Fault tolerance
相关论文数: 20
关于
容错性(Fault Tolerance)是指系统在面对组件失效、传感器故障、执行器损坏或通信中断等异常情况时,仍能维持正常或降级运行的能力。在机器人与人工智能领域,容错技术被广泛应用于机械臂控制、多机器人协作、群体机器人系统及自主移动平台等场景。其核心方法包括:基于自适应估计器的故障检测与诊断模块、滑模控制与终端滑模等鲁棒控制策略、可重构控制架构(如ALLIANCE分布式软件框架),以及基于神经网络和模糊逻辑的智能补偿机制。容错技术的重要性体现在以下几个方面:它能显著提升系统在复杂非结构化环境中的可靠性与安全性,确保机器人在部分故障发生时仍能完成任务;在多机器人系统中,它通过任务重新分配保障整体任务连续性;在工业生产和农业采摘等高要求应用场景中,它有效降低了因单点故障导致的系统瘫痪风险,是构建高可靠自主系统的关键技术基础。
顶级研究者
顶尖机构
最高引用论文
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