论文arXiv 2611.03975今天

基于区块链DAO实现开放机器人集群拜占庭容错与动态准入控制

针对开放机器人集群动态接入面临的安全风险，提出基于区块链DAO的自治准入机制。仿真与真机验证表明，智能合约可有效识别并剔除恶意节点，在维持集群功能同时将拜占庭机器人数量控制在安全阈值内。

AI 整理

本体 SDK 与控制
评测与安全

本文由 AI 根据公开内容整理，可能有误，请以原文为准：Self-governed access control in open robot swarms using a blockchain-based DAO（arXiv 2611.03975）

核心内容

针对开放机器人集群在动态调整规模时易受拜占庭节点攻击的痛点，研究提出一种基于区块链去中心化自治组织（DAO）的治理框架。该方案利用智能合约编码自治规则，替代传统固定成员制的协调模式，实现了集群对恶意或故障机器人的自主监管。通过概念验证系统的仿真与真机实验，证实了该机制能在保障集群正常协作的前提下，有效将拜占庭机器人比例维持在可接受范围内，解决了开放环境下的信任与安全问题。

技术核心在于将集群准入与移除逻辑封装为链上智能合约，构建去中心化的身份验证与行为审计层。系统根据应用需求定义多种DAO治理机制，实时评估节点行为并自动执行剔除策略，防止恶意节点渗透。相较于现有仅适用于封闭集群的区块链方案，该架构支持运行时节点的自由加入与退出，在稀疏连接或复杂环境中通过网络分区自愈提升任务性能，为异构机器人集群提供了可扩展的安全基础设施。

关键看点

DAO治理架构：利用智能合约编码自治规则，实现开放集群对拜占庭节点的自主识别与动态剔除，解决自由接入带来的安全渗透风险
动态准入控制：支持机器人在运行时动态加入或退出，通过链上共识机制调节集群规模，缓解稀疏连接下的网络分区与一致性问题
真机验证成效：仿真与实物机器人测试双重验证，证明DAO机制可在维持集群核心功能的同时，将恶意节点数量严格限制在安全阈值内

工程与产业观察

该研究为多智能体系统在非可信环境下的部署提供了工程范式。对于具身智能产业而言，基于DAO的链上治理解决了异构机器人跨主体协作的信任根问题，使开放集群从理论走向实战。这为未来分布式机器人网络的标准化接入、安全审计及商业化互操作奠定了底层协议基础，是构建大规模群体智能的关键基础设施。

英文摘要 (Abstract)

Robot swarms harness simple, local interactions among many individually limited robots to produce complex, coordinated collective behavior, making them valuable across domains from agriculture to disaster response. We envision the next frontier for such swarms as open swarms, in which robots join or leave the swarm dynamically at runtime. The ability to dynamically adjust swarm size has been shown to be beneficial, for instance by reducing inconsistencies and network partitioning, especially under sparse connectivity or in complex environments, ultimately improving task performance. For practical deployment, however, open swarms requires governance, particularly protection against Byzantine behavior (i.e., faulty or malicious robots), since allowing robots to join freely also makes the swarm easier to infiltrate. Blockchain technology has recently been incorporated into robot swarms, offering secure, decentralized coordination and improved resilience, though largely in closed settings with a fixed, predetermined membership. In this work, we extend these benefits to open swarms by introducing robot swarms governed by a blockchain-based decentralized autonomous organization (DAO), in which the swarm regulates itself using autonomous rules encoded in smart contracts. We outline several DAO-based governance mechanisms for robot swarms, depending on the needs of the application, and present a proof-of-concept implementation of a simple DAO that regulates swarm membership and prevents Byzantine infiltration. Our simulation results and real-robot validations show that DAO-governed access control and robot removal can maintain proper swarm functioning while keeping the number of Byzantine robots within acceptable limits.

作者：Raina Zakir, Alexandre Pacheco, Andreagiovanni Reina, Marco Dorigo, Volker Strobel