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  • 标题:Neural Control for a Differential Drive Wheeled Mobile Robot Integrating Stereo Vision Feedback
  • 本地全文:下载
  • 作者:Michel Lopez-Franco ; Edgar N. Sanchez ; Alma Y. Alanis
  • 期刊名称:Computación y Sistemas
  • 印刷版ISSN:1405-5546
  • 出版年度:2015
  • 卷号:19
  • 期号:3
  • 页码:429-443
  • 语种:English
  • 出版社:Instituto Politécnico Nacional
  • 摘要:This paper proposes a tracking control method for a differential drive wheeled mobile robot with nonholonomic constraints with an inverse optimal neural controller. It is based on two techniques: first, an identifier using a discrete-time recurrent high-order neural network (RHONN) trained with an extended Kalman filter (EKF) algorithm is employed; second, an inverse optimal control is used to avoid solving the Hamilton Jacobi Bellman (HJB) equation. The desired trajectory of the robot is computed during the navigation process using a stereo camera sensor.
  • 其他摘要:This paper proposes a tracking control method for a differential drive wheeled mobile robot with nonholonomic constraints with an inverse optimal neural controller. It is based on two techniques: first, an identifier using a discrete-time recurrent high-order neural network (RHONN) trained with an extended Kalman filter (EKF) algorithm is employed; second, an inverse optimal control is used to avoid solving the Hamilton Jacobi Bellman (HJB) equation. The desired trajectory of the robot is computed during the navigation process using a stereo camera sensor.
  • 关键词:Neural control; tracking control; differential drive steering; identifier; inverse optimal control.
  • 其他关键词:Neural control; tracking control; differential drive steering; identifier; inverse optimal control.
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