A NEURAL-NETWORK APPROACH TO INSTRUMENT FAULT-DETECTION AND ISOLATION

被引:45
作者
BERNIERI, A
BETTA, G
PIETROSANTO, A
SANSONE, C
机构
[1] UNIV SALERNO,DEPT INFORMAT ENGN & ELECT ENGN,I-84024 FISCIANO,ITALY
[2] UNIV NAPLES FEDERICO II,DEPT SYST & COMP ENGN,I-80125 NAPLES,ITALY
关键词
D O I
10.1109/19.387323
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 [电气工程]; 0809 [电子科学与技术];
摘要
An Instrument Fault Detection and Isolation (IFDI) technique based on the use of an Artificial Neural Network (ANN) is proposed, The ANN input layer is fed by instrument outputs, and its output layer gives information for instrument diagnosis, The method adopted is described in detail and tested on a complex automatic measurement station for induction motor testing, The performance of the proposed IFDI scheme is experimentally evaluated mainly in terms of correct diagnosis, incorrect: fault isolation, missed fault detection, and false alarms, The proposed diagnostic scheme performs well also out of the domain in which it was trained.
引用
收藏
页码:747 / 750
页数:4
相关论文
共 15 条
[1]
BERNIERI A, 1993, IMTC/93 - IEEE INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE : CONFERENCE RECORD, P564
[2]
BERNIERI A, 1993, IMTC/93 - IEEE INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE : CONFERENCE RECORD, P570
[3]
BETTA G, 1991, 12 P IMEKO WORLD C B, P1377
[4]
BETTA G, 1990, P W SIMULATION MULTI, P89
[5]
ANALYTICAL REDUNDANCY AND THE DESIGN OF ROBUST FAILURE-DETECTION SYSTEMS [J].
CHOW, EY ;
WILLSKY, AS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1984, 29 (07) :603-614
[6]
INSTRUMENT FAULT-DETECTION [J].
CLARK, RN .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1978, 14 (03) :456-465
[7]
CORDELLA LP, 1993, 8TH P SCIA TROMS, P539
[8]
FAULT-DIAGNOSIS IN DYNAMIC-SYSTEMS USING ANALYTICAL AND KNOWLEDGE-BASED REDUNDANCY - A SURVEY AND SOME NEW RESULTS [J].
FRANK, PM .
AUTOMATICA, 1990, 26 (03) :459-474
[9]
KRAMER MA, 1988, AICHE J
[10]
Leave C., 1992, J OPER RES SOC, V43, P1106