Optimization of Parameters of the Chemic Kinetic Model By Improved Genetic Algorithms

被引:0
作者
Han Rui-feng [1 ]
Yang Yu-li [2 ]
Zhang Yong-kui
机构
[1] Xinzhou Teachers Univ, Dept Comp Sci, Xinzhou 034000, Peoples R China
[2] Yuncheng Univ, Network & Informat Ctr, Yuncheng, Peoples R China
来源
IITSI 2009: SECOND INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY AND SECURITY INFORMATICS | 2009年
关键词
Genetic Algorithm; kinetic model; parameter estimation;
D O I
10.1109/IITSI.2009.57
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Detailed kinetic model is one of the most important basic research items that the chemic synthesis techniques will have been commercialized from laboratory. A great breakthrough has been made in the detailed mechanistic kinetics of the chemic synthesis, but LM (Levenberg-Marquardt) algorithm still plays a leading role in estimating parameters of the kinetic model. As an unlimited algorithm, LM algorithm often makes an erroreous conclusion because of parameters exceeding limit. Its computation deeply depends on the initial point, and easily falls into non-global optima. It is a new attempt to apply GA(Genetic Algorithm) to the solutions of optimization problems of FTS(Fischer-Tropsch Synthesis) parameters. After a number of systemic tests, comparatively satisfying results of parameters-estimating and a lot of precious experience on GA have been obtained. The detailed kinetic model of FTS is provided by Institute of Coal Chemistry, Chinese Academy of Sciences.
引用
收藏
页码:211 / +
页数:2
相关论文
共 9 条
  • [1] [Anonymous], DISS ABSTR INT B
  • [2] DENG NY, 1982, UNCONSTRAINED OPTIMI
  • [3] GENKOUNAN, 2000, GENETIC ALGORITHMS E
  • [4] LIU HQ, 2000, COMPUTER APPL CHEM, V17, P518
  • [5] LIU Y, 2000, NONNUMERICAL PARALLE, P8
  • [6] A hybrid genetic algorithm for the estimation of parameters in detailed kinetic models
    Park, TY
    Froment, GF
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 1998, 22 : S103 - S110
  • [7] WANG YN, 2001, SIMULATION RES FIXED
  • [8] YUN QX, 2000, EVOLUTIONARY ALGORIT
  • [9] ZHENG YB, 1999, COMPUTERS APPL CHEM, V16, P121