A Heuristic Mission Planning Algorithm for Heterogeneous Tasks with Heterogeneous UAVs

被引:16
|
作者
Wang, Jingjing [1 ,2 ]
Zhang, Y. F. [3 ]
Geng, L. [4 ]
Fuh, J. Y. H. [3 ]
Teo, S. H. [5 ]
机构
[1] Jiangxi Univ Finance & Econ, Sch Stat, Nanchang 330013, Peoples R China
[2] Jiangxi Univ Finance & Econ, Res Ctr Appl Stat, Nanchang 330013, Peoples R China
[3] Natl Univ Singapore, Dept Mech Engn, Singapore 117548, Singapore
[4] Univ Nottingham, Dept Mat Mech & Mfg Engn, Ningbo 315100, Zhejiang, Peoples R China
[5] DSO Natl Lab, Singapore, Singapore
关键词
Mission planning; heterogeneous UAVs; VRP; MILP; heuristic;
D O I
10.1142/S2301385015500132
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates the unmanned aerial vehicle (UAV)-mission planning problem (MPP) in which one needs to quickly find a good plan/schedule to carry out various tasks of different time windows at various locations using a fleet of fixed-winged heterogeneous UAVs. Such a realistic and complex UAV-MPP is decomposed into two sub-problems: flight path planning and task scheduling. A graph construction and search algorithm is developed for the flight path generation. For the task scheduling problem, a new hybrid algorithm based on heuristic has been proposed: (1) small-to-medium sized problem-heuristics for task assignment and all permutations for sequencing, and (2) large sized problem - heuristics for both task assignment and sequencing. The proposed algorithms have been implemented and tested. Numerical experimental results show that the proposed algorithm is very efficient and can effectively solve relatively big problems.
引用
收藏
页码:205 / 219
页数:15
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