Vacuum pumps: company screen?

The global market for vacuum pumps is worth $15bn per year, with growing importance for making semiconductors, solar panels and AI chips. This data-file reviews ten leading companies in vacuum…

Heating-melting: how much energy is needed?

Energy needed to heat materials

How do we quantify the minimum energy needed to heat materials and melt materials? This data-file calculates values, in kWh/ton, from first principles, based on target temperatures, specific heat capacities…

Decarbonize Heat?

decarbonize heat

Natural gas currently fuels two-thirds of residential and commercial heating, which in turn comprises c10% of global CO2. We have assessed ten technologies to decarbonize heat, including heat pumps, renewables,…

Machine Learning to Optimise Rod Pumps

Machine Learning to optimise Rod pumps

…production uplifts using machine learning to optimise 300 wells at the Bahrain oilfield. Hence we constructed a simple model for digitising rod pumps: we estimate $100k of NPV can be…

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