ZHAO XinYu, FAN Jun, HE Fang, et al. FAULT DIAGNOSIS OF PUMPING UNIT BASED ON GLOBAL AND LOCAL FEATURES. [J]. Journal of Mechanical Strength 45(6):1286-1292(2023)
DOI:
ZHAO XinYu, FAN Jun, HE Fang, et al. FAULT DIAGNOSIS OF PUMPING UNIT BASED ON GLOBAL AND LOCAL FEATURES. [J]. Journal of Mechanical Strength 45(6):1286-1292(2023) DOI: 10.16579/j.issn.1001.9669.2023.06.003.
FAULT DIAGNOSIS OF PUMPING UNIT BASED ON GLOBAL AND LOCAL FEATURES
In order to accurately and timely judge the fault location of pumping unit and change the inefficient manual fault diagnosis mode
a fault identification method of pumping unit based on Mahalanobis Taguchi system was proposed . Firstly
the geometric and shape characteristics of the indicator diagram were analyzed. Secondly
feature extraction of indicator diagram was carried out by combining global and local features. Then
Mahalanobis distance was used as the measurement index
and the sensitive feature variables of each fault were screened by constructing and modifying feature subset. Finally
the multi-classification Mahalanobis Taguchi system was established to realize fault identification and compared with the traditional manual identification method
and the feasibility and effectiveness of the proposed method was verified by taking the oil well data in the Shixi operation area of Karamay as an example.
关键词
全局特征局部特征抽油机故障诊断示功图马田系统
Keywords
Global featuresLocal featuresFault diagnosis of pumping unitIndicator diagramMahalanobis Taguchi system