Multi-robot repeated area coverage

被引:0
作者
Pooyan Fazli
Alireza Davoodi
Alan K. Mackworth
机构
[1] University of British Columbia,Department of Computer Science
来源
Autonomous Robots | 2013年 / 34卷
关键词
Multi-robot systems; Teamwork; Coordination; Area Coverage; Visibility Graph; Constrained Delaunay Triangulation; Uninformed Clustering Coverage; Edge-based Clustering Coverage; Node-based Clustering Coverage; Cyclic Coverage; Chained Lin–Kernighan Algorithm; Double-Minimum Spanning Tree;
D O I
暂无
中图分类号
学科分类号
摘要
We address the problem of repeated coverage of a target area, of any polygonal shape, by a team of robots having a limited visual range. Three distributed Cluster-based algorithms, and a method called Cyclic Coverage are introduced for the problem. The goal is to evaluate the performance of the repeated coverage algorithms under the effects of the variables: Environment Representation, and the Robots’ Visual Range. A comprehensive set of performance metrics are considered, including the distance the robots travel, the frequency of visiting points in the target area, and the degree of balance in workload distribution among the robots. The Cyclic Coverage approach, used as a benchmark to compare the algorithms, produces optimal or near-optimal solutions for the single robot case under some criteria. The results can be used as a framework for choosing an appropriate combination of repeated coverage algorithm, environment representation, and the robots’ visual range based on the particular scenario and the metric to be optimized.
引用
收藏
页码:251 / 276
页数:25
相关论文
共 75 条
[1]  
Agmon N(2008)The giving tree: Constructing trees for efficient offline and online multi-robot coverage Annals of Mathematics and Artificial Intelligence 52 143-168
[2]  
Hazon N(2008)Distributed boundary coverage with a team of networked miniature robots using a robust market-based algorithm Annals Mathematics Artificial Intelligence 52 307-333
[3]  
Kaminka GA(2003)Chained Lin-Kernighan for large traveling salesman problems INFORMS Journal on Computing 15 82-92
[4]  
Amstutz P(1999)Finding the shortest watchman route in a simple polygon Discrete and Computational Geometry 22 377-402
[5]  
Correll N(1993)Optimum guard covers and m-watchmen routes for restricted polygons International Journal of Computational Geometry and Applications 3 85-105
[6]  
Martinoli A(1999)New results on the old k-opt algorithm for the traveling salesman problem SIAM Journal on Computing 28 1998-2029
[7]  
Applegate D(2001)Coverage for robotics—a survey of recent results Annals of Mathematics and Artificial Intelligence 31 113-126
[8]  
Cook W(1992)A new optimization algorithm for the vehicle routing problem with time windows Operation Research 40 342-354
[9]  
Rohe A(2009)Multi-robot area patrol under frequency constraints Annals of Mathematics and Artificial Intelligence 57 293-320
[10]  
Carlsson S(2010)Approximate solution of the multiple watchman routes problem with restricted visibility range IEEE Transactions on Neural Networks 21 1668-1679