Multi-objective multi-robot deployment in a dynamic environment

被引:15
作者
Alitappeh, Reza Javanmard [1 ]
Jeddisaravi, Kossar [1 ]
Guimares, Frederico G. [1 ]
机构
[1] Univ Fed Minas Gerais, BR-31270901 Belo Horizonte, MG, Brazil
关键词
Multi-robot deployment; Multi-objective optimization; Voronoi partitioning; COVERAGE; COORDINATION; EXPLORATION; ALGORITHM;
D O I
10.1007/s00500-016-2207-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Finding a distribution of a group of robots in an environment is known as Deployment problem, which is one of the challenges in multi-robot systems. In real applications, the environment may change over time and thus deployment must be repeated periodically in order to redistribute the robots. In this paper, we propose a multi-objective optimization method to deploy/redeploy robots in the environment by considering two objectives for the deployment. One objective represents a good estimation of final positions, where the robots will be located, while the second objective is finding the shortest path from the robots initial location to these positions. Thus, our problem is modeled as a multi-objective optimization problem, which is approached with a multi-objective optimization evolutionary algorithm. To deal with the deployment problem, a discrete setup of locational optimization framework and Voronoi partitioning technique are employed. Simulation results on real application testify the performance of our proposed method in comparison with other methods.
引用
收藏
页码:6481 / 6497
页数:17
相关论文
共 58 条
[21]   Discrete Partitioning and Coverage Control for Gossiping Robots [J].
Durham, Joseph W. ;
Carli, Ruggero ;
Frasca, Paolo ;
Bullo, Francesco .
IEEE TRANSACTIONS ON ROBOTICS, 2012, 28 (02) :364-378
[22]   An effective VNS for the capacitated p-median problem [J].
Fleszar, K. ;
Hindi, K. S. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 191 (03) :612-622
[23]   Weighted preferences in evolutionary multi-objective optimization [J].
Friedrich, Tobias ;
Kroeger, Trent ;
Neumann, Frank .
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2013, 4 (02) :139-148
[24]   Spanning-tree based coverage of continuous areas by a mobile robot [J].
Gabriely, Y ;
Rimon, E .
ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE, 2001, 31 (1-4) :77-98
[25]  
Hartigan J. A., 1979, Applied Statistics, V28, P100, DOI 10.2307/2346830
[26]   Autonomous robot navigation based on the evolutionary multi-objective optimization of potential fields [J].
Herrera Ortiz, Juan Arturo ;
Rodriguez-Vazquez, Katya ;
Padilla Castaneda, Miguel A. ;
Arambula Cosio, Fernando .
ENGINEERING OPTIMIZATION, 2013, 45 (01) :19-43
[27]  
Hidalgo-Paniagua A., 2015, Soft Comput, P1
[29]   A PATH PLANNING METHOD BASED ON CELLULAR AUTOMATA FOR COOPERATIVE ROBOTS [J].
Ioannidis, Konstantinos ;
Sirakoulis, Georgios Ch ;
Andreadis, Ioannis .
APPLIED ARTIFICIAL INTELLIGENCE, 2011, 25 (08) :721-745
[30]   Multi-objective approach for robot motion planning in search tasks [J].
Jeddisaravi, Kossar ;
Alitappeh, Reza Javanmard ;
Pimenta, Luciano C. A. ;
Guimaraes, Frederico G. .
APPLIED INTELLIGENCE, 2016, 45 (02) :305-321