Assessment of climate change impacts on the hydro-wind-solar energy supply system
Yi Zhang,
Chuntian Cheng,
Tiantian Yang,
Xiaoyu Jin,
Zebin Jia,
Jianjian Shen and
Xinyu Wu
Renewable and Sustainable Energy Reviews, 2022, vol. 162, issue C
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 value will be reduced by 16.83 TWh relative to the historical period reference period.
Keywords: Climate change impacts; Hydro-wind-solar energy supply system; High-precision projection; Quantile regression forest; Extreme behaviors (search for similar items in EconPapers)
Date: 2022
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (8)
Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S1364032122003847
Full text for ScienceDirect subscribers only
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:eee:rensus:v:162:y:2022:i:c:s1364032122003847
Ordering information: This journal article can be ordered from
http://www.elsevier.com/wps/find/journaldescription.cws_home/600126/bibliographic
http://www.elsevier. ... 600126/bibliographic
DOI: 10.1016/j.rser.2022.112480
Access Statistics for this article
Renewable and Sustainable Energy Reviews is currently edited by L. Kazmerski
More articles in Renewable and Sustainable Energy Reviews from Elsevier
Bibliographic data for series maintained by Catherine Liu ().