Fault diagnosis for rotating machinery: A method based on image processing

C Lu, Y Wang, M Ragulskis, Y Cheng - PloS one, 2016 - journals.plos.org
rotating machinery. This paper presents a multi-discipline method based on image-processing
for fault diagnosis of rotating machinery. … the field of image processing to realize automatic …

Thermal image based fault diagnosis for rotating machinery

O Janssens, R Schulz, V Slavkovikj, K Stockman… - Infrared Physics & …, 2015 - Elsevier
… of machine faults have been studied using thermal imaging. … infrared imaging, focussing on
bearings of rotating machinery. … types of image processing and machine learning steps are …

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
… Therefore, in order to make the image processing process more efficient, the method
developed in this paper includes a preprocessing step of cutting off the redundant part of the …

A review of condition monitoring and fault diagnosis and detection of rotating machinery based on image aspects

O AlShorman, M Masadeh, F Alkahtani… - … conference on data …, 2020 - ieeexplore.ieee.org
… The proposed study's main contribution is to review image analysis and image
processing-based methods for CM and FDD of two types of RMs; wind turbines and gearboxes. The …

Intelligent fault diagnosis of rotating machinery using infrared thermal image

AMD Younus, BS Yang - Expert Systems with Applications, 2012 - Elsevier
… to process the data acquired from machine. The early one of these techniques which frequently
uses for processing … FFT is also employed as an image processing tool to handle of two-…

[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
… Deep learning models have shown good performance in image processing. There are
four common deep learning models, including Deep Belief Nets (DBNs), 37 Deep Neural …

Image feature extraction based on HOG and its application to fault diagnosis for rotating machinery

J Chen, D Zhou, Y Wang, H Fu… - Journal of Intelligent & …, 2018 - content.iospress.com
… on image processing for fault diagnosis of rotating machinery. … in the field of image
processing to realize automatic feature … a basis for the following image-based feature extraction. …

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
… fault diagnosis, and introduces the basic theory of IRT, image processing technology and
fault diagnosis methods of rotating machinery in detail. Finally, the review is summarized and …

Thermal image enhancement using bi-dimensional empirical mode decomposition in combination with relevance vector machine for rotating machinery fault …

BS Yang, F Gu, A Ball - Mechanical Systems and Signal Processing, 2013 - Elsevier
… system for rotating machinery using thermal imaging is … decomposition (BEMD) for image
enhancement, a generalized … Image enhancement, which is a function of image processing

Vibration image representations for fault diagnosis of rotating machines: a review

HOA Ahmed, AK Nandi - Machines, 2022 - mdpi.com
… , image acquisition, image processing, and image analysis in … image representations in the
field of rotating machine fault … techniques in the field of rotating machine fault diagnosis, and …