Abstract
This research is concerned with dynamically determining appropriate flight patterns for a set of autonomous UAVs in an urban environment, for persistent and accurate tracking of moving ground targets. The authors assume that there are limited communication capabilities between the UAVs, and that there exist possible line of sight constraints between the UAVs and the targets. Each UAV (i) operates its own dynamic feedback loop, in a receding horizon framework, incorporating local information on the targets (from UAV i perspective) as well as remote information on the targets (from the perspective of the ‘neighbor’ UAVs) to determine the optimal flight path of UAV i over the planning horizon. This results in a decentralized and more realistic model of the real-world situation. As the flight-plan optimization formulation is NP-hard, a new heuristic for continuous global optimization is applied to solve for the flight plan. Results show that efficient flight patterns for the UAVs can be achieved.
Subject
Information Systems and Management,Computational Theory and Mathematics,Computer Networks and Communications,Computer Science Applications,Information Systems,Management Information Systems
Reference38 articles.
1. Ahmadzadeh, A., Buchman, G., Cheng, P., Jadbabaie, A., Keller, J., Kumar, V., & Pappas, G. (2006). Cooperative control of UAVs for search and coverage. In Proceedings of the AUVSI Conference on Unmanned Systems.
2. Akselrod, D., Sinha, A., & Kirubarajan, T. (2007). Collaborative distributed sensor management to multitarget tracking using hierarchical Markov decision processes. In Proceedings of SPIE: Signal and Data Processing of Small Targets (pp. 1-14).
3. Flight demonstrations of unmanned aerial vehicle swarming concepts.;R.Bamburger;Johns Hopkins APL Technical Digest,2006
4. Bicchi, A., Casalino, G., & Santilli, C. (1995). Planning shortest bounded-curvature paths for a class of nonholonomic vehicles among obstacles. In Proceedings of the IEEE International Conference on Robotics and Automation (pp. 1349-1354).
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