J
Jia Luo
Researcher at North University of China
Publications - 7
Citations - 126
Jia Luo is an academic researcher from North University of China. The author has contributed to research in topics: Computer science & Generative model. The author has an hindex of 2, co-authored 3 publications receiving 38 citations.
Papers
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Journal ArticleDOI
A case study of conditional deep convolutional generative adversarial networks in machine fault diagnosis
Jia Luo,Jinying Huang,Hongmei Li +2 more
TL;DR: An imbalanced fault diagnosis method based on the generative model of conditional-deep convolutional generative adversarial network (C-DCGAN) is presented and could improve the accuracy of fault diagnosis and the generalization ability of the classifier in the case of small samples and display better fault diagnosis performance.
Journal ArticleDOI
Fault Diagnosis for Rotating Machinery Using Multiscale Permutation Entropy and Convolutional Neural Networks.
TL;DR: The proposed method based on MPE and MCFCNN model can diagnose faults with high accuracy, stability, and speed and is compared with single channel convolutional neural networks (CNN) and existing CNN based fusion methods.
Journal ArticleDOI
An evaluation method of conditional deep convolutional generative adversarial networks for mechanical fault diagnosis
TL;DR: This paper presents a new approach to the evaluation of generative models that combines statistical analysis, known as a “superparameter,” with a straightforward and efficient methods called “computational parsimony”.
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SRMANet: Toward an Interpretable Neural Network with Multi-Attention Mechanism for Gearbox Fault Diagnosis
TL;DR: A stacked residual multi-attention network (SRMANet) is proposed as a means of feature extraction of vibration signals, and visualizing the model training process, designing Squeeze-excitation residual blocks to obtain additive features with minimal redundancy and sparsity is recommended.
Journal ArticleDOI
Ultrasound Diagnosis of Breast Masses Based on a Continuous Deep Learning Optimized Ensemble Approach: A Simulated Prospective Study and Multi-Institutional Data Validation
Lin-Yuan Jin,Jiawei Zhou,Ying-ming Cao,Jia Luo,Yanfen Zhang,Min Zhang,Xiaohui Zhou,Qiong Li,Shu Zhou,Si Huang,Dan-Jing Luo,Xingxing Mao,Yuewen Qiu,Liyun Chen,Xiaoyu Yu,Yi Yu,Xiaomeng Yang,Chiling Pan,Hongxin Li,Jingchao Wang,Jieke Liao,Yueai Wang,Qinghai Peng,Zhiyuan Wang,Jian Li +24 more