RoboticsarXiv preprint2025

Do We Run Large-scale Multi-Robot Systems on the Edge?

Pratik Mukherjee, Matteo Santilli, Andrea Gasparri, Ryan K Williams et al.Tsinghua University, BAAI

摘要

We investigate the feasibility and challenges of running large-scale multi-robot systems on edge computing infrastructure. Our study examines the trade-offs between centralized cloud processing and distributed edge deployment for coordinating hundreds of robots. We propose a two-phase performance model that accounts for communication latency, computation constraints, and synchronization overhead, providing guidelines for scaling multi-robot systems in real-world deployments.

multi-robot systemsedge computinglarge-scalesystem scalingtwo-phase performance

技术细节

数据集
Custom Multi-Robot Benchmark
仿真平台
测试机器人
TurtleBot3Custom Mobile Robots
模型骨架

Distributed Control Framework

编码器

Edge Node Encoder

解码器

Coordination Decoder

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