Degradation Modeling of Digital Multimeter with Multiple-Performance Indices in Dynamic Marine Environment

Zixuan Yu, Tingting Huang, Kun Zhou, Bo Peng, Yuepu Zhao
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引用次数: 2

Abstract

Digital multimeter is used in marine environment to measure Direct Current Voltage (DCV), Direct Current (DC), Alternating Current Voltage (ACV), Alternating Current (AC) and Resistance (R) under different measuring ranges in the marine system. In addition, digital multimeter suffers three dynamic environmental stresses including temperature, relative humidity, and salinity. Aiming at improving prediction accuracy of digital multimeter reliability and residual lifetime, this paper focuses on degradation modeling and lifetime prediction of digital multimeter with multi-performance indices and in complex marine environment. The measurement errors of the five indices are used as the degradation signals to reflect the performance of the digital multimeter. A degradation model considering the effects of the three dynamic marine environmental stresses is proposed based on initial degradation measurement, degradation rate function and Wiener process to predict the cumulative distributions of the First Passage Time (FPT) of the five indices. Furthermore, the Copula function with the lowest AIC value is used to model the dependence structure among multiple performance indices. A case study based on measurement errors of digital multimeter and dynamic environment data for nine months is presented to illustrate the proposed method.
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动态海洋环境下多性能指标数字万用表的退化建模
数字万用表用于海洋环境中测量海洋系统中不同量程下的直流电压(DCV)、直流电压(DC)、交流电压(ACV)、交流电压(AC)和电阻(R)。此外,数字万用表还承受三种动态环境应力,包括温度、相对湿度和盐度。为了提高数字万用表可靠性和剩余寿命的预测精度,研究了复杂海洋环境下多性能指标数字万用表的退化建模和寿命预测问题。将这五项指标的测量误差作为反映数字万用表性能的退化信号。基于初始退化测量、退化速率函数和Wiener过程,建立了考虑三种动态海洋环境应力影响的退化模型,预测了五项指标的首次通过时间(FPT)的累积分布。利用AIC值最小的Copula函数对多个性能指标之间的依赖关系结构进行建模。以9个月的动态环境数据和数字万用表的测量误差为例,对该方法进行了验证。
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