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  • 标题:Distributed Model Predictive Control for Highway Maneuvers
  • 本地全文:下载
  • 作者:Fatemeh Mohseni ; Erik Frisk ; Jan Åslund
  • 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:8531-8536
  • DOI:10.1016/j.ifacol.2017.08.1406
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThis paper describes a cooperative control method for autonomous vehicles, in order to perform different traffic maneuvers. The problem is formulated as a distributed optimal control problem for a system of multiple autonomous vehicles with an identified model and then solved using nonlinear Model Predictive Control (MPC). The distributed approach has been used in order to make the problem computationally feasible to be solved in real-time. In the proposed method, each vehicle computes its own control inputs using estimated states of neighboring vehicles. The constraints on the control inputs ensure the comfort of passengers. The method allows us to construct a cost function for several different scenarios in which safety and performing the maneuver constitute two terms of the integrated cost of the finite horizon optimization problem. To provide safety, a potential function is introduced for collision avoidance. Simulation results show that the distributed algorithm scales well with increasing number of vehicles.
  • 关键词:KeywordsAutomated vehiclesCooperative systemsMPCOptimization
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