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Validation Metric of Degradation Model with Dynamic Performance
Authors:YANG Chun-bo  ZENG Sheng-kui  GUO Jian-bin
Institution:1. School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China
2. School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China;Science and Technology on Reliability and Environment Engineering Laboratory, Beihang University, Beijing 100191, China
Abstract:With more and more attention on degradation process, we need the degradation model to be accurate all over the time rather than only at some specific moments. However, the traditional validation metric only estimates difference of static features. A validation method proposed in this paper uses hypothesis testing to identify whether the distributions of experimental measurements and simulation results are consistent. Then, based on the deviation between sample means, a global validation metric which reflects the difference of degradation process between computational model and physical system all over the service time is derived from the statistics of deviation between sample means. Furthermore, curve fit method for discrete experimental measurements is introduced. The case of electro-hydraulic servo valve is studied, and the results show that the proposed validation metric is appropriate for the validation of degradation model with dynamic performance output.
Keywords:validation  degradation model  dynamic performance
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