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Create dedicated US inputs (#172)
* code: introduce dedicated inputs and folders for the US * code: add manual input usa * code: latest changes to compile_cost_assumptions_usa.py * code: latest changes to compile_cost_assumptions_usa.py - 2 * code: relocate adjust_for_inflation to _helpers.py * code: update costs in manual_input.csv * code: next step on compile_cost_assumptions_usa.py * code: updates * code: add docstring * code: pre-commit * code: new updates to docstring * code: docstring * code: docstring in _helpers.py * docu: update the release notes * code: add unit tests * code: add pre-commit * code: sort outputs * code: add pre-commit * doc: add docstring * code: re-import numpy and pandas in _helpers.py
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‎Snakefile‎

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@@ -40,11 +40,13 @@ rule compile_cost_assumptions_usa:
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input:
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cost_files_to_modify=expand("outputs/costs_{year}.csv", year=config["years"]),
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nrel_atb_input_files=expand(
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"inputs/atb_e_{year}.parquet",
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"inputs/US/atb_e_{year}.parquet",
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year=config["nrel_atb"]["nrel_atb_input_years"],
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),
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nrel_atb_input_discount_rate="inputs/discount_rates_usa.csv",
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nrel_atb_input_fuel_costs="inputs/fuel_costs_usa.csv",
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nrel_atb_manual_input_usa="inputs/US/manual_input_usa.csv",
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eur_inflation_rate="inputs/prc_hicp_aind__custom_9928419_spreadsheet.xlsx",
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nrel_atb_input_discount_rate="inputs/US/discount_rates_usa.csv",
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nrel_atb_input_fuel_costs="inputs/US/fuel_costs_usa.csv",
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output:
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expand("outputs/US/costs_{year}.csv", year=config["years"]),
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threads: 1

‎docs/release_notes.rst‎

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@@ -16,6 +16,8 @@ Upcoming Release
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.. The features listed below are not released yet, but will be part of the next release!
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.. To use the features already you have to use the ``master`` branch.
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* US specific folder for NREL/ATB data (https://github.com/PyPSA/technology-data/pull/172)
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* Include unit test execution and compile_cost_assumptions_usa.py in ci.yaml (https://github.com/PyPSA/technology-data/pull/174)
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* Align `snakemake` version and the related `mock_snakemake` to PyPSA-Eur (https://github.com/PyPSA/technology-data/pull/177)
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inputs/atb_e_2019.parquet renamed to inputs/US/atb_e_2019.parquet

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inputs/atb_e_2022.parquet renamed to inputs/US/atb_e_2022.parquet

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inputs/atb_e_2024.parquet renamed to inputs/US/atb_e_2024.parquet

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inputs/discount_rates_usa.csv renamed to inputs/US/discount_rates_usa.csv

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inputs/fuel_costs_usa.csv renamed to inputs/US/fuel_costs_usa.csv

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‎inputs/US/manual_input_usa.csv‎

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technology,parameter,year,value,unit,currency_year,source,further_description
2+
Fischer-Tropsch,efficiency,2020,0.7,per unit,,ICCT IRA e-fuels assumptions ,
3+
Fischer-Tropsch,investment,2020,1696429,USD/MW_FT,2022,ICCT IRA e-fuels assumptions ,"Well developed technology, no significant learning expected."
4+
Fischer-Tropsch,lifetime,2020,20,years,,ICCT IRA e-fuels assumptions ,
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Fischer-Tropsch,FOM,2020,4,%/year,2022,ICCT IRA e-fuels assumptions ,
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Fischer-Tropsch,lifetime,2030,30,years,,ICCT IRA e-fuels assumptions ,
7+
Fischer-Tropsch,hydrogen-input,2020,1.43,MWh_H2/MWh_FT,,ICCT IRA e-fuels assumptions ,"0.995 MWh_H2 per output, output increasing from 2020 to 2050 (0.65, 0.7, 0.73, 0.75 MWh liquid FT output)."
8+
Fischer-Tropsch,electricity-input,2020,0.04,MWh_el/MWh_FT,,ICCT IRA e-fuels assumptions ,"0.005 MWh_el input per FT output, output increasing from 2020 to 2050 (0.65, 0.7, 0.73, 0.75 MWh liquid FT output)."
9+
Fischer-Tropsch,carbondioxide-input,2020,0.32,t_CO2/MWh_FT,,ICCT IRA e-fuels assumptions ,"Input per 1t FT liquid fuels output, carbon efficiency increases with years (4.3, 3.9, 3.6, 3.3 t_CO2/t_FT from 2020-2050 with LHV 11.95 MWh_th/t_FT)."
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hydrogen storage tank type 1,investment,2020,16.87,USD/kWh_H2,2022,ICCT IRA e-fuels assumptions ,
11+
hydrogen storage tank type 1,FOM,2020,4,%/year,2022,ICCT IRA e-fuels assumptions ,-
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hydrogen storage tank type 1,lifetime,2020,30,years,,ICCT IRA e-fuels assumptions ,-
13+
hydrogen storage tank type 1,min_fill_level,2020,6,%,,"Based on Stöckl et al (2021): https://doi.org/10.48550/arXiv.2005.03464, table SI.9.",-
14+
hydrogen storage compressor,investment,2020,2.28,USD/kWh_H2,2022,ICCT IRA e-fuels assumptions ,
15+
hydrogen storage compressor,FOM,2020,4,%/year,2022,ICCT IRA e-fuels assumptions ,-
16+
hydrogen storage compressor,lifetime,2020,30,years,,ICCT IRA e-fuels assumptions ,-
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hydrogen storage compressor,compression-electricity-input,2020,0.05,MWh_el/MWh_H2,,"Based on Stöckl et al (2021): https://doi.org/10.48550/arXiv.2005.03464, table SI.4.",1.707 kWh/kg.
18+
direct air capture,years,2020,30,years,,ICCT IRA e-fuels assumptions ,
19+
direct air capture,FOM,2020,1.3,%/year,2022,ICCT IRA e-fuels assumptions ,
20+
direct air capture,investment,2020,12398844.91,USD/t_CO2/h,2022,ICCT IRA e-fuels assumptions ,
21+
direct air capture,electricity-input,2020,0.24,MWh_el/t_CO2,,ICCT IRA e-fuels assumptions ,
22+
direct air capture,heat-input,2020,1.17,MWh_th/t_CO2,,ICCT IRA e-fuels assumptions ,
23+
Coal-IGCC,lifetime,2020,40,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
24+
Coal-IGCC-90%-CCS,lifetime,2030,40,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
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Coal-95%-CCS,lifetime,2030,40,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
26+
Coal-99%-CCS,lifetime,2030,40,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
27+
NG 2-on-1 Combined Cycle (F-Frame),lifetime,2030,30,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
28+
NG 2-on-1 Combined Cycle (F-Frame) 95% CCS,lifetime,2030,30,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
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NG 2-on-1 Combined Cycle (F-Frame) 97% CCS,lifetime,2030,30,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
30+
Coal-95%-CCS,capture_rate,2030,0.95,per unit,-,"NREL, NREL ATB 2024",
31+
Coal-99%-CCS,capture_rate,2030,0.99,per unit,-,"NREL, NREL ATB 2024",
32+
Coal-IGCC-90%-CCS,capture_rate,2030,0.9,per unit,-,"NREL, NREL ATB 2024",
33+
NG 2-on-1 Combined Cycle (F-Frame) 95% CCS,capture_rate,2030,0.95,per unit,-,"NREL, NREL ATB 2024",
34+
NG 2-on-1 Combined Cycle (F-Frame) 97% CCS,capture_rate,2030,0.97,per unit,-,"NREL, NREL ATB 2024",
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Coal-IGCC,efficiency,2020,0.5,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
36+
Coal-IGCC-90%-CCS,efficiency,2030,0.403,p.u.,,"JRC, 01_JRC-EU-TIMES Full model ",
37+
NG 2-on-1 Combined Cycle (F-Frame),efficiency,2020,0.573,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
38+
Coal-95%-CCS,efficiency,2030,0.403,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
39+
Coal-99%-CCS,efficiency,2030,0.403,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
40+
NG 2-on-1 Combined Cycle (F-Frame),efficiency,2030,0.573,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
41+
NG 2-on-1 Combined Cycle (F-Frame) 95% CCS,efficiency,2030,0.527,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
42+
NG 2-on-1 Combined Cycle (F-Frame) 97% CCS,efficiency,2030,0.525,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
43+
Coal integrated retrofit 90%-CCS,capture_rate,2030,0.9,per unit,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
44+
Coal integrated retrofit 95%-CCS,capture_rate,2030,0.95,per unit,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
45+
NG Combined Cycle F-Class integrated retrofit 90%-CCS,capture_rate,2030,0.9,per unit,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
46+
NG Combined Cycle F-Class integrated retrofit 95%-CCS,capture_rate,2030,0.95,per unit,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
47+
Coal integrated retrofit 90%-CCS,efficiency,2030,0.386,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
48+
Coal integrated retrofit 95%-CCS,efficiency,2030,0.386,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
49+
NG Combined Cycle F-Class integrated retrofit 90%-CCS,efficiency,2030,0.536,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
50+
NG Combined Cycle F-Class integrated retrofit 95%-CCS,efficiency,2030,0.536,p.u.,-,"NREL, “Cost and performance projections for coal- and natural gas-fired power plants""",
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Natural gas steam reforming,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
52+
Coal gasification,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
53+
Heavy oil partial oxidation,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
54+
Alkaline electrolyzer,lifetime,2020,30,years,-,ICCT IRA e-fuels assumptions ,
55+
PEM electrolyzer,lifetime,2020,30,years,-,ICCT IRA e-fuels assumptions ,
56+
SOEC,lifetime,2020,30,years,-,ICCT IRA e-fuels assumptions ,
57+
Solid biomass steam reforming,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
58+
Biomass gasification,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
59+
Natural gas steam reforming CC,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
60+
Coal gasification CC,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
61+
Biomass gasification CC,lifetime,2020,20,years,-,"JRC, 01_JRC-EU-TIMES Full model ",
62+
Natural gas steam reforming,efficiency,2020,0.75,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
63+
Natural gas steam reforming,efficiency,2050,0.787,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
64+
Coal gasification,efficiency,2020,0.56,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
65+
Coal gasification,efficiency,2050,0.787,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
66+
Heavy oil partial oxidation,efficiency,2020,0.734,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
67+
Alkaline electrolyzer,efficiency,2020,0.65,p.u.,-,ICCT IRA e-fuels assumptions ,
68+
Alkaline electrolyzer,efficiency,2030,0.69,p.u.,-,ICCT IRA e-fuels assumptions ,
69+
Alkaline electrolyzer,efficiency,2040,0.74,p.u.,-,ICCT IRA e-fuels assumptions ,
70+
Alkaline electrolyzer,efficiency,2050,0.78,p.u.,-,ICCT IRA e-fuels assumptions ,
71+
PEM electrolyzer,efficiency,2020,0.63,p.u.,-,ICCT IRA e-fuels assumptions ,
72+
PEM electrolyzer,efficiency,2030,0.68,p.u.,-,ICCT IRA e-fuels assumptions ,
73+
PEM electrolyzer,efficiency,2040,0.71,p.u.,-,ICCT IRA e-fuels assumptions ,
74+
PEM electrolyzer,efficiency,2050,0.73,p.u.,-,ICCT IRA e-fuels assumptions ,
75+
SOEC,efficiency,2020,0.82,p.u.,-,ICCT IRA e-fuels assumptions ,
76+
SOEC,efficiency,2030,0.84,p.u.,-,ICCT IRA e-fuels assumptions ,
77+
SOEC,efficiency,2040,0.87,p.u.,-,ICCT IRA e-fuels assumptions ,
78+
SOEC,efficiency,2050,0.9,p.u.,-,ICCT IRA e-fuels assumptions ,
79+
Solid biomass steam reforming,efficiency,2020,0.712,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
80+
Biomass gasification,efficiency,2020,0.35,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
81+
Biomass gasification,efficiency,2050,0.525,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
82+
Natural gas steam reforming CC,efficiency,2030,0.637,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
83+
Natural gas steam reforming CC,efficiency,2050,0.695,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
84+
Coal gasification CC,efficiency,2030,0.532,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
85+
Coal gasification CC,efficiency,2030,0.609,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
86+
Biomass gasification CC,efficiency,2030,0.328,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
87+
Biomass gasification CC,efficiency,2040,0.514,p.u.,-,"JRC, 01_JRC-EU-TIMES Full model ",
88+
Natural gas steam reforming,investment,2020,186.9,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
89+
Natural gas steam reforming,investment,2030,158.31,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
90+
Coal gasification,investment,2020,425.42,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
91+
Coal gasification,investment,2030,351,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
92+
Heavy oil partial oxidation,investment,2020,431.73,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
93+
Alkaline electrolyzer,investment,2020,1146,USD/kW,2022,ICCT IRA e-fuels assumptions ,
94+
Alkaline electrolyzer,investment,2030,936,USD/kW,2022,ICCT IRA e-fuels assumptions ,
95+
Alkaline electrolyzer,investment,2040,765,USD/kW,2022,ICCT IRA e-fuels assumptions ,
96+
Alkaline electrolyzer,investment,2050,625,USD/kW,2022,ICCT IRA e-fuels assumptions ,
97+
PEM electrolyzer,investment,2020,1371,USD/kW,2022,ICCT IRA e-fuels assumptions ,
98+
PEM electrolyzer,investment,2030,1120,USD/kW,2022,ICCT IRA e-fuels assumptions ,
99+
PEM electrolyzer,investment,2040,915,USD/kW,2022,ICCT IRA e-fuels assumptions ,
100+
PEM electrolyzer,investment,2050,748,USD/kW,2022,ICCT IRA e-fuels assumptions ,
101+
SOEC,investment,2020,1561,USD/kW,2022,ICCT IRA e-fuels assumptions ,
102+
SOEC,investment,2030,1276,USD/kW,2022,ICCT IRA e-fuels assumptions ,
103+
SOEC,investment,2040,1042,USD/kW,2022,ICCT IRA e-fuels assumptions ,
104+
SOEC,investment,2050,852,USD/kW,2022,ICCT IRA e-fuels assumptions ,
105+
Solid biomass steam reforming,investment,2020,519.4,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
106+
Biomass gasification,investment,2020,1290.45,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
107+
Natural gas steam reforming CC,investment,2030,284.77,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
108+
Natural gas steam reforming CC,investment,2030,284.77,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
109+
Coal gasification CC,investment,2030,571.12,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
110+
Biomass gasification CC,investment,2030,2651.23,EUR/kW,2010,"JRC, 01_JRC-EU-TIMES Full model ",
111+
Natural gas steam reforming,FOM,2020,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
112+
Natural gas steam reforming,FOM,2030,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
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Coal gasification,FOM,2020,0.06,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
114+
Coal gasification,FOM,2030,0.06,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
115+
Heavy oil partial oxidation,FOM,2020,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
116+
Alkaline electrolyzer,FOM,2020,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
117+
Alkaline electrolyzer,FOM,2030,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
118+
Alkaline electrolyzer,FOM,2050,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
119+
PEM electrolyzer,FOM,2020,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
120+
PEM electrolyzer,FOM,2030,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
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PEM electrolyzer,FOM,2050,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
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SOEC,FOM,2020,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
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SOEC,FOM,2030,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
124+
SOEC,FOM,2050,0.04,%/year,2022,ICCT IRA e-fuels assumptions ,
125+
Solid biomass steam reforming,FOM,2020,0.04,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
126+
Solid biomass steam reforming,FOM,2020,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
127+
Natural gas steam reforming CC,FOM,2030,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
128+
Natural gas steam reforming CC,FOM,2050,0.05,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
129+
Coal gasification CC,FOM,2030,0.07,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",
130+
Biomass gasification CC,FOM,2030,0.02,%/year,2010,"JRC, 01_JRC-EU-TIMES Full model ",

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