arXiv:2507.07724cs.RO2025-07

用微型振动机器人集群检测金属表面损伤,靠振动模式差异定位问题。

Distributed Surface Inspection via Operational Modal Analysis by a Swarm of Miniaturized Vibration-Sensing Robots

  • 用高斯过程引导机器人探索,收集表面振动数据。
  • 通过对比完整与损伤状态的振动模式,准确识别出10种不同损伤情况。
  • 适合需要高覆盖、灵活部署的工业结构健康监测场景。

机器人集群可应用于多种分布式传感任务。一项特别受益于集群部署的实际应用是结构监测,传统传感器网络因静态特性难以实现全面覆盖。本文研究了一种微型振动传感机器人集群在高保真仿真环境中对1米×1米×3毫米钢质表面区域进行损伤检测与定位的能力。我们利用Abaqus进行有限元分析,获取真实的结构振动数据,并将其导入基于物理的机器人仿真器Webots中,模拟机器人集群在表面的动态行为。方法包括:(i) 使用高斯过程估计器指导机器人在表面采集振动样本;(ii) 通过运营模态分析(Operational Modal Analysis)检测损伤,即比较实际与完好状态下的结构振动模式。我们分析了探索半径对估计不确定性的影​​响,并在10个随机化场景下评估了方法的有效性,其中损伤的数量、位置、表面积和深度均不相同。仿真结果验证了该微型机器人集群在基于振动的结构检测中的有效性。

原文摘要 · Abstract (English)

Robot swarms offer the potential to serve a variety of distributed sensing applications. An interesting real-world application that stands to benefit significantly from deployment of swarms is structural monitoring, where traditional sensor networks face challenges in structural coverage due to their static nature. This paper investigates the deployment of a swarm of miniaturized vibration sensing robots to inspect and localize structural damages on a surface section within a high-fidelity simulation environment. In particular, we consider a 1 m x 1 m x 3 mm steel surface section and utilize finite element analysis using Abaqus to obtain realistic structural vibration data. The resulting vibration data is imported into the physics-based robotic simulator Webots, where we simulate the dynamics of our surface inspecting robot swarm. We employ (i) Gaussian process estimators to guide the robots' exploration as they collect vibration samples across the surface and (ii) operational modal analysis to detect structural damages by estimating and comparing existing and intact structural vibration patterns. We analyze the influence of exploration radii on estimation uncertainty and assess the effectiveness of our method across 10 randomized scenarios, where the number, locations, surface area, and depth of structural damages vary. Our simulation studies validate the efficacy of our miniaturized robot swarm for vibration-based structural inspection.

机器人集群结构监测振动检测模态分析

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