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Intelligent agent based, autonomous real-time structural health monitoring system.

机译:基于智能代理的自主实时结构健康监控系统。

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摘要

Active structural health monitoring enables real time decisions about the integrity of structural system through visualization of the extent of damage in real-time. The work presented here explains the development of an autonomous real-time structural health monitoring system composed of three pieces: the sensor hardware, the autonomous task planner, and the health monitoring system. The sensor hardware is designed to process the sensor data in the sensor nodes and transmit the processed data wirelessly to a remote location. Attention has been paid to size, weight, power consumption, range of inputs, and transmission distance. Processing data at the sensors prior to transmission aids in scalability in the size of the sensor network by controlling the amount of data that needs to be transmitted around the sensor array. Processing data at the sensor using a methodology allowing reconfigurable algorithms is a new concept in data analysis. The health monitoring system is a collection of algorithms that process sampled data in either the time or frequency domain to produce a measure of the integrity of the structure. Each domain has its advantages so algorithms for both have been developed. The autonomous task planner is based on using intelligent agent theory to add autonomous actions in both task planning and health monitoring. Agents are being used to route communications, detect anomalies in the data and form sub groups to investigate these anomalies. The sensor node hardware, the intelligent agents and the structural health monitoring algorithms have been combined to demonstrate the operation of the integrated system. The integrated system monitors the structural system in real-time from sending information about system integrity to a remote location.
机译:主动的结构健康状况监视通过实时可视化损坏程度来实现有关结构系统完整性的实时决策。这里介绍的工作解释了由三部分组成的自主实时结构健康监控系统的开发:传感器硬件,自主任务计划器和健康监控系统。传感器硬件旨在处理传感器节点中的传感器数据,并将处理后的数据无线传输到远程位置。注意尺寸,重量,功耗,输入范围和传输距离。传输之前在传感器处处理数据,通过控制需要围绕传感器阵列传输的数据量,有助于传感器网络规模的可伸缩性。使用允许可重配置算法的方法在传感器处处理数据是数据分析中的一个新概念。健康监控系统是算法的集合,这些算法在时域或频域中处理采样数据以产生对结构完整性的度量。每个领域都有其优势,因此已经开发了两者的算法。自主任务计划器基于使用智能代理理论在任务计划和运行状况监视中添加自主动作的功能。代理用于路由通信,检测数据中的异常并形成子组来调查这些异常。传感器节点硬件,智能代理和结构健康监视算法已结合在一起,以演示集成系统的操作。集成系统从发送有关系统完整性的信息到远程位置实时监视结构系统。

著录项

  • 作者

    Mitchell, Kyle.;

  • 作者单位

    University of Missouri - Rolla.;

  • 授予单位 University of Missouri - Rolla.;
  • 学科 Engineering Electronics and Electrical.; Artificial Intelligence.
  • 学位 Ph.D.
  • 年度 2004
  • 页码 237 p.
  • 总页数 237
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;人工智能理论;
  • 关键词

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