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基于GA神经网络的自适应预测控制的设计与仿真
引用本文:程宏亮,张国贤,包海昆.基于GA神经网络的自适应预测控制的设计与仿真[J].系统仿真学报,2003,15(5):718-720,730.
作者姓名:程宏亮  张国贤  包海昆
作者单位:上海大学机电工程与自动化学院,上海,200072
摘    要:针对自适应预测控制抗干扰、鲁棒性与实时性的矛盾,根据遗传算法优化后的神经网络具有很强的自适应性和学习能力、记忆能力、非线性映射能力、鲁棒性和容错能力,文章提出了一种新的自适应预测控制,成功地避免直接矩阵求逆,仿真表明该算法具有良好的综合性能和鲁棒性。

关 键 词:预测控制  自适应  遗传算法  神经网络  仿真
文章编号:1004-731X(2003)05-0718-03

The Design and Simulation of a Self-Tuning Predictive Control Based on Neural Network Optimized by Genetic Algorithm
CHENG Hong-liang,ZHANG Guo-xian,BAO Hai-kun.The Design and Simulation of a Self-Tuning Predictive Control Based on Neural Network Optimized by Genetic Algorithm[J].Journal of System Simulation,2003,15(5):718-720,730.
Authors:CHENG Hong-liang  ZHANG Guo-xian  BAO Hai-kun
Abstract:Because of the contradiction of resisting disturbance, robustness and real time, in view of the powerful abilities of self-adapting, learning, remembering , non-linear mapping and robustness of neutral network optimized by genetic algorithm, the article puts forward a new self-tuning predictive control ,which succeeds in avoiding evaluating the inverse matrix on-line. The results of simulation show that the algorithm has better integrative performances and robustness.
Keywords:predictive control  self-tuning  genetic algorithm  neutral network  simulation  1
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