2. NREL | 2
โข General: Daniel Steinberg
โข FINITO: Caroline Hughes, Colin McMillan, Ookie Ma, Merve Olmez-Turan
โข SLiDE: Jon Becker, Jared Carbone, Caroline Hughes
โข Hydrogen: Patrick Brown, Paige Jadun, Mark Ruth
โข CCTUS: Stuart Cohen, NREL, NETL, EMTEC (formerly EMRE)
โข ReEDS Spatial and Temporal Flexibility: Patrick Brown, Wesley Cole, Matt Irish, Brian Sergi
Credit
3. CO2
ReEDS
SLiDE
FINITO
WINDC
Model Map
Long-term forecasting models:
โข FINITO - The Fuels and Industry Integrated Optimization Model (fuels/industry)
โข ReEDS โ Regional Energy Deployment System (electricity)
โข SLiDE โ Scalable Linked Dynamic Equilibrium model (economy)
Economic models/data:
โข JEDI โ jobs and economic development index model
โข WINDC โ Wisconsin National Data Consortium (state-level)
โข GTAP โ Global Trade Analysis Project (international)
Power System Models:
โข beetle - translator from ReEDS to SIIP and PLEXOS
โข SIIP โ scalable integrated infrastructure planning model
โข PLEXOS โ power system model (commercial)
Data inputs to dsGrid:
โข ResStock - Residential buildings stock model
โข ComStock - Commercial buildings stock model
โข IGATE-E - Industrial Geospatial Analysis Tool for Energy Evaluation (ORNL)
โข TEMPO - Transportation Energy & Mobility Pathway Options Model
Miscellaneous:
โข dsgrid โ demand-side grid (8,760 load data by sector)
โข dGen โ distributed generation model (distributed PV)
โข PRAS โ probabilistic resource adequacy suite (reliability)
GTAP
dsgrid
dGen
H2
beetle
SIIP
PRAS
[Power, fuel supply, and industrial sector evolution]
[Economic, Distributional Impacts]
[Detailed power operations]
PLEXOS
Transport Electricity
and Fuel Demand
โข Steinberg et al. โ under review
JEDI
โข Lord, 2014 โ NETL updating by year end
ResStock
ComStock
IGATE-E
TEMPO
Publicly Available
4. SLiDE
FINITO
Todayโฆ
CO2 H2
โข Steinberg et al. โ under review
Focusing on:
โข ReEDS: Electricity capacity
expansion (briefly)
โข FINITO: Fuel supply and
industrial expansion
โข SLiDE: Economic and
distributional impacts
โข CO2 and H2 modules
ReEDS
[Power, fuel supply, and industrial sector evolution]
[Economic, Distributional Impacts]
โข Lord, 2014 โ NETL updating by year end
5. Regional Energy Deployment System (ReEDS)
โข LP: Minimize power sectorโs costs of
operation and investment
โข Detailed characterization of
renewable capacity
โข High spatial*, technological, and
temporal* resolution
โข Used in > 100 publications
Publicly available: https://www.nrel.gov/analysis/reeds/
6. FINITO - Overview The Fuels and Industry Integrated
Optimization Model
7. NREL | 7
Draft โ Internal Only โ Do not cite
SLiDE
โข Scalable
โ Geographical: Counties* -> Nations
โ Sectoral: Broad -> Specific
โข Linked
โ With sector-specific planning and
operations models
โข Dynamic
โ Consideration of future market conditions
โ Myopic -> Intertemporal representations
โข Equilibrium
โ Linked version in GAMS
โ Open-source model written in
SLiDE Repo: https://github.com/NREL/SLiDE
Relies on Wisconsin National Data Consortium:
https://windc.wisc.edu/
Preliminary and Exemplary Results โ do not cite/quote
SLiDE
Preliminary Results โ Do not cite/quote
8. CO2
โข Recent work with
NETL and EMTEC
H2
โข SERA, h2a, h2a-lite
โข SMR, SMR-CCS, Electrolyzers
Constraints on..
- Injection rate
- Total, net injection
Costs of..
- Pipe and spur line investment
- Injection costs (levelized or investment)
- New and upgraded plant capacity
Pipelines and
Reservoirs
9. Relevant Projects, Next Steps
ReEDS
โข Spatial and temporal flexibility*
FINITO
โข Spatial flexibility
โข LP/MILP & NLP/MINLP
โข Shipping routes/distances/costs
SLiDE
โข Demographics
โข Calibration via/vs linkage
10. Objectives
โข Inflation Reduction Act analysis (all three models)
โข Pathways to decarbonize industry and fuel supply
โข Interaction of industry and power for CO2 and H2 networks
โข National Bureau of Economic Research (NBER) paper
15. NREL | 15
Source Data for Existing Capacity in
Focus Sectors
โข All capacities for the focus sectors are represented at the facility level in physical units
Sector Source
Hydrogen โข Scenario Evaluation and Regionalization Analysis (SERA) Model
Ammonia โข United States Geological Survey (USGS)
Cement โข Spatial Finance Initiative
โข Title V Operating Permits
โข Company websites
Iron and Steel โข EPA
โข Spatial Finance Initiative
โข Title V Operating Permits
โข Company websites
16. NREL | 16
Process/Technology Representations
in the Focus Sectors
Product Pathway/Technology
Hydrogen โข Steam Methane Reforming (SMR)
โข SMR with CCS
โข Electrolysis
Ammonia โข Merchant Haber-Bosch (purchased H2)
โข Integrated SMR (w/ and w/o CCS) + Haber-Bosch
โข Electrolysis + Haber-Bosch
โข Electrochemical
Cement All Portland Cement
โข Conventional
โข Tail-end 50% capture CCS
โข Calcium looping CCS
Iron and Steel โข Blast Furnace/Basic Oxygen Furnace w/ and w/o CCS
โข Direct reduced iron (DRI): natural gas, natural gas w/ CCS, H2/NG blend, flash
โข Electric Arc Furnace (EAF)
17. FINITO - TEMP
โข Discuss
โ Objective function
โ Supply/demand curves
โ Linkage
...
Model ReEDS /all/ ;
Solve ReEDS using LP minimizing Z_ReEDS ;
... same for FINITO ...
equation eq_reeds_finito_objective ;
variable Z_FINITO ;
eq_reeds_finito_objective..
Z =e= Z_ReEDS + Z_FINITO
;
Model ReEDS_FINITO /all/ ;
Solve ReEDS_FINITO using LP minimizing Z ;
...
18. FINITO โ Preliminary Results
Preliminary Results โ Do not cite/quote
80% linear
reduction in CO2
emissions by 2050
relative to 2022
19. NREL | 19
Draft โ Internal Only โ Do not cite
Fuel quantities
Labor and capital quantities
Electricity quantity and price
SLiDE
Fuel prices
Labor and capital price indices
Demand curve specification
Similar effort to USREP-ReEDS (Caron et al. 2018, Yuan et al. 2022)
Method from Bรถhringer and Rutherford, 2008
GTAP FINITO
ReEDS-SLiDE