A Dynamic Programming Algorithm for Grid-based Formation Planning of Multiple Vehicles

被引:0
|
作者
Au, Tsz-Chiu [1 ]
机构
[1] Ulsan Natl Inst Sci & Technol, Dept Comp Sci & Engn, Ulsan, South Korea
关键词
MOTION; OPTIMIZATION;
D O I
10.1109/IROS55552.2023.10341481
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A common operation in multirobot systems is to generate a motion plan for multiple robots such that the robots can move in formation to achieve some desired effects. For example, in autonomous parking lots, a group of vehicles can be asked to move to another location when they block another vehicle that needs to leave the parking lot. In this paper, we present a novel grid-based planning approach for motion planning that minimizes the makespan of moving multiple vehicles from one location to another in a safe manner. Unlike most existing multirobot planning algorithms, our algorithm uses dynamic programming to compute a nearly-optimal motion plan for a large group of vehicles in polynomial time with the help of a given set of intermediate vehicle patterns. Our experimental results show that our algorithm is much faster than an exact algorithm but does not increase the minimum makespans tremendously.
引用
收藏
页码:9347 / 9353
页数:7
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