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  • 标题:Model Predictive Control for Autonomous Navigation Using Embedded Graphics Processing Unit
  • 本地全文:下载
  • 作者:Duc-Kien Phung ; Bruno Hérissé ; Julien Marzat
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2017
  • 卷号:50
  • 期号:1
  • 页码:11883-11888
  • DOI:10.1016/j.ifacol.2017.08.1415
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThe objective of this work is to implement a Model Predictive Control (MPC) algorithm on an embedded Graphics Processing Unit (GPU) card. A MPC model for the autonomous navigation of a ground mobile robot is proposed. GPU CUDA code implementation and CUDA optimization techniques are discussed for this specific problem. The GPU-accelerated application permits extending the prediction horizon and evaluating more future trajectories compared to usual time-constrained CPU implementations. Simulation results and a preliminary experiment are presented to demonstrate the efficiency of the real-time algorithm.
  • 关键词:KeywordsModel Predictive ControlGraphics Processing UnitEmbedded ControlMobile RobotAutonomous Navigation
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