Wasserstein metric-based two-stage distributionally robust optimization model for optimal daily peak shaving dispatch of cascade hydroplants under renewable energy uncertainties
被引:22
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作者:
Jin, Xiaoyu
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机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Jin, Xiaoyu
[1
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Liu, Benxi
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机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Liu, Benxi
[1
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Liao, Shengli
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机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Liao, Shengli
[1
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Cheng, Chuntian
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机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Cheng, Chuntian
[1
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Zhang, Yi
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机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Zhang, Yi
[1
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Zhao, Zhipeng
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机构:
Dalian Univ Technol, Sch Elect Engn, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Zhao, Zhipeng
[2
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Lu, Jia
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机构:
China Yangtze Power Co Ltd, Yichang 443133, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Lu, Jia
[3
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机构:
[1] Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
[2] Dalian Univ Technol, Sch Elect Engn, Dalian 116024, Peoples R China
[3] China Yangtze Power Co Ltd, Yichang 443133, Peoples R China
The integration of large-scale weather-dependent renewable energy (RE) changes how power grids operate, particularly for peak shaving dispatch. This paper uses flexible hydropower to buffer the volatility and the randomness of RE sources and aid peak shaving in response to the transition towards sustainability. Thus, a Wasserstein metric-based two-stage distributionally robust optimization model for the regional power grid's daily peak shaving dispatch is constructed. Peak shaving dispatch, minimizing the maximum residual load, focuses on the first stage, whilst integrating various operational constraints. In the second stage, for hedging against random RE sources' interference, hydropower is adjusted based on the principle of minimum water consumption adjustment. A reformation approach based on strong dual theory and linearization technology is employed to transform the proposed model into a mixed-integer linear programming (MILP) framework. Case studies for a provincial power grid in Southwest China are being conducted. Results show that the proposed model can conduct peak shaving effectively and compensate for RE randomness and volatility by taking full advantage of hydropower's flexible regulation ability. Furthermore, simulation results demonstrate that the proposed model outperforms the benchmark models in most cases and provides flexibility for decision-makers to weigh the trade-off between operational reliability and economy.
机构:
State Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Zhou, Qiang
Zhang, Jianmei
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机构:
State Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Zhang, Jianmei
Gao, Pengfei
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机构:
State Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Gao, Pengfei
Zhang, Ruixiao
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机构:
State Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Zhang, Ruixiao
Liu, Lijuan
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机构:
State Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Liu, Lijuan
Wang, Sheng
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机构:
State Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Wang, Sheng
Cheng, Lin
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机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Cheng, Lin
Wang, Wei
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h-index: 0|
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
Wang, Wei
Yang, Shiyou
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机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaState Grid Gansu Elect Power Res Inst, Gansu Key Lab Renewable Energy Integrat Operat & C, Lanzhou 730070, Peoples R China
机构:
North China Elect Power Univ, Sch Econ & Management, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Sch Econ & Management, Beijing 102206, Peoples R China
Dong, Jun
Yang, Peiwen
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机构:
North China Elect Power Univ, Sch Econ & Management, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Sch Econ & Management, Beijing 102206, Peoples R China
Yang, Peiwen
Nie, Shilin
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机构:
North China Elect Power Univ, Sch Econ & Management, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Sch Econ & Management, Beijing 102206, Peoples R China