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Update iron-air assumptions to be more conservative #179

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1 change: 1 addition & 0 deletions docs/release_notes.rst
Original file line number Diff line number Diff line change
Expand Up @@ -18,6 +18,7 @@ Upcoming Release

* Include unit test execution and compile_cost_assumptions_usa.py in ci.yaml (https://github.com/PyPSA/technology-data/pull/174)
* Align `snakemake` version and the related `mock_snakemake` to PyPSA-Eur (https://github.com/PyPSA/technology-data/pull/177)
* Improve assumptions for iron-air batteries (https://github.com/PyPSA/technology-data/pull/179)

`v0.11.0 <https://github.com/PyPSA/technology-data/releases/tag/v0.11.0>`__ (24th January 2025)
=======================================================================================
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34 changes: 17 additions & 17 deletions inputs/manual_input.csv
Original file line number Diff line number Diff line change
Expand Up @@ -484,20 +484,20 @@ Natural gas steam reforming CC,FOM,2030,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES F
Natural gas steam reforming CC,FOM,2050,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
Coal gasification CC,FOM,2030,0.07,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
Biomass gasification CC,FOM,2030,0.02,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
iron-air battery,FOM,2025,1.02185373078457,%/year,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,FOM,2030,1,%/year,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,FOM,2035,1.10628646943421,%/year,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,FOM,2040,1.1807773334732,%/year,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2025,23.45,EUR/kWh,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2030,15.61,EUR/kWh,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2035,11.79,EUR/kWh,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2040,10.4,EUR/kWh,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2025,0.7,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2030,0.71,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2035,0.73,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2040,0.74,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2025,0.59,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2030,0.6,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2035,0.62,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2040,0.63,per unit,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,lifetime,2030,17.5,years,2020,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,FOM,2025,1.02185373078457,%/year,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,FOM,2030,1,%/year,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,FOM,2035,1.10628646943421,%/year,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,FOM,2040,1.1807773334732,%/year,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2025,30.05,EUR/kWh,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2030,20.00,EUR/kWh,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2035,15.11,EUR/kWh,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,investment,2040,13.33,EUR/kWh,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2025,0.70,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2030,0.71,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2035,0.73,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery charge,efficiency,2040,0.74,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2025,0.59,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2030,0.60,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2035,0.62,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery discharge,efficiency,2040,0.63,per unit,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
iron-air battery,lifetime,2030,17.5,years,2023,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",
10 changes: 5 additions & 5 deletions outputs/US/costs_2020.csv
Original file line number Diff line number Diff line change
Expand Up @@ -1002,11 +1002,11 @@ industrial heat pump medium temperature,efficiency,2.55,per unit,"Danish Energy
industrial heat pump medium temperature,investment,877.2984,EUR/kW,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Nominal investment,2019.0,,
industrial heat pump medium temperature,lifetime,20.0,years,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Technical lifetime,2019.0,,
iron ore DRI-ready,commodity,97.73,EUR/t,"Model assumptions from MPP Steel Transition Tool: https://missionpossiblepartnership.org/action-sectors/steel/, accessed: 2022-12-03.","DRI ready assumes 65% iron content, requiring no additional benefication.",2020.0,,
iron-air battery,FOM,1.0219,%/year,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,investment,23.45,EUR/kWh,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery charge,efficiency,0.7,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery discharge,efficiency,0.59,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,FOM,1.0219,%/year,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,investment,25.1342,EUR/kWh,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery charge,efficiency,0.7,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery discharge,efficiency,0.59,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
lignite,CO2 intensity,0.4069,tCO2/MWh_th,Entwicklung der spezifischen Kohlendioxid-Emissionen des deutschen Strommix in den Jahren 1990 - 2018,,,,
lignite,FOM,1.31,%/year,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (39.5+91.25) USD/kW_e/a /2 / (1.09 USD/EUR) / investment cost * 100. Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
lignite,VOM,3.2612,EUR/MWh_e,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (3+5.5)USD/MWh_e/2 / (1.09 USD/EUR). Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
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10 changes: 5 additions & 5 deletions outputs/US/costs_2025.csv
Original file line number Diff line number Diff line change
Expand Up @@ -1002,11 +1002,11 @@ industrial heat pump medium temperature,efficiency,2.625,per unit,"Danish Energy
industrial heat pump medium temperature,investment,830.775,EUR/kW,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Nominal investment,2019.0,,
industrial heat pump medium temperature,lifetime,20.0,years,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Technical lifetime,2019.0,,
iron ore DRI-ready,commodity,97.73,EUR/t,"Model assumptions from MPP Steel Transition Tool: https://missionpossiblepartnership.org/action-sectors/steel/, accessed: 2022-12-03.","DRI ready assumes 65% iron content, requiring no additional benefication.",2020.0,,
iron-air battery,FOM,1.0219,%/year,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,investment,23.45,EUR/kWh,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery charge,efficiency,0.7,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery discharge,efficiency,0.59,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,FOM,1.0219,%/year,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,investment,25.1342,EUR/kWh,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery charge,efficiency,0.7,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery discharge,efficiency,0.59,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
lignite,CO2 intensity,0.4069,tCO2/MWh_th,Entwicklung der spezifischen Kohlendioxid-Emissionen des deutschen Strommix in den Jahren 1990 - 2018,,,,
lignite,FOM,1.31,%/year,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (39.5+91.25) USD/kW_e/a /2 / (1.09 USD/EUR) / investment cost * 100. Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
lignite,VOM,3.2612,EUR/MWh_e,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (3+5.5)USD/MWh_e/2 / (1.09 USD/EUR). Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
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10 changes: 5 additions & 5 deletions outputs/US/costs_2030.csv
Original file line number Diff line number Diff line change
Expand Up @@ -1002,11 +1002,11 @@ industrial heat pump medium temperature,efficiency,2.7,per unit,"Danish Energy A
industrial heat pump medium temperature,investment,784.2516,EUR/kW,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Nominal investment,2019.0,,
industrial heat pump medium temperature,lifetime,20.0,years,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Technical lifetime,2019.0,,
iron ore DRI-ready,commodity,97.73,EUR/t,"Model assumptions from MPP Steel Transition Tool: https://missionpossiblepartnership.org/action-sectors/steel/, accessed: 2022-12-03.","DRI ready assumes 65% iron content, requiring no additional benefication.",2020.0,,
iron-air battery,FOM,1.0,%/year,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,investment,15.61,EUR/kWh,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery charge,efficiency,0.71,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery discharge,efficiency,0.6,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,FOM,1.0,%/year,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,investment,16.7282,EUR/kWh,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery charge,efficiency,0.71,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery discharge,efficiency,0.6,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
lignite,CO2 intensity,0.4069,tCO2/MWh_th,Entwicklung der spezifischen Kohlendioxid-Emissionen des deutschen Strommix in den Jahren 1990 - 2018,,,,
lignite,FOM,1.31,%/year,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (39.5+91.25) USD/kW_e/a /2 / (1.09 USD/EUR) / investment cost * 100. Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
lignite,VOM,3.2612,EUR/MWh_e,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (3+5.5)USD/MWh_e/2 / (1.09 USD/EUR). Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
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10 changes: 5 additions & 5 deletions outputs/US/costs_2035.csv
Original file line number Diff line number Diff line change
Expand Up @@ -1002,11 +1002,11 @@ industrial heat pump medium temperature,efficiency,2.75,per unit,"Danish Energy
industrial heat pump medium temperature,investment,759.6808,EUR/kW,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Nominal investment,2019.0,,
industrial heat pump medium temperature,lifetime,20.0,years,"Danish Energy Agency, technology_data_for_industrial_process_heat.xlsx",302.a High temp. hp Up to 125 C: Technical lifetime,2019.0,,
iron ore DRI-ready,commodity,97.73,EUR/t,"Model assumptions from MPP Steel Transition Tool: https://missionpossiblepartnership.org/action-sectors/steel/, accessed: 2022-12-03.","DRI ready assumes 65% iron content, requiring no additional benefication.",2020.0,,
iron-air battery,FOM,1.1063,%/year,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,investment,11.79,EUR/kWh,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery charge,efficiency,0.73,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery discharge,efficiency,0.62,per unit,"Form Energy, FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2020.0,,
iron-air battery,FOM,1.1063,%/year,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,investment,12.6382,EUR/kWh,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery,lifetime,17.5,years,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery charge,efficiency,0.73,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
iron-air battery discharge,efficiency,0.62,per unit,"Form Energy, docu/FormEnergy_Europe_modeling_recommendations_2023.03.pdf, p4",,2023.0,,
lignite,CO2 intensity,0.4069,tCO2/MWh_th,Entwicklung der spezifischen Kohlendioxid-Emissionen des deutschen Strommix in den Jahren 1990 - 2018,,,,
lignite,FOM,1.31,%/year,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (39.5+91.25) USD/kW_e/a /2 / (1.09 USD/EUR) / investment cost * 100. Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
lignite,VOM,3.2612,EUR/MWh_e,"Lazard's levelized cost of energy analysis - version 16.0 (2023): https://www.lazard.com/media/typdgxmm/lazards-lcoeplus-april-2023.pdf , pg. 49 (Levelized Cost of Energy - Key Assumptions), accessed: 2023-12-14.","Calculated based on average of listed range, i.e. (3+5.5)USD/MWh_e/2 / (1.09 USD/EUR). Note: Assume same costs as for hard coal, as cost structure is apparently comparable, see https://diglib.tugraz.at/download.php?id=6093e88b63f93&location=browse and https://iea.blob.core.windows.net/assets/ae17da3d-e8a5-4163-a3ec-2e6fb0b5677d/Projected-Costs-of-Generating-Electricity-2020.pdf . ",2023.0,,
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