CHAOZHAO-1 / LLM-based-PHMView external linksLinks
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)
☆162Feb 6, 2026Updated last week
Alternatives and similar repositories for LLM-based-PHM
Users that are interested in LLM-based-PHM are comparing it to the libraries listed below
Sorting:
- MSGPT: LLM-based Semantic Prompt Framework under Multi-sensor Data for Mechanical Fault Diagnosis☆19Mar 15, 2025Updated 10 months ago
- AAAI 2025: BearLLM: A Prior Knowledge-Enhanced Bearing Health Management Framework with Unified Vibration Signal Representation☆91Apr 12, 2025Updated 10 months ago
- Source codes for the paper "Domain generalization for rotating machinery fault diagnosis: A survey" published in Advanced Engineering Inf…☆50Jan 2, 2025Updated last year
- 用于预测性维护与健康管理的大型语言模型(故障诊断大模型;剩余使用寿命预测大模型)☆101Dec 15, 2025Updated last month
- [IEEE TII] Balancing Discrepancy and Consistency: Adversarial Single Domain Generalization in Fault Diagnosis☆27Nov 26, 2025Updated 2 months ago
- A Semi-supervised Gaussian Mixture Variational Autoencoder method for few-shot fine-grained fault diagnosis☆44Jun 24, 2024Updated last year
- Code for paper being submitted☆14Jul 9, 2025Updated 7 months ago
- Importance-aware Subgraph Convolutional Networks Based on Multi-source Information Fusion for Cross-domain Mechanical Fault Diagnosis☆50Feb 26, 2025Updated 11 months ago
- Awsome-Multi-modal-based PHM (基于多模态的故障诊断和预测)☆95Jun 28, 2025Updated 7 months ago
- The open-source code of "CS-SHAP: Extending SHAP to Cyclic-Spectral Domain for Better Interpretability of Intelligent Fault Diagnosis".☆19Jul 12, 2025Updated 7 months ago
- M-band Wavelet Network for Anomaly Detection from a Frequency Perspective☆14May 14, 2025Updated 9 months ago
- ☆16May 20, 2024Updated last year
- This is a benckmark for domain generalization-based fault diagnosis (基于领域泛化的相关代码)☆121Dec 13, 2024Updated last year
- Source code for the paper "Evaluating calibration of deep fault diagnostic models under distribution shift" published in Journal Computer…☆20Jul 3, 2025Updated 7 months ago
- Wide Kernel Time-Frequency Fusion (WTFF)--Multi-Domain Time-Frequency Fusion Feature Contrastive Learning for Machinery Fault Diagnosis☆13Mar 21, 2025Updated 10 months ago
- This is an open source lib called "DGFDBenchmark" for domain-generalization-based fault diagnosis☆104Apr 27, 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…☆384Jun 28, 2025Updated 7 months ago
- Dual Adversarial and Contrastive Network for Single-Source Domain Generalization in Fault Diagnosis☆17Mar 7, 2025Updated 11 months ago
- [MSSP] Dual Disentanglement Domain Generalization Method for Rotating Machinery Fault Diagnosis☆26Jul 6, 2025Updated 7 months ago
- ACAN: A Plug-and-Play Adaptive Center-Aligned Network for Unsupervised Domain Adaptation☆21Sep 12, 2024Updated last year
- Code for paper 'Unsupervised Contrastive Learning Based Single Domain Generalization Method for Intelligent Bearing Fault Diagnosis'☆20Jan 14, 2025Updated 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 8 months ago
- The open-source code of "CS-SHAP: Extending SHAP to "SHapley Estimated Explanation (SHEP): A Fast post-hoc attribution method for interpr…☆15Jan 22, 2026Updated 3 weeks ago
- ☆44Jun 17, 2025Updated 7 months ago
- Python code for TCTL method☆13Jun 22, 2024Updated last year
- Single-Source Domain Generalization for Bearing Fault Diagnosis Using Feature-Augmented Adaptive Neuro-Fuzzy Inference System☆11Apr 13, 2024Updated last year
- ☆19Aug 11, 2025Updated 6 months ago
- [IEEE TCYB 2024] Diff-MTS: Temporal-Augmented Conditional Diffusion-Based AIGC for Industrial Time Series Toward the Large Model Era☆66Dec 5, 2024Updated last year
- The implementation of ACGAN-FG for zero-shot fault diagnosis (Ongoing update)☆18Jun 27, 2025Updated 7 months ago
- Official repository for the paper "Few‐shot multiscene fault diagnosis of rolling bearing under compound variable working conditions"☆19Oct 10, 2025Updated 4 months ago
- Implementation of the model-agnostic meta-learning framework on CWRU bearing fault dataset to address cross-domain few-shot fault diagnos…☆95Feb 14, 2025Updated last year
- A Digital Twin prototype for aircraft engine health management in order to identify possible faults and to predict its remaining useful l…☆13Feb 9, 2025Updated last year
- 智能故障诊断和寿命预测期刊(Journals of Intelligent Fault Diagnosis and Remaining Useful Life)☆437Jan 11, 2026Updated last month
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆38Dec 2, 2025Updated 2 months ago
- An open-source mechanical failure dataset is available, comprising 30+ categories including bearings, gears, pumps, and others.(30余个开源故障…☆106Jun 24, 2025Updated 7 months ago
- This is our implemented source code for the paper "SC-MambaFew: Few-shot learning based on Mamba and selective spatial-channel attention …☆53Jul 27, 2025Updated 6 months ago
- This is a implemention of paper:Federated Temporal-Context Contrastive Learning for Fault Diagnosis using Multiple Datasets with Insuffic…☆16Mar 25, 2024Updated last year
- 1 提出了一种新的相似度损失(SimL),用于增大类间差异同时减小类内差异;2 SimL+CE优化CNN;3 基于电信号诊断轴承故障☆15Jun 4, 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