and the non-OECD. We see demand gently rising through the 2020s, peaking at 104Mbpd in 2025-27, then gently falling to 85Mbpd by 2050 in the energy transition.
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This model captures global energy demand by region through 2050, rising from 70,000 TWH in 2019-22 to 120,000 MWH in 2050. Demand rises c2% pa. Energy use per global person rises at 1% pa from 9.3 MWH pp pa to 12.6 MWH pp pa. Meeting human civilization's energy needs is crucial to the energy transition.
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This data-file summarizes our latest thesis on ten commodities with upside in the energy transition. The average one will see demand rise by 3x and price/cost appreciate or re-inflate by 100%. The data-file contains a 6-10 line summary of our work into each commodity.
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How much nuclear capacity would need to be constructed in our roadmap to net zero? This breakdown of global nuclear capacity forecasts that 30 GW of new reactors must be brought online each year through 2050, if the nuclear industry was to ramp up to 7,000 TWH of generation by 2050, which would be 6% of total global energy. There is a precedent. Delaying shutdowns helps too.
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Global investment into power networks averaged $280bn per annum in 2015-20, of which two-thirds was for distribution and one-third was for transmission. Amazingly, these numbers step up to $600bn in 2030, >$1trn in the 2040s and can be as large as all primary energy investment.
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The US consumes 25,000 TWH of primary energy per year, which equates to 13,000 TWH of useful energy, and emits 6GTpa of CO2. This model captures our best estimates for what a pragmatic and economical decarbonization of the US will look like, reaching net zero in 2050, with energy consumption at 11,500 TWH per year.
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We describe c15 problems incurred by industrial and commercial power consumers. Many will require additional investment as renewables replace the large rotating generators of traditional power grids. Hence we see the market for commercial and industrial power electronics trebling from $360bn pa in 2021 to $1trn pa by 2035.
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This data-file quantifies global wood production, country-by-country, back to 1960, across energy, pulp and longer-lasting materials. Overall, wood energy has declined from 11% of the world's primary energy mix in 1960 to c4% today, but it remains stubbornly high in less-developed countries, amplifying deforestation.
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This model aims to calculate global wind and solar capacity additions. How many GW of new capacity would be needed for renewables to reach c25% of the global energy mix by 2050, up from 4% in 2021? In total energy terms, this means a 10x scale up, to 30,000 TWH of useful wind+solar energy in 2050. Gross global wind and solar capacity additions will surpass +1,000 GW by 2040.
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Our LNG model estimates production volumes from each of 130 LNG facilities, including 'risking' estimates for pre-FID projects. But near-term, we see devastating LNG shortages deepening in 2023-24. This time period could also see more pragmatism and up to 15 new FIDs per year.
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This model breaks down 2050 and 2100's global energy market, based on a dozen input assumptions. You can 'flex' these, to see how it will affect future oil, coal and gas demand, as well as global CO2 emissions. We reach 'net zero' by 2050. Even as fossil fuel demand rises 18%, gas demand trebles and renewables also reach c16%.
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This data-file estimates global copper demand as part of the energy transition, rising from 28MTpa in 2022 to 70MTpa in our base case scenario. The largest contributor is the electrification of transport. You can stress test half-a-dozen key input variables in the model.
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This data-file estimates global demand for lithium as part of the energy transition. The market has already trebled from 23kTpa in 2010 to 65kTpa in 2020, while we see the ascent continuing to 500kTpa in 2030 and almost 2MTpa in 2050. 90% is driven by transport. Global reserves suffice to cover the demand.
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Jet fuel demand ran at 8Mbpd in 2019, the last year before COVID, and could rise to 18Mbpd by 2050, as global population rises 25%, jet fuel demand per capita doubles and fuel economy per aviation mile rises by 20%. This data file breaks down jet fuel demand by region, including our forecasts through 2050, which can be stress-tested, and feed into our global oil demand models.
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This is a model of China's total energy demand and CO2 emissions, from 2000-2060. Full decarbonization by 2060 is possible. But so is a 2.5x increase in emissions to 25GTpa. Which scenario unfolds depends more on consumption habits than on policy. Oil, gas, coal and renewables can all be stress-tested in the model.
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This data-file contains energy transition market sizing analysis, for hydrocarbons, new energies, capital goods and materials in $bn pa, integrating over 1,000 items of energy transition research and our latest roadmap to net zero. In aggregate, energy, materials and transition-related markets double from $25 trn pa to $50 trn pa.
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This data-file provides an overview of 150 economic models constructed by Thunder Said Energy, in order to help you put numbers in context. The file shows how EBIT margins, cash margins, capex per ton, capex per kW and other financial ratios vary sub-sector by sub-sector, across power, fuels and manufacturing.
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Gas fractionation separates out methane from NGLs such as ethane, propane and butane. A full separation uses up almost 1% of the input gas energy and 4% of the NGL energy. The costs of gas fractionation require a gas processing spread of $0.7/mcf for a 10% IRR off $2/mcf input gas, or in turn, an average NGL sales price of $350/ton. Costs of gas fractionation vary and can be stress tested in this model.
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Hydrogen peroxide production costs run at $1,000/Tpa, to generate a 10% IRR at a greenfield production facility, with c$2,000/Tpa capex costs. Today's market is 5MTpa, worth c$5bn pa. CO2 intensity runs to 3 kg of CO2 per kg of H2O2. But lower-carbon hydrogen could be transformational for clean chemicals?
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This model estimates the levelized cost of offshore wind at 13c/kWh, to generate a 7% IRR off of capex costs of $4,000/kW and a utilization factor of 40-45%. Each $400/kW on capex adds 1c/kWh and each 1% on WACC adds 1.3 c/kWh to offshore wind levelized costs.
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Propylene oxide production costs average $2,000/ton ($2/kg) in order to derive a 10% IRR at a newbuild chemicals plant with $1,500/Tpa in capex. 80% of the costs are propylene and hydrogen peroxide inputs. 60-70% of this $25bn pa market is processed into polyurethanes. CO2 intensity is 2 tons of CO2 per ton of PO today, but there are pathways to absorb CO2 by reaction with PO and possibly even create carbon negative polymers.
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Naphtha cracking costs $1,300/ton for high value products, such as ethylene, propylene, butadiene and BTX aromatics, to derive a 10% IRR constructing a greenfield naphtha cracker, with $1,600/Tpa capex. CO2 intensity averages 1 ton of CO2 per ton of high value products. This data-file captures the economics for naphtha cracking, a cornerstone of the modern materials industry.
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Acetylene production costs are broken down in this data-file, estimated at $1,425/ton for a 10% IRR on a petrochemical facility that partially oxidizes the methane molecule. CO2 intensity is over 3 kg/kg. Up to 12MTpa of acetylene is produced globally for welding and as a petrochemical building block.
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A PTA price of $800-850/ton is needed to earn a 10% IRR on a new, integrated petrochemical facility, catalytically reforming naphtha into paraxylene, then oxidizing the paraxylene into purified terephthalic acid, with upfront capex cost of $1,300/Tpa. Feedstock costs, energy prices and CO2 prices matter too.
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Pressure swing adsorption purifies gases according to their differing tendencies to adsorb onto adsorbents under pressure. Pressure swing adsorption costs $0.1/kg when separating pure hydrogen from reformers, and $2-3/mcf when separating bio-methane from biogas. Our cost breakdowns include capex, opex, maintenance, zeolite replacement, compression power and CO2 costs.
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This data-file captures cement costs, based on inputs, capex and energy economics. A typical cement plant requires a cement price of $130/ton for a 10% IRR, on capex costs of $200/Tpa, energy intensity of 1,000 kWh/ton and CO2 intensity of 0.9 tons/ton. Cement costs can be stress tested in the data-file.
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Electrostatic precipitator costs can add 0.5 c/kWh onto coal or biomass-fired electricity prices, in order to remove over 99% of the dusts and particulates from exhaust gases. Electrostatic precipitators cost $50/kWe of up-front capex to install. Energy penalties average 0.2%. These systems are also important upstream of CCS plants.
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Direct reduced iron (DRI) is produced by reacting iron ore with H2-CO syngas, fueled by natural gas, in over 150 facilities worldwide. Direct reduction iron costs $300/ton, consuming 3,000kWh/ton of energy and CO2 intensity of 0.6 tons/ton. The process can be decarbonized via low-carbon hydrogen in the syngas, as the world strives towards decarbonized steel.
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Bulk carriers move 5GTpa of commodities around the world, explaining half of all seaborne global trade. This model is a breakdown of bulk shipping cost. We estimate a cost of $2.5 per ton per 1,000-miles, and a CO2 intensity of 5kg per ton per 1,000-miles. Marine scrubbers increasingly earn their keep and uplift IRRs from 10% to 12% via fuel savings.
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This data-file captures selective catalytic reduction costs to remove NOx from the exhaust gas of combustion boilers and burners. Our base case estimate is 0.25 c/kWh at a combined cycle gas plant, which equates to $4,000/ton of NOx removed. Capex costs, operating costs, coal plants and marine fuels can be stress-tested in the model.
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This data-file captures the costs of producing different grades of silicon carbide: from materials grade SiC ($1,500/ton marginal cost, 5 tons/ton CO2 intensity) through to SiC wafers that are used in the electronics industry ($30M/ton, 200 tons/ton?). SiC semi-conductor remains opaque.
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A multi-MW scale diesel generator requires an effective power price of 20c/kWh, in order to earn a 10% IRR, on c$700/kW capex, assuming $70 oil prices and c150km trucking of oil products to the facility. Economics can be stress-tested in the Model-Base tab.
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This economic model captures the costs of capturing CO2 using membranes, with a base case of $50/ton to earn 10% IRRs on early commercial deployments, and a possibility of deflating to $20/ton in next-generation membranes. This requires $50/m2 membranes, with 100-2,500 GPU permeance and 125-200x selectivity.
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This data-file captures the costs of flue gas desulfurization, specifically the costs of SO2 scrubbers, used to remove SO2 from the exhaust of coal- or distillate- fueled boilers and burners. We think a typical scrubber will remove 95% of the SO2 from the flue gas, but requires a >1c/kWh surcharge on electricity sales in order to earn a 10% IRR.
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The Sabatier process combines CO2 and hydrogen to yield synthetic natural gas using a nickel catalyst at 300-400C. A gas price of $100/mcf is needed for a 10% IRR, energy penalties exceed 75% and CO2 abatement cost is $2,000/ton?
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The US plants over 1.3bn tree seedlings per year. Especially pine. These seedlings are typically 8-10 months old, with heights of 25-30mm, root collars of 5mm, and total mass of 5-10 grams, having been grown by dedicated producers. This data-file captures the costs of tree seedlings, to support afforestation, reforestation or broader forestry.
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This model captures the economics of a CO2 carrier, i.e., a large marine vessel, carrying liquefied CO2, at -50ºC temperature and 6-10 bar pressure, for CCS. A good rule of thumb is seaborne CO2 shipping costs are $8/ton/1,000-miles. Shipping rates of $100k/day yield a 10% IRR on a c$150M tanker.
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Polyurethane production costs are estimated at $2.5-3.0/kg in our base case model, which looks line-by-line across the inputs and outputs, of a complex, twenty stage production process, which ultimately yields spandex-lycra fibers. Costs depend on oil, gas and hydrogen input prices.
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Ethylene vinyl acetate is produced by reacting ethylene with vinyl acetate monomer. This data-file estimates production costs, with a marginal cost between $1,500-2,000/ton, and a total embedded CO2 intensity of 3.0 tons/ton. EVA comprises 5% of the mass of a solar panel and could be an important solar bottleneck.
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Hydrogen fluoride is a crucial commodity chemical. This model captures its production from acid-grade fluorspar and sulfuric acid. We think marginal costs are around $1,850/ton, in order to earn a 10% IRR on a production facility costing $4,000/Tpa, while the fully loaded CO2 intensity is around 0.75 tons/ton.
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Global production of nitric acid is 60MTpa, in a $25bn pa market, spanning c500 production facilities. This data-file estimates a marginal cost of $350/ton HNO3 and a CO2 intensity averaging 1.8 tons/ton. There are feedback loops where gas shortages could result in fertilizer and metal shortages.
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This data-file captures the marginal cost of silver and gold production, at an integrated mining-refining operation. In our base case, a 10% IRR requires a silver price of $17/Oz and a gold price of $1,750/Oz, while the energy and CO2 intensities are an eye watering 100-150 tons/ton and 9,000 tons/ton, respectively. Numbers vary widely on ore grade.
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This data-file captures the energy economics of leaching in the mining industry, especially the costs of heap leaching, for the extraction of copper, nickel, gold, silver, other precious metals, uranium, and Rare Earths. The data-file allows you to stress test costs in $/ton of ore, $/ton of metal, capex, opex, chemicals costs, energy intensity and CO2 intensity.
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Electrowinning costs and energy economics are built up in this data-file. A charge of $900/ton is required to earn a 10% IRR on a $3,000/kTpa plant with a median energy consumption of 2-3 MWH/ton. Although this will vary metal by metal.
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What are the costs of hydrogen from coal gasification? This model looks line-by-line, across different plant configurations, aggregating data from technical papers. Black hydrogen costs $1-2/kg. But CO2 intensity is very high, as much as 25 tons/ton. It can possibly be decarbonized resulting in semi-clean hydrogen costing c$2.5/kg.
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The costs of froth flotation are aggregated in this data-file, building up the typical capex costs (in $/Tpa), energy costs (in kWh/ton) and other opex lines (in $/ton) of one of the most important processes for the modern metals and materials industry. A good rule of thumb is $10/ton costs to concentrate a material by over 4x.
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Hydrogen cyanide is a chemical intermediate, used for making perspex, nylon-6,6 and sodium cyanide, which in turn is a crucial chemical for extracting gold and silver from precious metal ores. Marginal costs are usually $1,500-1,650/ton and CO2 intensities are 2-3 tons/ton.
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Marginal costs of a HPHT project in the UK North Sea are captured via modeling Shell's 40kboed Jackdaw project, FID'ed in 2022. A $7/mcf marginal cost results mostly from high hurdle rates associated with project complexity. CO2 intensity has been lowered to c14kg/boe, we think.
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Bio-coke is a substitute for coal-coke in steel-making and other smelting operations. We model it will cost c$450/ton, c50% more than coal-coke, but saves 2 - 2.5 tons/ton of CO2. Abatement costs can be as low as $70/ton. Although not always, and there are comparability issues.
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Mining crushing-grinding costs are typically $10/ton of ore, breaking 3-10cm rubble into 30-100 micron powders. Capex averages $20/Tpa and energy cost averages 20kWh/ton.
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This data-file assesses pumped hydro costs, to back up wind and solar. A typical project has 0.5GW of capacity, 12-hours storage duration, 80% efficiency, and capex costs of $2,250/kW. Thus it requires a 25c/kWh storage spread, in order to generate a 10% IRR.
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What is the marginal cost of offshore oil and gas? This data-file captures a small project, off Africa, with $15/boe development cost, $15/boe opex, 70% fiscal take. Break-even is at $35-45/bbl. But a $90/bbl forward curve may be needed for definitive go-ahead.
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This data-file captures chlor-alkali process economics, to produce 80MTpa of chlorine and 90MTpa of caustic soda. Our base case requires $600 per ecu for a 10% IRR and a growth project costing $600/Tpa. Electricity is 45% of cash cost. CO2 intensity is 0.5 tons/ton. Interestingly, chlor-alkali plants can demand shift.
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This model captures the economics of power factor correction via installing capacitor banks upstream of inductive loads. A 10% IRR is derived from a system costing $30/kVAR, reducing real power losses by 0.5%, thus saving on 8c/kWh electricity prices (75% of savings), $3.5/kW demand charges (15%) and a $20/ton CO2 price (10%).
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This data-file captures the economics of producing sulphur from H2S via the Claus process, yielding an important input for phosphate fertilizers and metals. Cash costs are $40-60/ton and marginal costs are $100/ton. CO2 intensity is low at 0.1 tons/ton. Data-file explores shortages in energy transition?
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This data-file approximates the costs of battery-grade lithium from brines, via traditional salars the emerging technology of direct lithium extraction. Costs are c40-60% lower than mined lithium in ($/ton of lithium carbonate equivalent). CO2 intensity is 50-80% lower (in kg/kg).
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This data-file captures simplified costs for producing battery-grade graphite (i.e., 99.9% pure, coated, spheronized graphite) in an integrated facility, from mine to packaged output. Our marginal cost is estimated at around $10,000/ton for a 10% IRR. CO2 intensity varies but averages 10kg/kg.
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This data-file captures the economics of producing urea, an important fertilizer and intermediate material. We estimate a marginal cost of $325/ton, based on $2/mcf-e energy inputs. CO2 intensity is 1.5 tons/ton. But costs will increase well above $800/ton during times of energy shortages.
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This data-file captures the economics of constructing an oil storage terminal (aka a "tank farm"). A typical facility needs to charge a $1.5/bbl storage spread to earn a 10% IRR over a 30-year life. Capex costs per kWh of energy are 97% lower than grid-scale batteries. It may become more challenging to finance new facilities in the energy transition.
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Formaldehyde producton costs are captured in this data-file, covering one of the 'top 50' commodity chemicals intermediates (MDF, wind turbine blades, disinfectants). Marginal cost is $500/ton, a direct linear function of gas prices. Embedded CO2 is 0.75 tons/ton, of which 90% is from methanol inputs.
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This model captures the economics of producing battery-grade nickel (e.g., Class I, nickel sulphate) at a metallurgical processing facility. Marginal cost is likely around $11,500/ton in order to generate a 10% IRR, in a process emitting 14 tons of CO2 per ton of product. Numbers vary.
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This is a simple model, to break down the $30k sales price of a typical mass-market automobile. c25% accrues to suppliers, c20% is sales taxes, c20% is dealer costs/logistics, c10% employees, c10% material inputs, c10% O&M, 1% electricity and c5% auto-maker margins. Prices may inflate 60% amidst industrial shortages.
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Reforestation costs are modelled in this data-file, acquiring pastureland, planting new forests to absorb CO2, over a 50-year cycle. As a good rule of thumb, we think $50/ton CO2 prices, $50/m3 timber, and 3% pa land appreciation will unlock an 8% unlevered IRR at Yield Class 16 (5 tons of CO2 per acre per year). CO2 price sensitivities range from $0 to $100/ton.
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Paper is made by boiling wood-dust to extract cellulose fibers, then forming and drying this fibrous slush. A large new paper mill must charge $700/ton for a 10% IRR. The controversy is CO2 intensity, which is 0.4kg/kg from fossil energy, and 2.4kg/kg if you count the CO2 from burning wood residues too.
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This data-file captures the economics for a fuel-retailing "petrol station" to earn a 10% IRR. A typical EBIT margin is 17c/gallon; with a c6% margin on direct fuel sales; plus 10-20% of revenues from convenience retail at a higher, c25-30% margin.
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This data-file captures the economics for a typical LNG regas facility. We estimate that a fixed plant with 75-80% utilization requires a spread near to $0.5-0.8/mcf on its gas imports, in order to earn a 5-10% IRR. But there is asymmetric upside amidst gas shortages.
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This data-file compiles all of our insights into publicly listed companies in the energy transition: commercialising economic technologies that can advance the world towards 'net zero' CO2 by 2050. As of January-2023, we have 324 differentiated views on 162 public companies.
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This data-file presents the 'top 50' private companies out of several hundred that have crossed our screens since the inception of Thunder Said Energy, looking back across all of our research. Our rankings are based on economics, technical readiness, technical edge, decarbonization and our own depth of analysis.
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Biofuels are currently displacing 3.5Mboed of oil and gas. But they are not carbon-free, and their weighted average CO2 emissions are only c50% lower. This data-file breaks down the biofuels market across seven key feedstocks, to help identify which opportunities can scale for the lowest costs and CO2, versus others that require further technical progress.
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Vehicles transport people and freight around the world, explaining 70% of global oil demand, 30% of global energy use, 20% of global CO2e emissions. This overview summarizes all of our research into vehicles, and key conclusions for the energy transition.
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Carbon capture and storage (CCS) prevents CO2 from entering the atmosphere. Options include the amine process, blue hydrogen, novel combustion technologies and cutting edge sorbents and membranes. Total CCS costs range from $80-130/ton, while blue value chains seem to be accelerating rapidly in the US. This article summarizes the top conclusions from our carbon capture and storage research.
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20 leading companies in LED lighting are compared in this data-file, mostly mid-caps with $2-10bn market cap and $1-8bn of lighting revenues, listed in the US, Europe, Japan, Taiwan. Operating margins averaged 8% in 2022, due to high competition, fragmentation and inorganic activity. The value chain ranges from LED semi-conductor dyes to service providers installing increasingly efficient lighting systems as part of the energy transition.
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35 indium producers are screened in this data-file, as our energy transition outlook sees primary demand rising 4x from 900 tons in 2022 to over 3.5ktons in 2050, for uses in HJT solar cells and digital devices. 60% of global supply is produced by 20 Chinese companies. But five listed materials companies in Europe, Canada, Japan and Korea also stand out.
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This data-file is a screen of leading companies in polyurethane production, capturing 80% of the world's 25MTpa market, across 20 listed companies and 3 private companies. We see growing demand for polyurethanes -- especially for insulation, electric vehicles and consumer products -- while there is also an exciting prospect that EVs displace reformates from the gasoline pool, helping to deflate feedstock costs. So who benefits?
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Demand shifting flexes electrical loads in a power grid, to smooth volatility and absorb more renewables. This database scores technical potential and economical potential of different electricity-consuming processes to shift demand, across materials, manufacturing, industrial heat, transportation, utilities, residential HVAC and commercial loads.
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10MTpa of hydrogen is produced in the US, of which 40% is sold by industrial gas companies, 20-25% is generated on site at refineries, 20% at ammonia plants and 15-20% in chemicals/methanol. This datafile breaks down US hydrogen production by facility. Owners of existing steam methane reforming units may readily be able to capture CO2 and benefit from CO2 disposal credits under the US Inflation Reduction Act?
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The global market for vacuum pumps is worth $15bn per year, with growing importance for making semi-conductors, solar panels and AI chips. This data-file reviews ten leading companies in vacuum pumps, including one European-listed capital goods leader, a European pure-play and a Japanese-listed pure-play.
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Leading aluminium producers are reviewed in this data-file, across ten companies, producing half of the world's global output. Scale ranges 1MTpa to 7MTpa. CO2 intensity of primary aluminium production ranges from 3 tons/ton to 17 tons/ton, in aggregate across these companies.
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Over $100bn pa of industrial gases and $5-6bn pa of cryogenic air separation plants are produced each year. This data-file is a screen of leading industrial gas companies and cryogenic air separation companies, breaking down their market share (number of ASUs constructed) history, geography, sales and headcounts.
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The global magnet industry is fragmented across hundreds of suppliers, including 800 in Asia-Pacific. The total market is worth $20bn pa. The purpose of this data-file is to highlight a dozen leading magnet companies, including producers of permanent magnets, Rare Earth magnets (e.g., NdFeB), ferrites and other magnetic components. 
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This data-file captures a sample of 30MTpa of blue ammonia projects from 1980 to 2030, including their location, companies, timings (year of FID, year of start-up), their sizes (in MTpa), their CO2 reductions (in %), their capex costs (in $M, where disclosed) and the implied capex costs ($/Tpa). We have also summarized each project with 3-10 lines of text.
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This data-file is a screen of leading companies in super-alloys, covering US pure-plays, mega-caps in industrials and defence, and emerging world producers of Rare Earth metals. In each case, we have included our notes and observations.
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The average US electric utility has 25 GW of generation, 15,000-miles of power transmission, 100,000 miles of distribution, 8M customers, 3.5% dividend yields and 6.5% long-term target growth. We wonder if there is upside on expanding power grids? A dozen companies are in our screen.
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Which stocks are most considered to be energy transition stocks? To answer this question, we have aggregated the holdings of ten well-known energy transition ETFs and clean tech ETFs, in early 2023.
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This data-file is a screen of companies that can reduce routine flaring and reduce the ESG impacts of unavoidable residual flaring. The landscape is broad, ranging from large, listed and diversified oil service companies with $30bn market cap to small private analytics companies with
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This data-file is a screen of LNG shipping companies, quantifying who has the largest fleet of LNG carriers and the cleanest fleet of LNG carriers (i.e., low CO2 intensity). Many private companies are increasingly backed by private equity. Many public companies have dividend yields of 4-9%.
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Highly pure silica sand, with well over 95% SiO2 content and less than 0.6% iron oxide, is an important resource used in making glass, metal foundries, "proppant" for hydraulic fracturing in the oil and gas industry and making high-grade silicon (for chips and PV silicon). The market is 350MTpa. This data-file is a screen of the world's largest silica sand producers.
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This data-file is a screen of companies in the fluorinated polymer value chain. It captures ten large Western companies, with exposure to producing fluorspar, refining fluorspar into hydrofluoric acid (HF) and/or further processing into fluorinated polymers, which matter increasingly in the energy transition.
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High-quality building automation typically saves 30-40% of the energy needed for lighting, heating and cooling a building. This matters amidst energy shortages, and reduces payback times on $100-500k up-front capex. This data-file aggregates case studies of KNX energy savings, and screens 70 companies, from Capital Goods giants to private pure-plays.
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This data-file is an overview of mining equipment companies. For each company, we have noted its location, size, age, number of employees, number of patents, latest revenues, operating margins, exposure to the mining equipment industry, and a few short summary sentences. Where possible, we have also broken down the company's revenues by end-market or by commodity.
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An of overview of manufacturing methods is given in this data-file. Costs are 70% correlated with energy intensity, ranging from well below 0.3 MWH/ton to well above 7MWH/ton. The lowest cost techniques take place at huge throughput in the mining industry, while the most intricate are used in semi-conductors.
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1GTpa of material is recycled globally, across steel, paper, glass, plastics and other metals. On average, 35% of these materials are produced from recycled feeds, saving 70% of the energy and CO2, with upside in the Energy Transition.
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Half of the world's 28kTpa global silver market is controlled by 17 public companies, with silver output ranging from 0.1 - 2.0 kTpa, and co-producing gold, copper or other metals. This data-file is a screen of silver producers, in order to identify leading companies. 
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This data file looks for leading companies in STATCOMs and SVCs by aggregating all Western patents that refer in their title, abstract or claims to "STATCOMs", "Static VAR Compensators", or similar. ABB (now part of Hitachi), Siemens Energy and GE stand out as Western leaders in a concentrated space, although competition is growing.
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The global HVDC market is $10bn pa, and it might typically cost c€100-600 M to connect a large and remote renewables project to the grid or run a small HVDC inter-connector. This data-file reviews the market leaders in HVDC, based on 5,500 patents. A dozen companies stand out, with c$40bn of combined revenues from power transmission projects.
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This data-file screens 15 companies that are developing graphite mines, plus downstream refining facilities, to upgrade their output into highly pure spheronized graphite that can be used as an anode material for lithium ion batteries, such as in electric vehicles.
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25 companies dominate the world's nickel production, although the supply chain is heavily split between battery-grade materials, Class I metals, and lower-grade products. Each company is summarized, according to its size and asset base. CO2 intensity varies by a very wide 10x margin, from sub-10 tons/ton nickel to 100 tons/ton.
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In 2022-25, bizarrely, we could be in a market where deployment of important energy transition technologies is being held back by energy shortages and metals shortages, which both pull on the demand for coal. This data-file screens fifteen of the largest Western coal producers.
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Power MOSFETs are an energy transition technology, the building block behind inverters, DC-DC converters, EV drive trains, EV chargers and other renewables-battery interfaces. Hence this data-file is a screen of companies making power MOSFETs, especially new and higher-efficiency devices using Silicon Carbide as the semi-conductor.
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This data-file tabulates details for 20 companies that make epoxy- or polyurethane resins and adhesives, especially those that feed into the construction of wind turbines. We think there are 5 public companies ex-China with 5-35% exposure to this sub-segment of the wind industry.
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This data-file aims to provide an overview of the world's largest glass fiber manufacturers, quantifying their market share, and summarizing their offering. Covered companies include China Jushi, Owens Corning, Saint Gobain-Vetrotrex, Johns Manville and smaller Europeans.
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This data-file profiles leading companies and products in the space of axial flux motors, with an average power density of almost 8kW/kg, which is 10x higher than a typical AC induction motor in heavy industry. Leading companies are profiled, based on reviewing over 1,200 patents.
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This data-file outlines the top twenty companies producing variable frequency drives to precisely control electric motors. The top three companies are European capital goods players. High-quality VFDs may protect against growing competition from China.
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This data-file profiles a dozen companies that make thermal insulation materials, as 50-75% of all buildings standing today will likely need insulation upgrades on the road to 'net zero', while the pace of progress should be amplified in times of energy shortages.
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Our global decarbonization models burn through the world's entirely terrestrial cobalt resources. Hence this data-file reviews c25 mines around the world, and the resultant positions of 25 global cobalt producers. All cobalt is produced alongside copper or nickel, but some companies are more cobalt-exposed.
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This data-file is a screen of the world's largest copper miners and producers, covering 16 companies that produce half of all global output. The average company produces around 0.8MTpa, has a 30-year reserve life, and derives 30% of its EBITDA from copper.
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This screen compares the offerings of a dozen small-scale wind turbine providers, with power ratings below 30kW, for residential energy generation. Costs range from $1,000-6,000/kW. The three key challenges are performance, relaibility and cost.
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This data-file tabulates our subjective opinions on c20 different heat pump companies, based on their consumer reviews, pricing, reliability, efficiency, company size, models, integration, and visual/acoustic properties. We conclude heat pumps are opaque and must be selected carefully.
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This data-file aims to tabulate helpful data on the grid-scale transformer industry, covering the sizes (tons), costs ($/kW) and companies in the space. Margin pressure looks challenging, amidst material re-inflation, and a competitive set of capital goods giants and emerging Chinese companies.
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This data-file captures c20 lithium producers, their output (in kTpa), their size and their recent progress. Eight companies effectively control 90% of global supply. 3 out of 12 earlier-stage companies underwent restructurings in 2020, illustrating risks, but also potential future supply shortages.
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This data-file tracks leading companies making solar inverters and their products' costs. Costs per watt approximately double for every 10x reduction in inverter size. Chinese manufacturers appear to sell inverters for 30-50% less than Western companies. Some leaders may still have good margins.
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This data-file summarizes the details of c15 companies aiming to commercialise low-carbon electro-fuels, using power-to-liquids technologies, and their progress to-date. The average company was founded in 2015, with 5 patents and 15 employees. Although this is skewed towards 3-4 leaders.
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This data-file gives an overview of gas sweetening and treatment processes. The main method is chemical absorption using amines. We estimate that a mid-size facility of 500mmcfd must levy a $0.15/mcf cost and emits 3.5kg/boe to take out c7% H2S and CO2. Other processes are compared.
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This screen tabulates details of almost twenty leading companies in the production and commercialization of biochar. The average company was founded in 2012, has 8 employees and 1.2 patents, showing an early-stage and competitive space.
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This data-file captures 17 plastic products derived from mechanical recycling, biologically-sourced feedstocks or that is bio-degradable. The 'greenest" plastics are c30% lower in CO2 than conventional plastics, but around 2x more costly.
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This screen assesses a dozen companies sequestering CO2 by farming seaweeds and kelp. The area is fast-growing but early-stage. The average company was founded in 2017 and employs 10 people. Commercial products include foods, animal feeds, fertilizers, plastics and even distilled spirits.
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We have screened c20 uranium miners, assessing each company's production, reserves, asset base, size and recent news flow. 10 are publicly listed. Our market outlook is that firm uranium supply may be running 25% short of the level required on our roadmap to net zero.
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We have screened 25 leading companies in autonomous vehicles (public and private), tabulating their technical progress and proposals for Level 4-5 autonomy. 75% of the companies were founded in the last decade. Leaders are focused on freight, cars, taxis and LiDAR sensing.
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This data-file is a simple screen of companies manufacturing drones and commercializing drone software. It includes 12 private companies and 4 public companies. For each company, we have tabulated their history, geography, number of patent filings and a short description.
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This data-file tabulates details of companies in the methanol value chain. For incumbents, we have quantified market shares. For technology providers, we have simply tabulated the numbers of patents filed. For newer, lower-carbon methanol producers, we have compiled a screen to assess leading options.
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This screen tracks companies that can improve productivity of agricultural land (so more land is available for reforestation) or increase CO2 uptake rates of plants. It includes large-cap seed and crop protection companies, through to biotech firms, through to indoor farms that achieve 350-400x higher yields per acre.
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Smart meters and smart devices are capable of transmitting and receiving real-time consumption data and instructions. This data-file tracks 40 leading companies, mostly at the venture and growth stages. They help lower demand, smooth grid volatility and encourage appliance upgrades.
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This data-file assesses who has the leading technology for producing industrial hydrogen, but especially blue hydrogen from auto-thermal reformers, after reviewing public disclosures and 750 patents. Companies include Air Liquide, Air Products, Casale, Haldor Topsoe, Johnson Matthey, KBR, Linde, Thyssenkrupp.
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This data-file profiles 30 leading companies in gas turbines and CHPs, from mega-caps such as GE, Siemens and Mitsubishi, down to small-caps and private companies with exciting new technologies. Case studies are also presented, with details on turbine installations.
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This database tabulates c300 venture investments, made by 9 of the leading Oil Majors. Their strategy is increasingly geared to advancing new energies, digital technologies and improving mobility. Different companies are compared and contrasted, including the full list of venture investments over time.
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This data-file screens for the 'top twenty' technology leaders in super-capacitors, by assessing c2,000 Western patents filed since 2013. The screen comprises capital goods conglomerates, materials companies, an Oil Major with exposure and specialist companies improving SC energy density.
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This data-file tabulates 5,500 patents into additive manufacturing (3D printing), in order to identify technology leaders. Patent filings over time show a sharp acceleration, making AM one of the fastest growth areas for the energy transition.  We profile 14 concentrated specialists, plus broader Cap Goods and Materials companies.
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This data-file tracks 800 patents innovating pipeline transportation of natural gas, to screen for exciting technologies and companies. 6 publicly listed firms and 6 venture-stage start-ups stood out from the analysis, commercialising next-generation materials, monitoring methods and optimizing gas distribution.
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This data-file tracks over 6,000 patents filed into battery recycling technology, escalating at a 15% CAGR since 2000. 18 technology leaders are profiled ex-China, including 6 global, large-cap listed companies and 10 private companies, including some exciting, early-stage concepts to improve material recovery and costs.
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This data-file screens twenty companies measuring and verifying nature-based carbon offsets, in forests and soils. It includes 5 leading private companies at the cutting edge. Traditionally cumbersome, manual methodologies have evolved rapidly, towards technology-driven, real-time remote sensing, to enable the scale-up of nature-based CO2 offsets.
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Heat pumps can halve the CO2 intensity of residential heating. Hence we have screened for the leading companies, focusing in upon 4,000 Western-centric patents from 2017-19. The space is competitive. 7 public companies and 4 private companies stand out, with concentrated exposure to the theme.
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This data-file screens the large, listed fertilizer companies, comparing their CO2 intensity, ROACE, cash flow and recent patent filings. The industry could be disrupted by the rise of conservation agriculture, eroding thee 186MTpa global fertilizer market, which also comprises c1% of global emissions. 
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This data-file screens for the technology leaders in fiber-optic cables, which are crucial for the digitization of industries and the world's structural shift towards remote-working, based on screening 37,000 patents. Revenues and market shares are summarized for the leaders.
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We have compiled a database of 25 leading companies in Redox Flow Batteries, by looking across 1,237 patents since 2017. Exciting progress is visible, with technical maturity rapidly progressing, demonstration facilities under construction and a promise of cost-competitive, long-life, energy storage.
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We have updated our database of over 100 companies, which have already flown c50 aerial vehicles (aka "flying cars"), to identify the leading contenders. We categorize each vehicle by fuel type, speed, range, fuel economy and credibility. The data strongly imply aerial vehicles taking off in the 2020s.
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This data-file assesses the outlook for 30 plastic pyrolysis companies, operating (or constructing) 100 plants around the world, which use chemical processes to turn waste plastic back into oil. The data-file has been updated in 2023, concluding that the theme is 'on track', but segmented between leaders and setbacks.
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This datafile tabulates ten examples of deploying Blockchain in the oil and gas industry since 2017; including companies and cost savings. Most prior examples are in trading. For 2020, we are particularly excited by the broadening of Blockchain technologies into the procurement industry, which can deflate shale costs.
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This data-file screens the methods available to monitor for methane emissions. Notes and metrics are tabulated. Emerging methods, such as drones and trucks are also scored, based on technical trials. The best drones can now detect almost all methane leaks >90% faster than traditional methods. c34 companies at the cutting edge are screened.
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Gas and diesel engines can be 30-80% less efficient when idling, or running at low loads. This is the rationale for hybridizing engines with backup batteries. Industrial applications are increasing, achieving 30-65% efficiency gains, across multiple industries. In 2018-19, the biggest new horizon has been in oil and gas, including hybrid rigs, supply vessels, construction vessels and even LNG plants.
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This data-file tabulates headline details of c35 companies commercialising catalysts for the refining industry, in order to improve conversion efficiencies and lower CO2 emissions. Five early-stage private companies stand out, while we also profile which Majors have recently filed the most patents to improve downstream catalysis.
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This data-file is a global hydrogen market breakdown, disaggregating the 110MTpa market (mainly ammonia, methanol and refining), how it is met via different production technologies, and our estimates of those technologies' costs (in $/kg) and CO2 intensities (in kg/kg or tons/ton).
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Swarms of drones are emerging as the most devastating military weapon of the 21st century. This was evidenced by the recent attack on Saudi oil infrastructure. But drones' impact on 0.7Mbpd of global military oil demand could be even more devastating. This data-file quantifies their fuel economy at >1,000 mpge compared to today's fighter jets, tanks, helicopters and planes that achieve
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What if CO2 was not a waste product, but a valuable commercial feedstock? We have assessed the top 27 companies at the cutting edge, commercialising CO2 into next-generation plastics, foams, concretes, specialty chemicals and agricultural products. Each company is assessed in detail. 13 are particularly exciting. 21 are start-ups. Aramco, Chevron, Repsol also screen well.
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Over 20 next-generation subsea robotics concepts are presented. These electric solutions are increasingly autonomous, they reside subsea and can conduct more thorough inspection/intervention work. Inspection is 2-6x faster, and maintenance costs can be halved, yielding savings of $0.5-1/boe at a typical field. The data-file also summarizes the leading Majors and Service Companies in the space.
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This database covers all 14 subsea separation projects across the history of the oil industry, going back to the "dawn of subsea" in 1969. The technology has been elusive, with just a handful of applications, the largest of which is 2.3MW. This could change, with the pre-salt partners pioneering an unprecedented 6MW facility at Mero.
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Can next-generation nuclear technologies realistically be factored into long-run forecasts of energy markets or energy-transition? The impacts of nuclear fusion would be vast, and several companies are making exciting progress, but no facility in our sample has yet surpassed TRL6, achieved an "energy gain" or system stability beyond c10 mS - 2mins.
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This data-file quantifies the leading companies in Distributed Acoustic Sensing (DAS), the game-changing technology for enhancing shale and conventional oil industry productivity. Operators are screened from their patents and technical papers. Services are screened based on their size and their technology.
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We review the top, proprietary technologies that we have seen from analysing patents and technical papers, to capitalise on IMO 2020 sulphur regulation, across the world's leading integrated oil companies.
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This data-file is an overview of different LNG liquefaction technologies: APCI, APX, Optimised Cascade, Fluid Cascade, DMR, SMR, PRICO and MMLS. A typical LNG liquefaction plant has energy intensity of 280kWh/ton, consuming 5% of the input gas entering the plant, with 20kg/boe of Scope 1&2 CO2 intensity. But efficient and electric-drive compression can lower these penalties by at least 50-75%.
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Pressure exchangers transfer energy from a high-pressure fluid stream to a low-pressure fluid stream, and can save up to 60% input energy. Energy Recovery Inc is a leading provider of pressure exchangers, especially for the desalination industry, and increasingly for refrigeration, air conditioners, heat pump and industrial applications. Our technology review finds a strong patent library and moat around Energy Recovery's pressure exchange technology.
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This data-file aggregates all of our patent assessments into a single reference file, so different companies' scores can be compared and contrasted. Our average score is 2.5 out of 5.0. Skew is to the downside. Intelligibility is the biggest challenge. Scores correlate with TRL and revenues.
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Our Plug Power technology review is drawn from the company's recent patent filings, which offer some of the most detailed disclosures we have ever seen into the manufacturing of PEM electrolysers and fuel cells, underlying catalyst materials, membranes and their manufacturing. One patent seems like a breakthrough. Other patents candidly presented challenges.
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MIRALON is an advanced material, being commercialized by Huntsman, purifying carbon nanotubes from the pyrolysis of methane and also yielding turquoise hydrogen. This data-file reviews MIRALON technology, patents, and a strong moat. Our model sees 15% IRRs if Huntsman reaches a medium-term cost target of $10/kg MIRALON and $1/kg H2.
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This data-file reviews Bloom Energy's solid oxide fuel cell technology. What surprised us most was a candid overview of degradation pathways of solid oxide fuel cells, a focus on improving the longevity of fuel cells, albeit this sometimes seems to be via heavy uses of Rare Earth metals, and increasing complexity. The patents do suggest a moat around Bloom Energy fuel cell technology.
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Newlight is converting (bio-)methane and air into polyhydroxybutyrate (PHB), a type of polyhydroxyalkanoate (PHA), a biodegradable bioplastic which it markets as AirCarbon. The product is 'carbon negative', biodegradable, strong, 'never soggy', dishwasher safe. Our AirCarbon technology review found some good underlying innovations, but was unable to de-risk cost and capex aspirations.
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Montana Technologies is developing AirJoule, an HVAC technology that uses metal organic frameworks, to lower the energy costs of air conditioning by 50-75%. The company is going public via SPAC and targeting first revenues in 2024. Our AirJoule technology review finds strong rationale, technical details and challenges.
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Alterra Energy has steadily been refining its plastic recycling technology since 2017. The company recently signed license agreements with Neste and Freepoint. The technology is a continuous reactor, with seven discrete stages, using scavengers to remove contaminants, and patented hardware to minimize fouling and devolatilize chars.
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Advantage is a Montney gas producer, which recently sourced a $300M investment from Brookfield to scale up its Entropy23 amine blend for natural-gas CCS. Entropy has captured 90-93% of the CO2 at the first pilot plant at Glacier, Alberta, with 2.4 GJ/ton reboiler duty, 40% below MEA. This 7-page report confirms a moat around the technology and raises three challenges.
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Topsoe autothermal reforming technology aims to maximize the uptime and reliability of blue hydrogen production, despite ultra-high combustion temperatures from the partial oxidation reaction, while achieving high energy efficiency, 90-97% CO2 capture and
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Electra is developing an electrochemical refining process, to convert iron ore into high purity iron, and ultimately into steel, using only renewable electricity. It has raised c$100M, gained high-profile backers, and is working towards a test plant. This 9-page note reviews an exceptionally detailed patent, finds clear innovations, but also some remaining risks and cost question marks.
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Aker Carbon Capture is a public company, listed in Norway, with c120 permanent employees. It has developed novel solvents for post-combustion carbon capture, modular CCS plants (JustCatch, at 40-100kTpa, and BigCatch at >400kTpa). The company aims to secure contracts for 10MTpa of CCS by 2025. This technology review looks for a moat in the patents.
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Membrane Technology and Research Inc. (MTR) is a private company, specializing in membrane separations, for the energy industry, chemicals and increasingly, CCS. Its Gen 2-3 Polaris membranes have 50x CO2:N2 selectivity, 2,000-3,000 GPU permeabilities, and are at TRL 6-7. Is there a moat?
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Boston Metal aims to decarbonize steel, using molten oxide electrolysis, absorbing 4MWH/ton of steel. This data-file is a Boston Metal technology review, based on assessing 55 patents across 3 families. We were unable to de-risk the technology. A key challenge is conveying current into the cell, as it operates around 1,600C, which is above the melting point of most feasible conductor materials.
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Amprius is commercializing a lithium-ion battery with a near-100% silicon anode, yielding 80% higher energy density. It can achieve 80% charge within 6-minutes. The company is listed on NYSE. We have reviewed Amprius' silicon anode technology. The patent library is excellent, goes back to 2009 and has locked upon a specific design. This allows us to guess at costs, degradation and longevity.
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NEL is a green hydrogen technology company, headquartered in Oslo, listed on the Oslo Børs since 2014, and employing 575 people. It has manufactured 3,500 electrolyser units, going back to 1927, historically weighted to alkaline electrolysers, and increasingly focused on PEMs and hydrogen fuelling stations. This NEL technology review explores its patents.
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Verbio is a bio-energy company, founded in 2006, listed in Germany, producing bio-diesel, bioethanol, biogas, glycerin and fertilizers. The company has stated "we want to be in a position to convert anything that agriculture can deliver to energy". Our Verbio technology review is based on its patents. We find some fascinating innovations in cold mash ethanol, integrated with biogas production, and making biogas from lignocellulosic feedstock.
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Hillcrest Energy Technologies is developing an ultra-efficient SiC inverter, which has 30-70% lower switching losses, up to 15% lower system cost, weight, size, and thus interesting applications in electric vehicles. How does it work and can we de-risk the technology?
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Our NET Power technology review shows over ten years of progress, refining the design of efficient power generation cycles using CO2 as the working fluid. The patents show a moat around several aspects of the technology. And six challenges at varying stages of de-risking.
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Goldwind is one of the largest wind turbine manufacturers in the world, headquartered in Beijing, and shares are publicly listed. The wind industry is increasingly aiming to mimic the inertia and frequency responses of synchronous power generators. Goldwind has published some interesting case studies. Hence we have reviewed its patents to see if we can find an edge?
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Jetti Resources has developed a breakthrough technology to recover copper from low-grade sulfide ores, by leaching with sulphuric acid, thiocarbonyls, ferric iron (III) sulphates and oxidizing bacteria. The patents lock up the technology, with detailed experimental data. But what are the costs of copper production, what CO2 intensity and what technical challenges remain?
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Tigercat is a private company, founded in 1992, headquartered in Ontario, Canada, with c2,000 employees. The company produces specialized machinery for forestry, logging, materials processing and off-road equipment. Our patent review has found a moat around reliable, easy-to-maintain, mobile and efficient forestry equipment.
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This data-file is a review of Agilyx's plastic recycling technology, after assessing the company's patents on our usual framework. We conclude that Agilyx has developed a novel and data-driven process, to remove challenging contaminants from feedstocks. Although it may involve higher complexity, higher reagent opex, and some challenges cannot entirely be de-risked from the patents.
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This data-file is a technology review for Sentient Energy, assessing innovations in smart grids. Its technology can achieve energy savings via a combination of "Conservation Voltage Reduction" and "Volt-VAR optimization at the grid edge". This also helps to integrate more solar and EV charging into power grids. We explain the technology.
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Powin commercializes energy storage hardware and software. Its LFP battery system is 30% more compact than peers, at 200 MWH/acre, and modular, meaning it may be 50% faster to install. Our patent review finds a moat around specific process improvements, to help back up the short-term volatility of solar and wind.
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X-Energy is a next-generation nuclear company, progressing a demonstration project in Washington State, due to start up in 2027. The key innovation is using TRISO fuels, whose manufacturing is locked up with a concentrated patent library. Long-term costs are suggested at 6c/kWh.
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Prysmian scores well on our patent assessment framework. We conclude an array of incremental improvements and industry specializations confer a partial moat and helps to de-risk future installation work.
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Nostromo is commercializing a thermal energy storage system, for commercial buildings in hot climates, where AC can comprise 40-70% of total energy use. It scores highly on our patent framework and can be an interesting alternative to lithium batteries.
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PureCycle was founded in 2015, went public via SPAC in 2021 and aims to recycle waste polypropylene into virgin-like polypropylene saving 79% of the usual input energy and 35% of the input CO2. Despite recent controversies, our PureCycle technology review is able to de-risk several ambitions.
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Aurubis produces copper products from 1MTpa of recycled materials and 2.25MTpa of concetrates. Energy use and CO2 emissions are two-thirds lower than primary copper production. Our technology review finds a partial moat.
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TerraPower is one of the most active next-generation nuclear companies, with funding from Bill Gates, and 600 engineers working towards the first, 345MWe Natrium reactor before 2030. We could not entirely de-risk a "breakthrough" due to the breadth and novelty of its patents.
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Semi-solid electrodes are aimed at "dramatically reducing" costs of lithium ion batteries, with 70-100% higher energy density, plus better safety and reliability, for use in battery storage and electric vehicles. 24M has a moat and is licensing technology to Freyr and Volkswagen.
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Nexwafe is growing standalone silicon wafers on mono-crystalline seed wafers, with no need to slice ingots. It should improve solar efficiency, materials intensity and CO2 intensity. Our technology review found 60 patent filings and can partly de-risk growth ambitions.
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Terrestrial Energy is a next-generation nuclear fission company, aiming to build a small modular reactor: specifically a 2 x 195MWe Integral Molten Salt Reactor with ultimate costs below $3,000/kWe, yielding levelized costs of 5-7c/kWh. 80 patents lock up 8 core innovations in a high-quality library that helps de-risk the potential.
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Albemarle is a specialty chemicals company.  Our patent screen de-risks incremental improvements in novel fire-proofing bromine compositions, further and better lithium pathways, and longer-lasting catalysts for cleaner fuels. Overall we think 70% of the patents are for technologies that will advance the energy transition in some way.
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General Fusion is developing a magnetized target fusion reactor, compressing plasma via high-pressure pistons. It hopes to commercialize 100-200MWe fusion reactors with 5-6.5c/kWh levelized costs of electricity in the late 2020s. Our patent de-risks several innovations. Although complexity is high and we note four residual risks for the technology.
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Tricoya is an engineered wood product like MDF, but it has been "acetylated", in order to confer >50-year longevity, even when exposed to the elements. Accsys Technologies is the parent company listed on AIM and Euronext Amsterdam. This data-file reviews its technology and patent library.
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CATL produces one-third of the world's lithium ion batteries. Its patents have warned of devastating lithium shortages since at least 2016. Hence in 2021, it announced it would produce commercial sodium-ion batteries by 2023. The technical challenges are captured in its patent library. We cannot fully de-risk its 2023 target.
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First Solar is a solar manufacturer with capacity to produce 8GW of solar panels per year, using CdTe thin film technology. It has production in the US and uses 60% less energy than photovoltaic silicon. Efficiency is interesting. It is usually lower for CdTe than c-Si, but 70% of First Solar's patents target improvements.
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Stora Enso is a pulp, paper and forestry products business, headquartered in Finland, with €10bn per year of revenues. It argues "everything made from fossil-based materials today can be made from a tree tomorrow". Our patent screen finds a strong focus on sustainable packaging solutions, especially Microfibrillated Cellulose (MFC). 
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Svante is suggesting its technology can absorb 90% of CO2 in a 60-second cycle that costs 50% less than conventional CCS. It has attracted an amazing list of investors and partners. Agonizingly we could not de-risk the technology based on our usual patent review.
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Our patent review found CFS to have a high-quality patent library, of specific, intelligible, commercially-minded innovations to densify the magnets that would confine plasma in a tokamak for nuclear fusion. Specific details, and minor hesitations are in the data-file. 
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ESS is emerging as a leader in medium-duration energy storage (4-12 hours), with an iron flow battery costing 2-5c/kWh (assuming >daily cycling) and lasting 20,000 cycles. The patent library is high quality. We note five challenges to consider. The largest is round-trip efficiency.
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NuScale is developing a small modular nuclear reactor (SMR), producing 77MWe of power. It is the first SMR design to win US regulatory approval and the first plant is being built in Romania for 2028. NuScale's patents scored well on our framework.
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CarbonCure injects CO2 into concrete during the mixing process, where it mineralizes. The resultant product can most likely save 4-6% of the CO2 intensity of finished concrete. Question marks are explored in the data-file.
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SolarEdge specializes in the power-electronics needed to use solar energy in practical power systems. Our patent review finds a good, but broad array of incremental improvements. They suggest a vast future market in solar-battery energy systems.
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Aerogels have thermal conductivities that are 50-80% below conventional insulators. Target markets include preventing thermal runaway in electric vehicle batteries and cryogenic industrial processes (e.g., LNG). This data-file notes some challenges, using our usual patent review framework. 
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Solid Power is developing solid-state batteries, using sulphide electrolytes. Ambitious goals include >500 miles of EV range (50-100% more than today's lithium ion batteries), 2x higher life-spans and costs as low as $85/kWh. The company is going public via SPAC, valued at $1.2bn, and has an exceptional list of backers.  
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Carbon Clean is a CCS company. It has already captured over 1MT, across 38 facilities. But in addition, it is developing a next-generation design, which could ultimately lower cost to $30-40/ton. Our review finds a very decent, albeit concentrated patent library, following our usual framework.
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Monolith claims it is the "only producer of cost effective commercially viable clean hydrogen today" as it has developed a proprietary technology for methane pyrolysis. But overall this was not one of our most successful patent screens. Some specific question marks are noted in the data-file.  
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Shoals Technologies Group manufactures electrical balance of system solutions for solar energy projects, focused on promoting reliability, safety and ease of installation. Electrical installation costs can be lowered 40%. Our patent review finds a technology moat on 35% EBITDA margins.
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ChargePoint is the leading provider of Level 2 EV charging stations in the US and aims to help electrify mobility and freignt. Our review finds a library of simple, clear, specific and easy-to-understand patents. More debatable are the technology edge and future IP defensability.
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Form Energy is aiming to commercialize a metal-air battery, for long-duration energy storage, using only safe and Earth-abundant materials. The first 1MW/150MWH system could be deployed by 2023. Compared to other patent libraries, we have found it harder to de-risk Form's technology.
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Lilac Solutions aims to commercialize a lithium ion exchange technology, which can extract lithium from dilute brine solutions, rapidly, economically and scalably. Overall Lilac's patents look promising to us.  They contain some excellent, precise and intelligible details on making ion exchange materials.
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Siemens Gamesa is a leader in offshore wind, pushing the boundaries towards a 14MW turbine with an incredible 222m rotor diameter. Our main debate from reviewing its patents is whether the engineering challenges of large turbines is consistent with deflation expectations.
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Stem Inc. went public via SPAC in April-2021, supporting grid-scale batteries with optimization software, which can lower energy bills by 10-30% in the energy transition. Its patents scored reasonably well on our usual framework. Managing short-term renewables volatility was a crucial focus.
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Array Technologies IPO-ed in October-2020. It manufactures solar tracking systems, supporting 25% of US solar modules installed to date. Its systems can uplift solar generation by 5-25%. we found clear, specific, intelligible patents, back-stopping six out of seven key strengths that have been cited by the company.
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Carbios has developed an enyzmatic process to recycle 90% of PET within 10-hours, which has been described in Nature. "This highly efficient, optimized enzyme outperforms all PET hydrolases reported so far". Economics and CO2 savings can be very exciting. But our work identifies four challenges, which were hard to re-risk.
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Climeworks is a Swiss company, founded in 2009, commercializing a direct air capture technology. The main innovation in its patents optimizes air flow, to avoid steep pressure drops, which can otherwise de-rail DAC economics. But we are still unable to de-risk sub-$200/ton CO2 costs based on reviewing the patents.  
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Danimer Scientific is a producer of PHA, a biodegradable plastic feedstock. PHA still has commercial challenges in its processing, mechanical properties and 4-5x higher costs than conventional plastics. Yet our patent review finds Danimer has made some specific, intelligible innovations, earning a solid score of 3.5 on our technology framework.
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Nio is a listed, electric vehicle manufacturer, headquartered in Shanghai. It operates over 200 "battery swap" stations, and the 2-millionth battery swap was completed in March-2021, with swap times soon falling to 3-minutes. Our patent analysis suggests a genuine moat in swappable batteries, which could only have been built up by an auto-maker. 
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LanzaTech aspires to "take waste carbon emissions and convert them" into sustainable fuels (and bio-plastics) with a >70% CO2 reduction. We have assessed its patents but concluded we cannot yet de-risk the CO2-to-fuels pathway in our energy transition models.
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Origin Materials went public via SPAC in February-2021, as it was acquired by Artius Acquisition Inc at a valuation of $1.8bn. Its ambition is to use wood residues to create carbon-negative plastics, cost-competitively with petroleum products. This data-file outlines our conclusions from reviewing patents.
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Enovix has developed a 3D silicon lithium-ion battery, 5-years ahead of the broader industry, with 2x higher energy density. The company went public via SPAC in February-2021, with an implied post-deal valuation of $1.12bn. This data-file assesses its technology breakthroughs.
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StoreDot is developing "extreme fast-charging" batteries for electric vehicles, using a proprietary range of nanomaterial additives. It claims prototype cells can charge 5-6x faster than conventional lithium ion. This data-file assesses StoreDot patents from 2019-20, looking to de-mystify its breakthroughs.
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This data-file reviews 25 of QuantumScape's 2019-20 patents, in order to substantiate its claims of a solid-state battery than can achieve c50-100% higher energy density than conventional lithium ion batteries, 3x faster charging, while also surviving hundreds of charge-discharge cycles without degradation.
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This data-file tabulates the energy intensity and CO2 intensity of materials, in tons/ton of CO2, kWh/ton of electricity and kWh/ton of total energy use per ton of material. The build-ups are based on 160 economic models that we have constructed to date, and simply intended as a helpful summary reference. Our key conclusions on CO2 intensity of materials are below.
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What is the energy intensity of fiber optic cables? Our best estimate is that moving each GB of internet traffic through the fixed network requires 40Wh/GB of energy, across 20 hops, spanning 800km and requiring an average of 0.05 Wh/GB/km. Generally, long-distance transmission is 1-2 orders of magnitude more energy efficient than short-distance.
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The CO2 intensity of oil and gas production is tabulated for 425 distinct company positions across 12 distinct US onshore basins in this data-file. Using the data, we can aggregate the total upstream CO2 intensity in (kg/boe), methane leakage rates (%) and flaring intensity (in mcf/boe), by company, by basin and across the US Lower 48.
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This US refinery database covers 125 US refining facilities, with an average capacity of 150kbpd, and an average CO2 intensity of 33 kg/bbl. Upper quartile performers emitted less than 20 kg/bbl, while lower quartile performers emitted over 40 kg/bbl. The goal of this refinery database is to disaggregate US refining CO2 intensity by company and by facility.
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This data-file is a breakdown of c1MTpa of refrigerants used in the recent past for cooling, across refrigerators, air conditioners, in vehicles, industrial chillers, and increasingly, heat pumps. The market is shifting rapidly towards lower-carbon products, including HFOs, propane, iso-butane and even CO2 itself. We still see fluorinated chemicals markets tightening.
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What is the energy payback and embedded energy of solar? We have aggregated the consumption of 10 different materials (in kg/kW) and around 10 other energy-consuming line-items (in kWh/kW). Our base case estimate is 2.5 MWH/kWe of solar and an energy payback of 1.5-years. Numbers and sensitivities can be stress-tested in the data-file.
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How much does fertilizer increase crop yields? Aggregating all of the global data, a good rule of thumb is that up to 200kg of nitrogen can be applied per acre, increasing corn crop yields from 60 bushels per acre (with no fertilizer) to 160 bushels per acre (at 200 kg/acre). But the relationship is logarithmic, with diminishing returns.
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The CO2 intensity of coal is estimated at 0.37kg/kWh of thermal energy, at a typical coal grade comprising 63% carbon and 6,250 kWh/ton of energy content. This is the average across 25 samples in our data-file, while moisture, ash and sulphur are also appraised. Coal is 2x more CO2 intensive than natural gas.
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The CO2 intensity of producing corn averages 0.23 tons/ton, or 75kg/boe. 50% is from N2O emissions, a powerful greenhouse gas, from the breakdown of nitrogen fertilizer. Producing 1 kWh of food energy requires 9 kWh of fossil energy.
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Scope 4 CO2 emissions capture the CO2 that is avoided by use of a product. Many energy investments with positive Scope 1-3 emissions have deeply negative Scope 1-4 emissions. Numbers are quantified and may offer a more constructive approach to decarbonization investments.
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Global palm oil production runs at 80MTpa, for food, HPC and bio-fuels. Carbon intensity is 1.2 tons CO2e per ton of crude palm oil, excluding land use impacts, and 8.0 tons/ton on a global basis including land use impacts. This means once a bio-fuel has more than c35% palm oil in its feedstock, it is likely to be higher carbon than conventional diesel.
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This data-file calculates the CO2 intensity of wood in the energy transition. Context matters, and can sway the net climate impacts from -2 tons of emissions reductions per ton of wood through to +2 tons of incremental emissions per ton of wood. Calculations can be stress-tested in the data-file.
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Methane leaks from 1M pneumatic devices across the US onshore oil and gas industry comprise 50% of all US upstream methane leaks and 20% of upstream CO2. This file aggregates the data. Rankings reveal operators with a pressing priority to replace >100,000 medium and high bleed devices, and other best-in-class companies.
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630 companies have now pledged to reach some variant of net zero by early-2022. The average year for this ambition is 2044. Although it varies by sector. 50% of companies are including some Scope 3 emissions in their definitions. This data-file presents our conclusions by sector.
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There are 1,500 industrial furnaces in the US manufacturing sector, with average capacity of 60MWth, c90% powered by natural gas, and thus explaining over 3.5 bcfd of US gas demand (4-5% of total). This is an unbelievably complex landscape, but we have captured as much facility-by-facility data as possible.
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This data-file summarizes the costs of capturing CO2. The lowest-cost options are to access pure CO2 streams that are simply being vented at present. Next are blue hydrogen, steel and cement, which could each have GTpa scale. Power stations place next, at $60-100/ton. DAC is carbon negative but expensive.
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The most important determinant of cooking's CO2 intensity is consumer behaviour. At today's energy costs and grid mix, gas-fired cooking yields the lowest costs. Sometimes electrification of cooking will decrease CO2 and sometimes not. Electric induction is most efficient, but 2-3x more expensive than gas and electric hobs.
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This data-file summarizes over a dozen industrial heating technologies, including their temperatures, efficiency, advantages and challenges. Generally 90% of incoming energy can be converted to industrial process heat and c40% achieves useful exergetic output. But ranges very broadly from 10-90%.
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This data-file calculates the costs, the embedded energy and the embedded CO2 of different construction materials, both during their production and for ongoing heating and cooling. Insulated wood and cross-laminated timber have the lowest CO2 intensities and can be extremely cost competitive.
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This data-file illustrates the outsized contribution of blue carbon ecosystems in the carbon cycle, looking across mangroves, tidal marshes, sea grasses and peat bogs. Degradation of blue carbon ecosystems continues with vast CO2 consequences, comparable to the entire global cement industry.
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The aim of this data-file is to compile CO2 concentrations in industrial exhaust streams, as a molar percentage of flue gas. This matters for the costs of CO2 separation. Most promising CCS candidates are bio-ethanol plants, industrial hydrogen production and some gas processing, followed by cement and steel plants.
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The average American consumes 36MWH of energy each year, emits 20 tons of CO2, spends $2,000 directly on energy (6% of income) and $4,500 including the energy embedded in goods and services (15% of income). A CO2 price of $75/ton may fully decarbonize the US but would absorb another 5% of average income.
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This file aggregates data for 40 major US gas pipelines which transport 45TCF of gas each year over 185,000 miles; and for 3,200 compressors at 640 related compressor stations. Hence, we can calculate the CO2 intensity (in kg/mcf-mile) and methane leak rates (in %) for different midstream companies and the overall US gas industry.
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Manufacturing metal components can be extremely energy intensive, as 60-95% of original materials are often machined away. Additive manufacturing is thus able to deliver c65% CO2 savings per kg of materials in our base case. This data-file quantifies the CO2 savings based on input variables and technical papers.
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CO2-cured concrete has c60% lower emissions than traditional concrete, which is the most widely used construction material on the planet, comprising 4bn tons of annual CO2 emissions, or 8% of the global total. This data-file profiles the CO2 and economic costs of Solidia versus traditional cement, to size the opportunity.
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US bioethanol plants produce 1Mbpd of liquid fuels, with an average CO2 intensity of 85kg/boe. Overall, corn-based bioethanol has c40% lower CO2 than oil products. We screened the leaders and laggards by CO2-intensity, covering Poet, Valero, Great Plains, Koch, Marathon and White Energy.
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Producing a ton of coal typically emits 0.19T of CO2, equivalent to 50kg/boe. The numbers comprise mining, methane leaks and transportation. Hence domestic coal production will tend to emit 2x more CO2 than gas production, plus c2x more CO2 in combustion. However, numbers vary widely based on input assumptions, such as methane lakage rates, btu content and transportation distances, which can be flexed in the model.  
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This data-file calculates the CO2 intensity of producing plastics, based on emissions data from over 20 US petrochemical facilities. We find plastic packaging should tend to be c90% lower-CO2 than glass. Efficiency is improved by larger, integrated crackers and petrochemical plants.
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This data-file calculates the contribution of Platform Supply Vessels (PSVs) to an oil and gas asset's emissions. Our base case estimate is 0.1kg/boe for a productive asset in a well-developed basin. Numbers rise 4x in a remote basin, and by another c4x for smaller fields. 1kg/boe is possible. These emissions can be lowered by 10-20% through by LNG-fuelling or battery-hybridization.
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This data-file quantifies the CO2 intensity of oil sands mining and SAGD, line by line, based on real-world data. We also derive a CO2 curve ranking c2.5Mbpd of production across Alberta, to compare different operators. Steam-oil-ratios explain c60% of the variance in SAGD assets' emissions.
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Methane leakages average 0.2% when distributing natural gas to end-customers, across the US's 160 retail gas networks. Leakages are most correlated with the share of sales to smaller customers. 80 distinct gas companies are ranked in this data-file. State-owned utilities appear to have 2x higher leakage rates versus public companies.
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This model disaggregates the CO2 emissions of producing shale oil, across 14 different contributors: such as materials, drilling, fracturing, supply chain, lifting, processing, methane leaks and flaring. CO2 intensity can be flexed by changing the input assumptions. Our 'idealized shale' scenario follows in a separate tab, showing how Permian shale production could become 'carbon neutral'.
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With methane emissions fully controlled, burning gas is c60% lower-CO2 than burning coal. However, taking natural gas to cause 120x more warming than CO2 over a short timeframe, the crossover (where coal emissions and gas emissions are equivalent) is 4% methane intensity. The gas industry must work to mitigate methane.
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Gas gathering and gas processing are 50% less CO2 intensive than oil refining. Nevertheless, these processes emitted 18kg of CO2e per boe in 2018. Methane matters most, explaining 7kg/boe of gas industry CO2-equivalents. This data-file assesses 850 US gas gathering and processing facilities, to screen for leaders and laggards, by geography and by operator.
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What is more CO2-intensive: the c4,000 truck trips needed to complete a shale well, or giant offshore service vessels (OSVs), which each consume >100bpd of fuel? This data-file quantifies the CO2 intensity of supply-chains, for 10 different resource types, as a function of 30 input variables.
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This data-file tabulates Permian CO2 intensity, based on regulatory disclosures from 20 of the leading producers to the EPA. The data are disaggregated by company, across 18 different categories, such as combustion, flaring, venting, pneumatics, storage tanks and methane leaks. There are opportunities to lower emissions.
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This data-file estimates the CO2 intensity of drilling oil wells, based on the fuel consumption of different rig types. Drilling wells is not the largest portion of the oil industry's total CO2 intensity. Nevertheless there is a 50x spread between the best barrels at prolific onshore fields and the worst barrels at mature deepwater assets.
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CO2 intensity of oil refineries could rise by 20% due to IMO 2020 sulphur regulations, if all high-sulphur fuel oil is upgraded into low-sulphur diesel, we estimate. The drivers are an extra stage of cracking, plus higher-temperature hydrotreating, which will also increase hydrogen demands. This one change could undo 30-years of efficiency gains.
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Emissions of refining a barrel of crude in the US has fallen at a 0.5% CAGR over the past c30-years, from 36kg/boe in 1986 to 31kg/boe in 2018. US refineries are also increasingly fueled by natural gas and merchant steam, while own use of oil, coal and oil products have been phased out.
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We tabulate c25 oil projects, breaking down the total tons of steel and concrete used in their topsides, jackets, hulls, wells, SURF and pipelines. Infill wells, tiebacks and FPSOs make the most CO2-efficient use of construction materials per barrel of production, helping to minimise emissions. Fixed leg platforms are higher CO2, then gravity based structures, then FLNG, and finally offshore wind.
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Average home sizes matter for overall residential energy demand, heating and cooling demand. Hence the purpose of this data-file is to aggregate average home sizes by country, then translate the data into living space per capita. A good rule of thumb is that each $1k pp pa of GDP translates one-for-one into 1m2 pp pa of useful living space.
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US residential energy consumption runs at 3,000 MWH per annum, equivalent to one quarter of total US energy consumption. Total demand has run sideways since 1980 as rebound effects and new demand sources have offset underlying efficiency savings?
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Annual commodity prices are tabulated in this database for 70 materials commodities; covering steel prices, other metal prices, chemicals prices, polymer prices, all with data going back to 2012. 2022 was a record year for commodities. The average material commodity traded 25% above its 10-year average and 60% of all material commodities made ten-year highs.
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In 2023, power grids with c20-30% solar variation tend to have intra-day spreads of 9c/kWh, between peak wholesale electricity prices at 8pm and trough prices at 10am. Unusually, night-time electricity prices are 40% higher than day-time prices. This data-file quantifies California electricity prices, on a wholesale basis, at a sample of grid nodes, looking hour by hour in August-2023.
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This data-file quantifies the energy needed to produce steam, for industrial heat, chemicals, CCS plants and hydrogen reforming? As rules of thumb, low pressure saturated steam at 100◦C requires 2.6 GJ/ton (720kWh/ton), medium pressure dry steam at 6-bar and 300◦C requires 3 GJ/ton (830kWh/ton) and super-critical steam at 250-bar and 600◦C requires 4 GJ/ton (1,150kWh/ton).
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MHI has deployed an amine-based CO2 capture technology, in 15 plants globally, going back to 1999. Reboiler duties are around 2.6 GJ/ton on a 10% CO2 feed. Capture rates and capture purity are high. Degradation and amine emissions are controlled, and c80-90% below MEA. CCS costs and complexities remain high. In our view, this is the true baseline for future next-generation amines to beat. This data-file aggregates notes and datapoints.
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The average US home uses 2,000 kWh of electricity for air conditioners each year. Air conditioning energy consumption is broken down from first principles in this data-file, as a function of temperatures, humidity, heating days, household size, insulation and coefficient of performance (COP). What routes to lower the air conditioning energy demand and CO2 emissions?
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Polyester is the most produced textile fiber on planet Earth. Of the world's 8GTpa of oil and gas production, 80MTpa, or 1% ends up as PET, via eleven chemical processing stages that span naphtha-reforming, BTX separation into paraxylene, oxidation to PTA, plus ethane cracking, ethylene oxide and ethylene glycol. This data file covers the polyester production process, step by step, including mass balances and reaction conditions.
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Today's lithium ion batteries have an energy density of 200-300 Wh/kg. I.e., they contain 4kg of material per kWh of energy storage. Technology gains can see lithium ion batteries' energy densities doubling to 500Wh/kg in the 2030s, trebling to 750 Wh/kg by the 2040s, and the best possible energy densities are around 1,250 Wh/kg. This is still 90% below hydrocarbons, at 12,000 Wh/kg.
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At an idealized, 100% stoichiometric ratio, the adiabatic flame temperature for natural gas is 1,960ºC, hydrogen burns 300ºC hotter at 2,250ºC and oil products burn somewhere in between, at around 2,150ºC. The calculations show why hydrogen cannot always be dropped into an existing turbine or heat engine.
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The weighted-average combustion vehicle in the world has a current age of 12-years and an expected service life of 20-years. In other words, a new combustion vehicle entering the global fleet in 2023 will most likely be running through 2043. Useful data and notes are compiled overleaf.
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Wind turbines can use doubly fed induction generators (DFIGs) or permanent magnet synchronous generators (PMSGs) based around Rare Earth metals. This data-file captures the trends in DFIGs vs PMSGs over time by tabulating 40 examples, as turbines have grown larger, and different wind turbine manufacturers have adopted different strategies.
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CANSOLV is a proprietary CCS amine being commercialized by Shell since 2014. This data-file aggregates data into its reboiler duties (2.4-3.2 GJ/ton), amine emissions to air (can be below 0.2ppm) and degradation rates (pretty decent, especially up to 2,500 hours). Interest in workable CCS amines has been accelerating since early-2023.
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This data-file is a simple loss attribution for a thermal power plant. For example, a typical coal-fired power plant might achieve a primary efficiency of 38%, converting thermal energy in coal into electrical energy. Our loss attribution covers the other 62% using simple physics and industry average data-points.
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This data-file aggregates information into the strength, temperature resistance, rigidity, costs and CO2 intensities of important metals and materials. These are used in gas turbines, wind turbines, pipelines, CCS, power transmission.
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This data-file aims to provide helpful numbers into the energy consumption of the internet (800TWH in 2022), the energy intensity of end-to-end internet processes (140Wh/GB of ultimate traffic) and projections of future internet energy demand (doubling by 2030?). Input assumptions to the model can be flexed. Underlying data are from technical papers.
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Retail electricity prices average 11c/kWh globally, of which 50-60% is wholesale power generation, 25-35% is transmission and 10-20% covers other administrative costs of utilities. The average CO2 intensity of the global average power grid is 0.45 kg/kWh. Variations are wide. And there is a -35% correlation between electricity prices vs CO2 intensities in different countries globally.
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This data-file aggregates significant US power grid disruptions, based on data from the DOE. On average, there are 250 power cuts per year in the United States, lasting for a median average of 5-hours, and affecting a median average of 80,000 customers. 20% of the power cuts last longer than 1-day. 15% affect more than 1M customers. What implications?
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The quality of a combustion fuel comes down to its physical and chemical properties. Hence the purpose of this data-file is to aggregate data into different fuels' energy content (kg/m3), energy density (kWh/kg, kWh/gal), flash point (ºC), auto-ignition point (ºC) and flame speed (m/s, cm/s). Conclusions about high quality fuels follow.
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This data-file is a screen of leading companies in super-alloys, covering US pure-plays, mega-caps in industrials and defence, and emerging world producers of Rare Earth metals. In each case, we have included our notes and observations.
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This data-file aggregates power transmission and distribution kilometers by country, across 30 key countries, which comprise 80% of global electricity use. In 2023, the world contains 7M circuit kilometers of power transmission lines and 110M kilometers of power distribution lines. Useful rules of thumb are in the data-file.
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How would CO2 abatement costs end up being distributed, if they matched the distribution of US incomes? 90% of all decarbonization would have to cost less than $80/ton. There could be 600MTpa of CCS, 60MTpa of DAC, 6MTpa of green hydrogen and e-fuels?
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This data-file tabulates the five 'Big Oil' Super-Majors' development capex from the mid-1990s, in headline terms (billions of dollars) and in per-barrel terms ($/boe of production). Real development spending quadrupled from $6/boe in 1995-2000 to $24/boe in 2010-15, and has since collapsed to $10/boe. So one cannot help wondering about another cycle?
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This database tabulates the typical fuel consumption of offshore vessels, in bpd and MWH/day. We think a typical offshore construction vessel will consume 300bpd, a typical rig consumes 200bpd, supply vessels consume 150bpd, cable-lay vessels consume 150bpd, dredging vessels consume 100bpd and medium-sized support vessels consume 50bpd. Examples are given in each category, with typical variations in the range of +/- 50%.
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The flue gas of a typical combustion facility contains c7% CO2, 60ppm of NOx, 40ppm of SOx and 2ppm of particulate dusts. This is our conclusion from tabulating data across 75 large combustion facilities, mainly power generation facilities in Europe. However, the range is broad. As a rule of thumb, gas is cleanest, biomass and coal are worse, while some diesel-fired units are associated with the lowest air quality in our sample.
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In post-combustion CCS facilities, amines react with CO2, which can later be re-released via steam-treating, and sent for sequestration. However, CCS plants have amine make-up rates, to replace amines that degrade (chemically, thermally) and evaporate off. This data-file quantifies make-up rates of amines in kg/ton.
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What is the typical planting density for reforestation projects globally? This matters as it can determine the costs of reforestation. Hence in this data-file we have collated data from 25 different case studies globally, which have tended to plant a median of 670 seedlings per acre (1,650 per hectare).
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This data-file aggregates the pricing of different wood products, as storing carbon in long-lived materials matters amidst the energy transition. It can also add economic value. While upgrading raw timber into high value materials can uplift realized pricing in reforestation projects by 20-60x, which improves the permanence of nature-based CO2 removal credits.
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How has the efficiency of prime movers increased across industrial history? This data-file profiles the continued progress in the efficiency of power generation over time, from 1650 to 2050e. As a rule of thumb, the energy system has shifted to become ever more efficient over the past 400-years.
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This data-file estimates 3MWH of energy is consumed in manufacturing and installing 1kW of offshore wind turbines, the energy payback time is usually around 1-year, and total energy return on energy invested (EROEI) will be above 20x. These estimates are based on bottom-up modelling and top-down technical papers.
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DC-DC power converters are used to alter the voltage in DC circuits, such as in wind turbines, solar MPPT, batteries and digital/computing devices. This data-file is a breakdown of DC-DC power converters' electrical efficiency, which will typically be around 95%. Losses are higher at low loads. We think there will be upside for increasingly high-quality and efficient power electronics as part of the energy transition.
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Is the power grid becoming a bottleneck for the continued acceleration of renewables? The median approval time to tie a new US power project into the grid has climbed by 30-days/year since 2001, and doubled since 2015, to over 1,000 days (almost 3-years) in 2021. Wind and solar projects are now taking longest. This data-file looks for de-bottlenecking opportunities, and wonders about changing terms of trade in power markets.
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A typical simple-cycle gas turbine is sized at 200MW, and achieves 38% efficiency, as super-heated gases at 1,250ºC temperature and 100-bar pressure expand and drive a turbine. Efficiency rises to 58% in a combined cycle. The purpose of this data-file is to tabulate typical operating parameters of gas turbines.
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This data-file aggregates thermodynamic properties of CO2 at different temperatures and pressures. Specifically, how do different pressures and temperatures dictate CO2's density, Cp, Cv, Heat Capacity Ratio (gamma), Entropy, and Compressibility. These variables matter for CO2 compression, CCS and sCO2 power cycles.
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This data-file calculates the losses in a solar cell from first principles. Losses on the surface of the cell are typically c4%, due to contact resistance, emitter resistance and shading. Sensitivity analysis suggests there may be future potential to halve silver content in a solar cell from 20g/kW to 10g/kW without materially increasing the losses beyond 4%.
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Methane slip occurs when a small portion of natural gas fails to combust, and instead escapes into the atmosphere. This data-file reviews different technical papers. Methane slip is effectively nil at gas turbines and gas heating (less than 0.1%). It rises to 0.5-3% in cookstoves and some dual-fuel marine engines. However, the highest rate of methane slip occurs in flaring.
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Bioleaching uses bacteria to metabolize insoluble sulfides and iron complexes. It produces 20% of the world's copper; with 50% lower capex, at least 50% less CO2 and up to 80-90% recoveries; but it is currently limited to specific mineralogies. A prospect for the 2020s is that new technologies may unlock more minerals.
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This data-file contains some simple PV plots and TS plots from different thermodynamic cycles, such as the Carnot Cycle, Brayton Cycle, Rankine Cycle and Otto Cycles.
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An offshore wind project is likely to cost $2,500/kW, of which c$1,500/kW is turbines and $1,000/kW is offshore installation costs. This data-file aims to estimate the breakdown by vessel type, day-rates and costs per turbine.
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Forests are darker than their surroundings? So does their low albedo curb our enthusiasm for nature-based solutions? This data-file aggregates the average albedo of different landscapes. The albedo impact of reforestation seems numerically very small. There is even an intriguing link where forests can increase the formation of clouds, which have the highest average albedo of any reflective category.
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After five years researching the energy transition, we believe it favors active managers. Within the energy transition, active managers can add value by ranging across this vast mega-trend, balancing risk factors in a portfolio, timing volatility, understanding complexity, unearthing specific opportunities and benchmarking ESG leaders and laggards.
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Real levelized costs can be a misleading metric. The purpose of today's short note is simply to inform decision-makers who care about levelized costs. Our own modelling preference is to compare costs, on a flat pricing basis, using apples-to-apples assumptions across our economic models.