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Energy supply and dense energy storage

What is the cheapest mix of solar, wind, gas and storage that cuts a power system's emissions, and what does the last 5% cost?

research/energy-mix

What is the cheapest mix of solar, wind, gas and storage that cuts emissions, and what does the last 5% cost? PyPSA on 2019 German hourly demand (assumed costs): $79/MWh all-gas, $113 at an 80% cut, $177 at zero emissions with 10.6 TWh of hydrogen storage; abatement cost $30/t to $1,765/t for the last 5%. Stylised.

6 tests

What it found

A single-node PyPSA model of Germany's 2019 hourly demand (ENTSO-E data via Open Power System Data) with solar, wind, gas, a battery and hydrogen storage sized together under an emissions cap. Gas alone costs $79/MWh; a 50% cut adds $5.6 using wind only; 80%, 90%, 95% and 100% cuts cost $113, $131, $144 and $177/MWh, the last needing 10.6 TWh of hydrogen storage. Implied abatement cost rises from $30/t to $1,765/t for the last 5%. At zero emissions the hydrogen tank price moves the answer from $152 to $254/MWh; without hydrogen, batteries alone give $287. Stylised: assumed costs, one weather year, one node, no grid.

A figure from its own output

Figure produced by research/energy-mix: cost
energy-mix/experiments/cost.svg, written by the project's own experiment code.

Paper, code and results

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Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.