A two-stage approach for combined heat and power economic emission dispatch: Combining multi-objective optimization with integrated decision making

被引:175
|
作者
Li, Yang [1 ,2 ]
Wang, Jinlong [1 ]
Zhao, Dongbo [2 ]
Li, Guoqing [1 ]
Chen, Chen [2 ]
机构
[1] Northeast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
[2] Argonne Natl Lab, Div Energy Syst, Lemont, IL 60439 USA
关键词
Cogeneration; Economic emission dispatch; Two-stage approach; Multi-objective optimization; Integrated decision making; Valve-point loading effects; theta-Dominance based evolutionary algorithm; Grey relational projection; Integrated energy system; PARTICLE SWARM OPTIMIZATION; GENETIC ALGORITHM; DISTRIBUTED GENERATION; DISTRIBUTION-SYSTEM; TRANSMISSION LOSS; REDUCTION; PLANT;
D O I
10.1016/j.energy.2018.07.200
中图分类号
O414.1 [热力学];
学科分类号
摘要
To address the problem of combined heat and power economic emission dispatch (CHPEED), a two-stage approach is proposed by combining multi-objective optimization (MOO) with integrated decision making (IDM). First, a practical CHPEED model is built by taking into account power transmission losses and the valve-point loading effects. To solve this model, a two-stage methodology is thereafter proposed. The first stage of this approach relies on the use of a powerful multi-objective evolutionary algorithm, called theta-dominance based evolutionary algorithm (theta-DEA), to find multiple Pareto-optimal solutions of the model. Through fuzzy c-means (FCM) clustering, the second stage separates the obtained Pareto-optimal solutions into different clusters and thereupon identifies the best compromise solutions (BCSs) by assessing the relative projections of the solutions belonging to the same cluster using grey relation projection (GRP). The novelty of this work is in the incorporation of an IDM technique FCM-GRP into CHPEED to automatically determine the BCSs that represent decision makers' different, even conflicting, preferences. The simulation results on three test cases with varied complexity levels verify the effectiveness and superiority of the proposed approach. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:237 / 254
页数:18
相关论文
共 50 条
  • [1] A Two-Stage Cooperative Multi-objective Evolutionary Differential Algorithm for Combined Heat and Power Economic Emission Dispatch
    Fan, Chaodong
    Wu, Yuetang
    Hu, Hongbo
    Xiao, Leyi
    Yi, Lingzhi
    Ning, Xiaoqing
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2023, 48 (05) : 5889 - 5906
  • [2] A Two-Stage Cooperative Multi-objective Evolutionary Differential Algorithm for Combined Heat and Power Economic Emission Dispatch
    Chaodong Fan
    Yuetang Wu
    Hongbo Hu
    Leyi Xiao
    Lingzhi Yi
    Xiaoqing Ning
    [J]. Arabian Journal for Science and Engineering, 2023, 48 (5) : 5889 - 5906
  • [3] A Two-Stage Cooperative Multi-objective Evolutionary Differential Algorithm for Combined Heat and Power Economic Emission Dispatch
    Fan, Chaodong
    Wu, Yuetang
    Hu, Hongbo
    Xiao, Leyi
    Yi, Lingzhi
    Ning, Xiaoqing
    [J]. IEEE ACCESS, 2022, 10 : 5889 - 5906
  • [4] Stochastic multi-objective optimization of combined heat and power economic/emission dispatch
    Shaabani, Yousef Ali
    Seifi, Ali Reza
    Kouhanjani, Masoud Joker
    [J]. ENERGY, 2017, 141 : 1892 - 1904
  • [5] Multi-objective optimization for combined heat and power economic dispatch with power transmission loss and emission reduction
    Shi, Bin
    Yan, Lie-Xiang
    Wu, Wei
    [J]. ENERGY, 2013, 56 : 135 - 143
  • [6] A two-stage approach for multi-objective decision making with applications to system reliability optimization
    Li, Zhaojun
    Liao, Haitao
    Coit, David W.
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2009, 94 (10) : 1585 - 1592
  • [7] A new multi-objective reserve constrained combined heat and power dynamic economic emission dispatch
    Niknam, Taher
    Azizipanah-Abarghooee, Rasoul
    Roosta, Alireza
    Amiri, Babak
    [J]. ENERGY, 2012, 42 (01) : 530 - 545
  • [8] A multi-objective optimization for power economic dispatch
    Chiang, Chao-Lung
    Chai, Chang-Wei
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 1587 - +
  • [9] The Multi-objective Optimization Dispatch of Combined Cold Heat and Power Based on the Principle of Equal Emission
    Ran, Xiaohong
    Zhou, Renjun
    Yang, Yuwei
    Lin, Lvhao
    [J]. 2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [10] A Two-Stage Mathematical Programming Approach for the Solution of Combined Heat and Power Economic Dispatch
    Moradi-Dalvand, Mohammad
    Nazari-Heris, Morteza
    Mohammadi-Ivatloo, Behnam
    Galavani, Sadjad
    Rabieee, Abbas
    [J]. IEEE SYSTEMS JOURNAL, 2020, 14 (02): : 2873 - 2881