健康评估技术智能方法综述

Diyi Liu, Linyuan Peng, Zhiyao Zhao
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引用次数: 0

摘要

健康评估是预测与健康管理的核心技术,是检测系统异常的关键技术之一。健康评估是对系统当前的工作状态进行分析诊断,并对系统的健康状况进行定量评估。本文从健康定义、健康评价指标和健康评价方法三个方面综述了近年来健康评价技术的发展。在健康定义方面,本文总结了三种常用的定义方法。从过程变量、数据特征、残差和融合指标四个层面对健康评估指标进行了综述。最后,健康评估方法分为基于模型的、数据驱动的和融合的方法。针对数据驱动方法,讨论了基于智能方法的快速发展的健康评估研究。本文还对各种方法进行了比较,并指出了该技术目前面临的挑战和发展前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A review of intelligent methods of health assessment technology
The core technology of prognostics and health management, a key technology that detects system anomalies, is health assessment, which analyzes and diagnoses the current system working status and quantitatively assesses the health of the system. This paper reviews the development of health assessment technology in recent years from three aspects: health definition, health assessment indicators, and health assessment approaches. In terms of health definition, this paper summarizes three common definition methods. Health assessment indicators are reviewed from four levels: process variables, data features, residuals, and fusion indicators. Finally, health assessment approaches are divided into model-based, data-driven, and fusion approaches. Concerning the data-driven approach, rapidly developing health assessment research based on an intelligent approach is discussed. The paper also compares various approaches and identifies the current challenges and development prospects of this technology.
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