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"Evaluation of Different Bearing Fault Classifiers in Utilizing CNN Fea" by Wenlang Xie, Zhixiong Li et al.

In aerospace, marine, and other heavy industries, bearing fault diagnosis has been an essential part of improving machine life, reducing economic losses, and avoiding safety problems caused by machine bearing failures. Most existing bearing fault diagnosis methods face challenges in extracting the fault features from raw bearing fault data. Compared with traditional methods for bearing fault characteristics extraction, deep neural networks can automatically extract intrinsic features without expert knowledge. The convolutional neural network (CNN) was utilized most widely in extracting representative features of bearing faults. Fundamental to this, the hybrid models based on the CNN and individual classifiers were proposed to diagnose bearing faults. However, CNN may not be suitable for all bearing fault classifiers. It is crucial to identify the classifiers which can maximize the CNN feature extraction ability. In this paper, four hybrid models based on CNN were built, and their fault ....

Bearing Fault Classifier , Bearing Fault Diagnosis , Convolutional Neural Network , Deep Learning , Feature Extraction , Machine Learning ,

Lensless Optoelectronic Neural Network Opens Machine Vision Possibilities | Research & Technology

Researchers led by Hongwei Chen of the Beijing National Research Center for Information Science and Technology and Tsinghua University have developed ....

Zhongwei Chen , National Research Center , Courtesy Of Tsinghua University , Tsinghua University , Beijing National Research Center , Information Science , Research Amp Technology , Machine Vision , Convolutional Neural Network , Optical Neural Network , Optoelectronic Neural Network ,

Artificial Intelligence (AI) Patent Filings Continue Explosive Growth Trend At The USPTO - Patent

Artificial Intelligence (AI) Patent Application filings continue their explosive growth trend at the U.S. Patent Office (USPTO). ....

United States , Technology Tech , Us Patent Office , Tech Centers , National Security , Convolutional Neural Network , Trademark Office , How To Patent Software Inventions , Tech Center , Next Summary , Patent Application , United States Patent , Artificial Intelligence , Chief Economist , Fart Unit , Such Art Units , Electronic Commerce , Patent Software Inventions , Artificial Intelligence Ai Patent Filings Continue Explosive Growth Trend At The Uspto , Intellectual Property , New Technology ,

Artificial Intelligence Can Forecast Damaging Solar Storms

Artificial Intelligence Can Forecast Damaging Solar Storms
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