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Multi-Radar Tracking Optimization for Collaborative Combat

2020-10-20 · Nouredine Nour, Reda Belhaj-Soullami, Cédric Buron, Alain Peres, Frédéric Barbaresco

Smart Grids of collaborative netted radars accelerate kill chains through more efficient cross-cueing over centralized command and control. In this paper, we propose two novel reward-based learning approaches to decentralized netted radar coordination based on black-box optimization and Reinforcement Learning (RL). To make the RL approach tractable, we use a simplification of the problem that we proved to be equivalent to the initial formulation. We apply these techniques on a simulation where radars can follow multiple targets at the same time and show they can learn implicit cooperation by comparing them to a greedy baseline.

📄 PDF Abstract BibTeX arXiv:2010.11733

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reinforcement-learningReinforcement Learning (RL)

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