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A kind of utility function in adaptive dynamic programming for inverted pendulum control

  • Zhen Yu Wang*
  • , Ya Ping Dai
  • , Yong Wei Li
  • , Yuan Yao
  • *此作品的通讯作者
  • Beijing Institute of Technology
  • Hebei University of Science and Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The inverted pendulum is a complex, classic nonlinear system. In this paper, we apply adaptive dynamic programming that is a learning control method designed by neural network for inverted pendulum control. To achieve a good control performance, a kind of utility function is studied by means of action-dependent heuristic dynamic programming. According to the type of utility function based on power function and exponential function, a novel utility function will be designed in this paper. Using the utility function to design a controller in inverted pendulum system, and comparing with other utility function used in controller for inverted pendulum control problem, improvement experiment result is obtained.

源语言英语
主期刊名2010 International Conference on Machine Learning and Cybernetics, ICMLC 2010
出版商IEEE Computer Society
1538-1543
页数6
ISBN(印刷版)9781424465262
DOI
出版状态已出版 - 2010
已对外发布

出版系列

姓名2010 International Conference on Machine Learning and Cybernetics, ICMLC 2010
3

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