[HTML][HTML] Rotating machinery fault diagnosis based on convolutional neural network and infrared thermal imaging

LI Yongbo, DU Xiaoqiang, WAN Fangyi… - Chinese Journal of …, 2020 - Elsevier
… This paper develops a fault diagnosis method using CNN for InfRared Thermal (… images
of rotating machinery. Second, the CNN is applied to extract fault features from the IRT images. …

A rotating machinery fault diagnosis method based on feature learning of thermal images

Z Jia, Z Liu, CM Vong, M Pecht - Ieee Access, 2019 - ieeexplore.ieee.org
… A recent fault detection method based on infrared thermography (IRT) for rotating … then
classifying images. The thermal image-based rotating machinery fault diagnosis method used in …

Highly efficient fault diagnosis of rotating machinery under time-varying speeds using LSISMM and small infrared thermal images

X Li, H Shao, S Lu, J Xiang, B Cai - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
problems, this article proposes a new fault diagnosis method with the least square interactive
support matrix machine (LSISMM) and infrared thermal images… of infrared thermal images. …

Thermal imaging and vibration-based multisensor fault detection for rotating machinery

O Janssens, M Loccufier… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
… paper, additional to infrared thermal imaging, we focus on vi… fault detection [17], [18].
Vibration analysis, which uses accelerometer data, is often done based on the physics of the faults

Thermal image based fault diagnosis for rotating machinery

O Janssens, R Schulz, V Slavkovikj, K Stockman… - Infrared Physics & …, 2015 - Elsevier
… Currently, a limited number of machine faults have been studied using thermal imaging. …
fault detection system using infrared imaging, focussing on bearings of rotating machinery. The …

A review of fault diagnosis methods for rotating machinery using infrared thermography

R Wang, X Zhan, H Bai, E Dong, Z Cheng, X Jia - Micromachines, 2022 - mdpi.com
… the infrared thermal camera to collect the infrared thermal images of rotating machinery and
… At present, infrared thermal imaging has been successfully applied to condition monitoring …

Infrared thermography-based fault diagnosis of induction motor bearings using machine learning

A Choudhary, D Goyal, SS Letha - IEEE Sensors Journal, 2020 - ieeexplore.ieee.org
… Younus and Yang in [15] presented an automatic thermal imaging based fault detection
fault detection in rotating machines. Eftekhari et al. in [2] presented a novel thermal imaging

Intelligent fault diagnosis of bearings based on convolutional neural network using infrared thermography

K Sharma, D Goyal, R Kanda - Proceedings of the Institution …, 2022 - journals.sagepub.com
… guarantee smooth operation of machinery and increasing machinery availability. This article
puts forward an intelligent non-invasive thermal images-based fault diagnostic approach to …

Data-driven imbalance and hard particle detection in rotating machinery using infrared thermal imaging

O Janssens, M Loccufier, R Van de Walle… - Infrared Physics & …, 2017 - Elsevier
… after initial fault detectioninfrared thermal imaging is used in combination with image
processing and machine learning for the detection of 12 conditions and faults in rotating machinery

Infrared image combined with cnn based fault diagnosis for rotating machinery

Z Liu, J Wang, L Duan, T Shi… - … on sensing, diagnostics …, 2017 - ieeexplore.ieee.org
… In the experiment we used rotor test bench model of ZT-3, and the model of the infrared
thermal imager is FLIR E50. ZT - 3 rotor experimental platform consists of the governor, base, …