Mobile robot navigation in 2-D dynamic environments using an electrostatic potential field

被引:76
作者
Valavanis, KP [1 ]
Hebert, T [1 ]
Kolluru, R [1 ]
Tsourveloudis, N [1 ]
机构
[1] Univ SW Louisiana, Ctr Adv Comp Studies, Robot & Automat Lab, Lafayette, LA 70504 USA
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS | 2000年 / 30卷 / 02期
关键词
electrostatic potential field; mobile robots; navigation;
D O I
10.1109/3468.833100
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a solution to the two-dimensional (2-D) collision free path planning problem for an autonomous mobile robot utilizing an electrostatic potential field (EPF) developed through a resistor network, derived to represent the environment. No assumptions are made on the amount of information contained in the a priori environment map tit map be completely empty) and on the shape of the obstacles. The well-formulated and well-known laws of electrostatic fields are used to prove that the proposed approach generates an approximately optimal path (based on cell resolution) in a real-time frame, It is also proven through the classical laws of electrostatics that the derived potential function is a global navigation function las defined by Rimon and Koditschek [11]), that the field is free of all local minima and that all paths necessarily lead to the goal position. The complexity of the EPF generated path is shown to be O(mn(M)), where m is the total number of polygons in the environment and n(M) is the maximum number of sides of a polygonal object. The method is tested both by simulation and experimentally on a Nomad200 mobile robot platform equipped with a ring of sixteen sonar sensors.
引用
收藏
页码:187 / 196
页数:10
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