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)》 2012-06
Add to Favorite Get Latest Update

Modified Self-adaptive Immune Genetic Algorithm for Optimization of Combustion Side Reaction of p-Xylene Oxidation

TAO Lili1 , KONG Xiangdong 1 , ZHONG Weimin2, ** and QIAN Feng1, ** 1 Key Laboratory of Advanced Control and Optimization for Chemical Processes, Ministry of Education, East China University of Science and Technology, Shanghai 200237, China 2 Automation Institute, East China University of Science and Technology, Shanghai 200237, China  
In recent years, immune genetic algorithm (IGA) is gaining popularity for finding the optimal solution for non-linear optimization problems in many engineering applications. However, IGA with deterministic mutation factor suffers from the problem of premature convergence. In this study, a modified self-adaptive immune genetic algorithm (MSIGA) with two memory bases, in which immune concepts are applied to determine the mutation parameters, is proposed to improve the searching ability of the algorithm and maintain population diversity. Performance comparisons with other well-known population-based iterative algorithms show that the proposed method converges quickly to the global optimum and overcomes premature problem. This algorithm is applied to optimize a feed forward neural network to measure the content of products in the combustion side reaction of p-xylene oxidation, and satisfactory results are obtained.
【Fund】: Supported by the Major State Basic Research Development Program of China (2012CB720500);; the National Natural Science Foundation of China (Key Program: U1162202);the National Natural Science Foundation of China (General Program:61174118);; Shanghai Leading Academic Discipline Project (B504)
【CateGory Index】: TQ038
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 1 Hits
1 Hajir Karimia,and Fakhri Yousefi b aChemical Engineering Department,Yasouj University,Yasouj 75914-353,Iran bDepartment of Chemistry,College of Science,Shiraz University,Shiraz 71454,Iran;Correlation of Vapour Liquid Equilibria of Binary Mixtures Using Artificial Neural Networks[J];中国化学工程学报(英文版);2007-05
Chinese Journal Full-text Database 4 Hits
1 Lv Huichao,et al (Anyang Institute of Technology,Anyang 455000);Correlation of Liquid-Liquid Equilibrium Data for Ethanol-Water-2-Ethylhexanol Containing KF System Using BP Artificial Neural Network[J];Chemical Engineering Design;2010-03
2 MA Jun-wen(Beijing Environmental Protection Monitoring Centre,Beijing 100044,China);The Forecast and Demonstration Research of Urban Environment Noise Based on BP Neural Network[J];Environmental Monitoring in China;2009-05
3 YAN Xingdi,YANG Wen, MA Hehe and SHI Hongbo Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology, Shanghai 200237, China;Soft Sensor for Ammonia Concentration at the Ammonia Converter Outlet Based on an Improved Group Search Optimization and BP Neural Network[J];中国化学工程学报(英文版);2012-06
4 LI Zeqiu,ZHAO Liang,DU Wenli and QIAN Feng** Key Laboratory of Advanced Control and Optimization for Chemical Process(Ministry of Education),East China University of Science and Technology,Shanghai 200237,China;Modeling and Optimization of the Steam Turbine Network of an Ethylene Plant[J];中国化学工程学报(英文版);2013-05
Chinese Journal Full-text Database 10 Hits
1 LI Fan,LIU Tian-qi,LI Xing-yuan,JIANG Dong-lin(School of Electrical Information,Sichuan University,Chengdu 610065,China);Application of Vector Distance Antibody Density Based Immune Algorithm in Distribution Network Reconfiguration[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2012-01
2 LUO Wen-jian,CAO Xian-bin,WANG Xu-fa (Department of Computer Science and Technology,University of Science and Technology of China,Hefei,Anhui 230027,China);Solving Frequency Assignment Using an Immune Genetic Algorithm[J];Acta Electronica Sinica;2003-06
3 JIAO Li cheng,DU Hai feng (Key Laboratory of Radar Signal Processing,Xidian University,Xi'an,Shaanxi 710071,China);Development and Prospect of the Artificial Immune System[J];Acta Electronica Sinica;2003-10
4 LIU Ruo-chen~(1,2),DU Hai-feng~1,JIAO Li-cheng~1 (1.Institute of Intelligent Information Processing,Xidian University,Xi'an,Shananxi 710071,China; 2.Dept. of Mathematics,Northwest University,Xi'an,Shananxi 710069,China);An Immune Monoclonal Strategy Algorithm[J];Acta Electronica Sinica;2004-11
5 YAN Weiguang,LI Guo,YU Datai,YANG Yu (Information Engineering School,UST Beijing,Beijing 100083,China);Study on Fuzzy PID Control Algorithm for Antilock Brake System[J];Journal of Highway and Transportation Research and Development;2004-07
6 MO Hongwei,JIN Hongzhang (School of Automation,Harbin Engineering University,Harbin 150001,China);Application of artificial immune system to computer security[J];Journal of Harbin Engineering University;2003-03
7 YANG Zhi,ZHU Hai-feng,HUANG Yi-hua (Deptartment Electronic and Communication Engineering,Sun Yat-sen University,Guangzhou 510275,China);Recent Studies of PID Design and Parameter Tuning Method[J];Control and Instruments In Chemical Industry;2005-05
8 CHAI Zheng-yi1,2,WANG Xian-rong1,WANG Liang3(1.School of Information Science and Engineering,He'nan University of Technology,Zhengzhou 450001,China;2.School of Computer Science and Technology,Xidian University,Xi'an 710071,China;3.Department of Materials Management,Chengde Medical University,Chengde 067000,China);Real-value negative selection algorithm for anomaly detection[J];Journal of Jilin University(Engineering and Technology Edition);2012-01
9 LI Mao-Jun SHU Yi TONG Tiao-Sheng (Department of Electrical Engineering, Changsha University of Electrical Power, Changsha, 410077) (Zhuzhou Electrical Power Bureau .Zhuzhou 412000) (College of Electrical & Information Engineering, Hunan University, Changsha, 410082);An Artificial Immune Algorithm for Travelling Salesman Problem[J];Computer Science;2003-03
10 HAO Xiao-Li XIE Ke-Ming (College of Computer and Software Engineering,Taiyuan Technology University,Taiyuan 030024);Artificial Immune Algorithm Based on Niche Technology and Cluster Analysis[J];Computer Science;2007-09
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved