Analysis of demonstrable index and test method of prognostic capability

Zhiao Zhao, J. Qiu, Guanjun Liu, Yong Zhang, Jiangpo Bai
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Abstract

Aiming at fault detection rate (FDR) and fault isolation rate (FIR), testability demonstration technology is relatively mature. As an extension of testability technology, PHM (Prognostics and Health Management) provides a more sophisticated form to quantify and predict equipment health state and remaining useful life (RUL). Therefore, many researches attach importance to the prognostic validation and verification technology during the past two decades. However, there are fewer studies made in test plan and universal test method of prognostic demonstration test. From the point of statistical view, this paper analyzes the outputs of prognostics and researches on the characteristics of prognostic sample population and sample feature. This paper proposes the standardized description form of prognostics output and build a demonstrable index of prognostic capability. At last, this paper proposes the test methods of prognostic demonstration based on accelerated degradation test and depicts the test plan parameters.
预测能力可论证性指标分析及测试方法
针对故障检测率(FDR)和故障隔离率(FIR),可测试性论证技术相对成熟。作为可测试性技术的扩展,PHM(预后和健康管理)提供了一种更复杂的形式来量化和预测设备健康状态和剩余使用寿命(RUL)。因此,近二十年来,预测验证和验证技术受到了许多研究的重视。但对预后论证试验的试验方案和通用试验方法的研究较少。本文从统计学的角度分析了预测的输出,研究了预测样本总体的特征和样本特征。本文提出了预测输出的标准化描述形式,并建立了预测能力的可论证性指标。最后,提出了基于加速退化试验的预测论证试验方法,并对试验方案参数进行了描述。
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