A Wireless Sensor System for Prognostics and Health Management

被引:47
作者
Cheng, Shunfeng [1 ]
Tom, Kwok [2 ]
Thomas, Larry [3 ]
Pecht, Michael [4 ]
机构
[1] Univ Maryland, CALCE, Prognost & Hlth Management Lab, College Pk, MD 20742 USA
[2] USA, Res Lab, Adelphi, MD 20783 USA
[3] EPrognost Syst LLC, Leander, TX 78641 USA
[4] City Univ Hong Kong, Prognost & Hlth Management Ctr, Hong Kong, Hong Kong, Peoples R China
关键词
Cross-validation; prognostics and health management (PHM); radio frequency identification (RFID); sequential probability ratio test (SPRT); wireless sensor system; ELECTRONICS;
D O I
10.1109/JSEN.2009.2035817
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper introduces a novel radio-frequency-based wireless sensor system and describes its prognostics and health management functions. The wireless sensor system includes a radio frequency identification sensor tag, a wireless reader, and diagnostic-prognostic software. The software uses the sequential probability ratio test with a cross-validation procedure to detect anomalies, assess degradation, and predict failures. The prognostic performance of the sensor system is demonstrated by a field application.
引用
收藏
页码:856 / 862
页数:7
相关论文
共 13 条
[1]  
Cheng S., 2009, P 5 ANN IEEE C AUT S, P102
[2]  
CHENG S, 2008, P IDETC CIE 2008 BRO
[3]  
Gross K.C., 2002, Proceedings of the 2002 International Conference on Machine Learning and Applications, P204
[4]   Prognostics implementation of electronics under vibration loading [J].
Gu, Jie ;
Barker, Donald ;
Pecht, Michael .
MICROELECTRONICS RELIABILITY, 2007, 47 (12) :1849-1856
[5]  
HASTIE H, 2009, ELEMENT STAT LEARNIN, P219
[6]  
HESS A, 2005, P IEEE AER C NEW YOR
[7]  
Kohavi R, 1995, P 14 INT JOINT C ART, V2, P1137, DOI DOI 10.5555/1643031.1643047
[8]  
PECHT M, 1995, J INST ENVIRON SCI, V38, P30
[9]  
Pecht M., 2009, ENCY STRUCTURAL HLTH
[10]  
SCHWABACHER M, 2007, P AAAI FALL S WORK N