MOD* Lite: An Incremental Path Planning Algorithm Taking Care of Multiple Objectives

被引:53
作者
Oral, Tugcem [1 ]
Polat, Faruk [1 ]
机构
[1] Middle E Tech Univ, Dept Comp Engn, TR-06800 Ankara, Turkey
关键词
Incremental path planning; multiobjective path planning (MOPP); OPTIMIZATION; ROBOTS;
D O I
10.1109/TCYB.2015.2399616
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The need for determining a path from an initial location to a target one is a crucial task in many applications, such as virtual simulations, robotics, and computer games. Almost all of the existing algorithms are designed to find optimal or suboptimal solutions considering only a single objective, namely path length. However, in many real life application path length is not the sole criteria for optimization, there are more than one criteria to be optimized that cannot be transformed to each other. In this paper, we introduce a novel multiobjective incremental algorithm, multiobjective D* lite (MOD* lite) built upon a well-known path planning algorithm, D* lite. A number of experiments are designed to compare the solution quality and execution time requirements of MOD* lite with the multiobjective A* algorithm, an alternative genetic algorithm we developed multiobjective genetic path planning and the strength Pareto evolutionary algorithm.
引用
收藏
页码:245 / 257
页数:13
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