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. Author manuscript; available in PMC: 2024 Dec 1.
Published in final edited form as: Energy Clim Chang. 2023 Dec;4:1–13. doi: 10.1016/j.egycc.2023.100104

Table 2.

Summary characteristics of model participating in EMF 37

Model Name (Institution) Spatial Resolution Gas Coverage Equilibrium approach & Foresight Base-End Years; Timestep; Technology Choice Carbon Management Options Electric Sector Buildings Industry Transport
ADAGE (RTI International) US+7 global regions CO2 & non-CO2 General; Myopic 2010–2050; 5-year time steps; CES DAC, Biofuels 11 technologies Residential: 3 end-use Commercial: aggregated with other sectors 13 energy 24 non-energy sectors 8 modes 1 vehicle class 5 power train options
AnyMOD (TU Berlin) US, Canada, and Mexico CO2 only Partial; Perfect 2020–2050; flexible time steps; LP BECCS, DAC, H2 32 generation technologies, 4 storage technologies, 59 regions (49 states for the US) Single building type single industry sector Passenger: 3 modes Freight: 3 modes 18 class/powertrains
EC-MSMR (Environment and Climate Change Canada) Canada, Mexico, US + 13 other regions CO2 & non-CO2 General; Myopic 2014–2050, 5-year time steps; CES BECCS (Electricity only), DAC, Green H2, Biofuels, Renewable Natural Gas 13 technologies including backstops, 17 regions Residential: included in households Commercial: single sector 4 energy 15 non-energy 2 modes (passenger included in household)
ENERGYpathways AND RIO (eVOLVED eNERGY) 27 US regions corresponding to EPA eGRID (aggregation of zones in Alaska and Hawaii) CO2 & non-CO2 Partial; Perfect 2021–2050; 5-year time step; Mixed; LP in electricity and fuel, logit in end-use BECCS, DAC, H2, H2 storage, Biofuels, Synthetic Gas & Liquids, Ammonia (38 fuel conversion/storage technologies) 27 regions; 62 technologies; 960 time periods (40 day samples w 24 sequential hours) Residential - 16 end-uses x 3 building types; Commercial - 12 end-uses x 11 building types 20 industrial subsectors x 8 service categories (heat, hvac, lighting, machine drives, refrigeration, support, transport, and other) 14 modes 44 class/powertrains
EPA-TIMES (USEPA/ORD) 9 US regions CO2 & non-CO2 Partial; Perfect 2010–2050, 5-year time steps; LP BECCS (Electricity only), DAC, H2, Biofuels 24 technologies; 9 US regions Residential: 7 end-uses Commercial: 9 end-uses 20 sectors 2 modes, Light-duty: 9 classes, 10 powertrains Heavy-duty: 9 classes, 10 powertrains
EPS (Energy Innovation) US CO2 & non-CO2 Partial; Myopic 2020–2050, 1-year time steps; Logit DAC, H2, Biofuels 16 technologies; 1 region Residential: uban & rural Commercial: single 6 end-uses 25 manufacturing sectors (including energy) 4 modes 2 classes 7 power trains
FARM (USDA) US, Canada + 11 other world regions CO2 only General; Myopic 2011–2101, 5-year time steps; Mixed: Logit for electricity generation shares; CES otherwise BECCS, Biofuels 10 technologies; 1 region Residential: single Commercial: single 6 energy-intensive; 1 other industry 3 modes (land, air, water); Fuels for land include petroleum, biofuels, electricity
FECM-NEMS & OP-NEMS (OnLocation) US; subnational aggregation varies by submodule CO2 only Partial; Near-perfect (electricity, liquid fuels), Myopic (demand) 2021–2050; 1-year time steps; Mixed; LP in power, liquid fuels and CO2 pipeline sectors; Logit in demand models BECCS (electricity only), DAC, H2 in refineries and cement 24 new tech, 3 CCS retrofit techs, plant-level database for existing techs, and 25 NERC-based regions. Residential: 3 types, 12 end-uses Commercial: 11 types, 10 end-uses 9 Census regions 15 manufacturing 6 non-manufacturing plus refining 4 Census divisions. 8 modes 16 LDV classes 3 freight classes 10 power trains
GCAM (PNNL) Canada, Mexico, US, +29 other regions CO2 & non-CO2 Partial; Myopic 2015–2100; 5-year time step; New investment: logit based on expected profitability; Existing technologies must cover operating costs. BECCS (electricity, biofuels, H2 with CCS), DAC, H2 in end-use plus electricity, liquid biofuels, biogas 23 technologies; 9 fuels; single market per region Residential: US 14 end-use Commercial: US 10 end-use ROW end-use 3 6 manufacturing 3 non-manufacturing Passenger: 6 modes, 4 classes, 11 power trains Freight: 3 modes, 3 HDV classes, 14 power trains
GCAM-USA (PNNL) 50 US states, Canada, Mexico+29 other regions CO2 & non-CO2 Partial; Myopic 2015–2100; 5-year time step; New investment: logit based on expected profitability; Existing technologies must cover operating costs. BECCS (electricity, biofuels, H2 with CCS), DAC, H2 in end-use plus electricity, liquid biofuels, biogas 23 technologies; 9 fuels; 50 states+DC; trade in 15 grid regions (NERC-like); 4 segment load duration curve Residential: USA 14 end-use Commercial:USA 10 end-use ROW end-use 3 3 (Cement, Fertilizer, and Other Industry) Passenger: 6 modes, 4 classes, 11 power trains Freight: 3 modes, 3 classes, 14 power trains
gTech (Navius Research) Canadian Provinces + US CO2 & non-CO2 General; Myopic 2015–2050; 5-year time steps; CES DAC, BECCS, H2, Biofuels 16 technologies; 11 regions Residential: 3 shell types, 11 end-uses Commercial: 6 shells types, 6 end-uses 34 non-energy industrial sectors 9 agriculture & forestry sectors 24 energy sectors 5 modes 6 classes 11 power trains
MARKAL-NETL (NETL) 9 US Census regions CO2 & non-CO2 Partial; Perfect 2005–2075; 5-year time steps; LP BECCS, DAC, H2, Biofuels, Synthetic Gas & Liquids 45 technologies, 9 regions Residential: 8 end-uses Commercial: 12 end-uses 7 non-energy 8 industrial energy carriers 5 modes, Passenger: 7 classes, 9 power trains Commercial: 3 classes, 4 power trains, 9 fuels
NATEM (Esmia Consultants) 13 Canadian regions; 9 US Census regions + CA, TX, NY; Mexico CO2 & non-CO2 Partial; Perfect 2016–2060; 2- to 5-year time steps; LP BECCS, DAC, H2, Biofuels, Synthetic Gas & Liquids US: 90 technologies, 12 regions US Residential: 8 end-uses Commercial: 12 end-uses 7 non-energy 8 industrial energy carriers 6 modes, Passenger: 3 classes, 9 powertrains Commercial: 3 classes, 9 powertrains 15 fuels
TEMOA (North Carolina State University) 9 US regions CO2 only Partial; Perfect 2020 to 2050; 5-year time steps; LP BECCS (electricity only), DAC, H2, Biofuels, Synthetic fuels 3 storage technologies; 15 generation technology types; 9 regions Residential: 10 end-uses Commercial: 8 end-uses 2 sectors Manufacturing: 9 end-uses Non-manufacturing: 6 end-uses 6 modes, Passenger: 1 class, 4 powertrains Commercial: 2 classes
US-REGEN (EPRI) 16 US regions CO2 & non-CO2 Partial; Perfect 2015–2050; 5-year time steps; Mixed; LP in electric and fuels sectors, logit in end-use sectors BECCS, DAC, H2, Biofuels, Synthetic Gas & Liquids, Ammonia 16 regions; 94 technologies; 120 representative hours / hourly dispatch Residential & Commercial sectors 2 size categories plus vintages and climate zones 6 end-uses 37 non-energy sectors 36 vehicle classes/powertrains
USREP-ReEDS (MIT-NREL) USREP: 12 US regions ReEDS: 134 balancing areas CO2 & non-CO2 General; Myopic 2017–2100; 5-year time steps; Mixed; CES in USREP; LP in ReEDS BECCS (Electricity only), DAC, Biofuels 58 technologies 134 balancing areas (CONUS) 17 time slices Residential & Commercial Production function with 3 fuels 5 energy 6 non-energy 2 modes, Passenger: 3 classes; Non-passenger is aggregated into a single sector

Notes: LP = linear program, CES = Constant Elasticity of Substitution, BECCS = biomass energy with carbon capture and sequestration, DAC = Direct Air Capture, H2 = hydrogen

Additional model information (unique attributes, website, and references) may be found in Table SM1.