Resilient Robot Teams: a Review Integrating Decentralised Control, Change-Detection, and Learning

نویسندگان

چکیده

Abstract Purpose of Review This paper reviews opportunities and challenges for decentralised control, change-detection, learning in the context resilient robot teams. Recent Findings Exogenous fault-detection methods can provide a generic detection or specific diagnosis with recovery solution. Robot teams perform active distributed sensing detecting changes environment, including identifying tracking dynamic anomalies, as well collaboratively mapping environments. Resilient control have been developed perception-action-communication loops, multi-agent reinforcement learning, embodied evolution, offline evolution online adaptation, explicit task allocation, stigmergy swarm robotics. Summary Remaining are integrating change-detection trial-and-error methods, obtaining reliable performance evaluations under constrained evaluation time, improving safety teams, theoretical results demonstrating rapid adaptation to given environmental perturbations, designing realistic compelling case studies.

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ژورنال

عنوان ژورنال: Current Robotics Reports

سال: 2022

ISSN: ['2662-4087']

DOI: https://doi.org/10.1007/s43154-022-00079-4