variable renewable energy sources (VREs);
demand response program (DRP);
shortage/surplus-based adaptive pricing (SSAP);
deficiency of power supply probability (DPSP);
variable peak critical peak pricing VP-CPP DRP;
BATTERY;
PV;
D O I:
10.3390/en16196838
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
Weather-driven uncertainties and other extreme events, particularly with the increasing reliance on variable renewable energy (VRE), have made achieving a reliable microgrid operation increasingly challenging. This research proposes a comprehensive and integrated planning strategy for capacity sizing and operational planning, incorporating forecasting and demand response program (DRP) strategies to address microgrid operation under various conditions, accounting for uncertainties. The microgrid includes photovoltaic systems, wind turbines, and battery energy storage. Uncertainties in VREs and load fluctuations are modeled using Monte Carlo simulations (MCSs), while forecasting is based on the long short-term memory (LSTM) model. To determine the best techno-economic planning approach, six cases are formulated and solved using a multi-objective particle swarm optimization with multi-criteria ranking for these three objectives: total lifecycle costs (TLCC), reliability criteria, and surplus VRE curtailment. Shortage/surplus adaptive pricing combined with variable peak critical peak pricing (SSAP VP-CPP) DRP is devised and compared with a time-of-use VP-CPP DRP in mitigating the impacts of both critical and non-critical events in the system. The simulation results show that the integrated planning, which combines LSTM forecasting with DRP strategies, achieved about 7% and 5% TLCC reductions for deterministic and stochastic approaches, respectively. The approach allowed optimal sizing and operation planning, improving the utilization of VREs and effectively managing uncertainty, resulting in the most cost-effective and robust VRE-based microgrid with enhanced resilience and reliability.
机构:
Shanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R ChinaShanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R China
Ren, Hongbo
Jiang, Zipei
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机构:
Shanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R ChinaShanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R China
Jiang, Zipei
Wu, Qiong
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机构:
Shanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R China
Shanghai Noncarbon Energy Convers & Utilizat Inst, Shanghai 200240, Peoples R ChinaShanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R China
Wu, Qiong
Li, Qifen
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h-index: 0
机构:
Shanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R China
Shanghai Noncarbon Energy Convers & Utilizat Inst, Shanghai 200240, Peoples R ChinaShanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R China
Li, Qifen
Lv, Hang
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h-index: 0
机构:
Shanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R ChinaShanghai Univ Elect Power, Coll Energy & Mech Engn, Shanghai 200090, Peoples R China
机构:
China Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
Xu, Hailiang
Meng, Zhiyuan
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机构:
China Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
Meng, Zhiyuan
Wang, Yansong
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机构:
China Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
机构:
North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R China
Lawrence Berkeley Natl Lab, Energy Technol Area, Berkeley, CA 94720 USANorth China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R China
Guo, Zun
Li, Gengyin
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机构:
North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R China
Li, Gengyin
Zhou, Ming
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h-index: 0
机构:
North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R China
Zhou, Ming
Feng, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Energy Technol Area, Berkeley, CA 94720 USANorth China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R China