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Min Xia

Western University

1151 Richmond St

London, N6A 3K7

Canada

SCHOLARLY PAPERS

7

DOWNLOADS

355

TOTAL CITATIONS

3

Scholarly Papers (7)

Element-Wise Multiplication Based Deeper Physics-Informed Neural Networks

Number of pages: 13 Posted: 23 Oct 2024
Lancaster University, Lancaster University, Lancaster University and Western University
Downloads 73 (863,736)

Abstract:

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Physics-informed neural network, AI for Science, Numerical methods for PDE

Element-Wise Multiplication Based Deeper Physics-Informed Neural Networks

Number of pages: 14 Posted: 20 Dec 2024
Lancaster University, Lancaster University, Lancaster University and Western University
Downloads 53 (1,049,673)

Abstract:

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Physics-Informed Neural Networks, deep learning, Partial differential equations

2.

Deeper-Pinns: Unlocking the Power of Deep Physics-Informed Neural Networks

Number of pages: 14 Posted: 27 May 2025
Lancaster University, Western University, Lancaster University and Lancaster University
Downloads 58 (980,173)

Abstract:

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Physics-Informed Neural Networks, Deep learning, Partial differential equations

3.

Mask-PINNs: Mitigating Internal Covariate Shift in Physics-Informed Neural Networks

Number of pages: 18 Posted: 22 Oct 2025
Lancaster University, Lancaster University, Lancaster University and Western University
Downloads 42 (1,157,785)

Abstract:

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Deep learning, Physics-informed neural networks, Partial differential equations, Scientific machine learning

4.

Speed-Guided Diffusion Probabilistic Model Integrated with Variational Autoencoder for Fault Diagnosis Under Limited Data

Number of pages: 11 Posted: 16 Aug 2025
Tongji University, Tongji University, Western University, Guangzhou University and University of Manitoba
Downloads 34 (1,318,317)

Abstract:

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Fault diagnosis, denoising diffusion probability model, Variational Autoencoder, Data augmentation

5.

A Novel Adaptive Multi-Domain Information Fusion Dual-Stream Network For Rv Reducer Fault Diagnosis

Number of pages: 24 Posted: 05 Jun 2025
Anhui University, Anhui University, Soochow University, Western University and Anhui University
Downloads 34 (1,263,436)

Abstract:

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Multidomain Information Fusion, Multilevel attention, Dual-stream network, Fault diagnosis, RV Reducers

6.

Spatio-Temporal Attention-Based Hidden Physics-Informed Neural Network for Remaining Useful Life Prediction

Number of pages: 14 Posted: 28 May 2024
Feilong Jiang, Xiaonan Hou and Min Xia
Lancaster University, Lancaster University and Western University
Downloads 33 (1,277,121)
Citation 3

Abstract:

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Remaining useful life (RUL), physics-informed machine learning, Feature fusion

7.

A Unified Cross-Modal Adaptive Contrastive Learning Framework for Acoustic Fault Diagnosis of Rolling Bearing Under Limited & Imbalanced Data

Number of pages: 34 Posted: 16 Sep 2025
Anhui University, Anhui University, Anhui University, Anhui University, Soochow University and Western University
Downloads 28 (1,345,526)

Abstract:

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fault diagnosis, rolling bearing, L&I problems, Cross-modal fusion, Contrastive learning.