本项目致力于解决预测性维护 (PdM) 领域的核心问题：剩余使用寿命 (RUL) 预测。我们使用 NASA 著名的 C-MAPSS (涡轮风扇发动机退化模拟) 数据集，实现了一个先进的深度学习模型。 与传统的 RNN/LSTM 方法不同，本项目采用了一种混合模型架构 (Conv1D + Transformer)，旨在同时捕捉时间序列数据中的局部特征（通过1D卷积层平滑噪音、提取模式）和全局依赖关系（通过 Transformer 编码器）。 该模型在模块化的 Python 脚本中实现，易于训练、评估和部署，并为 C-MAPSS 数据集中复杂的多工况 (Multi-Operating Condition) 和多故障 (Multi-Fault) 场景提供了强大的解决方案。
☆28Dec 17, 2025Updated 10 months ago
Alternatives and similar repositories for C-MAPSS-RUL-Transformer
Users that are interested in C-MAPSS-RUL-Transformer are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 基于相似性的剩余寿命预测☆17Dec 21, 2019Updated 6 years ago
- Estimating Remaining Useful Life of a Turbofan Jet Engine using NCMAPSS dataset☆45Apr 15, 2023Updated 3 years ago
- [JAS-26] Deep Domain Adaptation for Turbofan Engine Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends☆14Jan 19, 2026Updated 9 months ago
- ☆13Jun 13, 2025Updated last year
- Utilizing big data and machine learning techniques to improve orbit propagation of Earth-orbiting objects from publically available TLE d…☆14Jun 1, 2021Updated 5 years 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.
- ☆10Jul 21, 2017Updated 9 years ago
- 计算机组成原理实验，内有mips程序设计、单周期cpu仿真实验、多周期cpu仿真实验☆15Apr 14, 2024Updated 2 years ago
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆71Feb 18, 2023Updated 3 years ago
- Python script that can plot a given satellite's TLE and train a linear regression model to predict future satellite's state vector.☆16May 28, 2018Updated 8 years ago
- Code for the paper “Bearing Remaining Useful Life Prediction Method Based on Cross-Dimensional Dual-Temporal Attention Fusion (CBFAN)”, i…☆20Nov 30, 2025Updated 11 months ago
- 论文写作 Skills 最佳实践指南 - 基于 TRAE 社区推荐 + GitHub 数据验证的综合分析☆39Apr 6, 2026Updated 6 months ago
- Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)☆21Jul 26, 2023Updated 3 years ago
- Project for IA006☆14Nov 19, 2019Updated 6 years ago
- ☆12Feb 7, 2023Updated 3 years 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.
- Using LSTM to predict Remaining Useful Life of CMAPSS Dataset☆93Nov 11, 2018Updated 7 years ago
- 利用Set2020的样式,辅助对标准文件的形式检查☆13Apr 10, 2024Updated 2 years ago
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆123Apr 11, 2023Updated 3 years ago
- Remaining Useful Life Prediction of lithium-ion Battery☆33Feb 27, 2026Updated 8 months ago
- Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural n…☆35Oct 16, 2021Updated 5 years ago
- ☆22Mar 28, 2018Updated 8 years ago
- A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks☆161Jan 28, 2024Updated 2 years ago
- 降秩引擎 — 对任意领域找到不可再分的独立生成器（秩）☆22Feb 24, 2026Updated 8 months ago
- Multi-rendezvous Spacecraft Trajectory Optimization with Beam P-ACO☆42Dec 27, 2017Updated 8 years ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- 一维卷积网络用于航空发动机剩余寿命预测☆38Mar 26, 2019Updated 7 years ago
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆45Apr 22, 2024Updated 2 years ago
- 开智越读会友。开智正典精读，越读悦读阅读。☆26Oct 2, 2018Updated 8 years ago
- 强国 学习 每日至少40分！安卓免root，autoxjs版本☆17Mar 24, 2023Updated 3 years ago
- Welcome to the official repository of **MixLinear**, the ICLR 2026 paper.☆53Aug 19, 2026Updated 2 months ago
- A Novel Patch-Based Transformer for Accurate Remaining Useful Life Prediction of Lithium-Ion Batteries☆45Mar 17, 2026Updated 7 months ago
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆44Dec 2, 2025Updated 11 months ago
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆50Apr 14, 2025Updated last year
- Evolutionary Neural Architecture Search on Transformers for RUL Prediction☆53Apr 18, 2023Updated 3 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- 用于预测性维护与健康管理的大型语言模型（故障诊断；寿命预测）☆138Updated this week
- Remaining useful life prediction by Transformer-based Model☆60Aug 19, 2022Updated 4 years ago
- Backup Plugin for Zotero☆37Apr 29, 2022Updated 4 years ago
- 适用于 Umi-OCR 的 PaddleOCR 插件，适配 PP-OCRv5☆36Feb 10, 2026Updated 8 months ago
- Dark Theme for Roam Research - https://raw.githubusercontent.com/vandermerwed/Roam-Research-Dark/master/roam-research-dark.user.css☆41Feb 3, 2021Updated 5 years ago
- ☆67Nov 30, 2020Updated 5 years ago
- 此项目为「安人书院」书友们的博客聚合。☆44Feb 7, 2019Updated 7 years ago