Solving the potential field local minimum problem using internal agent states

被引:89
作者
Mabrouk, M. H. [1 ]
McInnes, C. R. [1 ]
机构
[1] Univ Strathclyde, Dept Mech Engn, Glasgow G1 1XJ, Lanark, Scotland
关键词
Path-planning;
D O I
10.1016/j.robot.2008.09.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a new, extended artificial potential field method, which uses dynamic internal agent states. The internal states are modeled as a dynamical system of coupled first order differential equations that manipulate the potential field in which the agent is Situated. The internal state dynamics are forced by the interaction of the agent with the external environment. Local equilibria in the potential field are then manipulated by the internal states and transformed from stable equilibria to unstable equilibria, allowing escape from local minima in the potential field. This new methodology successfully solves reactive path planning problems, such as a complex maze with multiple local minima, which cannot be solved using conventional static potential fields. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:1050 / 1060
页数:11
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