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Adaptive Coverage Algorithms for Mobile Ad Hoc Networks in Dynamic Worlds

1 reports1 reporting sourcesUpdated 6 hours ago

Overview

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This paper extends a framework for coordinating mobile agents in unknown worlds to account for dynamic instability. The study addresses the Partially Observable Cooperative Guard Art Gallery Problem (POCGAGP) by introducing a dynamic case (DPOCGAGP) that considers agent loss and world changes. Advancements are presented for two algorithms, Centralized Agent-Directed Exploration for Network Coverage (CADENCE) and its decentralized analogue DADENCE. Their performance is compared against another state-of-the-art benchmark algorithm, showing that the adapted algorithms outperform across a benchmark test set comprising over 4500 test cases of varied size and structure.

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  1. arXiv Robotics — research abstractsSignal
    Adaptive Coverage Algorithms for Mobile Ad Hoc Networks in Dynamic Worlds

    This paper extends a framework for coordinating mobile agents in unknown worlds to account for dynamic instability. The study addresses the Partially Observable Cooperative Guard Art Gallery Problem (POCGAGP) by introducing a dynamic case (DPOCGAGP) that considers agent loss and world changes. Advancements are presented for two algorithms, Centralized Agent-Directed Exploration for Network Coverage (CADENCE) and its decentralized analogue DADENCE. Their performance is compared against another state-of-the-art benchmark algorithm, showing that the adapted algorithms outperform across a benchmark test set comprising over 4500 test cases of varied size and structure.

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