Fault diagnosis in split-system air conditioner by analyzing the chaos in the electrical current signal

被引:0
作者
de Oliveira, Anderson Carlos [1 ]
Lima Filho, Abel Cavalcante [1 ]
da Silva, Julio Cesar [1 ]
Belo, Francisco Antonio [1 ]
de Brito, Alisson Vasconcelos [2 ]
Ramos, Jorge Gabriel Gomes de Souza [3 ]
机构
[1] Univ Fed Paraiba, Postgrad Program Mech Engn, BR-58051900 Joao Pessoa, Brazil
[2] Univ Fed Paraiba, Informat Dept, BR-58051900 Joao Pessoa, Brazil
[3] Univ Fed Paraiba, Phys Dept, BR-58051900 Joao Pessoa, Brazil
关键词
FDD; Predictive maintenance; Air conditioner; Electrical signal; Chaos; SAC-DM;
D O I
10.1016/j.ijrefrig.2025.01.011
中图分类号
O414.1 [热力学];
学科分类号
摘要
Computational technological advances for data processing have increasingly contributed to the evolution of predictive techniques for fault detection and diagnosis (FDD) of motors and machines. As a novelty, this article presents the application of the Signal Analysis based on Chaos using Density of Maxima (SAC-DM) technique in split-system air conditioner equipment to diagnose the occurrence of faults. To this end, a short-term acquisition of the electrical signal at the equipment input was carried out in a non-invasive way, subsequently, the proposed technique is used for diagnosing compressor capacitor degradation and incrustation in the condenser and evaporator units at different blocking levels. The results prove a better accuracy compared to the Fast Fourier transform (FFT), making it possible to detect and diagnose air conditioner faults, with an accuracy of 100 % for FDD of single faults, 96.55 % for detection and 82.76 % for diagnosis of dual faults. In addition, the technique demands only short-term data acquisition and a single experiment to detect and diagnose the faults.
引用
收藏
页码:228 / 239
页数:12
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