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文章基本信息

  • 标题:A Dual Neural Network as an Identifier for a Robot Arm
  • 作者:Sergio Alvarez Rodríguez ; Carlos E. Castañeda Hernández
  • 期刊名称:International Journal of Advanced Robotic Systems
  • 印刷版ISSN:1729-8806
  • 电子版ISSN:1729-8814
  • 出版年度:2015
  • 卷号:12
  • 期号:4
  • 页码:40
  • DOI:10.5772/58760
  • 语种:English
  • 出版社:SAGE Publications
  • 摘要:A novel dual recurrent neural network is presented and is used to identify the dynamics for a robot arm with three-Degrees of freedom (DoF) and trained with a filtered error algorithm. The dual neural network has a structure of two recurrent neural networks working simultaneously fighting each other to obtain the best identification values, being the criteria for the selection of the vest values: the standard deviation for the identification error. The neural identifier provides important information to a nonlinear block control transformation form acting as a control law to solve the trajectory tracking problem for the robotic plant's behavior.
  • 关键词:Robot arm; dual recurrent neural network; standard deviation for the identification error; nonlinear block control transformation form
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