Research on Energy Management of a Virtual Power Plant Based on the Improved Cooperative Particle Swarm Optimization Algorithm
被引:9
作者:
Yu, Dongmin
论文数: 0引用数: 0
h-index: 0
机构:
Nanchang Univ, Sch Informat Engn, Nanchang, Jiangxi, Peoples R China
China Elect Power Res Inst, Beijing Key Lab Demand Side Multienergy Carriers, Beijing, Peoples R ChinaNanchang Univ, Sch Informat Engn, Nanchang, Jiangxi, Peoples R China
Yu, Dongmin
[1
,2
]
Zhao, Xuejiao
论文数: 0引用数: 0
h-index: 0
机构:
China Elect Power Res Inst, Beijing Key Lab Demand Side Multienergy Carriers, Beijing, Peoples R China
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNanchang Univ, Sch Informat Engn, Nanchang, Jiangxi, Peoples R China
Zhao, Xuejiao
[2
,3
]
Wang, Yong
论文数: 0引用数: 0
h-index: 0
机构:
China Elect Power Res Inst, Beijing Key Lab Demand Side Multienergy Carriers, Beijing, Peoples R China
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNanchang Univ, Sch Informat Engn, Nanchang, Jiangxi, Peoples R China
Wang, Yong
[2
,3
]
Jiang, Linru
论文数: 0引用数: 0
h-index: 0
机构:
China Elect Power Res Inst, Beijing Key Lab Demand Side Multienergy Carriers, Beijing, Peoples R ChinaNanchang Univ, Sch Informat Engn, Nanchang, Jiangxi, Peoples R China
Jiang, Linru
[2
]
论文数: 引用数:
h-index:
机构:
Liu, Huanan
[2
,3
]
机构:
[1] Nanchang Univ, Sch Informat Engn, Nanchang, Jiangxi, Peoples R China
[2] China Elect Power Res Inst, Beijing Key Lab Demand Side Multienergy Carriers, Beijing, Peoples R China
[3] Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
virtual power plant (VPP);
energy management;
improved cooperative particle swarm optimization (ICPSO);
flexible load;
time of use tariff;
SYSTEM;
D O I:
10.3389/fenrg.2022.785569
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:
Energy management of virtual power plants (VPPs) directly affects operators' operating profits and is also related to users' comfort and economy. In order to provide a reasonable scheme for scheduling each unit of the VPP and to improve the operating profits of the VPP, this study focuses on the optimization of VPP energy management under the premise of ensuring the comfort of flexible load users. First, flexible loads are divided into time-shiftable load (TL), power-variable load (PL), and interruptible load (IL), and their accurate power consumption models are established, respectively. Then, aiming at maximizing the operation profits of a VPP operator, an optimization model of VPP energy management considering user comfort is proposed. Finally, the improved cooperative particle swarm optimization (ICPSO) algorithm is applied to solve the proposed VPP energy management optimization model, and the optimal scheduling scheme of VPP energy management is obtained. Taking a VPP in the coastal area of China as an example, results show that the optimization model proposed in this article has the advantages of good economy and higher user comfort. Meanwhile, the ICPSO algorithm has the characteristics of faster optimization speed and higher accuracy when solving the problem with multiple variables.
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Hannan, M. A.
;
Al-Shetwi, Ali Q.
论文数: 0引用数: 0
h-index: 0
机构:
Fahad Bin Sultan Univ, Elect Engn Dept, Tabuk 71454, Saudi Arabia
Fahad Bin Sultan Univ, Dept Renewable Energy Engn, Tabuk 71454, Saudi ArabiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Al-Shetwi, Ali Q.
;
Ker, Pin Jern
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Univ Tenaga Nas, Inst Sustainable Energy, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Ker, Pin Jern
;
Begum, R. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Inst Climate Change, Bangi 43600, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Begum, R. A.
;
Mansor, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Mansor, M.
;
Rahman, S. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Rahman, S. A.
;
Dong, Z. Y.
论文数: 0引用数: 0
h-index: 0
机构:
UNSW, Sch Elect Engn & Telecommun, Kensington, NSW 2033, AustraliaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Dong, Z. Y.
;
Tiong, S. K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Inst Sustainable Energy, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Tiong, S. K.
;
Mahlia, T. M. Indra
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, Sch Informat Syst & Modelling, Ultimo, NSW 2007, AustraliaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Mahlia, T. M. Indra
;
Muttaqi, K. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wollongong, Sch Elect Comp & Telecommun Engn, Wollongong, NSW 2522, AustraliaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
机构:
South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
South China Univ Technol, State Key Lab Subtrop Bldg Sci, Guangzhou 510006, Peoples R ChinaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
Liang, Di
;
Zhan, Zhi-Hui
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
South China Univ Technol, State Key Lab Subtrop Bldg Sci, Guangzhou 510006, Peoples R ChinaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
Zhan, Zhi-Hui
;
Zhang, Yanchun
论文数: 0引用数: 0
h-index: 0
机构:
Victoria Univ, Melbourne, Vic 8001, AustraliaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
Zhang, Yanchun
;
Zhang, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Victoria Univ, Melbourne, Vic 8001, AustraliaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Hannan, M. A.
;
Al-Shetwi, Ali Q.
论文数: 0引用数: 0
h-index: 0
机构:
Fahad Bin Sultan Univ, Elect Engn Dept, Tabuk 71454, Saudi Arabia
Fahad Bin Sultan Univ, Dept Renewable Energy Engn, Tabuk 71454, Saudi ArabiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Al-Shetwi, Ali Q.
;
Ker, Pin Jern
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Univ Tenaga Nas, Inst Sustainable Energy, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Ker, Pin Jern
;
Begum, R. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Inst Climate Change, Bangi 43600, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Begum, R. A.
;
Mansor, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Mansor, M.
;
Rahman, S. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Rahman, S. A.
;
Dong, Z. Y.
论文数: 0引用数: 0
h-index: 0
机构:
UNSW, Sch Elect Engn & Telecommun, Kensington, NSW 2033, AustraliaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Dong, Z. Y.
;
Tiong, S. K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tenaga Nas, Inst Sustainable Energy, Kajang 43000, MalaysiaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Tiong, S. K.
;
Mahlia, T. M. Indra
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, Sch Informat Syst & Modelling, Ultimo, NSW 2007, AustraliaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
Mahlia, T. M. Indra
;
Muttaqi, K. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wollongong, Sch Elect Comp & Telecommun Engn, Wollongong, NSW 2522, AustraliaUniv Tenaga Nas, Dept Elect Power Engn, COE, Kajang 43000, Malaysia
机构:
South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
South China Univ Technol, State Key Lab Subtrop Bldg Sci, Guangzhou 510006, Peoples R ChinaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
Liang, Di
;
Zhan, Zhi-Hui
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
South China Univ Technol, State Key Lab Subtrop Bldg Sci, Guangzhou 510006, Peoples R ChinaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
Zhan, Zhi-Hui
;
Zhang, Yanchun
论文数: 0引用数: 0
h-index: 0
机构:
Victoria Univ, Melbourne, Vic 8001, AustraliaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
Zhang, Yanchun
;
Zhang, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Victoria Univ, Melbourne, Vic 8001, AustraliaSouth China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China