A Multi-Model Framework for Assessing Long- and Short-Term Climate Influences on the Electric Grid

Cohen, Stuart M.; Dyreson, Ana; Turner, Sean W. D.; Tidwell, Vince C.; Voisin, Nathalie; Miara, Ariel

doi:10.1016/j.apenergy.2022.119193

A Multi-Model Framework for Assessing Long- and Short-Term Climate Influences on the Electric Grid

Journal Article · Thu Apr 28 20:00:00 EDT 2022 · Applied Energy

DOI:https://doi.org/10.1016/j.apenergy.2022.119193· OSTI ID:2998808

Cohen, Stuart M. ^[1]; Dyreson, Ana ^[2]; ^[3]; Tidwell, Vince C. ^[4]; ^[3]; Miara, Ariel ^[1]

National Renewable Energy Laboratory (NREL), Golden, CO (United States)
National Renewable Energy Laboratory (NREL), Golden, CO (United States); Michigan Technological Univ., Houghton, MI (United States)
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)

Climate change influences many aspects of the electric grid, but prior work and industry practices often ignore the potential effects of changing climate, or they only consider a single effect or individual effects in isolation. Challenges vary with each grid and include adapting to long-term trends such as changing temperature and precipitation or shorter-term events such as drought or storms that could increase in frequency or intensity. Here we present a multi-model framework designed to analyze the effects of long and short-term climate impacts in combination. This framework couples capacity expansion and production cost models with hydrologic models and future climate scenario data to analyze alternative climate and energy futures at high spatial, temporal, and process resolutions. Furthermore, we constructed and evaluated the results of a suite of simulated scenarios exploring climate impacts on capacity investment and stress-tested the resulting future infrastructures using hourly dispatch modeling under alternative drought and load conditions. We demonstrate the approach through a case study of the U.S. Western Interconnection, where climate impacts depend on interactions between temperature-induced load, water availability for hydropower, technology competitiveness, and demand flexibility. Changes in 2038 generating capacity range from -8.5-16.6 GW, and changes in 2038 transmission capacity range from -1-2 GW. Capacity increases are driven by higher load from higher temperatures, while capacity reductions can be achieved in scenarios with higher future hydropower availability and increased demand flexibility. Scenarios requiring additional capacity cost an additional $$\$$5$$-$$\$$17$ billion (discounted) from 2018 to 2038; however, scenarios with capacity reductions cost $$\$$1$$-$$\$$18$ billion less. Stress tests on four 2038 infrastructures demonstrated that the identified systems were able to serve at least 99.999% of load and 99.96% of reserves. However, drought and unexpected high-load conditions can result in reduced capacity to respond to contingency events we did not model. Although these results are system and scenario specific, they highlight the importance of considering multiple climate change impacts simultaneously in long-term planning efforts and demonstrate a multi-model, multiscale approach that can be flexibly applied to any system and set of climate change concerns.

View Accepted Manuscript (DOE)

Research Organization:: Pacific Northwest National Laboratory (PNNL), Richland, WA (United States); National Renewable Energy Laboratory (NREL), Golden, CO (United States)

Sponsoring Organization:: USDOE Office of Electricity (OE)

Grant/Contract Number:: AC05-76RL01830; AC36-08GO28308

OSTI ID:: 2998808

Alternate ID(s):: OSTI ID: 1867876

Report Number(s):: NREL/JA--6A40-80713; PNNL-SA--172781; MainId:77497; UUID:b441a011-31bf-40df-9338-fba804ece59e; MainAdminID:64453

Journal Information:: Applied Energy, Journal Name: Applied Energy Vol. 317; ISSN 0306-2619

Publisher:: ElsevierCopyright Statement

Country of Publication:: United States

Language:: English

References (62)

Influence of cooling water temperature on the efficiency of a pressurized-water reactor nuclear-power plant Durmayaz, Ahmet; Sogut, Oguz Salim International Journal of Energy Research, Vol. 30, Issue 10 https://doi.org/10.1002/er.1186	journal	January 2006
Climate change impacts on two high-elevation hydropower systems in California Vicuña, Sebastian; Dracup, John A.; Dale, Larry Climatic Change, Vol. 109, Issue S1 https://doi.org/10.1007/s10584-011-0301-8	journal	November 2011
Impacts of rising air temperatures and emissions mitigation on electricity demand and supply in the United States: a multi-model comparison McFarland, James; Zhou, Yuyu; Clarke, Leon Climatic Change, Vol. 131, Issue 1 https://doi.org/10.1007/s10584-015-1380-8	journal	June 2015
Decomposing supply-side and demand-side impacts of climate change on the US electricity system through 2050 Steinberg, Daniel C.; Mignone, Bryan K.; Macknick, Jordan Climatic Change, Vol. 158, Issue 2 https://doi.org/10.1007/s10584-019-02506-6	journal	January 2020
Power system sensitivity to extreme hydrological conditions as studied using an integrated reservoir and power system dispatch model, the case of Ethiopia Demissie, Ashenafi A.; Solomon, A. A. Applied Energy, Vol. 182 https://doi.org/10.1016/j.apenergy.2016.08.106	journal	November 2016
The impact of climate change on a cost-optimal highly renewable European electricity network Schlott, Markus; Kies, Alexander; Brown, Tom Applied Energy, Vol. 230 https://doi.org/10.1016/j.apenergy.2018.09.084	journal	November 2018
Implications of hydropower variability from climate change for a future, highly-renewable electric grid in California Tarroja, Brian; Forrest, Kate; Chiang, Felicia Applied Energy, Vol. 237 https://doi.org/10.1016/j.apenergy.2018.12.079	journal	March 2019
Sensitivity of Western U.S. power system dynamics to droughts compounded with fuel price variability No authors listed Applied Energy, Vol. 247, p. 745-754 https://doi.org/10.1016/j.apenergy.2019.01.156	journal	May 2019
Setting cost targets for zero-emission electricity generation technologies Mai, Trieu; Cole, Wesley; Reimers, Andrew Applied Energy, Vol. 250 https://doi.org/10.1016/j.apenergy.2019.05.001	journal	September 2019
How does climate change affect electricity system planning and optimal allocation of variable renewable energy? Peter, Jakob Applied Energy, Vol. 252 https://doi.org/10.1016/j.apenergy.2019.113397	journal	October 2019
Impact of climate change on water availability and its propagation through the Western U.S. power grid Voisin, Nathalie; Dyreson, Ana; Fu, Tao Applied Energy, Vol. 276 https://doi.org/10.1016/j.apenergy.2020.115467	journal	October 2020
Performance effects of combined cycle power plant with variable condenser pressure and loading Chuang, Chia-Chin; Sue, Deng-Chern Energy, Vol. 30, Issue 10 https://doi.org/10.1016/j.energy.2004.10.003	journal	July 2005
Energy sector vulnerability to climate change: A review Schaeffer, Roberto; Szklo, Alexandre Salem; Pereira de Lucena, André Frossard Energy, Vol. 38, Issue 1 https://doi.org/10.1016/j.energy.2011.11.056	journal	February 2012
Impacts of climate change on energy consumption and peak demand in buildings: A detailed regional approach Dirks, James A.; Gorrissen, Willy J.; Hathaway, John H. Energy, Vol. 79 https://doi.org/10.1016/j.energy.2014.08.081	journal	January 2015
Projecting changes in annual hydropower generation using regional runoff data: An assessment of the United States federal hydropower plants Kao, Shih-Chieh; Sale, Michael J.; Ashfaq, Moetasim Energy, Vol. 80 https://doi.org/10.1016/j.energy.2014.11.066	journal	February 2015
Quantifying climate change impacts on hydropower generation and implications on electric grid greenhouse gas emissions and operation Tarroja, Brian; AghaKouchak, Amir; Samuelsen, Scott Energy, Vol. 111 https://doi.org/10.1016/j.energy.2016.05.131	journal	September 2016
Vulnerability of the US western electric grid to hydro-climatological conditions: How bad can it get? Voisin, N.; Kintner-Meyer, M.; Skaggs, R. Energy, Vol. 115 https://doi.org/10.1016/j.energy.2016.08.059	journal	November 2016
Climate impacts on hydropower and consequences for global electricity supply investment needs Turner, Sean W. D.; Hejazi, Mohamad; Kim, Son H. Energy, Vol. 141 https://doi.org/10.1016/j.energy.2017.11.089	journal	December 2017
Interactions between climate change mitigation and adaptation: The case of hydropower in Brazil Lucena, André F. P.; Hejazi, Mohamad; Vasquez-Arroyo, Eveline Energy, Vol. 164 https://doi.org/10.1016/j.energy.2018.09.005	journal	December 2018
Identifying future electricity–water tradeoffs in the United States Sovacool, Benjamin K.; Sovacool, Kelly E. Energy Policy, Vol. 37, Issue 7 https://doi.org/10.1016/j.enpol.2009.03.012	journal	July 2009
Assessment of projected temperature impacts from climate change on the U.S. electric power sector using the Integrated Planning Model® Jaglom, Wendy S.; McFarland, James R.; Colley, Michelle F. Energy Policy, Vol. 73 https://doi.org/10.1016/j.enpol.2014.04.032	journal	October 2014
Climate change impact and resilience in the electricity sector: The example of Austria and Germany Totschnig, G.; Hirner, R.; Müller, A. Energy Policy, Vol. 103 https://doi.org/10.1016/j.enpol.2017.01.019	journal	April 2017
Climate impacts on hydropower in Colombia: A multi-model assessment of power sector adaptation pathways Arango-Aramburo, Santiago; Turner, Sean W. D.; Daenzer, Kathryn Energy Policy, Vol. 128 https://doi.org/10.1016/j.enpol.2018.12.057	journal	May 2019
Least-cost adaptation options for global climate change impacts on the Brazilian electric power system de Lucena, Andre Frossard Pereira; Schaeffer, Roberto; Szklo, Alexandre Salem Global Environmental Change, Vol. 20, Issue 2 https://doi.org/10.1016/j.gloenvcha.2010.01.004	journal	May 2010
Estimating impacts of warming temperatures on California's electricity system Sathaye, Jayant A.; Dale, Larry L.; Larsen, Peter H. Global Environmental Change, Vol. 23, Issue 2 https://doi.org/10.1016/j.gloenvcha.2012.12.005	journal	April 2013
Quantifying the sensitivity of european power systems to energy scenarios and climate change projections Bloomfield, H. C.; Brayshaw, D. J.; Troccoli, A. Renewable Energy, Vol. 164 https://doi.org/10.1016/j.renene.2020.09.125	journal	February 2021
A review of the potential impacts of climate change on bulk power system planning and operations in the United States Craig, Michael T.; Cohen, Stuart; Macknick, Jordan Renewable and Sustainable Energy Reviews, Vol. 98 https://doi.org/10.1016/j.rser.2018.09.022	journal	December 2018
Examining global electricity supply vulnerability to climate change using a high-fidelity hydropower dam model Turner, Sean W. D.; Ng, Jia Yi; Galelli, Stefano Science of The Total Environment, Vol. 590-591 https://doi.org/10.1016/j.scitotenv.2017.03.022	journal	July 2017
Water demands for electricity generation in the U.S.: Modeling different scenarios for the water–energy nexus Liu, Lu; Hejazi, Mohamad; Patel, Pralit Technological Forecasting and Social Change, Vol. 94 https://doi.org/10.1016/j.techfore.2014.11.004	journal	May 2015
Wind and solar PV deployment after tax credits expire: A view from the standard scenarios and the annual energy outlook Frazier, A. Will; Marcy, Cara; Cole, Wesley The Electricity Journal, Vol. 32, Issue 8 https://doi.org/10.1016/j.tej.2019.106637	journal	October 2019
Effects of Climate Change on Capacity Expansion Decisions of an Electricity Generation Fleet in the Southeast U.S. Ralston Fonseca, Francisco; Craig, Michael; Jaramillo, Paulina Environmental Science & Technology, Vol. 55, Issue 4 https://doi.org/10.1021/acs.est.0c06547	journal	January 2021
Effects of Environmental Temperature Change on the Efficiency of Coal- and Natural Gas-Fired Power Plants Henry, Candise L.; Pratson, Lincoln F. Environmental Science & Technology, Vol. 50, Issue 17 https://doi.org/10.1021/acs.est.6b01503	journal	August 2016
Differentiating the Effects of Climate Change-Induced Temperature and Streamflow Changes on the Vulnerability of Once-Through Thermoelectric Power Plants Henry, Candise L.; Pratson, Lincoln F. Environmental Science & Technology, Vol. 53, Issue 7 https://doi.org/10.1021/acs.est.8b05718	journal	March 2019
Climate-Water Adaptation for Future US Electricity Infrastructure Miara, Ariel; Cohen, Stuart M.; Macknick, Jordan Environmental Science & Technology, Vol. 53, Issue 23 https://doi.org/10.1021/acs.est.9b03037	journal	November 2019
Projecting Water Withdrawal and Supply for Future Decades in the U.S. under Climate Change Scenarios Roy, Sujoy B.; Chen, Limin; Girvetz, Evan H. Environmental Science & Technology, Vol. 46, Issue 5 https://doi.org/10.1021/es2030774	journal	February 2012
A simple hydrologically based model of land surface water and energy fluxes for general circulation models Liang, Xu; Lettenmaier, Dennis P.; Wood, Eric F. Journal of Geophysical Research, Vol. 99, Issue D7 https://doi.org/10.1029/94JD00483	journal	January 1994
Vulnerability of US and European electricity supply to climate change van Vliet, Michelle T. H.; Yearsley, John R.; Ludwig, Fulco Nature Climate Change, Vol. 2, Issue 9 https://doi.org/10.1038/nclimate1546	journal	June 2012
Water–CO2 trade-offs in electricity generation planning Webster, Mort; Donohoo, Pearl; Palmintier, Bryan Nature Climate Change, Vol. 3, Issue 12 https://doi.org/10.1038/nclimate2032	journal	October 2013
Impacts of climate change on electric power supply in the Western United States Bartos, Matthew D.; Chester, Mikhail V. Nature Climate Change, Vol. 5, Issue 8 https://doi.org/10.1038/nclimate2648	journal	May 2015
Power-generation system vulnerability and adaptation to changes in climate and water resources van Vliet, Michelle T. H.; Wiberg, David; Leduc, Sylvain Nature Climate Change, Vol. 6, Issue 4 https://doi.org/10.1038/nclimate2903	journal	January 2016
Climate and water resource change impacts and adaptation potential for US power supply Miara, Ariel; Macknick, Jordan E.; Vörösmarty, Charles J. Nature Climate Change, Vol. 7, Issue 11 https://doi.org/10.1038/nclimate3417	journal	October 2017
Impacts of climate change on sub-regional electricity demand and distribution in the southern United States Allen, Melissa R.; Fernandez, Steven J.; Fu, Joshua S. Nature Energy, Vol. 1, Issue 8 https://doi.org/10.1038/nenergy.2016.103	journal	July 2016
Compound climate events transform electrical power shortfall risk in the Pacific Northwest Turner, S. W. D.; Voisin, N.; Fazio, J. Nature Communications, Vol. 10, Issue 1 https://doi.org/10.1038/s41467-018-07894-4	journal	January 2019
Quantifying the impacts of climate change and extreme climate events on energy systems Perera, A. T. D.; Nik, Vahid M.; Chen, Deliang Nature Energy, Vol. 5, Issue 2 https://doi.org/10.1038/s41560-020-0558-0	journal	February 2020
Climate change is projected to have severe impacts on the frequency and intensity of peak electricity demand across the United States Auffhammer, Maximilian; Baylis, Patrick; Hausman, Catherine H. Proceedings of the National Academy of Sciences, Vol. 114, Issue 8 https://doi.org/10.1073/pnas.1613193114	journal	February 2017
Adversarial super-resolution of climatological wind and solar data Stengel, Karen; Glaws, Andrew; Hettinger, Dylan Proceedings of the National Academy of Sciences, Vol. 117, Issue 29 https://doi.org/10.1073/pnas.1918964117	journal	July 2020
Impacts of rising air temperatures on electric transmission ampacity and peak electricity load in the United States Bartos, Matthew; Chester, Mikhail; Johnson, Nathan Environmental Research Letters, Vol. 11, Issue 11 https://doi.org/10.1088/1748-9326/11/11/114008	journal	November 2016
Quantifying the increasing sensitivity of power systems to climate variability Bloomfield, H. C.; Brayshaw, D. J.; Shaffrey, L. C. Environmental Research Letters, Vol. 11, Issue 12 https://doi.org/10.1088/1748-9326/11/12/124025	journal	December 2016
Mapping water availability, projected use and cost in the western United States Tidwell, Vincent C.; Moreland, Barbara D.; Zemlick, Katie M. Environmental Research Letters, Vol. 9, Issue 6 https://doi.org/10.1088/1748-9326/9/6/064009	journal	May 2014
Thermal pollution impacts on rivers and power supply in the Mississippi River watershed Miara, Ariel; Vörösmarty, Charles J.; Macknick, Jordan E. Environmental Research Letters, Vol. 13, Issue 3 https://doi.org/10.1088/1748-9326/aaac85	journal	March 2018
Non-stationary hydropower generation projections constrained by environmental and electricity grid operations over the western United States Zhou, Tian; Voisin, Nathalie; Fu, Tao Environmental Research Letters, Vol. 13, Issue 7 https://doi.org/10.1088/1748-9326/aad19f	journal	July 2018
Effects on power system operations of potential changes in wind and solar generation potential under climate change Craig, Michael T.; Losada Carreño, Ignacio; Rossol, Michael Environmental Research Letters, Vol. 14, Issue 3 https://doi.org/10.1088/1748-9326/aaf93b	journal	March 2019
How climate change affects extreme weather events Stott, P. Science, Vol. 352, Issue 6293 https://doi.org/10.1126/science.aaf7271	journal	June 2016
A Method to Assess the Wind and Solar Resource and to Quantify Interannual Variability over the United States under Current and Projected Future Climate Haupt, Sue Ellen; Copeland, Jeffrey; Cheng, William Y. Y. Journal of Applied Meteorology and Climatology, Vol. 55, Issue 2 https://doi.org/10.1175/JAMC-D-15-0011.1	journal	February 2016
A Physically Based Runoff Routing Model for Land Surface and Earth System Models Li, Hongyi; Wigmosta, Mark S.; Wu, Huan Journal of Hydrometeorology, Vol. 14, Issue 3 https://doi.org/10.1175/JHM-D-12-015.1	journal	June 2013
2018 Standard Scenarios Report: A U.S. Electricity Sector Outlook Cole, Wesley J.; Frazier, Allister; Donohoo-Vallett, Paul https://doi.org/10.2172/1481848	report	November 2018
Regional Energy Deployment System (ReEDS) Model Documentation: Version 2018 Cohen, Stuart M.; Becker, Jonathon; Bielen, David A. https://doi.org/10.2172/1505935	report	April 2019
2020 Standard Scenarios Report: A U.S. Electricity Sector Outlook Cole, Wesley; Corcoran, James; Gates, Nathaniel https://doi.org/10.2172/1721757	report	November 2020
Electrification Futures Study: Scenarios of Power System Evolution and Infrastructure Development for the United States Murphy, Caitlin; Mai, Trieu; Sun, Yinong https://doi.org/10.2172/1762438	report	January 2021
The Los Angeles 100% Renewable Energy Study (LA100): Executive Summary Cochran, Jaquelin; Denholm, Paul; Mooney, Meghan https://doi.org/10.2172/1774871	report	March 2021
Assessing Climate Change Impacts on Global Hydropower Hamududu, Byman; Killingtveit, Aanund Energies, Vol. 5, Issue 2 https://doi.org/10.3390/en5020305	journal	February 2012
On an improved sub-regional water resources management representation for integration into earth system models Voisin, N.; Li, H.; Ward, D. Hydrology and Earth System Sciences, Vol. 17, Issue 9 https://doi.org/10.5194/hess-17-3605-2013	journal	January 2013

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A Multi-Model Framework for Assessing Long- and Short-Term Climate Influences on the Electric Grid

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