刘川毓, 张雪霞, 蒋宇, 裴文慧, 陈维荣. 基于MFDFA的PEMFC水淹和膜干故障诊断[J]. 太阳能学报, 2023, 44(8): 85-91. DOI: 10.19912/j.0254-0096.tynxb.2022-0635
引用本文: 刘川毓, 张雪霞, 蒋宇, 裴文慧, 陈维荣. 基于MFDFA的PEMFC水淹和膜干故障诊断[J]. 太阳能学报, 2023, 44(8): 85-91. DOI: 10.19912/j.0254-0096.tynxb.2022-0635
Liu Chuanyu, Zhang Xuexia, Jiang Yu, Pei Wenhui, Chen Weirong. FAULT DIAGNOSIS OF PEMFC FLOODING AND MEMBRANE DRYING BASED ON MFDFA[J]. Acta Energiae Solaris Sinica, 2023, 44(8): 85-91. DOI: 10.19912/j.0254-0096.tynxb.2022-0635
Citation: Liu Chuanyu, Zhang Xuexia, Jiang Yu, Pei Wenhui, Chen Weirong. FAULT DIAGNOSIS OF PEMFC FLOODING AND MEMBRANE DRYING BASED ON MFDFA[J]. Acta Energiae Solaris Sinica, 2023, 44(8): 85-91. DOI: 10.19912/j.0254-0096.tynxb.2022-0635

基于MFDFA的PEMFC水淹和膜干故障诊断

FAULT DIAGNOSIS OF PEMFC FLOODING AND MEMBRANE DRYING BASED ON MFDFA

  • 摘要: 为延长质子交换膜燃料电池(PEMFC)的使用寿命并提升其可靠性,采用基于信号处理的多重分形去趋势波动分析(MFDFA)方法对PEMFC的水管理故障进行诊断。基于MFDFA方法分别对正常、水淹和膜干3种状态下的电压信号进行分析。结果表明:故障时Gr(t)波动函数对数图相对分散、标度指数α在0~2之间、分形维数约为1.6与1.9,正常状态下Gr(t)波动函数对数图收敛、标度指数α在20~40之间、分形维数约为2.15。该方法通过以上3种指标结合,实现了PEMFC水淹和膜干故障诊断。

     

    Abstract: In order to prolong the service life of proton exchange membrane fuel cell(PEMFC) and improve its reliability,a multifractal detrended fluctuation analysis(MFDFA)method based on signal analysis is used to diagnose the water-management issues within the PEMFC. The voltage signals under three states of normal,flooding and membrane drying are analyzed based on the MFDFA method,respectively. The results show that under the faulty states,the logarithmic graph of the Gr(t) wave function is relatively dispersive,the scaling exponent α is between 0 and 2,and the fractal dimension is about 1.6 and 1.9. Under normal state,the logarithm of the Gr(t) wave function is convergent,the scale exponent α is between 20 and 40,and the fractal dimension is about 2.15. This method accomplishes fault diagnosis of flooding and membrane drying inside PEMFC combining with the above indexes.

     

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