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A REVIEW OF PHM SYSTEM'S ARCHITECTURAL FRAMEWORKS

机译:PHM系统的架构框架回顾

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摘要

The need for a Prognostics and Health Management (PHM) system is propelled by increasing demand for condition based maintenance for systems to reduce cost of maintenance and mitigate risk. The use of multiple algorithms for PHM for a variety of systems presents challenges for PHM system developers in terms of integration and interfacing of various components, including hardware and software. A PHM system comprises of several elements including sensors, computing hardware and software algorithms for fault detection, diagnostics, prognostics and decision support. Thus there is a need for an architectural framework to help system developers and integrators for faster system development and deployment.An architectural framework provides a blueprint to enable the constituent subsystems to serve the overall purpose of the system. This also facilitates the interoperability of PHM systems with various applications. It provides a holistic view of the system for system developers and thereby forms the basis for building a system or serves as a guide for system modeling, integration and testing. This paper reviews the architectures proposed in literature for a PHM system. The architectural frameworks proposed for various PHM applications are also discussed and reviewed. The reviewed frameworks integrate various functionalities of the PHM system including data acquisition, signal processing, feature extraction, anomaly detection, diagnostics, prognostics and decision support. The architectures are categorized as either functional or physical architectures. The advantages and shortcomings of these proposed frameworks are also discussed.
机译:对系统进行基于状态的维护的需求不断增长,从而推动了对预测和健康管理(PHM)系统的需求,以降低维护成本并降低风险。对于PHM系统开发人员,在多种组件(包括硬件和软件)的集成和接口方面,对PHM使用多种算法给PHM系统开发人员带来了挑战。 PHM系统由几个元素组成,包括传感器,用于故障检测,诊断,预测和决策支持的计算硬件和软件算法。因此,需要一种架构框架来帮助系统开发人员和集成商更快地进行系统开发和部署。架构框架提供了一个蓝图,以使组成子系统能够服务于系统的整体目的。这也促进了PHM系统与各种应用程序的互操作性。它为系统开发人员提供了系统的整体视图,从而构成了构建系统的基础,或者用作系统建模,集成和测试的指南。本文回顾了文献中提出的用于PHM系统的体系结构。还讨论和审查了为各种PHM应用程序建议的体系结构框架。审查的框架整合了PHM系统的各种功能,包括数据采集,信号处理,特征提取,异常检测,诊断,预测和决策支持。这些体系结构分为功能体系结构或物理体系结构。还讨论了这些建议框架的优缺点。

著录项

  • 来源
  • 会议地点 Dayton OH(US);Dayton OH(US)
  • 作者单位

    Center for Advanced Life Cycle Engineering Department of Mechanical Engineering University of Maryland College Park, MD 20742;

    Center for Advanced Life Cycle Engineering Department of Mechanical Engineering University of Maryland College Park, MD 20742;

    Center for Advanced Life Cycle Engineering Department of Mechanical Engineering University of Maryland College Park, MD 20742;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 机械运行与维修;机械运行与维修;
  • 关键词

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