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liumin-serendipity's Projects

bg-cnn-for-dc-motor-fdi icon bg-cnn-for-dc-motor-fdi

BG-CNN: A Hybrid Fault Diagnosis Method for Improved Fault Isolation. This repository presents the BG-CNN method, a novel approach that combines the Bond-Graph technique with Convolutional Neural Networks (CNNs) for efficient fault isolation.

dlwcb icon dlwcb

基于Laplace小波卷积和BiGRU的少量样本故障诊断方法 (Small sample fault diagnosis based on Laplace wavelet convolution and BiGRU)

dphgnn icon dphgnn

DPHGNN: A Dual Perspective Hypergraph Neural Networks [KDD'24 Paper]

ewsnet icon ewsnet

Physics-informed Interpretable Wavelet Weight Initialization and Balanced Dynamic Adaptive Threshold for Intelligent Fault Diagnosis of Rolling Bearings pytorch

hgnn icon hgnn

Hypergraph Neural Networks (AAAI 2019)

hustmotor-multi-modal-dataset icon hustmotor-multi-modal-dataset

This repository has open-sourced a dataset of motor failure, including vibration signals and audio signals.(实验室自采多模态电机故障数据,振动信号+声音信号)

hypernetx icon hypernetx

Python package for hypergraph analysis and visualization.

itransformer icon itransformer

Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight), https://openreview.net/forum?id=JePfAI8fah

mealpy icon mealpy

A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)

msi2da-net icon msi2da-net

Importance-aware Subgraph Convolutional Networks Based on Multi-source Information Fusion for Cross-domain Mechanical Fault Diagnosis

pinn4soh icon pinn4soh

A physics-informed neural network for battery SOH estimation

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