Assessment of climate change impacts on the hydro-wind-solar energy supply system. (July 2022)
- Record Type:
- Journal Article
- Title:
- Assessment of climate change impacts on the hydro-wind-solar energy supply system. (July 2022)
- Main Title:
- Assessment of climate change impacts on the hydro-wind-solar energy supply system
- Authors:
- Zhang, Yi
Cheng, Chuntian
Yang, Tiantian
Jin, Xiaoyu
Jia, Zebin
Shen, Jianjian
Wu, Xinyu - Abstract:
- Abstract: Renewable energies such as hydro, wind, and solar power, are susceptible to the impacts of climate change. Energy Impact Assessment models under climate change are useful tools for understanding these impacts, but still face some challenges, such as the limited spatial resolution, the lack of utilization of the latest climate models, the inadequate analysis of uncertainties and extreme behaviors, and having not enough capability in simulating the coordinated operation of different power sources. To improve the situation, this study utilizes Random Forest Regression and its derivative Quantile Regression Forest to downscale the CMIP6 General Circulation Models for projecting the means and quantiles of the renewable energy resources for each individual power station under seven combined pathways of Shared Socioeconomic Pathways (SSPs) and Representative Concentration Pathways (RCPs). Based on the projected results, a coordinated operation strategy is established to quantify the impacts of climate change on the regional hydro-wind-solar energy supply system. The assessment reveals: (1) changes of hydro-meteorological variables will present spatially and seasonal inhomogeneous; (2) at the end of the century, the projected increased level of electricity supply will be the highest under the SSP5-RCP8.5 and the increment will be 8.680 TWh; (3) the extreme lack electricity supply will occur under the SSP3-RCP7.0 for the period 2041–2060 and the twenty-year average valueAbstract: Renewable energies such as hydro, wind, and solar power, are susceptible to the impacts of climate change. Energy Impact Assessment models under climate change are useful tools for understanding these impacts, but still face some challenges, such as the limited spatial resolution, the lack of utilization of the latest climate models, the inadequate analysis of uncertainties and extreme behaviors, and having not enough capability in simulating the coordinated operation of different power sources. To improve the situation, this study utilizes Random Forest Regression and its derivative Quantile Regression Forest to downscale the CMIP6 General Circulation Models for projecting the means and quantiles of the renewable energy resources for each individual power station under seven combined pathways of Shared Socioeconomic Pathways (SSPs) and Representative Concentration Pathways (RCPs). Based on the projected results, a coordinated operation strategy is established to quantify the impacts of climate change on the regional hydro-wind-solar energy supply system. The assessment reveals: (1) changes of hydro-meteorological variables will present spatially and seasonal inhomogeneous; (2) at the end of the century, the projected increased level of electricity supply will be the highest under the SSP5-RCP8.5 and the increment will be 8.680 TWh; (3) the extreme lack electricity supply will occur under the SSP3-RCP7.0 for the period 2041–2060 and the twenty-year average value will be reduced by 16.83 TWh relative to the historical period reference period. Highlights: A novel assessment model for climate change impacts on the hydro-wind-solar energy supply system. Perfect-prognosis statistical downscaling using the latest CMIP6 General Circulation Models. Projection for means and quantiles of the renewable energy resources. New analysis of future electricity supply with regard to climate change. … (more)
- Is Part Of:
- Renewable & sustainable energy reviews. Volume 162(2022)
- Journal:
- Renewable & sustainable energy reviews
- Issue:
- Volume 162(2022)
- Issue Display:
- Volume 162, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 162
- Issue:
- 2022
- Issue Sort Value:
- 2022-0162-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-07
- Subjects:
- Climate change impacts -- Hydro-wind-solar energy supply system -- High-precision projection -- Quantile regression forest -- Extreme behaviors
Renewable energy sources -- Periodicals
Power resources -- Periodicals
Énergies renouvelables -- Périodiques
Ressources énergétiques -- Périodiques
333.794 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13640321 ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/renewable-and-sustainable-energy-reviews ↗ - DOI:
- 10.1016/j.rser.2022.112480 ↗
- Languages:
- English
- ISSNs:
- 1364-0321
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 7364.186000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 21591.xml