Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Computer Systems & Applications》 2019-09
Add to Favorite Get Latest Update

New Catastrophe Adaptive Genetic Algorithm and Application

WANG Ce;DONG Zhao-Wei;SUN Li-Hui;JIANG Jun-Qiang;SHI Zhen-Jie;WU Xiao-Jing;School of Information Technology, Hebei University of Economics and Business;  
Genetic algorithm is often applied to optimization problems in industrial production, but facing non-linear,multi-extreme, and multi-variable problems, it is easy to fall into the local optimal range in the early optimization process.By adding catastrophe operation to the traditional genetic algorithm, this study reduces the common "premature"phenomenon of genetic algorithm, and sets the adaptive change of genetic operation with the change of iteration times of catastrophe operation, which enhances the optimization ability of the later period of the algorithm. The algorithm is tested with the actual production data of a steel enterprise in Hebei Province. The experimental results show that the algorithm can effectively reduce the cost of raw materials, reduce the occurrence of premature phenomena, improve the overall search ability of the algorithm, and can play a significant role in the optimization of industrial production under the premise of guaranteeing the performance and quality of sinter.
【Fund】: 河北省科技计划项目(17210310D)~~
【CateGory Index】: TP18;TF088
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 8 Hits
1 WANG Zhendao;CHEN Yi;School of Physics and Microelectronics Sciences, Hunan University;;Binary Decision Diagram variable ordering based on catastrophe genetic algorithm[J];计算机工程与应用;2015-03
2 LI Zhong,ZHANG Tie-feng(School of Electrical and Electronic Engineering,North China Electric Power University,Baoding 071003,China);Random data clustering analysis based on different similarity measures[J];华北电力大学学报(自然科学版);2012-06
3 YANG Zhao,LI Zhi(Department of Electrical and Information Engineering,Wuhan Polytechnic University,Wuhan 430023,China);Optimization of sintering ingridients based on genetic algorithm[J];武汉工业学院学报;2011-03
4 QIN Ling,LI Yi-fei,LI Zhi(Dept.of Electrical and Information Engineering of Wuhan Polytechnic University,Wuhan 430022,China);Optimization of Sintering Blending Based on Adaptive Evolutionary Algorithm[J];工矿自动化;2011-02
5 Jiang Jin-liang Lin Guang-ming Ouyang Sen Zeng Jiang(School of Electric Power,South China University of Technology,Guangzhou 510640,Guangdong,China);Improved Catastrophic Genetic Algorithm and Its Application to Reactive Power Optimization[J];华南理工大学学报(自然科学版);2010-03
6 FENG Dong-qing, WANG Fei, MA Yan (Department of Electrical Engineering, Zhengzhou University, Zhengzhou 450001);Improvement of Selection and Crossover Strategy in Genetic Algorithm[J];计算机工程;2008-19
7 Jin Jing1 Su Yong2 1(Department of Applied Physics,College of Science,South China University of Technology,Guangzhou 510640) 2(School of Electronic & Information Engineering,South China University of Technology,Guangzhou 510640);An Improved Adaptive Genetic Algorithm[J];计算机工程与应用;2005-18
8 Ji Genlin (Department of Computer,Nanjing Normal University,Nanjing 210097);SURVEY ON GENETIC ALGORITHM[J];计算机应用与软件;2004-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Li;Hohai University;;Research on the online examination system of colleges and universities based on genetic algorithm[J];电子设计工程;2015-24
2 Li Xiaomin;;Mind Evolution Algorithm Including Genetic Operator[J];数字技术与应用;2015-12
3 Xu Chengai;Lin Wei;Xiao Hong;School of Computer Science and Technology,Guangdong University of Technology;;An Adaptive Genetic Algorithm Based on Weighted Hamming Distance[J];华南师范大学学报(自然科学版);2015-06
4 LYU Qiong-shuai;SHAN Dong-hong;SHEN Yuan;Software College,Pingdingshan University;;Software Fault Localization Based on Genetic Neural Network[J];计算机与现代化;2015-11
5 Ma Yan;Wang Fei;Zhou Yongnian;Department of Electrical Engineering,Zheng Zhou Electric Power College;CPI Henan Power Limited Company Technology & Information Center;Shanghai Institute of Applied Physics,Chinese Academy of Sciences;;Application of Improved Genetic Algorithm on Intelligent Scheduling for Public Traffic Vehicles[J];科技通报;2015-09
6 XU Zhen-kai;DING Xue-ming;LIU Mei-mei;WU Juan;School of Optical-Electrical and Computer Engineering,University of Shanghai for Science and Technology;;Parameters setting of TS-PID controller based on cooperative genetic algorithm[J];信息技术;2015-09
7 ZHANG Chi;TU Li;WANG Jiayang;School of Information Science and Engineering, Central South University;School of Information Science and Engineering, Hunan City University;;Application of self-adaptive ant colony optimization in TSP[J];中南大学学报(自然科学版);2015-08
8 SONG He-teng;ZOU Fang;;Location adjustment optimization of As/Rs based on a novel adaptive genetic algorithm[J];制造业自动化;2015-16
9 PAN Hai-hong;GONG Jian-gang;CHEN Lin;TU Xiao-xiao;College of Mechanical Engineering,Guangxi University;;Optimization of Cleaning Path for Heat Exchange Tube Based on an Adaptive Multiple-Population Genetic Algorithms[J];机械设计与制造;2015-08
10 SHE Yangyang;LU Shunqing;WANG Yanli;ZHANG Yiying;Faculty of Engineering,China University of Geosciences;;Route Optimization of Hazardous Chemicals Transportation with Multi-attributes Based on TOPSIS Method[J];安全与环境工程;2015-04
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 YUAN Jin-sha,LI Zhong (School of Electrical and Electronic Engineering,North China Electric Power University,Baoding 071003,China);K-means clustering algorithm based on the shape similarity distance[J];华北电力大学学报(自然科学版);2009-06
2 LI Dan1,GAO Li-qun1,LIU Jia1,2,WANG Ke2(1.School of Information Science and Engineering,Northeastern University,Shenyang 110004;2.Liaoning Electric Power Company Limited,Shenyang 110000);Power System Reactive Power Optimization Based on Adaptive Particle Swarm Optimization Algorithm[J];计算机工程;2008-23
3 LIU Hong-wen,ZHANG Ge-xiang (School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,Sichuan Province,China);A Reactive Power Optimization Method Based on Improved Quantum-Inspired Genetic Algorithm[J];电网技术;2008-12
4 SUN Ji-Gui1,2, LIU Jie1,2, ZHAO Lian-Yu1,2 1(College of Computer Science and Technology, Jilin University, Changchun 130012, China) 2(Key Laboratory of Symbolic Computation and Knowledge Engineering of the Ministry of Education, Changchun 130012, China);Clustering Algorithms Research[J];软件学报;2008-01
5 ZHOU Hong-wei,YUAN Jin-hui,ZHANG Lai-shun(Institute of Electronic Technology,PLA Information Engineering University,Zhengzhou 450004);Improved Politics of Genetic Algorithms for Premature[J];计算机工程;2007-19
6 LI Jun-hua~(1,2),LI Ming~2,YUAN Li-hua~2(1.Institute of Automation,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China;2.Key Laboratory of Nondestructive Test(Ministry of Education),Nanchang Institute of Aeronautical Technology,Nanchang 330063,China);The Genetic Algorithms with Adaptive Crossover Rate Based on Individuals' Similarity[J];系统工程;2006-09
7 PAN Wei~(1,2),DIAO Hua-zong~1,JING Yuan-wei~2 (1.Department of Electric Detection,Shenyang Artillery College,Shenyang 110162,China;2.College of Information Science and Engineering,Northeastern University,Shenyang 110004,China.);An Improved Real-value Adaptive Genetic Algorithm[J];控制与决策;2006-07
8 LI Jie,GAO Xin-bo,JIAO Li-cheng (School of Electronic Engineering,Xidian University,Xi′an,Shaanxi 710071,China);A New Feature Weighted Fuzzy Clustering Algorithm[J];电子学报;2006-01
9 Liao Meiying1 Zhang Yongjun2 1(Guangdong Institute of Science and Technology,Guangzhou 510640) 2(Electrical Power College,South China University of Technology,Guangzhou 510640);Study on the Effect of Cataclysm Operator on Genetic Algorithm[J];计算机工程与应用;2005-13
10 Sha Zhiming Hao Yuqian Hao Yushan Yang Yihan (North China Electric Power University Baoding 071003 China);A New Adaptive Genetic Algorithm and Its Application in Optimizing Phasor Measurement Units Placement in Electric Power System[J];电工技术学报;2004-08
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved