Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《中国化学工程学报(英文版)》 2008-02
Add to Favorite Get Latest Update

An Improved Differential Evolution for Optimization of Chemical Process

WU Yanling 1,2 ,LU Jiangang 1, and SUN Youxian 1 1State Key Laboratory of Industrial Control Technology,Zhejiang University,Hangzhou 310027,China 2Department of Automation,Anhui University,Hefei 230039,China  
Differential evolution(DE)is an evolutionary optimization method,which has been successfully used in many practical cases.However,DE involves large computation time,especially,when used to optimize the compu- tationally expensive objective function.To overcome this difficulty,the concept of immunity based on vaccination is used to help proliferate excellent schemata and to restrain the degenerate phenomenon.To improve the effective- ness of vaccines,a new vaccine autonomous obtaining method,and a method of deciding the probability of vacci- nation are proposed.In addition,a method for modifying the search space dynamically is proposed to enhance the possibility of converging to the true global optimum.Experiments showed that the improved DE performs better than the classical DE significantly.
【Fund】: the National Natural Science Foundation of China(60736021);; the National High Technology Research andDevelopment Program of China(2006AA04Z184 2007AA041406);; the Key Technologies R&D Program of ZhejiangProvince(2006C11066 2006C31051)
【CateGory Index】: TQ021.8
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 4 Hits
1 Han Xuedong, Hong Bingrong, and Meng Wei(School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001);An Immune Genetic Algorithm Based on Vaccine Autonomous Obtaining and Updating[J];Journal of Computer Research and Development;2005-05
2 DUAN Yu-bo,REN Wei-jian,HUO Feng-cai,DONG Hong-li (Faculty Electrical and Information Engineering,Daqing Petroleum Institute,Daqing 163318);A Kind of New Immune Genetic Algorithm and Its Application[J];Control and Decision;2005-10
3 LIU Pingle ZOU Lishan LUO He'an WANG Liangjie and ZHENG Jinhua College of Chemical Engineering, College of Information Engineering and Technology, Xiangtan University, Xiangtan 411105, China;Estimation of Kinetic Parameters for Autocatalytic Oxidation of Cyclohexane Based on a Modified Adaptive Genetic Algorithm[J];中国化学工程学报(英文版);2004-01
4 WU Lianying, HU Yangdong, XU Dongmei andHUA BenCollege of Chemistry and Chemical Engineering, Ocean University of China, Qingdao 266003, China School of Chemical Engineering, South China University of Technology, Guangzhou 510640, China;A Genetic Algorithm-based Approach to Scheduling of Batch Production with Maximum Profit[J];中国化学工程学报(英文版);2005-01
Chinese Journal Full-text Database 10 Hits
1 HU Kun1,2,WANG Shu-zong1,XU Yi-fan2 (1.Research Institute of New Weaponry Technology and Application,Naval University of Engineering,Wuhan 430033,Hubei,China;2.Combat Command Department,Navy Submarine Academy,Qingdao 266071,Shandong,China);Optimization Research on Hydrodynamic Coefficients of Submarine Based on Immune Genetic Algorithm[J];Acta Armamentarii;2008-12
2 SU Guo-shao1,2,ZHANG Xiao-fei1,FU Xing-yi1,CHEN Guang-qiang1(1.Department of Civil and Architecture Engineering,Guangxi University,Nanning,Guangxi 530004,China; 2.State Key Laboratory of Geomechanics and Geotechnical Engineering,Institute of Rock and Soil Mechanics,Chinese Academy of Sciences,Wuhan,Hubei 430071,China);Modeling the Vibration Characteristics of Rock Mass Under Explosion Load Using DE-FLAC~(3D) Numerical Method[J];Transactions of Beijing Institute of Technology;2009-06
3 HONG Zheng,WU Li-fa,WANG Yuan-yuan (Institute of Command Automation,People's Liberation Army University of Science and Technology,Nanjing 210007,China);Worm Detection with Improved V-detector Algorithm[J];Journal of Beijing University of Posts and Telecommunications;2007-02
4 WEI Yu FENG Su(College of Information Science and Technology,Beijing Normal University,100875,Beijing,China);THE APPLICATION OF IMMUNE GENETIC ALGORITHM IN THE PROBLEM OF TIMETABLING[J];Journal of Beijing Normal University(Natural Science);2008-02
5 XU Xiao-hui1,SU Mei-juan2,DENG Wei2(1.Shangrao Normal College,Shangrao Jiangxi 334001,China;2.College of Computer Science and Technology Soochow University,Suzhou Jiangsu 215006,China);Research on RBF Network Leaning Method Based on Differential Immunity[J];Journal of Jiangxi Normal University(Natural Sciences Edition);2008-01
6 WANG Fang-fang,MA Zhi-qiang,WANG Su-hua(School of Computer,Northeast Normal University,Changchun 130017,China);Approach to Sequence Alignment Based on Genetic Algorithm[J];Journal of Jilin University(Information Science Edition);2006-04
7 FANG Lizhi,ZHANG Cuifang,YI Fang(School of Information Science and Technique,Southwest Jiaotong University,Chengdu 610031,China);Optimization Approach Based on Modified Differential Evolution Algorithm for RBF Neural Network[J];Journal of Chengdu University(Natural Science Edition);2009-03
8 YU Tie-min,YAN Dong-shu(Dean's office,Jilin Architectural and Civil Engineering Institute,Changchun 130021,China);Differential evolution algorithm for multi-objective optimization[J];Journal of Changchun University;2006-04
9 LIU Chao,et al.(Computer Center,Changchun Institute ofTechnology,Changchun 130012,China);Pair-wise sequence alignment algorithms in bioinformatics[J];Journal of Changchun Institute of Technology(Natural Sciences Edition);2006-03
10 TAN Yue1,2,TAN Guan-zheng1(1.School of Information Science and Engineering,Central South University,Changsha 410083,China;2.Department of Physics and Telecom Engineering,Hunan City University,Yiyang 413000,China);Differential Evolution Algorithm with Chaotic-local-search Strategy[J];Journal of Chongqing Institute of Technology(Natural Science);2009-05
China Proceedings of conference Full-text Database 10 Hits
1 Niu Huifeng1 Jiang Wanlu1 Li Gang2 (1. Yanshan University, Qinhuangdao, 066004; 2. China First Heavy Industries Dalian Hydrogenant Reactor Co., LTD, Dalian, 116113);APPLICATION OF THE INTRINSIC MODE FUNCTION FEATURE ENERGY METHOD FOR FAULT DIAGNOSIS OF AXIAL PLUNGER PUMP[A];[C];2008
2 ZHAO Guangquan,PENG Xiyuan,YANG Ling Department of Automatic Test and Control,Harbin Institute of Technology,Harbin,Heilongjiang 150080,China;Partitional Clustering with a Modified Differential Evolution Algorithm[A];[C];2007
3 GU Wei,ZHANG Weiguo,HUANG Zhiyi,LI Lili College of Automation Northwestern Polytechnical University,Xi'an 710072,China;Based Differential Evolution K-means Algorithm for Fault Clustering on Flight Control System[A];[C];2009
4 Li Er-bao~([1]),Lei Jing~([1]),Xu Fu-bing~([1][2]),Hua Li~([1]) ([1]National University of Defense Technology,ChangSha Hunan 410073,China) ([2]Unit 91269 of the PLA Navy);Optimization and Study of Degree Distributions of LDPC Codes[A];[C];2007
5 Shanhe Jiang,Qishen Wang,Julang Jiang Department of Physics and Power Engineering,Anqing Normal College,Anqing 246011,China;Particle Swarm Optimization Algorithm Based on Velocity Differential Mutation[A];[C];2009
6 He dakuo,Wang fuli,Jia mingxing Key Laboratory of Process Industry Automation,Ministry of Education,Northeastern University,shenyang 110004;Study on RBF NN Based on Improved Differential Evolution[A];[C];2009
7 Zhou Zuan Dai Guangming (School of Computer,China University of Geosciences,Wuhan 430074,China);Research On Interplanetary Transfer Trajectory Optimization With Deep Space Manoeuvers[A];[C];2008
8 Zhao Guangquan Peng Xiyuan(Department of Automatic Test and Control,Harbin Institute of Technology,Harbin 150001,China);Statistic Analysis on Parameter Efficiency of Differential Evolution Algorithm[A];[C];2007
9 YANG Wei CHEN Wei WU Jun-ji(School of Power Engineering,NUST,Nanjing 210094,China);Research on the Algorithm for the Dynamic Reactive Power Optimization Based on the modified PSO[A];[C];2006
10 Zhao Guangquan Peng Xiyuan (Department of Automatic Test and Control, Harbin Institute of Technology, Harbin 150080);Design of IIR Digital Filters with Differential Evolution Algorithm[A];[C];2008
Chinese Journal Full-text Database 10 Hits
1 Lin Nan Meng Biao Fan Yuqing(School of Mechanical Engineering and Automation,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Hybrid genetic algorithm for multiple process and batch scheduling in job-shop[J];Journal of Beijing University of Aeronautics and Astronautics;2007-12
2 LU Zhong-yan,DENG Ji-xiang,WANG Yong-hong (School of Electrical Engineering,Northeast Dianli University,Jilin 132012,Jilin Province,China);Reactive Power Optimization Based on Particle Swarm Optimization Algorithm With Immunity[J];Power System Technology;2008-24
3 ZHOU Chi,GAO Liang,GAO Hai-bing(Department of Industrial Engineering,Huazhong University of Science and Technology,Wuhan,Hubei 430074,China);Particle Swarm Optimization Based Algorithm for Permutation Flow Shop Scheduling[J];Acta Electronica Sinica;2006-11
4 SHI Yan~1, HUANG Cong-ming~1, HOU Chao-zhen~2 (1.School of Chemical Engineering and Environment, Beijing Institute of Technology,Beijing 100081,China; 2.School of Information Science and Technology, Beijing Institute of Technology,Beijing 100081,China);Neural Network Ensembles Based on Improved PSO Algorithm[J];Journal of Fudan University;2004-05
5 WANG Wan liang 1,CHEN Zhi qiang 1,ZHANG Zhi hui 1,WU Qi di 2 (1. Information Engineering College,Zhejiang University of Technology,Hangzhou 310014,China; 2. CIMS Center,Tongji University,Shanghai 200092,China);An Order-Oriented Dynamic Scheduling Method for Continuous Production Processes[J];Systems Engineering;2002-04
6 LIU Yang,CHEN Ying-wu,TAN Yue-jin(School of Management,National University of Defence Technology,Changsha 410073,China);Modeling and Solutionof a Multi-resources Dynamic Scheduling Problem with Time Windows[J];Systems Engineering;2004-06
7 CAI Yan-guang,WEI Ming(Faculty of Automation,Guangdong University of Technology,Guangzhou 510090,China);Selfadaptive Chaos Particle Swarm Optimization for Allied Vehicle Routing Problems[J];Systems Engineering;2008-08
8 Yuan Nianwu,Liu hui (Baling Company,SINOPEC,Yueyang 414007);Current Situation of HPO Process for Caprolactam and Analysis of Development Trend[J];Chemical Industry and Engineering Progress;2003-02
9 FANG Qiang,CHEN Dezhao,YU Huanjun and WU Xiaohua (Center of Simulation,Department of Chemical and Biochemical Engineering, Zhejiang University,Hangzhou 310027,Zhejiang,China);DIFFERENTIAL EVOLUTION ALGORITHM BASED ON EUGENIC STRATEGY AND ITS APPLICATION TO CHEMICAL ENGINEERING[J];Journal of Chemical Industry and Engineering(China);2004-04
10 HE Yijun,CHEN Dezhao (Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027,Zhejiang, China);Constrained ant colony system and its application in process optimization of butene alkylation[J];Journal of Chemical Industry and Engineering(China);2005-09
【Secondary Citations】
Chinese Journal Full-text Database 8 Hits
1 WANG Lei,PAN Jin,JIAO Li-cheng (Key Lab for Radar Signal Processing,Xidian Univ.,Xi′an 710071,China);The Immune Algorithm[J];ACTA ELECTRONICA SINICA;2000-07
2 ZHAO Jun Zhong, HUANG Hou Kuan, and Tian Sheng Feng(School of Computer and Information Technology, Northern Jiaotong University, Beijing 100044);Immune Principle and Its Application in Intrusion Detection[J];Journal of Computer Research and Development;2003-09
3 JIANG Rui 1) LUO Yu-Pin 1) HU Dong-Cheng 1) SZETO Kwok-Yip 2) 1)(Department of Automation, Tsinghua University, Beijing 100084) 2)(Department of Physics, Hong Kong University of Science and Technology, Hong Kong);A Genetic Algorithm by Coordinating Exploration and Exploitation——Convergence Properties and Performance Analyses[J];Chinese Journal of Computers;2001-12
4 CHEN Changzheng and\ WAN Nan (Diagnosis and Control Engineering Center, Shenyang University of Technology · Shenyang, 110023,P.R.China);Adaptive Selection of Crossover and Mutation Probability of Genetic Algorithm and Its Mechanism[J];Control Theory & Applications;2002-01
5 ZHENG Ri-rong~1, MAO Zong-yuan~1, LUO Xin-xian~2(1.College of Automation Science and Engineering, South China University of Technology, Guangzhou 510640, China; 2.School of Business Administration, South China University of Technology, Guangzhou 510640, China.);Artificial immune algorithm based on euclidean distance and king-crossover[J];Control and Decision;2005-02
6 PENG Wei; LU Xi-cheng (Department of Computer Science Changsha Institute of Technology Changsha 410073);A Hybrid Genetic Algorithm for Function Optimization[J];JOURNAL OF SOFTWARE;1999-08
7 ZHANG Ling 1,3 ZHANG Bo 2,3 1(Institute of Artificial Intelligence\ Anhui University\ Hefei\ 230039) 2(Department of Computer Science and Technology Tsinghua University\ Beijing\ 100084) 3(State Key Laboratory of Intelligenc;Research on the Mechanism of Genetic Algorithms[J];JOURNAL OF SOFTWARE;2000-07
8 YANG Qi wen,\ JIANG Jing ping,\ ZHANG Guo hong(Electrical Engineering School, Zhejiang University, Hangzhou 310027, China);Improving Optimization Speed for Genetic Algorithms[J];Journal of Software;2001-02
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved