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《Proceedings of the CSEE》 2008-02
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An Improved Genetic Algorithm in Multi-objective Optimization and Its Application

ZHAO Liang, JU Gang, Lü Jian-hong (School of Energy and Environment, Southeast University, Nanjing 210096, Jiangsu Province, China)  
To tackle the multi-objective and multi- restriction optimization problems, both non-dominated ranking method and elitist preserve strategy were integrated into the conventional niche approaches for the improvement of individual adaptive function based wash out rule. As a result, an advanced Pareto multi-objective optimization with genetic algorithm was developed based on a novel vector module adaptive function. With the minimization of two duality functions, the proposed method is shown to be able to avoid the local convergence and achieve optimal solutions with more uniform distribution. Furthermore, this algorithm was applied to the PID controller parameters tuning in the boil superheated steam temperature cascade control system. The simulation results show that the improved multi-objective genetic algorithm (GA) optimization can obtain different optimal controller parameters with respect to the corresponding performance targets. And the proposed method is demonstrated to be competent even in the presence of plant dynamics deviation.
【Fund】: 国家863高技术基金项目(2006AA05A107)。~~
【CateGory Index】: TP18
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【References】
Chinese Journal Full-text Database 10 Hits
1 DENG Jian-Ling;WANG Fei-Yue;CHEN Yao-Bin;ZHAO Xiang-Yang;China Huadian Corporation;The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences;Research Center of Military Computational Experiments and Parallel Systems, National University of Defense Technology;China Huadian Corporation Science and Technology Institute;School of Automation Science and Electrical Engineering, BeiHang University;;From Industries 4.0 to Energy 5.0:Concept and Framework of Intelligent Energy Systems[J];自动化学报;2015-12
2 Zhou Xia;School of Mechanical and Electrical Engineering,Jinling Institute of Technology;School of Energy and Environment,Southeast University;;OPTIMISATION OF SUPERHEATED STEAM TEMPERATURE CONTROL SYSTEM BASED ON EV-SPEA2[J];计算机应用与软件;2015-10
3 Yao Rui;Chen Qinqin;Li Zengwu;Sun Yanmei;College of Automation and Engineering, Nanjing University of Aeronautics and Astronautics;;Multi-objective evolutionary design of selective triple modular redundancy systems against SEUs[J];Chinese Journal of Aeronautics;2015-03
4 He Xingshi;Li Na;Yang Xinshe;Yu Bing;School of Science, Xi'an Polytechnic University;School of Science & Technology,Middlesex University;Shanghai Baosight Software Corporation;;Multi-objective Cuckoo Search Algorithm[J];系统仿真学报;2015-04
5 Meng Bing;Zhong Cheng;He Yongqiang;Liu Wei;Wang Zhiqiang;School of Computer, Electronics and Information, Guangxi University;State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources;;Discovering Promoters Using Elitist Non-dominated Sorting Generic Algorithm[J];基因组学与应用生物学;2014-06
6 Zhou Xia;Shen Jiong;Li Yiguo;School of Energy and Environment, Southeast University;School of Mechanical and Electrical Engineering,Jinling Institute of Technology;;Preference-based multiobjective artificial bee colony algorithm for optimization of superheated steam temperature control[J];Journal of Southeast University(English Edition);2014-04
7 TU Huan;CHEN Hui;School of Energy and Power Engineering,Wuhan University of Technology;;Multi-objective PI Controller Tuning for a Steam Turbine Speed Governing System Using NSGA-Ⅱ[J];武汉理工大学学报;2014-02
8 XU Hongbi;ZHOU Ming;WU Qiangdi;School of Electrical Engineering,Northeast Dianli University;;Soil structure inversion model based on genetic algorithms[J];黑龙江电力;2014-01
9 DU Ming-xing;WEI Ke-xin;DU Ji-fei;Tianjin Key Laboratory for Control Theory & Applications in Complicated Systems,Tianjin University of Technology;;Stratified Multi-objective Optimization Strategy of Parameters in PWM Power Rectifier[J];化工自动化及仪表;2013-08
10 CHEN Jie,YANG Xiu,ZHU Lan,ZHANG Meixia,LI Zhenkun(Shanghai University of Electric Power,Yangpu District,Shanghai 200090,China);Microgrid Multi-objective Economic Dispatch Optimization[J];中国电机工程学报;2013-19
【Citations】
Chinese Journal Full-text Database 5 Hits
1 ZHANG Xing-hua,ZHU Xiao-rong,LIN Jin-guo(Coll.of Automation,Nanjing Univ.of Technology,Nanjing 210009,China);Multi-objective optimization of PID regulators based on adaptive genetic algorithms[J];系统工程与电子技术;2006-05
2 Yang Li Gao Xiaoguang Fu Xiaowei(Northwestern Polytechnic University,Xian710072);Multi-Objective Evolutionary Algorithms in Optimization Design[J];计算机工程与应用;2005-06
3 XIE Tao 1) CHEN Huo-Wang 1) KANG Li-Shan 2) 1)(College of Computer Science, National University of Defense Technology, Changsha 410073) 2)(National Laboratory of Software Engineering, Wuhan University, Wuhan 430072);Evolutionary Algorithms of Multi-Objective Optimization Problems[J];计算机学报;2003-08
4 LI Meng,SHEN Jiong (Southeast University,Nanjing 210096, China);SIMULATING STUDY OF ADAPTIVE GA-BASED PID PARAMETER OPTIMIZATION FOR THE CONTROL OF SUPERHEATED STEAM TEMPERATURE[J];中国电机工程学报;2002-08
5 Yang Jin_ming Wu Jie Zhong Dan_hong (College of Electric Power, South China Univ. of Tech., Guangzhou 510640, China);An Improved Genetic Algorithm in Multi-Objective Optimization[J];华南理工大学学报(自然科学版);2001-12
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 JIANG Wen-juan;WANG Peng;School of Automation Engineering,Northeast Dianli University;Petro China Jilin Petrochemical Company;;Application of Biogeography-based Optimization Algorithm in Reactor Temperature Control[J];化工自动化及仪表;2015-12
2 WEI Cheng-wei;PEI Yi;LIU Dong-sheng;WANG Wei-ping;Luoyang Electronic Equipment Test Center of China;;Target Allocation Method of Multi-UAV Cooperative Task Based on PSO[J];计算机与现代化;2015-11
3 Zhou Xia;School of Mechanical and Electrical Engineering,Jinling Institute of Technology;School of Energy and Environment,Southeast University;;OPTIMISATION OF SUPERHEATED STEAM TEMPERATURE CONTROL SYSTEM BASED ON EV-SPEA2[J];计算机应用与软件;2015-10
4 ZHANG Na;YAO Lan;BAO Xiao-An;DONG Meng;GUI Ning;School of Informatics and Electronics, Zhejiang Sci-Tech University;CETC 52;Distrinet Laboratory, University of Leuven;;Multi-Objective Optimization Based On-Line Adjustment Strategy of Test Case Prioritization[J];软件学报;2015-10
5 Hu Zhongxia;Sinosteel Jilin Electro-Mechanical Equipment Co., Ltd.;;APPLICATION OF GENETIC ALGORITHM ON SOLVING THE PROBLEM OF FERROMANGANESE-SILICON BURDENING[J];铁合金;2015-09
6 GAO Jun-tao;YUAN Si-cong;CAO Ying-hui;LI Jian-wei;College of Mechanical and Electronic Engineering,Xi'an University of Architecture and Technology;Xi'an Yin Ma Industrial Development Corporation;;The Trajectory Optimal Design of Industrial Palletizing Robot Based on ISIGHT[J];组合机床与自动化加工技术;2015-09
7 ZHANG Wen-Yu;REN Min-Hao;School of Economics and Management, Xi'an University of Posts & Telecommunications;;Optimization of Engineering Resources Allocation by Multi-Objects Genetic Algorithm[J];计算机系统应用;2015-09
8 HUA Hong-liang;LIAO Zhen-qiang;QIU Ming;SONG Jie;LI Jia-sheng;Nanjing University of Science and Technology;;Multi-objective optimization combining response surface model of machine gun tripod based on mesh morphing technology[J];振动与冲击;2015-16
9 LI Wei-ping;MO Shao-jie;XIAO Juan;ZHANG Bao-zhen;State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body,Hunan University;;Control and Optimization of Vehicle Roll Stability with Considering of Ride Comfort[J];计算机仿真;2015-08
10 Deng Wenji;Shanghai Liangyou (Group) Co.,Ltd.;;RESEARCH ON PID CONTROL FOR OUTPUT FORCE OF ELECTRO-HYDRAULIC SERVO SYSTEM BASED ON LBEST PSO AND NNS[J];计算机应用与软件;2015-08
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 WANG FeiYue;WANG Xiao;YUAN Yong;WANG Tao;LIN YiLun;The State Key Laboratory of Management and Control for Complex Systems, Chinese Academy of Sciences;The Research Center for Computational Experiments and Parallel Systems Technology, National University of Defense Technology;Qingdao Academy of Intelligent Industries;Beijing Engineering Research Center of Intelligent Systems and Technology;Science and Technology on Information Systems Engineering Laboratory, National University of Defense Technology;Dongguan Research Institute, Institute of Automation, Cloud Computing Center, Chinese Academy of Sciences;;Social computing and computational societies: The foundation and consequence of smart societies[J];Science Bulletin;2015-Z1
2 WANG Fei-Yue;The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences;Research Center of Military Computational Experiments and Parallel System, National University of Defense Technology;;Software-defined Systems and Knowledge Automation:a Parallel Paradigm Shift from Newton to Merton[J];自动化学报;2015-01
3 DONG Zhaoyang;ZHAO Junhua;WEN Fushuan;XUE Yusheng;China Southern Power Grid Electric Power Research Institute;School of Electrical and Information Engineering,The University of Sydney;College of Electrical Engineering,Zhejiang University;Centre for Intelligent Electricity Networks,The University of Newcastle;Brunei Institute of Technology;NARI Group Corporation(State Grid Electric Power Research Institute);;From Smart Grid to Energy Internet:Basic Concept and Research Framework[J];电力系统自动化;2014-15
4 CAO JunWei;MENG Kun;WANG JiYe;YANG MingBo;CHEN Zhen;LI WenZhuo;LIN Chuang;Research Institute of Information Technology, Tsinghua University;Tsinghua National Laboratory for Information Science and Technology;Department of Computer Science and Technology, Tsinghua University;Department of Information and Communication State Grid;;An energy internet and energy routers[J];中国科学:信息科学;2014-06
5 WU Yiquan;ZHU Li;ZHOU Huaichun;School of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics;State Key Laboratory of Coal Combustion (Huazhong University of Science and Technology);;State Recognition of Flame Images Based on Krawtchouk Moment and Support Vector Machine[J];中国电机工程学报;2014-05
6 Pu Xiaomin;Department of Information Engineering,Hunan Industry Polytechnic;;CROWDING DISTANCE ADJUSTMENT-BASED DISTRIBUTION PROPERTY MAINTENANCE STRATEGY IN MOEAS[J];计算机应用与软件;2013-10
7 WU Yiquan1,SONG Yu1,ZHOU Huaichun2(1.School of Electronic and Information Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,Jiangsu Province,China;2.State Key Laboratory of Coal Combustion(Huazhong University of Science and Technology),Wuhan 430074,Hubei Province,China);State Identification of Boiler Combustion Flame Images Based on Gray Entropy Multiple Thresholding and Support Vector Machine[J];中国电机工程学报;2013-20
8 WANG Fei-Yue 1 1. The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190;Parallel Control: A Method for Data-Driven and Computational Control[J];自动化学报;2013-04
9 WEI Yuanhua,REN Xiaodong,LI Zhi,DONG Qing,MA Xinxin,ZHU Huan, KONG Xiangzheng,SHAO Yiming,ZHAO Yan (North China Power Engineering Co., Ltd. of China Power Engineering Consulting Group, Beijing 100120, China);Concept and Scheme Research of Digital Power Plant[J];电力建设;2013-04
10 WANG Fan,HE Xing-shi,WANG Yan,YANG Song-ming (School of Science,Xi'an Polytechnic University,Xi'an 710048,China);Markov Model and Convergence Analysis Based on Cuckoo Search Algorithm[J];计算机工程;2012-11
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 SUN Hui-juan;PENG Chun-hua;HUANG Xin-de;School of Electrical & Electronics Engineering,East China Jiaotong University;State Grid Electric Power Research Institute,SMEPC;;Research on Microgrid Optimization Control and Supervisory System Based on OPC[J];电力与能源;2015-06
2 ZHU Xiaorong;DOU Linlin;School of Electrical and Electronic Engineering,North China Electric Power University;;Voltage Regulation Strategy Research on DC Micro-grid Containing Wind Turbine and Energy Storage[J];华北电力大学学报(自然科学版);2015-06
3 LI Jianfang;CONG Pengwei;MENG Xiaoli;SONG Xiaohui;WANG Xiaoyong;TANG Wei;China Electric Power Research Institute;College of Information and Electrical Engineering ,China Agricultural University;;Day-Ahead Active Power Scheduling of Active Distribution Network Based on Adaptive Particle Swarm Algorithm[J];南方电网技术;2015-11
4 Liu Fang;Yang Xiu;Shi Shanshan;Huang Haitao;Wang Haibo;Li Cheng;Shanghai University of Electric Power;Electric Power Research Institute of SG Shanghai Electric Power Company;State Grid Zhejiang Electric Power Company Jiaxing Power Supply Company;State Grid Zhejiang Changxing County Power Supply Company;;Economic Operation of Micro-grid Based on Sequence Operation[J];电工技术学报;2015-20
5 GUO Ning;TENG Huan;LI Jikang;School of Electrical Engineering and Information,Sichuan University;Sichuan Smart Grid Key Laboratory;;Economic Dispatching Model Research of Microgrid Concerning About Different Beneficiaries[J];高压电器;2015-10
6 ZHANG Bingda;GUO Kai;FENG Xin;HUANG Jie;ZHAO Zikun;Key Laboratory of Smart Grid of Ministry of Education,Tianjin University;;Economical Dispatch of Microgrid Based on Optimization Strategy of Variable Confidence Level[J];电力系统自动化;2015-19
7 LI Zheng;QIN Jinlei;TAN Wen;ZHAI Junyi;QIN Jialin;North China Electric Power University;;Optimizing Schedule for Electric Power System of Energy-saving and Emission-reducing Based Upon Objective-weight Oriented Multi-objective Particle Swarm Optimization[J];中国电机工程学报;2015-S1
8 WU Fei;DUAN Li-hua;ZHANG Kun-feng;China Airborne Missile Academy;;The Multi-objective Optimization Design of Control Parameters in Servo System Based on NSGA-Ⅱ[J];导航定位与授时;2015-05
9 Chen Ying;Yang Yongbo;He Desheng;Yang Jing;Xu Min;Liu Gang;Cui Hong;Zeng Rong;State Grid Sichuan Electric Power Research Institute;;Economic operation of wind-PV-ES hybrid generation unit considering industrial energy efficiency[J];电测与仪表;2015-17
10 XU Yiting;AI Qian;School of Electronic Information and Electrical Engineering,Shanghai Jiao Tong University;;Optimal operation of multi-microgrid aggregation based on landscape theory[J];电力系统保护与控制;2015-16
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 Cao Yijia,Cheng Shijie Huazhong U niversity of Science and Technology,Wuhan 430 0 74,China;SOME PRACTICAL TECHNIQUESFOR ENGINEERING APPLICATIONSOF EVOLUTIONARY ALGORITHMS[J];电力系统自动化;2001-01
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