Title :
Optimal uncertainty reduction search using the k-shortest path algorithm
Author :
Sujit, P.B. ; Ghose, D.
Author_Institution :
Dept. of Aerosp. Eng., Indian Inst. of Sci., Bangalore, India
Abstract :
We propose a search algorithm for uninhabited autonomous aerial vehicles (UAAVs) performing a search and surveillance task, based on the uncertainty map of an unknown region. The search algorithm is based on the k-shortest path algorithm that maximizes the effectiveness of the search in terms of searching through the maximum uncertainty region, given a constraint on the endurance time of the UAAV. We compare the performance of this algorithm with a random search and a greedy strategy search. We also implement the algorithm for the case of multiple UAAVs searching an unknown region. Simulation results that demonstrate the efficacy of the technique are also presented.
Keywords :
mobile robots; path planning; query formulation; uncertainty handling; endurance time constraint; greedy strategy search; k-shortest path algorithm; optimal search route; optimal uncertainty reduction search; search algorithm; surveillance task; uncertainty map; uninhabited autonomous aerial vehicle; Aerodynamics; Mobile robots; Partitioning algorithms; Remotely operated vehicles; Surveillance; Time factors; Uncertainty; Vehicle dynamics;
Conference_Titel :
American Control Conference, 2003. Proceedings of the 2003
Print_ISBN :
0-7803-7896-2
DOI :
10.1109/ACC.2003.1244035