Fault Diagnosis Method of Automatic Sorter Equipment Based on Association Rules

被引:0
作者
Zu, Qiaohong [1 ]
Gong, Jiafan [1 ]
机构
[1] Wuhan Univ Technol, Sch Transportat & Logist Engn, Wuhan 430061, Peoples R China
来源
HUMAN CENTERED COMPUTING, HCC 2021 | 2022年 / 13795卷
关键词
Automatic sorter equipment; Fault diagnosis; Association rules; TF-IDF algorithm; Apriori algorithm;
D O I
10.1007/978-3-031-23741-6_26
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Accurately diagnosing the cause of the failure type of the automatic sorter equipment is the basis for accelerating the efficiency of logistics sorting operations. Based on the research on the diagnosis problem of the parcel sorter equipment, based on the analysis of the fault text data, a method of parcel sorter equipment fault diagnosis based on association rules is proposed. First, build a two-layer fault diagnosis model based on the fault text information and expert experience; use the TF-IDFmethod to extract the semantic features of the fault text, and propose an improved Apriori algorithm on the basis of the traditional Apriori algorithm to mine the fault text information. The law of association between. The research results showthat the evaluation indexes of the improvedApriori algorithm are higher than those of the Apriori algorithm, which proves the feasibility of the method.
引用
收藏
页码:285 / 294
页数:10
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