Serial wound starter motor faults diagnosis using artificial neural network

被引:11
作者
Bayir, R [1 ]
Bay, ÖF [1 ]
机构
[1] Gazi Univ, Fac Tech Educ, Dept Elect & Comp, TR-06500 Ankara, Turkey
来源
ICM '04: PROCEEDINGS OF THE IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS 2004 | 2004年
关键词
D O I
10.1109/ICMECH.2004.1364436
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
This paper presents a fault diagnosis system for a serial wound starter motor based on multilayer feed forward artificial neural network (ANN). Starter motor acts an Internal Combustion (IC) engine and has a vital importance for all vehicles. That is because, if the starter motor fault occurred, the vehicle cannot be run. Especially in emergency vehicles (ambulance, fire engine, etc) starter motor faults causes the faults. This ANN based fault detection system has been developed for implementation on the emergency vehicles. Information of starter motor current is acquired and then it is practiced on a neural network,fault diagnosis (NNFD) system. The multilayer feed forward neural network structures are used. Feed forward neural network is trained using the effective in back propagation algorithm. NNFD system is detection of six types of starter motor faults. NNFD system is able to diagnose the faults that can be seen in most frequencies in starter motors.
引用
收藏
页码:194 / 199
页数:6
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