基于支持向量机和遗传算法的非线性模型预测控制(英文)

被引:8
作者
冯凯
卢建刚
陈金水
机构
[1] StateKeyLaboratoryofIndustrialControlTechnology,CollegeofControlScienceandEngineering,ZhejiangUniversity
关键词
Support vector machine; Genetic algorithm; Nonlinear model predictive control; Neural network; Modeling;
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
This paper presents a nonlinear model predictive control(NMPC) approach based on support vector machine(SVM) and genetic algorithm(GA) for multiple-input multiple-output(MIMO) nonlinear systems.Individual SVM is used to approximate each output of the controlled plant Then the model is used in MPC control scheme to predict the outputs of the controlled plant.The optimal control sequence is calculated using GA with elite preserve strategy.Simulation results of a typical MIMO nonlinear system show that this method has a good ability of set points tracking and disturbance rejection.
引用
收藏
页码:2048 / 2052
页数:5
相关论文
共 11 条
  • [1] 超超临界火电机组多模型预测控制的研究(英文)
    王国良
    阎威武
    陈世和
    张曦
    邵惠鹤
    [J]. ChineseJournalofChemicalEngineering, 2014, 22 (07) : 782 - 787+843
  • [2] pH 中和过程的非线性模型算法控制(英文)
    邹志云
    于蒙
    王志甄
    刘兴红
    郭宇晴
    张风波
    郭宁
    [J]. ChineseJournalofChemicalEngineering, 2013, 21 (04) : 395 - 400
  • [3] 基于粒子群优化的非线性系统最小二乘支持向量机预测控制方法
    穆朝絮
    张瑞民
    孙长银
    [J]. 控制理论与应用, 2010, 27 (02) : 164 - 168
  • [4] A support vector machine based control application to the experimental three-tank system
    Iplikci, Serdar
    [J]. ISA TRANSACTIONS, 2010, 49 (03) : 376 - 386
  • [5] Nonlinear model predictive control for the ALSTOM gasifier
    Al Seyab, R. K.
    Cao, Y.
    [J]. JOURNAL OF PROCESS CONTROL, 2006, 16 (08) : 795 - 808
  • [6] A survey of industrial model predictive control technology[J] . S.Joe Qin,Thomas A. Badgwell.Control Engineering Practice . 2002 (7)
  • [7] A nonlinear model predictive control system based on Wiener piecewise linear models[J] . Ania Lussón Cervantes,Osvaldo E. Agamennoni,José L. Figueroa.Journal of Process Control . 2002 (7)
  • [8] Support Vector Machines: A Nonlinear Modelling and Control Perspective[J] . Johan A.K. Suykens.European Journal of Control . 2001 (2-3)
  • [9] Nonlinear model predictive control: current status and future directions[J] . Michael A. Henson.Computers and Chemical Engineering . 1998 (2)
  • [10] Nonlinear model predictive control of a simulated multivariable polymerization reactor using second-order Volterra models
    Maner, BR
    Doyle, FJ
    Ogunnaike, BA
    Pearson, RK
    [J]. AUTOMATICA, 1996, 32 (09) : 1285 - 1301