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Machine Learning-Based Small Hydropower Potential Prediction under Climate Change

Author

Listed:
  • Jaewon Jung

    (Institute of Water Resources System, Inha University, Incheon 22201, Korea)

  • Heechan Han

    (Department of Civil and Environmental Engineering, Colorado State University, Fort Collins, CO 80523, USA)

  • Kyunghun Kim

    (Department of Civil Engineering, Inha University, Incheon 22201, Korea)

  • Hung Soo Kim

    (Department of Civil Engineering, Inha University, Incheon 22201, Korea)

Abstract

As the effects of climate change are becoming severe, countries need to substantially reduce carbon emissions. Small hydropower (SHP) can be a useful renewable energy source with a high energy density for the reduction of carbon emission. Therefore, it is necessary to revitalize the development of SHP to expand the use of renewable energy. To efficiently plan and utilize this energy source, there is a need to assess the future SHP potential based on an accurate runoff prediction. In this study, the future SHP potential was predicted using a climate change scenario and an artificial neural network model. The runoff was simulated accurately, and the applicability of an artificial neural network to the runoff prediction was confirmed. The results showed that the total amount of SHP potential in the future will generally a decrease compared to the past. This result is applicable as base data for planning future energy supplies and carbon emission reductions.

Suggested Citation

  • Jaewon Jung & Heechan Han & Kyunghun Kim & Hung Soo Kim, 2021. "Machine Learning-Based Small Hydropower Potential Prediction under Climate Change," Energies, MDPI, vol. 14(12), pages 1-10, June.
  • Handle: RePEc:gam:jeners:v:14:y:2021:i:12:p:3643-:d:577680
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    References listed on IDEAS

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    1. Byman H. Hamududu & Ånund Killingtveit, 2016. "Hydropower Production in Future Climate Scenarios; the Case for the Zambezi River," Energies, MDPI, vol. 9(7), pages 1-18, June.
    2. Byman H. Hamududu & Ånund Killingtveit, 2016. "Hydropower Production in Future Climate Scenarios: The Case for Kwanza River, Angola," Energies, MDPI, vol. 9(5), pages 1-13, May.
    3. Wang, Hejia & Xiao, Weihua & Wang, Yicheng & Zhao, Yong & Lu, Fan & Yang, Mingzhi & Hou, Baodeng & Yang, Heng, 2019. "Assessment of the impact of climate change on hydropower potential in the Nanliujiang River basin of China," Energy, Elsevier, vol. 167(C), pages 950-959.
    4. Franziska Koch & Monika Prasch & Heike Bach & Wolfram Mauser & Florian Appel & Markus Weber, 2011. "How Will Hydroelectric Power Generation Develop under Climate Change Scenarios? A Case Study in the Upper Danube Basin," Energies, MDPI, vol. 4(10), pages 1-34, September.
    5. Frey, Gary W. & Linke, Deborah M., 2002. "Hydropower as a renewable and sustainable energy resource meeting global energy challenges in a reasonable way," Energy Policy, Elsevier, vol. 30(14), pages 1261-1265, November.
    6. Pedro Arriagada & Bastien Dieppois & Moussa Sidibe & Oscar Link, 2019. "Impacts of Climate Change and Climate Variability on Hydropower Potential in Data-Scarce Regions Subjected to Multi-Decadal Variability," Energies, MDPI, vol. 12(14), pages 1-20, July.
    7. Chilkoti, Vinod & Bolisetti, Tirupati & Balachandar, Ram, 2017. "Climate change impact assessment on hydropower generation using multi-model climate ensemble," Renewable Energy, Elsevier, vol. 109(C), pages 510-517.
    8. Marie Minville & François Brissette & Stéphane Krau & Robert Leconte, 2009. "Adaptation to Climate Change in the Management of a Canadian Water-Resources System Exploited for Hydropower," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 23(14), pages 2965-2986, November.
    9. Jaewon Jung & Sungeun Jung & Junhyeong Lee & Myungjin Lee & Hung Soo Kim, 2021. "Analysis of Small Hydropower Generation Potential: (2) Future Prospect of the Potential under Climate Change," Energies, MDPI, vol. 14(11), pages 1-26, May.
    10. Llamosas, Cecilia & Sovacool, Benjamin K., 2021. "The future of hydropower? A systematic review of the drivers, benefits and governance dynamics of transboundary dams," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    11. Byman Hamududu & Aanund Killingtveit, 2012. "Assessing Climate Change Impacts on Global Hydropower," Energies, MDPI, vol. 5(2), pages 1-18, February.
    12. Pablo E. Carvajal & Gabrial Anandarajah & Yacob Mulugetta & Olivier Dessens, 2017. "Assessing uncertainty of climate change impacts on long-term hydropower generation using the CMIP5 ensemble—the case of Ecuador," Climatic Change, Springer, vol. 144(4), pages 611-624, October.
    13. Kuriqi, Alban & Pinheiro, António N. & Sordo-Ward, Alvaro & Bejarano, María D. & Garrote, Luis, 2021. "Ecological impacts of run-of-river hydropower plants—Current status and future prospects on the brink of energy transition," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
    14. Fan, Jing-Li & Hu, Jia-Wei & Zhang, Xian & Kong, Ling-Si & Li, Fengyu & Mi, Zhifu, 2020. "Impacts of climate change on hydropower generation in China," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 167(C), pages 4-18.
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    4. Olivier Cleynen & Dennis Powalla & Stefan Hoerner & Dominique Thévenin, 2022. "An Efficient Method for Computing the Power Potential of Bypass Hydropower Installations," Energies, MDPI, vol. 15(9), pages 1-13, April.

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