PSEUDOSPECTRAL OPTIMAL CONTROL ALGORITHM FOR REAL-TIME TRAJECTORY PLANNING

被引:0
|
作者
Hurni, Michael A. [1 ]
Sekhavat, Pooya [1 ]
Ross, I. Michael [1 ]
机构
[1] USN, Postgrad Sch, Dept Mech & Astronaut Engn, Monterey, CA 93943 USA
关键词
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
We present the development and implementation of a new pseudospectral (PS) optimal control-based algorithm for autonomous trajectory planning and control of an Unmanned Ground Vehicle (UGV) with real-time information updates. The basic algorithm is presented and used to solve a dynamic trajectory planning problem. The UGV mission is to traverse from an initial start point and reach the target point in minimum time, with maximum robustness, while avoiding both static and dynamic obstacles. This is achieved by deriving the control solution that carries out the initial planning problem while minimizing a cost and satisfying constraints based on the initial global knowledge of the area. The control solution is repeatedly recomputed and updated throughout the vehicle's mission. To combat the problem of inaccurate global knowledge and/or a dynamic environment, the UGV uses its sensors to map the locally detected changes in the environment and continuously updates its global map before re-computing the next control solution that can achieve an optimal trajectory to the goal. We present the complete algorithm and its successful implementation through various scenarios.
引用
下载
收藏
页码:985 / 1004
页数:20
相关论文
共 50 条
  • [31] Real-time optimal trajectory planning for autonomous vehicles and lap time simulation using machine learning
    Garlick, S.
    Bradley, A.
    VEHICLE SYSTEM DYNAMICS, 2022, 60 (12) : 4269 - 4289
  • [32] Real-Time Unified Trajectory Planning and Optimal Control for Urban Autonomous Driving Under Static and Dynamic Obstacle Constraints
    Dempster, Rowan
    Al-Sharman, Mohammad
    Rayside, Derek
    Melek, William
    2023 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2023), 2023, : 10139 - 10145
  • [33] REAL-TIME TRAJECTORY PLANNING FOR A SENSOR GUIDED ROBOT
    DREWS, P
    ZUNKER, L
    ROBOTERSYSTEME, 1989, 5 (04): : 213 - 218
  • [34] Real-time distributed trajectory planning for mobile robots
    Nguyen, Binh
    Nghiem, Truong
    Nguyen, Linh
    Nguyen, Anh Tung
    Nguyen, Thang
    IFAC PAPERSONLINE, 2023, 56 (02): : 2152 - 2157
  • [35] Real-time time-optimal continuous multi-axis trajectory planning using the trajectory index coordination method
    He, Suqin
    Hu, Chuxiong
    Lin, Shize
    Zhu, Yu
    Tomizuka, Masayoshi
    ISA TRANSACTIONS, 2022, 131 : 639 - 649
  • [36] Bee Colony Algorithm for Real-Time Optimal Path Planning of Mobile Robots
    Saffari, M. H.
    Mahjoob, M. J.
    2009 FIFTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING, COMPUTING WITH WORDS AND PERCEPTIONS IN SYSTEM ANALYSIS, DECISION AND CONTROL, 2010, : 132 - 135
  • [38] Real-time computational algorithm for optimal control of an MHD flow system
    Ravindran, SS
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2005, 26 (04): : 1369 - 1388
  • [39] Sequential Convex Programming Methods for Real-Time Optimal Trajectory Planning in Autonomous Vehicle Racing
    Scheffe, Patrick
    Henneken, Theodor Mario
    Kloock, Maximilian
    Alrifaee, Bassam
    IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2023, 8 (01): : 661 - 672
  • [40] Real-Time Optimal Trajectory Planning for Autonomous Driving with Collision Avoidance Using Convex Optimization
    Li, Guoqiang
    Zhang, Xudong
    Guo, Hongliang
    Lenzo, Basilio
    Guo, Ningyuan
    AUTOMOTIVE INNOVATION, 2023, 6 (3) : 481 - 491