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Patent progress: how are we using AI in our research?

We have developed a new methodology to cover 4x more ground, and create novel data-sets, by using AI to enhance our analysis of patents. So how will this help us appraise energy technologies? This 11-page report covers our approach, data usage rights, energy use, and some of our favorite examples so far.
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Bakken oil production by well: 2015 to 2026?

This data-file aggregates the monthly production data from 10,000 wells in the Bakken, which were drilled and completed over the past decade from 2015 to early 2026. Average Year 1 oil production quadrupled from 2006 to reach 360bpd in 2015-16, continued rising to a peak of 460bpd in 2021, flatlined at 440bpd in 2022-24 and…
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Capital goods: using AI/ML to optimize maintenance?

Leading capital goods companies using AI and machine learning to predict outages and optimize maintenance schedules across their product portfolios are summarized in this data-file. Using AI for predictive maintenance is an improvement on inexact prior schedules. AI also helps to improve energy efficiency during operation and the maintenance process itself.
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Storage costs: economics of warehouses?

This data-file captures the economics of warehouses. A typical warehousing facility needs to charge $350 per m2 per year of storage, to earn an 8% unlevered return, on $1,250/m2 of construction capex, net of labor, electricity, heating and maintenance costs.
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Compressor costs: a simple overview?

This data-file aims to give a helpful, basic overview of the $40bn pa compressor market, between centrifugal, reciprocating and screw compressors. A typical industrial unit is 50kW and costs $850/kW on an installed basis. Companies and efficiency calculations are also given.
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Global power: what grid mix is most stable?

Energy importing countries value stable electricity prices. Hence this 18-page report evaluates the optimal grid mix, after taking stability into account? Recent gas price volatility will encourage further diversification for developed world importers, while coal+solar could dominate emerging world growth. Our forecasts are revised.
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Heavy truck costs: diesel, gas, electric or hydrogen?

Heavy truck costs are estimated at $0.14 per ton-kilometer, for a truck typically carrying 15 tons of load and traversing over 150,000 miles per annum. Today these trucks consume 10Mbpd of diesel and their costs absorb 4% of post-tax incomes. Hydrogen trucks would be 45-75% more costly, but from 2026, we are starting to see…
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Marcellus shale: well completion parameters?

This data-file tracks a sample of Marcellus shale well completion parameters, such as lateral length, stage count, proppant and water use and shut-in pressure. Together, these variables explain 40-50% of the variance in shale well productivity, implying the other 50-60% is down to skill and technology, from operators and service providers?
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