A Novel ADT Approach for Partial Discharge in Electrical Machines

被引:0
作者
Mell, Philipp [1 ]
Dazer, Martin [1 ]
He, Chuxuan [2 ]
Beltle, Michael [3 ]
机构
[1] Univ Stuttgart, Inst Machine Components, Pfaffenwaldring 9, D-70569 Stuttgart, Germany
[2] Univ Stuttgart, Inst Power Transmiss & High Voltage Technol, Pfaffenwaldring 47, D-70569 Stuttgart, Germany
[3] Univ Stuttgart, Inst Power Transmiss & High Voltage Technol, Pfaffenwaldring 49, D-70569 Stuttgart, Germany
来源
2023 ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, RAMS | 2023年
关键词
degradation test; accelerated test; e-mobility; lifetime model; partial discharge;
D O I
10.1109/RAMS51473.2023.10088263
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
For the reliability assessment of some systems, a combination of degradation testing and accelerated testing is necessary. In that case, a lifetime model and a degradation model have to be determined simultaneously. A not well-understood damage mechanism is an additional obstacle. On the one hand, it requires the consideration of more than one influencing factor and therefore a multidimensional lifetime model. On the other hand, a statistically profound evaluation of these parameters is necessary to assure that only significant influences are included in the combined model. To allow for the systematic analysis of such a system, an appropriate approach is outlined in this paper. Design of Experiment (DoE) methods are fused with accelerated degradation testing (ADT) in a multidimensional model to identify, quantify and statistically assess the relevant influences. The defined procedure is applied to the phenomenon of partial discharge in electrical machines, a damage mechanism of increasing interest for many industrial applications. The system analysis as well as first results of the parameter screening from a conducted pre-study are presented and discussed.
引用
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页数:6
相关论文
共 19 条
[11]   Accelerated degradation tests: Modeling and analysis [J].
Meeker, WQ ;
Escobar, LA ;
Lu, JC .
TECHNOMETRICS, 1998, 40 (02) :89-99
[12]  
Modarres M, 2017, PERFORM ENG SER, P1, DOI 10.1002/9781119388692
[13]  
Montgomery D. C., 2013, Design and Analysis of Experiments
[14]  
Nelson W. B., 2009, Accelerated Testing: Statistical Models, Test Plans, and Data Analysis
[15]   Accelerated Degradation Tests Modeling Based on the Nonlinear Wiener Process with Random Effects [J].
Tang, Shengjin ;
Guo, Xiaosong ;
Yu, Chuanqiang ;
Xue, Haijian ;
Zhou, Zhijie .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
[16]  
Yang, 2007, LIFE CYCLE RELIABILI, DOI [10.1002/9780470117880, DOI 10.1002/9780470117880]
[17]   Degradation-Based Burn-In Planning Under Competing Risks [J].
Ye, Zhi-Sheng ;
Xie, Min ;
Tang, Loon-Ching ;
Shen, Yan .
TECHNOMETRICS, 2012, 54 (02) :159-168
[18]   Designing an accelerated degradation experiment with a reciprocal Weibull degradation rate [J].
Yu, HF .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2006, 136 (01) :282-297
[19]  
Zhao X., 2017, IEEE T RELIAB, V67