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Optimizing Low-Carbon Pathway of China’s Power Supply Structure Using Model Predictive Control

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  • Yue Ma

    (School of Electrical Engineering, Shandong University, 17923 Jingshi Road, Jinan 250061, China)

  • Xiaodong Chu

    (School of Electrical Engineering, Shandong University, 17923 Jingshi Road, Jinan 250061, China)

Abstract

With the increasing severity of climate change, the power industry, as one of the main sources of carbon emissions, is playing an extremely important role in the process of low-carbon energy transformation. The purpose of this paper is to try to find a general method to solve the optimal path for the low-carbon evolution of the power supply structure so as to meet the challenges faced by the low-carbon transformation of the power industry in the future. This paper first uses the capacity coefficient index (CCI) to represent the power generation ability of different technologies and proposes a forecasting method for the CCI of renewable energy generation. In this paper, a two-layer optimization model considering multiple constraints is established and solved using the MPC method. The results show that China’s installed capacity of renewable power could account for more than 50% in 2030, while the carbon emissions will decrease after reaching a peak in 2023. On the premise of ensuring sufficient reserve adjustment capacity of thermal power units, increasing the proportion of renewable energy generation is an important way to realize emission reduction in the power industry.

Suggested Citation

  • Yue Ma & Xiaodong Chu, 2022. "Optimizing Low-Carbon Pathway of China’s Power Supply Structure Using Model Predictive Control," Energies, MDPI, vol. 15(12), pages 1-20, June.
    • Handle: RePEc:gam:jeners:v:15:y:2022:i:12:p:4450-:d:842227
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    References listed on IDEAS

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    1. Mirjat, Nayyar Hussain & Uqaili, Muhammad Aslam & Harijan, Khanji & Walasai, Gordhan Das & Mondal, Md Alam Hossain & Sahin, Hasret, 2018. "Long-term electricity demand forecast and supply side scenarios for Pakistan (2015–2050): A LEAP model application for policy analysis," Energy, Elsevier, vol. 165(PB), pages 512-526.
    2. Bo Wang & Limao Wang & Shuai Zhong & Ning Xiang & Qiushi Qu, 2022. "Low-Carbon Transformation of Electric System against Power Shortage in China: Policy Optimization," Energies, MDPI, vol. 15(4), pages 1-18, February.
    3. Yang, Mian & Patiño-Echeverri, Dalia & Yang, Fuxia, 2012. "Wind power generation in China: Understanding the mismatch between capacity and generation," Renewable Energy, Elsevier, vol. 41(C), pages 145-151.
    4. Carl-Friedrich Schleussner & Joeri Rogelj & Michiel Schaeffer & Tabea Lissner & Rachel Licker & Erich M. Fischer & Reto Knutti & Anders Levermann & Katja Frieler & William Hare, 2016. "Science and policy characteristics of the Paris Agreement temperature goal," Nature Climate Change, Nature, vol. 6(9), pages 827-835, September.
    5. Miguel A. Altieri & Clara I. Nicholls, 2017. "The adaptation and mitigation potential of traditional agriculture in a changing climate," Climatic Change, Springer, vol. 140(1), pages 33-45, January.
    6. Najmus S. Sifat & Yousef Haseli, 2019. "A Critical Review of CO 2 Capture Technologies and Prospects for Clean Power Generation," Energies, MDPI, vol. 12(21), pages 1-33, October.
    7. Quan Li & Xin Wang & Shuaiang Rong, 2018. "Probabilistic Load Flow Method Based on Modified Latin Hypercube-Important Sampling," Energies, MDPI, vol. 11(11), pages 1-14, November.
    8. Lu, Shibao & Bai, Xiao & Li, Wei & Wang, Ning, 2019. "Impacts of climate change on water resources and grain production," Technological Forecasting and Social Change, Elsevier, vol. 143(C), pages 76-84.
    9. van der Meer, D.W. & Widén, J. & Munkhammar, J., 2018. "Review on probabilistic forecasting of photovoltaic power production and electricity consumption," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 1484-1512.
    10. Qunli Wu & Chenyang Peng, 2016. "Scenario Analysis of Carbon Emissions of China’s Electric Power Industry Up to 2030," Energies, MDPI, vol. 9(12), pages 1-18, November.
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    1. Yu Hu & Yuanying Chi & Wenbing Zhou & Zhengzao Wang & Yongke Yuan & Ruoyang Li, 2022. "Research on Energy Structure Optimization and Carbon Emission Reduction Path in Beijing under the Dual Carbon Target," Energies, MDPI, vol. 15(16), pages 1-17, August.

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