Combined heat and power system economic dispatch;
Biogeography-based learning particle swarm optimization;
Constraint repair technique;
IMPROVED GENETIC ALGORITHM;
SOLVING COMBINED HEAT;
PARAMETERS IDENTIFICATION;
SEARCH;
MODELS;
D O I:
10.1016/j.knosys.2020.106463
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Combined heat and power economic dispatch (CHPED) is an important optimization task in the economic operation of power systems. The interdependence of heat and power outputs of cogeneration units and valve-point effects of thermal units impose non-convexity, nonlinearity and complication in the dispatch modeling and optimization. In this paper, a novel PSO algorithm called biogeography-based learning particle swarm optimization (BLPSO) is applied to solve the CHPED problem considering various constraints including power output balance, heat production balance, feasible operation area of cogeneration unit and prohibited operation zones. In BLPSO, based on a biogeography-based learning model, each particle uses a migration operator to update itself based on the personal best position of all particles. This updating strategy helps BLPSO overcome premature convergence and improve solution accuracy. Moreover, a repair technique is employed to handle the system constraints and guide the solutions toward feasible zones. The effectiveness of the proposed method is evaluated by testing on four CHPED problems containing 5, 7, 24, and 48 units. The experimental results show that BLPSO outperforms the state-of-the-art methods in terms of solution accuracy and stability. Therefore, BLPSO can be regarded as a promising alternative for the CHPED problem. (C) 2020 Elsevier B.V. All rights reserved.
机构:
Ton Duc Thang Univ, Fac Elect & Elect Engn, Power Syst Optimizat Res Grp, Ho Chi Minh City, VietnamTon Duc Thang Univ, Fac Elect & Elect Engn, Power Syst Optimizat Res Grp, Ho Chi Minh City, Vietnam
Dieu Ngoc Vo
;
Bach Hoang Dinh
论文数: 0引用数: 0
h-index: 0
机构:
Ton Duc Thang Univ, Fac Elect & Elect Engn, 19 Nguyen Huu Tho St,Tan Phong Ward,Dist 7, Ho Chi Minh City, VietnamTon Duc Thang Univ, Fac Elect & Elect Engn, Power Syst Optimizat Res Grp, Ho Chi Minh City, Vietnam
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Yang, Xiao
;
Chen, Long
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Chen, Long
;
Xu, Xing
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Xu, Xing
;
Wang, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Wang, Wei
;
Xu, Qiling
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Xu, Qiling
;
Lin, Yuzhen
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Lin, Yuzhen
;
Zhou, Zhiguang
论文数: 0引用数: 0
h-index: 0
机构:
Automobile Co Ltd, New Energy Dev Dept, Powertrain Technol Ctr, Wuhu 241009, Anhui, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
机构:
Ton Duc Thang Univ, Fac Elect & Elect Engn, Power Syst Optimizat Res Grp, Ho Chi Minh City, VietnamTon Duc Thang Univ, Fac Elect & Elect Engn, Power Syst Optimizat Res Grp, Ho Chi Minh City, Vietnam
Dieu Ngoc Vo
;
Bach Hoang Dinh
论文数: 0引用数: 0
h-index: 0
机构:
Ton Duc Thang Univ, Fac Elect & Elect Engn, 19 Nguyen Huu Tho St,Tan Phong Ward,Dist 7, Ho Chi Minh City, VietnamTon Duc Thang Univ, Fac Elect & Elect Engn, Power Syst Optimizat Res Grp, Ho Chi Minh City, Vietnam
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Yang, Xiao
;
Chen, Long
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Chen, Long
;
Xu, Xing
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Xu, Xing
;
Wang, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Wang, Wei
;
Xu, Qiling
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Xu, Qiling
;
Lin, Yuzhen
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
Lin, Yuzhen
;
Zhou, Zhiguang
论文数: 0引用数: 0
h-index: 0
机构:
Automobile Co Ltd, New Energy Dev Dept, Powertrain Technol Ctr, Wuhu 241009, Anhui, Peoples R ChinaJiangsu Univ, Sch Automot & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China