Chemical reaction rate parameter estimation by MAP particle filter algorithm

被引：0
|
作者：
Kashiwaya, Shigeru
机构：
来源：
2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS | 2007年
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A fast search algorithm for estimation of chemical reaction kinetics parameters is investigated. A novel parameter estimation technique using maximum a posteriori (MAP) particle filter is presented. Low discrepancy sequences (LDS) are applied to generate a population of particles that are regarded as a set of samples drawn from a uniformly distributed probability density in a high dimensional parameter space. The notion of simulated annealing (SA) is adopted to "rejuvenate" a system of particles around an MAP estimate that is obtained through evolution of such filter particles.
引用
收藏
页码：4489 / 4496
页数：8
相关论文
共 50 条
  • [1] Multipath parameter estimation realized by an improved particle filter algorithm
    Guo, Qiang
    Liu, Xuemeng
    Zhou, Kai
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2022, 49 (03): : 120 - 128
  • [2] The particle filter based on random number searching algorithm for parameter estimation
    Zheng, Wei
    Han, Juan
    Kong, Weijie
    Ren, Dewang
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2017, 46 (02) : 1401 - 1413
  • [3] Parameter estimation in batch process using EM algorithm with particle filter
    Zhao, Zhonggai
    Huang, Biao
    Liu, Fei
    COMPUTERS & CHEMICAL ENGINEERING, 2013, 57 : 159 - 172
  • [4] Vehicle State and Parameter Estimation Based on Dual Unscented Particle Filter Algorithm
    林棻
    王浩
    王伟
    刘存星
    谢春利
    Transactions of Nanjing University of Aeronautics and Astronautics, 2014, 31 (05) : 568 - 575
  • [5] Unscented Particle Filter for SOC Estimation Algorithm Based on a Dynamic Parameter Identification
    Liu, Fang
    Ma, Jie
    Su, Weixing
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [6] Vehicle state and parameter estimation based on dual unscented particle filter algorithm
    Lin, Fen (flin@nuaa.edu.cn), 1600, Nanjing University of Aeronautics an Astronautics (31):
  • [7] REACTION RATE PARAMETER ESTIMATION
    PRIESTLY, AJ
    WEBSTER, JWC
    AGNEW, JB
    BRITISH CHEMICAL ENGINEERING, 1971, 16 (2-3): : 231 - &
  • [8] A Map Matching algorithm based on a particle filter
    El Mokhtari, Karim
    Reboul, Serge
    Azmani, Monir
    Choquel, Jean-Bernard
    Hamdoune, Salaheddine
    Amami, Benaissa
    Benjelloun, Mohammed
    2014 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2014, : 723 - 727
  • [9] SOC estimation optimization method based on parameter modified particle Kalman Filter algorithm
    Shouzhen Zhang
    Changjun Xie
    Chunnian Zeng
    Shuhai Quan
    Cluster Computing, 2019, 22 : 6009 - 6018
  • [10] SOC estimation optimization method based on parameter modified particle Kalman Filter algorithm
    Zhang, Shouzhen
    Xie, Changjun
    Zeng, Chunnian
    Quan, Shuhai
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 3): : S6009 - S6018
12345