Incipient Fault Detection and Diagnosis : a Hidden Information Detection Problem

被引:0
作者
Delpha, Claude [1 ]
Diallo, Demba [2 ]
机构
[1] Univ Paris 11, Cent Supelec, CNRS, Lab Signaux & Syst L2S, F-91192 Gif Sur Yvette, France
[2] Univ Paris 11, Univ Paris 06, CNRS, Grp Elect Engn Paris GEEPS,Cent Supelec, F-91192 Gif Sur Yvette, France
来源
2015 IEEE 24TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE) | 2015年
关键词
Fault Detection and Diagnosis; Incipient fault; Fault isolation; Hidden information detection; Data Hiding; Steganalysis; QUANTITATIVE MODEL;
D O I
暂无
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
In this paper, we propose an overview of the Fault Detection and Diagnosis concept as the detection and characterisation of a hidden information as usually addressed in Data Hiding approaches. In fact, on one side Fault Detection and Diagnosis is generally studied as the detection and characterization of changes (abrupt or not) in a signal describing the behavior of a system. On the other side, data-hiding depicts the art to embed (hide) an information in a considered host signal. From an attacker point of view, one challenge is to detect and characterize this hidden information. Therefore by drawing a parallel with data hiding, we give a triptych to design and evaluate the performances of Fault Detection and Diagnosis methods. For the particular case of incipient faults nested in noisy corrupted signals (considered as hidden information with statistical transparency performance), we explain the relevance of using data hiding concept for efficient diagnosis purpose. Examples of the preliminary results with such an approach are given.
引用
收藏
页码:837 / 842
页数:6
相关论文
共 28 条
[1]   EEMD-based wind turbine bearing failure detection using the generator stator current homopolar component [J].
Amirat, Yassine ;
Choqueuse, Vincent ;
Benbouzid, Mohamed .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2013, 41 (1-2) :667-678
[2]  
[Anonymous], 2010, ADV STAT STEGANALYSI
[3]  
[Anonymous], IEEE INT C ACC SPEEC
[4]  
[Anonymous], 2004, Data hiding fundamentals and applications: content security in digital multimedia
[5]   Bibliography on induction motors faults detection and diagnosis [J].
Benbouzid, MEH .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 1999, 14 (04) :1065-1074
[6]  
Cover T. M., 2006, Elements of information theory, V2nd, DOI DOI 10.1002/047174882X
[7]  
Cox IJ, 2008, MKS MULTIMED INFORM, P1
[8]   From Model, Signal to Knowledge: A Data-Driven Perspective of Fault Detection and Diagnosis [J].
Dai, Xuewu ;
Gao, Zhiwei .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2013, 9 (04) :2226-2238
[9]  
Delpha C, 2013, LNCS
[10]   Special Section on Condition Monitoring and Fault Accommodation in Electric and Hybrid Propulsion Systems [J].
Diallo, Demba ;
Benbouzid, Mohamed El Hachemi ;
Abul Masrur, M. .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2013, 62 (03) :962-964