Multiple UAVs path planning algorithms: a comparative study

被引:82
作者
Sathyaraj, B. Moses [1 ]
Jain, L. C. [1 ]
Finn, A. [2 ]
Drake, S. [2 ]
机构
[1] Univ S Australia, Knowledge Based Intelligent Engn Syst Ctr, Adelaide, SA 5001, Australia
[2] Def Sci & Technol Org, Edinburgh, SA 5115, Australia
关键词
pathfinding; AStar; Dijkstra; distance vector algorithms;
D O I
10.1007/s10700-008-9035-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Unmanned aerial vehicles (UAVs) are used in team for detecting targets and keeping them in its sensor range. There are various algorithms available for searching and monitoring targets. The complexity of the search algorithm increases if the number of nodes is increased. This paper focuses on multi UAVs path planning and Path Finding algorithms. Number of Path Finding and Search algorithms was applied to various environments, and their performance compared. The number of searches and also the computation time increases as the number of nodes increases. The various algorithms studied are Dijkstra's algorithm, Bellman Ford's algorithm, Floyd-Warshall's algorithm and the AStar algorithm. These search algorithms were compared. The results show that the AStar algorithm performed better than the other search algorithms. These path finding algorithms were compared so that a path for communication can be established and monitored.
引用
收藏
页码:257 / 267
页数:11
相关论文
共 21 条
[1]  
[Anonymous], 1971, PROBLEM SOLVING METH
[2]  
[Anonymous], P INT C PAR COMP
[3]  
CAVENDISH D, 1998, INT C HIGH PERF NETW
[4]  
CHABINI I, 2001, DESIGN IMPLEMENTATIO
[5]   Shortest paths algorithms: Theory and experimental evaluation [J].
Cherkassky, BV ;
Goldberg, AV ;
Radzik, T .
MATHEMATICAL PROGRAMMING, 1996, 73 (02) :129-174
[6]  
CVETANOVIC Z, 1990, IEEE COMPUTER SOC, V1, P82
[7]  
FINN A, 2007, DESIGN CHALLENGES AU
[8]  
FU L, 1996, THESIS U ALBERTA EDM
[9]  
GALLO G, 1984, TRANSPORTATION PLANN, P227
[10]   A FORMAL BASIS FOR HEURISTIC DETERMINATION OF MINIMUM COST PATHS [J].
HART, PE ;
NILSSON, NJ ;
RAPHAEL, B .
IEEE TRANSACTIONS ON SYSTEMS SCIENCE AND CYBERNETICS, 1968, SSC4 (02) :100-+