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Visual Monitoring of Points of Interest on a 2.5D Terrain Using a UAV With Limited Field-of-View Constraint.

Authors :
Maini, Parikshit
Tokekar, Pratap
Sujit, P. B.
Source :
IEEE Transactions on Aerospace & Electronic Systems. Dec2021, Vol. 57 Issue 6, p3661-3672. 12p.
Publication Year :
2021

Abstract

We study the problem of visually monitoring a set of points on a 2.5D terrain using an unmanned aerial vehicle (UAV) with a downward-facing camera. The goal is to find a tour of minimum length for the UAV offline to visually inspect all points of interest. Varying terrain and limited field of view of the camera restrict the visibility of the UAV and can create obstacles in the flight path, making the problem challenging. The problem is NP-hard and generalizes the traveling salesperson problem (TSP). We present several algorithms to solve this problem. Our main theoretical contribution is a constant-factor approximation algorithm (assuming fixed parameters for the terrain). We also present a practical algorithm that uses the solution to a generalized TSP (GTSP) subinstance. We benchmark the GTSP-based algorithm using a branch-and-cut integer linear programming formulation and find that the proposed algorithm scales to much larger instances and is computationally fast. We also show proof-of-concept using field deployment of a UAV to visually monitor points of interest in the environment. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00189251
Volume :
57
Issue :
6
Database :
Academic Search Index
Journal :
IEEE Transactions on Aerospace & Electronic Systems
Publication Type :
Academic Journal
Accession number :
153953371
Full Text :
https://doi.org/10.1109/TAES.2021.3082668