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基于Wiener过程的功率变换器剩余寿命评估方法 被引量:2

Remaining Useful Life Evaluation Method of Power Converter Based on Wiener Process
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摘要 针对功率变换器难以准确建立表征其性能退化过程物理模型的问题,提出一种基于Wiener随机过程的剩余寿命评估方法实现其剩余寿命预测。通过分析电路关键元器件退化对电路性能的影响,选用输出电压均值为DC-DC变换电路失效特征参数,利用Wiener过程建立电路性能退化模型,通过逐步递推预测寿命特征参数值并结合电路失效阈值从而实现功率变换器剩余寿命预测。以闭环SEPIC电路为例,分析了建模数据与建模尺度对剩余寿命预测结果的影响,实验验证了该方法的有效性。 Aiming at the challenge of the difficulty in obtaining the accurate mathematical representations of power converters,in this paper,a method based on Wiener random process is proposed,which is used to realize the remaining useful life prediction.This paper analyzes the influence of the key components of the circuit on the circuit performance,selects the average output voltage to be the characteristic parameter,then,uses the method of Wiener process to establish the fault trend model.The remaining useful life prediction of the power converter is realized by step-by-step recurrent,parameters with the failure threshold of the circuit.The closed-loop SEPIC circuit is taken as an example in this study and the influence of the modeling data and size on the prediction results are conducted.Experiment results show that this method is effective.
作者 邵力为 王友仁 孙权 SHAO Liwei;WANG Youren;SUN Quan(College of Automation Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 211106,China)
出处 《机械制造与自动化》 2019年第2期196-201,共6页 Machine Building & Automation
基金 南京航空航天大学研究生开放基金资助项目(kfjj20160305)
关键词 功率变换器 寿命预测 特征参数 维纳过程 power converter remaining useful life prediction characteristic parameter wiener process
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