arXiv:2603.17472cs.ROcs.MA2026-03

用网络编码提升多机器人通信实时性,保障任务安全与精度。

Bringing Network Coding into Multi-Robot Systems: Interplay Study for Autonomous Systems over Wireless Communications

  • 采用自适应因果网络编码,动态调整传输速率以匹配通道状态。
  • 相比传统重传机制,编码方案将数据有序交付延迟降低,定位精度接近理想基准。
  • 适合对通信时延敏感的自主系统,如协同定位与紧急避障场景。

通信是多机器人系统(MRS)的核心支撑,使机器人能够交换状态信息、协调动作并满足安全约束。尽管许多自治算法假设消息可靠及时送达,但实际无线信道存在延迟、丢包和乱序等问题,可能损害性能并危及安全决策。本文研究了传输层可靠性机制如何影响自主-通信闭环。结果表明,传统基于重传的协议引入长延迟,导致接收数据过时。为此,我们提出自适应因果网络编码,主动注入编码冗余以实现所需延迟与吞吐量,确保任务相关数据及时送达。该方法根据机器人间信道状况动态调整通信速率,通过高效算法实现因果调控。两个案例研究:在延迟和丢包条件下进行协同定位,以及依赖车辆间消息及时性的安全超车避撞操作。实验显示,编码通信显著减少有序交付阻塞,在80%仿真中满足超车中止截止时间,优于重传基线的60%;同时保持定位精度接近理想水平。研究强调需联合设计自主算法与通信机制,证明网络编码是无线环境下可靠MRS运行的关键工具。

原文摘要 · Abstract (English)

Communication is a core enabler for multi-robot systems (MRS), providing the mechanism through which robots exchange state information, coordinate actions, and satisfy safety constraints. While many MRS autonomy algorithms assume reliable and timely message delivery, realistic wireless channels introduce delay, erasures, and ordering stalls that can degrade performance and compromise safety-critical decisions of the robot task. In this paper, we investigate how transport-layer reliability mechanisms that mitigate communication losses and delays shape the autonomy-communication loop. We show that conventional non-coded retransmission-based protocols introduce long delays that are misaligned with the timeliness requirements of MRS applications, and may render the received data irrelevant. As an alternative, we advocate for adaptive and causal network coding, which proactively injects coded redundancy to achieve the desired delay and throughput, enabling relevant data delivery for the robotic task. Specifically, this method adapts to channel conditions between robots and causally tunes the communication rates via efficient algorithms. We present two case studies: cooperative localization under delayed and lossy inter-robot communication, and a safety-critical overtaking maneuver where timely vehicle-to-vehicle message availability determines whether an ego vehicle can abort to avoid a crash. Our results demonstrate that coding-based communication significantly reduces in-order delivery stalls, keeps cooperative-localization accuracy close to the ideal baseline, and satisfies the overtaking abort deadline in 80% of the simulated runs, compared with 60% for a retransmission-based baseline. The study highlights the need to jointly design autonomy algorithms and communication mechanisms, and positions network coding as a principled tool for dependable MRS operation over wireless networks.

多机器人网络编码实时通信安全控制

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