Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
139 tokens/sec
GPT-4o
47 tokens/sec
Gemini 2.5 Pro Pro
43 tokens/sec
o3 Pro
4 tokens/sec
GPT-4.1 Pro
47 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Weather Sensitive High Spatio-Temporal Resolution Transportation Electric Load Profiles For Multiple Decarbonization Pathways (2307.15237v3)

Published 28 Jul 2023 in eess.SY and cs.SY

Abstract: Electrification of transport compounded with climate change will transform hourly load profiles and their response to weather. Power system operators and EV charging stakeholders require such high-resolution load profiles for their planning studies. However, such profiles accounting whole transportation sector is lacking. Thus, we present a novel approach to generating hourly electric load profiles that considers charging strategies and evolving sensitivity to temperature. The approach consists of downscaling annual state-scale sectoral load projections from the multi-sectoral Global Change Analysis Model (GCAM) into hourly electric load profiles leveraging high resolution climate and population datasets. Profiles are developed and evaluated at the Balancing Authority scale, with a 5-year increment until 2050 over the Western U.S. Interconnect for multiple decarbonization pathways and climate scenarios. The datasets are readily available for production cost model analysis. Our open source approach is transferable to other regions.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (28)
  1. Sources of greenhouse gas emissions. Accessed: Oct 25, 2022. [Online]. Available: https://tinyurl.com/ywjxmx9y
  2. Greenhouse gas emissions from energy: Overview. Accessed: Dec 16, 2022. [Online]. Available: https://tinyurl.com/52hk5s32
  3. T. T. Mai et al., “Electrification futures study: Scenarios of electric technology adoption and power consumption for the united states,” NREL, Golden, CO (United States), Tech. Rep., 2018.
  4. Global EV outlook 2022. Accessed: Jan 05, 2023. [Online]. Available: https://tinyurl.com/4syvj5uc
  5. Kintner-Meyer et al., “Electric vehicles at scale–phase I analysis: high EV adoption impacts on the Western US power grid,” Tech. Rep., 2020.
  6. J. A. P. Lopes et al., “Integration of electric vehicles in the electric power system,” Proc. of the IEEE, vol. 99, no. 1, pp. 168–183, 2010.
  7. S. Acharya et al., “Public plug-in electric vehicles+ grid data: Is a new cyberattack vector viable?” IEEE Trans Smart Grid, vol. 11, no. 6, 2020.
  8. C. Gaete-Morales et al., “An open tool for creating battery-electric vehicle time series from empirical data, emobpy,” Scientific data, vol. 8, no. 1, pp. 1–18, 2021.
  9. B. Borlaug et al., “Heavy-duty truck electrification and the impacts of depot charging on electricity distribution systems,” Nature Energy, vol. 6, no. 6, pp. 673–682, 2021.
  10. B. Wang et al., “Medium and heavy-duty electric vehicle infrastructure - load operations and deployment (hevi-load) v1.0,” 7 2021. [Online]. Available: https://www.osti.gov/biblio/1836645
  11. Climate Change 2022 Mitigation of Climate Change. Accessed: May 8, 2023. [Online]. Available: https://tinyurl.com/cv7pfj6u
  12. Western interconnection balancing authorities. Accessed: May 10, 2023. [Online]. Available: https://tinyurl.com/h2wyd4a4
  13. S. Acharya, T. B. Thurber, and M. Ghosal, “Transportation Electrification Load Profiles by Balancing Authority in the Western United States for GODEEEP,” May 2023. [Online]. Available: https://doi.org/10.5281/zenodo.7888569
  14. GCAM v6 Documentation. Accessed: May 8, 2023. [Online]. Available: https://jgcri.github.io/gcam-doc/toc.html
  15. B. C. O’Neill et al., “The roads ahead: Narratives for shared socioeconomic pathways describing world futures in the 21st century,” Global environmental change, vol. 42, pp. 169–180, 2017.
  16. Annual energy outlook 2022. Accessed: Feb 19, 2022. [Online]. Available: https://www.eia.gov/outlooks/aeo/
  17. P. Jadun et al., “Electrification futures study: End-use electric technology cost and performance projections through 2050,” 2017.
  18. A. D. Jones et al., “IM3/HyperFACETS Thermodynamic Global Warming (TGW) Simulation Datasets (v1.0.0) [Data set],” MSD-LIVE Data Repository, 2022, https://doi.org/10.57931/1885756.
  19. A. D. Jones et al., “Continental United States climate projections based on thermodynamic modification of historical weather,” submitted.
  20. J. G. Powers et al., “The weather research and forecasting model: Overview, system efforts, and future directions,” Bulletin of the American Meteorological Society, vol. 98, no. 8, pp. 1717–1737, Aug 2017.
  21. W. C. Skamarock et al., “A description of the advanced research WRF model version 4,” Tech. Rep., 2019.
  22. C. R. McGrath et al., “tell: a python package to model future total electricity loads in the united states,” Journal of Open Source Software, vol. 7, no. 79, p. 4472, 2022. [Online]. Available: https://doi.org/10.21105/joss.04472
  23. Electric Vehicle Infrastructure Projection Tool (EVI-Pro) Lite. Accessed: May 15, 2023. [Online]. Available: https://tinyurl.com/bdfjjfuu
  24. Fleet DNA: Commercial Fleet Vehicle Operating Data. Accessed: Jun 16, 2022. [Online]. Available: https://tinyurl.com/3u299eek
  25. Passenger boarding and all-cargo data for U.S. airports. Accessed: Feb 14, 2023. [Online]. Available: https://tinyurl.com/yeykhjtw
  26. County transportation profiles. Accessed: Feb 14, 2023. [Online]. Available: https://www.bts.gov/ctp
  27. U.S. Single family homes - statistics & facts. Accessed: May 17, 2023. [Online]. Available: https://tinyurl.com/4ecrcepr
  28. D. Smith et al., “Medium-and heavy-duty vehicle electrification: An assessment of technology and knowledge gaps,” Oak Ridge National Lab.(ORNL), Oak Ridge, TN (United States), Tech. Rep., 2020.
Citations (3)

Summary

We haven't generated a summary for this paper yet.