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Distributed Multi-Robot Ergodic Coverage Control for Estimating Time-Varying Spatial Processes

delete2026-02-06
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PRE
AI
M
Mattia Mantovani
M
Mattia Catellani
L
Lorenzo Sabattini
DOI:10.1109/LRA.2026.3662641delete
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Abstract

Abstract

En 中文
We present a fully distributed framework for multi-robot exploration and coverage of time-varying spatial processes in complex, non-convex environments.Building on heat-equation-driven adaptive coverage (HEDAC) and system ergodicity, the proposed approach enables robots to autonomously navigate arbitrary domains, reconstruct unknown spatial fields, and continuously balance exploration and coverage without centralized coordination. A temporal decay mechanism promotes adaptive monitoring by regulating the relevance of past observations. Simulation and real-world experiments demonstrate the effectiveness and robustness of the method.
Keywords:
Multi-robot systems
distributed robot systems

Journal

I
IEEE Robotics and Automation Letters
IF:
5.3
Papers:
1.6K
Citations:
3.9W

Organization

U
university of modena and reggio emilia
Scholars:
965
Papers: 451
Citations: 0