A New Approach to Time-Optimal Path Parameterization Based on Reachability Analysis

被引:123
|
作者
Pham, Hung [1 ,2 ]
Pham, Quang-Cuong [1 ,2 ]
机构
[1] Nanyang Technol Univ, Singapore Ctr Printing 3D, Air Traff Management Res Inst, Singapore 639798, Singapore
[2] Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore 639798, Singapore
基金
新加坡国家研究基金会;
关键词
Controllability; motion planning; optimal control; robot control; ROBOTIC MANIPULATORS; OPTIMAL MOTIONS; OPTIMIZATION; ALGORITHM; SMOOTH;
D O I
10.1109/TRO.2018.2819195
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Time-optimal path parameterization (TOPP) is a well-studied problem in robotics and has a wide range of applications. There are two main families of methods to address TOPP: numerical integration (NI) and convex optimization (CO). The NI-based methods are fast but difficult to implement and suffer from robustness issues, while CO-based approaches are more robust but, at the same time, significantly slower. Here, we propose a new approach to TOPP based on reachability analysis. The key insight is to recursively compute reachable and controllable sets at discretized positions on the path by solving small linear programs. The resulting algorithm is faster than NI-based methods and as robust as CO-based ones (100% success rate), as confirmed by extensive numerical evaluations. Moreover, the proposed approach offers unique additional benefits: admissible velocity propagation and robustness to parametric uncertainty can be derived from it in a simple and natural way.
引用
收藏
页码:645 / 659
页数:15
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