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Enhancing and stabilizing effects of low-carbon models on the synergistic benefits of wind and solar energy: Evidence from China

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  • Long, Yunxia
  • Chen, Yaning
  • Xu, Changchun
  • Li, Zhi
  • Zhu, Jianyu
  • Liu, Yongchang
  • Wang, Hongyu

Abstract

Wind and solar energy are seen as the most promising renewable energy sources for the future and will dominate future global renewable energy expansion. However, there is still a lack of sufficient research on the variation, especially the synergistic variation, of wind power (WP) and solar photovoltaic (PVPOT) generation under low-carbon modes. Here, we use bias-corrected Global Climate Models (GCMs) to analyse changes in WP and solar PVPOT by mid-century, providing a comprehensive assessment under two carbon-neutral scenarios. The results show that low-carbon modes significantly mitigate the continuous decline in China's wind energy resources, particularly in East and Central China. In the future, China's solar resources will shift southeastward, and under low-carbon modes, this growth trend becomes more significant, stable, and persistent. Beyond their individual effects on wind and solar energy, low-carbon modes notably improve the efficiency of wind and solar energy utilization, enhancing the synergistic benefits of renewable energy across the country. On this basis, further analysis of the drivers of WP and solar PVPOT changes in China reveals that changes in the frequency of cut-in wind speed (V < 3 m s−1) and ramp-up wind speed (3 ≤ V ≤ 11 m s−1) are the main contributors to the changes in 21st-century WP, whereas solar PVPOT changes are dominated by rsds, with a negligible effect of wind. Finally, we emphasise that global carbon neutral policies can effectively enhance the stability of China's WP and solar PVPOT especially their synergistic benefits across different time scales. The results of the study can provide a scientific basis for the development of long-term renewable energy planning in China.

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  • Long, Yunxia & Chen, Yaning & Xu, Changchun & Li, Zhi & Zhu, Jianyu & Liu, Yongchang & Wang, Hongyu, 2025. "Enhancing and stabilizing effects of low-carbon models on the synergistic benefits of wind and solar energy: Evidence from China," Applied Energy, Elsevier, vol. 395(C).
  • Handle: RePEc:eee:appene:v:395:y:2025:i:c:s0306261925009420
    DOI: 10.1016/j.apenergy.2025.126212
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    References listed on IDEAS

    as
    1. Lappalainen, Kari & Wang, Guang C. & Kleissl, Jan, 2020. "Estimation of the largest expected photovoltaic power ramp rates," Applied Energy, Elsevier, vol. 278(C).
    2. Zhang, Zeyu & Liang, Yushi & Xue, Xinyue & Li, Yan & Zhang, Mulan & Li, Yiran & Ji, Xiaodong, 2024. "China's future wind energy considering air density during climate change," Renewable and Sustainable Energy Reviews, Elsevier, vol. 199(C).
    3. Piers M. Forster & Harriet I. Forster & Mat J. Evans & Matthew J. Gidden & Chris D. Jones & Christoph A. Keller & Robin D. Lamboll & Corinne Le Quéré & Joeri Rogelj & Deborah Rosen & Carl-Friedrich Sc, 2020. "Current and future global climate impacts resulting from COVID-19," Nature Climate Change, Nature, vol. 10(10), pages 913-919, October.
    4. David E. H. J. Gernaat & Harmen Sytze Boer & Vassilis Daioglou & Seleshi G. Yalew & Christoph Müller & Detlef P. Vuuren, 2021. "Author Correction: Climate change impacts on renewable energy supply," Nature Climate Change, Nature, vol. 11(4), pages 362-362, April.
    5. Davy, Richard & Gnatiuk, Natalia & Pettersson, Lasse & Bobylev, Leonid, 2018. "Climate change impacts on wind energy potential in the European domain with a focus on the Black Sea," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 1652-1659.
    6. Malte Meinshausen & Jared Lewis & Christophe McGlade & Johannes Gütschow & Zebedee Nicholls & Rebecca Burdon & Laura Cozzi & Bernd Hackmann, 2022. "Realization of Paris Agreement pledges may limit warming just below 2 °C," Nature, Nature, vol. 604(7905), pages 304-309, April.
    7. Liu, Fa & Sun, Fubao & Liu, Wenbin & Wang, Tingting & Wang, Hong & Wang, Xunming & Lim, Wee Ho, 2019. "On wind speed pattern and energy potential in China," Applied Energy, Elsevier, vol. 236(C), pages 867-876.
    8. Jia, Zhijie & Wen, Shiyan & Wang, Yao, 2023. "Power coming from the sky: Economic benefits of inter-regional power transmission in China," Energy Economics, Elsevier, vol. 119(C).
    9. Ammara Kanwal & Zia ul Rehman Tahir & Muhammad Asim & Nasir Hayat & Muhammad Farooq & Muhammad Abdullah & Muhammad Azhar, 2023. "Evaluation of Reanalysis and Analysis Datasets against Measured Wind Data for Wind Resource Assessment," Energy & Environment, , vol. 34(5), pages 1258-1284, August.
    10. Chen, Xie & Mao, Hongzhi & Cheng, Nan & Ma, Ling & Tian, Zhiyong & Luo, Yongqiang & Zhou, Chaohui & Li, Huai & Wang, Qian & Kong, Weiqiang & Fan, Jianhua, 2024. "Climate change impacts on global photovoltaic variability," Applied Energy, Elsevier, vol. 374(C).
    11. Dan Tong & David J. Farnham & Lei Duan & Qiang Zhang & Nathan S. Lewis & Ken Caldeira & Steven J. Davis, 2021. "Geophysical constraints on the reliability of solar and wind power worldwide," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    12. Sarah Feron & Raúl R. Cordero & Alessandro Damiani & Robert B. Jackson, 2021. "Climate change extremes and photovoltaic power output," Nature Sustainability, Nature, vol. 4(3), pages 270-276, March.
    13. Tian, Qun & Huang, Gang & Hu, Kaiming & Niyogi, Dev, 2019. "Observed and global climate model based changes in wind power potential over the Northern Hemisphere during 1979–2016," Energy, Elsevier, vol. 167(C), pages 1224-1235.
    14. Yanxian Li & Pan He & Yuli Shan & Yu Li & Ye Hang & Shuai Shao & Franco Ruzzenenti & Klaus Hubacek, 2024. "Reducing climate change impacts from the global food system through diet shifts," Nature Climate Change, Nature, vol. 14(9), pages 943-953, September.
    15. Liu, Fa & Sun, Fubao & Wang, Xunming, 2023. "Impact of turbine technology on wind energy potential and CO2 emission reduction under different wind resource conditions in China," Applied Energy, Elsevier, vol. 348(C).
    16. Yadong Lei & Zhili Wang & Deying Wang & Xiaoye Zhang & Huizheng Che & Xu Yue & Chenguang Tian & Junting Zhong & Lifeng Guo & Lei Li & Hao Zhou & Lin Liu & Yangyang Xu, 2023. "Co-benefits of carbon neutrality in enhancing and stabilizing solar and wind energy," Nature Climate Change, Nature, vol. 13(7), pages 693-700, July.
    17. Fan, Jing-Li & Huang, Xi & Shi, Jie & Li, Kai & Cai, Jingwen & Zhang, Xian, 2023. "Complementary potential of wind-solar-hydro power in Chinese provinces: Based on a high temporal resolution multi-objective optimization model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).
    18. Richard Davy & Igor Esau, 2016. "Differences in the efficacy of climate forcings explained by variations in atmospheric boundary layer depth," Nature Communications, Nature, vol. 7(1), pages 1-8, September.
    19. Ming, Zeng & Lilin, Peng & Qiannan, Fan & Yingjie, Zhang, 2016. "Trans-regional electricity transmission in China: Status, issues and strategies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 572-583.
    20. Zhenzhong Zeng & Alan D. Ziegler & Timothy Searchinger & Long Yang & Anping Chen & Kunlu Ju & Shilong Piao & Laurent Z. X. Li & Philippe Ciais & Deliang Chen & Junguo Liu & Cesar Azorin-Molina & Adria, 2019. "A reversal in global terrestrial stilling and its implications for wind energy production," Nature Climate Change, Nature, vol. 9(12), pages 979-985, December.
    21. Liu, Laibao & Wang, Zheng & Wang, Yang & Wang, Jun & Chang, Rui & He, Gang & Tang, Wenjun & Gao, Ziqi & Li, Jiangtao & Liu, Changyi & Zhao, Lin & Qin, Dahe & Li, Shuangcheng, 2020. "Optimizing wind/solar combinations at finer scales to mitigate renewable energy variability in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 132(C).
    22. David E. H. J. Gernaat & Harmen Sytze Boer & Vassilis Daioglou & Seleshi G. Yalew & Christoph Müller & Detlef P. Vuuren, 2021. "Climate change impacts on renewable energy supply," Nature Climate Change, Nature, vol. 11(2), pages 119-125, February.
    23. Sonia Jerez & Isabelle Tobin & Robert Vautard & Juan Pedro Montávez & Jose María López-Romero & Françoise Thais & Blanka Bartok & Ole Bøssing Christensen & Augustin Colette & Michel Déqué & Grigory Ni, 2015. "The impact of climate change on photovoltaic power generation in Europe," Nature Communications, Nature, vol. 6(1), pages 1-8, December.
    24. Piers M. Forster & Harriet I. Forster & Mat J. Evans & Matthew J. Gidden & Chris D. Jones & Christoph A. Keller & Robin D. Lamboll & Corinne Le Quéré & Joeri Rogelj & Deborah Rosen & Carl-Friedrich Sc, 2020. "Publisher Correction: Current and future global climate impacts resulting from COVID-19," Nature Climate Change, Nature, vol. 10(10), pages 971-971, October.
    25. Groppi, Daniele & Pfeifer, Antun & Garcia, Davide Astiaso & Krajačić, Goran & Duić, Neven, 2021. "A review on energy storage and demand side management solutions in smart energy islands," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    26. Bazdar, Elaheh & Sameti, Mohammad & Nasiri, Fuzhan & Haghighat, Fariborz, 2022. "Compressed air energy storage in integrated energy systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
    27. Gao, Yang & Meng, Yangyang & Dong, Guanpeng & Ma, Shaoxiu & Miao, Changhong & Xiao, Jianhua & Mao, Shuting & Shao, Lili, 2024. "The wind-solar hybrid energy could serve as a stable power source at multiple time scale in China mainland," Energy, Elsevier, vol. 305(C).
    28. Sánchez-Balseca, Joseph & Pineiros, José Luis & Pérez-Foguet, Agustí, 2023. "Influence of environmental factors on the power produced by photovoltaic panels artificially weathered," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
    29. Wang, Yu & He, Jijiang & Chen, Wenying, 2021. "Distributed solar photovoltaic development potential and a roadmap at the city level in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    30. Prasad, Abhnil A. & Taylor, Robert A. & Kay, Merlinde, 2017. "Assessment of solar and wind resource synergy in Australia," Applied Energy, Elsevier, vol. 190(C), pages 354-367.
    31. Meng, Linghao & Li, Mei & Yang, Hongzhi, 2024. "Enhancing energy efficiency in distributed systems with hybrid energy storage," Energy, Elsevier, vol. 305(C).
    32. Isabelle Tobin & Robert Vautard & Irena Balog & François-Marie Bréon & Sonia Jerez & Paolo Ruti & Françoise Thais & Mathieu Vrac & Pascal Yiou, 2015. "Assessing climate change impacts on European wind energy from ENSEMBLES high-resolution climate projections," Climatic Change, Springer, vol. 128(1), pages 99-112, January.
    33. Miao, Haozeyu & Dong, Danhong & Huang, Gang & Hu, Kaiming & Tian, Qun & Gong, Yuanfa, 2020. "Evaluation of Northern Hemisphere surface wind speed and wind power density in multiple reanalysis datasets," Energy, Elsevier, vol. 200(C).
    34. Zhuo, Chen & Junhong, Guo & Wei, Li & Fei, Zhang & Chan, Xiao & Zhangrong, Pan, 2022. "Changes in wind energy potential over China using a regional climate model ensemble," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    35. Gao, Yang & Ma, Shaoxiu & Wang, Tao, 2019. "The impact of climate change on wind power abundance and variability in China," Energy, Elsevier, vol. 189(C).
    36. Dutta, Riya & Chanda, Kironmala & Maity, Rajib, 2022. "Future of solar energy potential in a changing climate across the world: A CMIP6 multi-model ensemble analysis," Renewable Energy, Elsevier, vol. 188(C), pages 819-829.
    37. A. T. D. Perera & Vahid M. Nik & Deliang Chen & Jean-Louis Scartezzini & Tianzhen Hong, 2020. "Quantifying the impacts of climate change and extreme climate events on energy systems," Nature Energy, Nature, vol. 5(2), pages 150-159, February.
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