本项目旨在构建一个高精度、跨域鲁棒性强的智能故障诊断系统，应用于旋转机械（如轴承）的故障检测和分类。项目将复杂的时域振动信号转化为时频图像，并利用卷积神经网络 (CNN) 进行特征提取和诊断。 项目的核心创新点在于深度迁移学习 (Deep Transfer Learning) 的应用，通过在源域（如 CWRU 公开数据集）训练的模型，快速适应和优化目标域（实际工业数据集）的诊断任务，以解决工业数据采集成本高、故障样本稀缺的问题。
☆24Dec 2, 2025Updated 7 months ago
Alternatives and similar repositories for fault_detection
Users that are interested in fault_detection are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 该项目实现了一个基于迁移学习的轴承故障诊断系统，目的是通过源域数据训练模型，并通过迁移学习方法对目标域进行故障分类。我们使用了多种深度学习 技术，包括多模态残差网络（Multimodal ResNet）和基于特征的对抗网络（DANN），以提升目标域数据的分类效果。☆20Sep 25, 2025Updated 9 months ago
- 本项目旨在实现轴承故障的自动分类。通过对原始轴承振动信号进行包络分析、带通滤波、希尔伯特变换及短时傅立叶变换等处理，将其转换为二维图谱，再利用 2D 卷积神经网络对这些图谱特征进行学习，从而实现对轴承故障类型的精准识别，为轴承故障诊断提供高效解决方案。☆17Aug 25, 2025Updated 10 months ago
- 基于深度学习的风电机组机械故障智能识别方法研究☆15Apr 13, 2024Updated 2 years ago
- This code repository is the source code of the paper "Deep Long-Range Spatiotemporal Dependency Synthetic Minority Oversampling Technique…☆15Nov 21, 2025Updated 8 months ago
- ChatGPT stays on your Mac's system tray☆15Jul 30, 2024Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- A comprehensive benchmark of 16 Deep Learning models (including ResNet, LSTM, Transformer, DenseNet) for CWRU Bearing Fault Diagnosis usi…☆17Nov 21, 2025Updated 8 months ago
- 采用深度学习方法进行刀具识别。☆23Feb 10, 2019Updated 7 years ago
- Python code for implementing the Continuous Wavelet Transform.☆20Feb 21, 2018Updated 8 years ago
- 本项目聚焦股票收盘价预测任务，以谷歌（GOOG）2006-2017 年的历史股票数据为训练基础，构建 Transformer 与 LSTM 两种深度学习模型并开展对比实验。核心目标是通过历史股票特征（如开盘价、最高价、最低价、成交量等）预测未来某一交易日的收盘价，通过对比两…☆17Aug 25, 2025Updated 10 months ago
- A retro-futuristic, NASA-punk styled 3D interactive solar system observatory built with Three.js.☆24May 9, 2026Updated 2 months ago
- [MSSP] Dual Disentanglement Domain Generalization Method for Rotating Machinery Fault Diagnosis☆36Jul 6, 2025Updated last year
- 用于提取文件间差异数据，并且用于在两个端点之间进行差异化的文件同步。核心采用 rsync 算法，并且支持多轮同步以及就地构造文件。☆37Mar 7, 2019Updated 7 years ago
- CNN and LSTM have been trained on CWRU Bearing Dataset and results tested on Simulink Data☆19Oct 5, 2024Updated last year
- Fault Detection Algorithms for Achieving Service Continuity in Photovoltaic Farms☆27Feb 11, 2025Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A Foundation Model for Industrial Signal Comprehensive Representation☆74Jun 23, 2026Updated 3 weeks ago
- 本科毕业设计，液态金属性能预测和训练平台，用Django作为后端，Echarts呈现图表的可视化数据大屏☆13May 16, 2022Updated 4 years ago
- 用CGAN训练时频域特征生成特征样本，数据集非图片数据集，用到了dataset自定义的数据集。☆12Apr 30, 2022Updated 4 years ago
- Physical-knowledge-Guided and Explainable CNNs for Gear Fault Severity Level Diagnosis☆22Feb 6, 2026Updated 5 months ago
- ☆41Dec 21, 2021Updated 4 years ago
- Implementation of followinf estimation algorithms in python: Kalman Filter, Extended Kalman Filter, Unscented Kalman Filter, Cubature Kal…☆11Dec 2, 2023Updated 2 years ago
- Bearing Fault Detection☆21Jun 9, 2024Updated 2 years ago
- [Information Fusion 2025] Official Pytorch implementation for "FS-Diff: Semantic guidance and clarity-aware simultaneous multimodal image…☆28Sep 12, 2025Updated 10 months ago
- EDA and Time Series Stream Clustering for London Smart Meter Dataset, using Autoencoder with Kmeans algorithm, DB Scan, and Hierarchical …☆12Jul 13, 2021Updated 5 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- This is a project for mechanical fault detection. The reason why it is called cute little bird may be because the eyesight of birds is pa…☆15Feb 2, 2024Updated 2 years ago
- A comprehensive gear eccentricity dataset with multiple fault severity levels: Description, characteristics analysis, and fault diagnosis…☆13May 26, 2026Updated last month
- MSTDA☆11Oct 16, 2024Updated last year
- 1) How to Prepare Time Series Data for CNNs and LSTMs?? 2) How to Develop CNNs for Time Series Forecasting?? 3) How to Develop LSTMs for …☆12May 12, 2024Updated 2 years ago
- 数控加工单元数字孪生☆13Jul 6, 2021Updated 5 years ago
- Case Western Reserve University Bearing Fault Dataset☆51Feb 17, 2021Updated 5 years ago
- Implementation of a regression capsule network for use in li-ion battery RUL☆10Nov 17, 2022Updated 3 years ago
- The main code of our proposed multi-resolution interactive transformer☆11May 16, 2025Updated last year
- 【MSSP 2025】Discrete Wavelet Convolutional Network with Cross-Contrast Perturbation for Single Domain Generalization in Fault Diagnosis☆29Sep 19, 2025Updated 10 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- 你好啊，我是阿月！（Readme Only）☆36Nov 10, 2025Updated 8 months ago
- MEAformer: An all-MLP Transformer with Temporal External Attention for Long-term Time Series Forecasting☆13Apr 27, 2024Updated 2 years ago
- This project is for paper " PFFN: A Parallel Feature Fusion Network for Remaining Useful Life Early Prediction of Lithium-ion Battery …☆10Apr 17, 2024Updated 2 years ago
- TPAMI 2025: Spatial Frequency Modulation for Semantic Segmentation☆55Jan 28, 2026Updated 5 months ago
- Digital Twin of an Induction Motor: Fault Analysis and Predictive Maintenance☆18Jan 13, 2024Updated 2 years ago
- FD-MVLLM: Fault Diagnosis Based on Multimodal Vibration Data and Large Language Model for Bearing☆81Jan 21, 2026Updated 6 months ago
- BG-CNN: A Hybrid Fault Diagnosis Method for Improved Fault Isolation. This repository presents the BG-CNN method, a novel approach that …☆12Jun 25, 2024Updated 2 years ago