An open-source mechanical failure dataset is available, comprising 30+ categories including bearings, gears, pumps, and others.(30余个开源故障诊断和预测数据集,不断更新中)
☆108Jun 24, 2025Updated 8 months ago
Alternatives and similar repositories for Machine-Fault-Dataset
Users that are interested in Machine-Fault-Dataset are comparing it to the libraries listed below
Sorting:
- This is a benckmark for domain generalization-based fault diagnosis (基于领域泛化的相关代码)☆124Dec 13, 2024Updated last year
- This reposotory release a bearing failure dataset, which can support intelliegnt fault diagnosis research(实验室自采轴承开源数据集,包含稳定转速和时变转速)☆102May 24, 2025Updated 9 months ago
- This is a reposotory that includes paper、code and datasets about domain generalization-based fault diagnosis and prognosis. (基于领域泛化的故障诊断和…☆387Jun 28, 2025Updated 8 months ago
- Awsome-Multi-modal-based PHM (基于多模态的故障诊断和预测)☆95Jun 28, 2025Updated 8 months ago
- Importance-aware Subgraph Convolutional Networks Based on Multi-source Information Fusion for Cross-domain Mechanical Fault Diagnosis☆50Feb 26, 2025Updated last year
- This is an open source lib called "DGFDBenchmark" for domain-generalization-based fault diagnosis☆106Apr 27, 2025Updated 10 months ago
- 智能故障诊断和寿命预测期刊(Journals of Intelligent Fault Diagnosis and Remaining Useful Life)☆438Jan 11, 2026Updated last month
- Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization☆543Oct 10, 2024Updated last year
- Interpretable Physics-informed Domain Adaptation Paradigm for Cross-machine Transfer Fault Diagnosis (故障诊断)☆42May 13, 2024Updated last year
- A benchmark fault diagnosis dataset comprises vibration data collected from a gearbox under variable working conditions with intentionall…☆84Nov 26, 2025Updated 3 months ago
- A transfer learning fault diagnosis repository covering popular algorithms☆339Aug 6, 2024Updated last year
- [MSSP 2023] Mutual-assistance semisupervised domain generalization network for intelligent fault diagnosis under unseen working condition…☆16Apr 3, 2024Updated last year
- SDUST dataset for fault diagnosis pulished by Shandong University of Science and Technology☆40Oct 15, 2024Updated last year
- [RESS 2022] Adaptive open set domain generalization network: Learning to diagnose unknown faults under unknown working conditions☆18Nov 14, 2024Updated last year
- The intelligent fault diagnosis of HNU IDG☆122Nov 9, 2022Updated 3 years ago
- WT-planetary-gearbox-datasets☆86Oct 9, 2025Updated 4 months ago
- AAAI 2025: BearLLM: A Prior Knowledge-Enhanced Bearing Health Management Framework with Unified Vibration Signal Representation☆91Apr 12, 2025Updated 10 months ago
- 基于注意力机制的少量样本故障诊断 pytorch☆276Jun 26, 2025Updated 8 months ago
- MSIFT: A Novel End-to-End Mechanical Fault Diagnosis Framework under Limited & Imbalanced Data Using Multi-Source Information Fusion☆66Feb 26, 2025Updated last year
- Source codes for the paper "Applications of Unsupervised Deep Transfer Learning to Intelligent Fault Diagnosis: A Survey and Comparative …☆524Mar 1, 2022Updated 4 years ago
- this code library is mainly about applying graph neural networks to intelligent diagnostic and prognostic.☆316Jan 31, 2023Updated 3 years ago
- Dual Adversarial and Contrastive Network for Single-Source Domain Generalization in Fault Diagnosis☆17Mar 7, 2025Updated 11 months ago
- Source codes for the paper "Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study"☆746Nov 20, 2021Updated 4 years ago
- This code is about the implementation of Domain Adversarial Graph Convolutional Network for Fault Diagnosis Under Variable Working Condit…☆195May 6, 2021Updated 4 years ago
- An official code for paper: TFPred: Learning discriminative representations from unlabeled data for few-label rotating machinery fault di…☆70Jul 28, 2024Updated last year
- [MSSP] Dual Disentanglement Domain Generalization Method for Rotating Machinery Fault Diagnosis☆26Jul 6, 2025Updated 7 months ago
- 一种数字孪生辅助的高度不平衡故障诊断新框架☆109Mar 17, 2024Updated last year
- An AI-based system utilizing Graph Neural Networks (GNNs) for real-time anomaly detection and fault diagnosis in spacecraft engines. It c…☆16Nov 4, 2024Updated last year
- 一种轻量化故障诊断框架——LiConvFormer☆149Dec 24, 2024Updated last year
- Multi-sensor data collection gathered to expand research on anomaly detection, fault diagnosis, and predictive maintenance, mainly using …☆40Aug 7, 2025Updated 6 months ago
- Code for the paper "A Novel Interpretable Model via Algorithm Unrolling for Intelligent Fault Diagnosis of Machinery"☆13Dec 14, 2024Updated last year
- A few shot learning repository for bearing fault diagnosis.☆105Aug 3, 2023Updated 2 years ago
- Implementation of the model-agnostic meta-learning framework on CWRU bearing fault dataset to address cross-domain few-shot fault diagnos…☆97Feb 14, 2025Updated last year
- Deep discriminative transfer learning network for cross-machine fault diagnosis☆119Dec 14, 2024Updated last year
- 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)☆36Jan 30, 2026Updated last month
- This is a reposotory that includes paper about LLM-based fault diagnosis and prognosis. (基于大模型的故障诊断和预测,持续更新)☆164Feb 6, 2026Updated 3 weeks ago
- Zero-shot fault diagnosis on the Tennessee–Eastman process by attribute fusion transfer. Paper: Attribute fusion transfer for zero-shot f…☆34Oct 12, 2023Updated 2 years ago
- The dataset contains the three-phase current signals measured from a squirrel-cage induction motor. The experimental tests were carried o…☆12Jul 21, 2025Updated 7 months ago
- 基于机器学习的机械故障诊断☆18Feb 27, 2024Updated 2 years ago