ON THE APPLICATION OF A MACHINE LEARNING TECHNIQUE TO FAULT-DIAGNOSIS OF POWER DISTRIBUTION LINES

被引:22
作者
TOGAMI, M
ABE, N
KITAHASHI, T
OGAWA, H
机构
[1] KYUSHU INST TECHNOL,IIZUKA,FUKUOKA,JAPAN
[2] OSAKA UNIV,IBARAKI,OSAKA,JAPAN
[3] TOGAMI ELECT,SAGA,JAPAN
关键词
MACHINE LEARNING; FAULT DIAGNOSIS; POWER DISTRIBUTION; DECISION TREE; CATEGORY; ATTRIBUTE;
D O I
10.1109/61.473361
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 presents one method for fault diagnosis of power distribution lines by using a decision tree. The conventional method, using a decision tree, applies only to discrete attribute values, To apply it to fault diagnosis of power distribution lines, in practice it must be revised in order to treat attributes whose values range over certain widths, This is because the sensor value or attribute value varies owing to the resistance of the fault point or is influenced by noise, The proposed method is useful when the attribute value has such a property, and it takes into consideration the cost of acquiring the information and the probability of the occurrence of a fault.
引用
收藏
页码:1927 / 1936
页数:10
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