Hybrid Centralized Distributed Control for Lifelong MAPF over Wireless Connections
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arXiv
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| Auteurs principaux: | , , , |
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| Format: | Preprint |
| Publié: |
2026
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| _version_ | 1866915725896056832 |
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| author | Cao, Jinghao Liu, Wanchun Li, Yonghui Vucetic, Branka |
| author_facet | Cao, Jinghao Liu, Wanchun Li, Yonghui Vucetic, Branka |
| contents | In lifelong multi-agent path finding (MAPF) with many robots, unreliable wireless links and stochastic executions are the norm. Existing approaches typically either rely on centralized planning under idealized communication, or run fully distributed local controllers with fixed communication patterns; they rarely couple communication scheduling with policy learning, and thus struggle when bandwidth is scarce or packets are frequently dropped. We address this joint control--communication problem and propose a hybrid centralized--distributed scheme: a centralized cloud policy sends small residual corrections only when selected, while a lightweight on-board Gated recurrent unit (GRU) policy provides a safe default fallback when wireless connection is not available. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2601_08214 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Hybrid Centralized Distributed Control for Lifelong MAPF over Wireless Connections Cao, Jinghao Liu, Wanchun Li, Yonghui Vucetic, Branka Systems and Control In lifelong multi-agent path finding (MAPF) with many robots, unreliable wireless links and stochastic executions are the norm. Existing approaches typically either rely on centralized planning under idealized communication, or run fully distributed local controllers with fixed communication patterns; they rarely couple communication scheduling with policy learning, and thus struggle when bandwidth is scarce or packets are frequently dropped. We address this joint control--communication problem and propose a hybrid centralized--distributed scheme: a centralized cloud policy sends small residual corrections only when selected, while a lightweight on-board Gated recurrent unit (GRU) policy provides a safe default fallback when wireless connection is not available. |
| title | Hybrid Centralized Distributed Control for Lifelong MAPF over Wireless Connections |
| topic | Systems and Control |
| url | https://arxiv.org/abs/2601.08214 |