Jing-Xiao Liao

PUBLICATIONS

2024

[1] JX Liao, SL Wei, CL Xie, T Zeng, J Sun, S Zhang*, X Zhang*, FL Fan*, BearingPGA-Net: A Lightweight and Deployable Bearing Fault Diagnosis Network via Decoupled Knowledge Distillation and FPGA Acceleration, IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1-14, 2024, Art no. 3506414, doi: 10.1109/TIM.2023.3346517[paper]

"The first lightweight CNN model deployed to the industrial-level pure FPGA chips."

[2] M. Zhang, B. Zhao, J. Sun, Q. Wang*, D. Liu, J. Li, J. Liao*, Research on Driver's Fatigue Detection Based on Information Fusion, Computers, Materials & Continua [paper]

[3] Jing-Xiao Liao, Bo-Jian Hou, Hang-Cheng Dong, Hao Zhang, Xiaoge Zhang, Jinwei Sun, Shiping Zhang*, Feng-Lei Fan*, Quadratic Neuron-empowered Heterogeneous Autoencoder for Unsupervised Anomaly Detection, IEEE Transactions on Artificial Intelligence, doi: 10.1109/TAI.2024.3394795. [paper]

"The approximation theroy of combining quadratic and conventional neural network."

[4] Jing-Xiao Liao , Jipu Li, Hang-Cheng Dong, Meiyan Zhang*, Shiping Zhang*, Xiaoge Zhang* Logarithmic Cumulative Transformation: A Simple Yet Effective Approach for Bearing Remaining Useful Life Prediction, IEEE Transactions on Industrial Informatics, Accept!

[5] Jing-Xiao Liao, Chao He, Jipu Li, Jinwei Sun, Shiping Zhang∗, Xiaoge Zhang∗, Classifier-guided neural blind deconvolution: a physics-informed denoising module for bearing fault diagnosis under heavy noise [paper]

2023

[1] JX Liao, HC Dong, ZQ Sun, J Sun, S Zhang*, FL Fan*, Attention-embedded Quadratic Network (Qttention) for Effective and Interpretable Bearing Fault Diagnosis, IEEE Transactions on Instrumentation and Measurement, vol. 72, pp. 1-13, 2023, Art no. 3511113, doi: 10.1109/TIM.2023.3259031.[paper]

"The first paper that introduced quadratic neural network to bearing fault diagnosis."

[2] JX Liao, HC Dong, L Lou, J Sun, S Zhang*, Multi-task Neural Network Blind Deconvolution and its Application to Bearing Fault Feature Extraction, Measurement Science and Technology, DOI: 10.1088/1361-6501/accbdb.[paper]

"The first paper that utilized convolutional neural network to implement blind deconvolution in vibrational signal processing."

[3] FL Fan, HC Dong, Z Wu, L Ruan, T Zeng, Y Cui, JX Liao, One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic Networks. [paper]

"The theroy about the efficiency of quadratic network."

[4] Xiao-Cong Zhong, Qisong Wang, Dan Liu, Jing-Xiao Liao, Runze Yang, Sanhe Duan, Guohua Ding, Jinwei Sun, A deep domain adaptation framework with correlation alignment for EEG-based motor imagery classification, Computers in Biology and Medicine, DOI:https://doi.org/10.1016/j.compbiomed.2023.107235. [paper]

[5] Wei-En Yu, Jinwei Sun, Shiping Zhang*, Xiaoge Zhang*, Jing-Xiao Liao*, A class-weighted supervised contrastive learning long-tailed bearing fault diagnosis approach using quadratic neural network, [paper]

[6] HC Dong, Y Jiang, Y Huang, J Liao , B Liu, D Ye, G Liu, Rethinking Class Activation Maps for Segmentation: Revealing Semantic Information in Shallow Layers by Reducing Noise, [paper]

[7] XC Zhong, Q Wang, D Liu, Z Chen, J Liao, J Sun, Y Zhang, FL Fan, EEG-DG: A Multi-Source Domain Generalization Framework for Motor Imagery EEG Classification, arXiv preprint arXiv:2311.05415 [paper]

2022

[1] H Dong, J Liao , Y Wang, Y Chen, B Liu, D Ye, G Liu*, Training neural networks for solving 1-D optimal piecewise linear approximation, Neurocomputing, 2022. [paper]

INVITED TALK

Jing-Xiao Liao , Hang-Cheng Dong, Zhi-Qi Sun, Jinwei Sun, Shiping Zhang, Feng-Lei Fan. "Attention-embedded Quadratic Network (Qttention) for Effective and Interpretable Bearing Fault Diagnosis". At the 2nd International High-level Forum on High-end Measurement Instruments & 12th International Symposium on Precision Engineering Measurements and Instrumentation, Guilin, China, 8-10 August, 2022.

AWARD

13th The China Graduate Electric Design Contest, National First Prize

Jing-Xiao Liao, Xiang-Long Kong, Tian-Yu Zou, Da-Peng Chen, 09/2021 - 07/2022

2023 Chen Fang Scholarship, Harbin Institute of Technology

EDUCATIONS

B.S., Harbin Institute of Technology, Harbin, China

Measurement and Control Technology and Instrumentation

09/2013 - 07/2017

M.Eng., Harbin Institute of Technology, Harbin, China

Instrumentation Engineering

07/2017 - 09/2019

Ph.D. Candidate, Harbin Institute of Technology, Harbin, China

Instrumentation Science and Technology

03/2021 - Present

Ph.D. Candidate, The Hong Kong Polytechnic University, Hong Kong, SAR of China

Industrial and Systems Engineering

09/2023 - Present