Method of evolving junctions: A new approach to optimal path-planning in 2D environments with moving obstacles

被引:6
|
作者
Li, Wuchen [1 ]
Chow, Shui-Nee [1 ]
Egerstedt, Magnus [2 ]
Lu, Jun [1 ]
Zho, Haomin [1 ]
机构
[1] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA
[2] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
来源
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH | 2017年 / 36卷 / 04期
基金
美国国家科学基金会;
关键词
Path-planning; dynamic environment; optimal control; constraints; stochastic differential equations; ROBOTIC MANIPULATORS; MOTION; OPTIMIZATION;
D O I
10.1177/0278364917707252
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We propose a novel algorithm to find the global optimal path in 2D environments with moving obstacles, where the optimality is understood relative to a general convex continuous running cost. By leveraging the geometric structures of optimal solutions and using gradient flows, we convert the path-planning problem into a system of finite dimensional ordinary differential equations, whose dimensions change dynamically. Then a stochastic differential equation based optimization method, called intermittent diffusion, is employed to obtain the global optimal solution. We demonstrate, via numerical examples, that the new algorithm can solve the problem efficiently.
引用
收藏
页码:403 / 413
页数:11
相关论文
共 50 条
  • [21] Robot trajectory planning for multiple 2D moving objects interception: A functional approach
    Flores Campos, Juan Alejandro
    Rodriguez Romo, Suemi
    Ibanez Orozco, Oscar
    Velazquez Ortega, Jose Luis
    CERMA2006: ELECTRONICS, ROBOTICS AND AUTOMOTIVE MECHANICS CONFERENCE, VOL 1, PROCEEDINGS, 2006, : 77 - +
  • [22] Real-time Localisation And Path-planning In Ackermann Steering Robot Using A Single RGB Camera And 2D LIDAR
    Potdar, Shubhankar
    Pund, Sankalp
    Shende, Swapnil
    Lote, Sanjay
    Kanakgiri, Krishna
    Kazi, Faruk
    2017 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2017,
  • [23] Intractability of Time-Optimal Multirobot Path Planning on 2D Grid Graphs with Holes
    Banfi, Jacopo
    Basilico, Nicola
    Amigoni, Francesco
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2017, 2 (04): : 1941 - 1947
  • [24] A New Contour-parallel Tool Path Planning Algorithm for 2D Pockets
    Liu Miao
    Yao Ying-xue
    Zhou Liang
    MACHINE DESIGN AND MANUFACTURING ENGINEERING III, 2014, : 853 - 859
  • [25] Parametrization of Nonlinear Trajectory for Time Optimal 2D Path Planning for Unmanned Aerial Vehicles Finding Time Optimal Path in Complex Domain
    Yeol, Joe Woong
    Hwang, Yong-Won
    PROCEEDINGS OF 2016 THE 2ND INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS, 2016, : 335 - 339
  • [26] Generating Digital Twins for Path-Planning of Autonomous Robots and Drones Using Constrained Homotopic Shrinking for 2D and 3D Environment Modeling
    Denk, Martin
    Bickel, Sebastian
    Steck, Patrick
    Goetz, Stefan
    Voelkl, Harald
    Wartzack, Sandro
    APPLIED SCIENCES-BASEL, 2023, 13 (01):
  • [27] A 2D Optimal Path Planning Algorithm for Autonomous Underwater Vehicle Driving in Unknown Underwater Canyons
    Sun, Yushan
    Luo, Xiaokun
    Ran, Xiangrui
    Zhang, Guocheng
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2021, 9 (03) : 1 - 27
  • [28] SARRT: A Structure-Aware RRT-Based Approach for 2D Path Planning
    Chang, Xuefeng
    Wang, Yanzhen
    Yi, Xiaodong
    Xiao, Nong
    2015 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2015, : 1698 - 1703
  • [29] Faster RRT-based Nonholonomic Path Planning in 2D Building Environments Using Skeleton-constrained Path Biasing
    Yiqun Dong
    Efe Camci
    Erdal Kayacan
    Journal of Intelligent & Robotic Systems, 2018, 89 : 387 - 401
  • [30] Faster RRT-based Nonholonomic Path Planning in 2D Building Environments Using Skeleton-constrained Path Biasing
    Dong, Yiqun
    Camci, Efe
    Kayacan, Erdal
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2018, 89 (3-4) : 387 - 401