2021 PHM Conference Data Challenge 核心 · 已核验
mxdscqvm01zpt725
PHM 2021 数据挑战:基于 N-CMAPSS 的机队级 RUL 预测(底数据同源关系见 atlas:n-cmapss-turbofan);训练含完整跑至失效轨迹,验证为部分退化机组
本卡描述如含来自官方页的原文片段,其版权归原作者,不在本站 CC-BY 4.0 许可范围(见关于与许可)。
- 落地页
- https://data.phmsociety.org/2021-phm-conference-data-challenge
- 国内可访问性
-
国内直连:可达 (2026-07-11 检测)
非直连:可达 (2026-07-11 检测)
「直连超时」表示检测窗口内未完成,系慢或不稳定证据,不构成封锁证据。 - 发布年份
- 2021
- 设备类型
aero_engine- PHM 任务
rul_prediction- 跑至失效
- 是
故障工况
| description: 7 种失效模式渐进退化(90 台机队)fault_type: otherinduction: simulated_synthetic |
运行工况
| description: 高变飞行包线(真实短途机队飞行剖面驱动)condition_type: otheris_varying: True |
关联论文(40 篇)
仅表示这篇论文与本数据集在文献网络中相邻, 不代表该论文确实使用了本数据集。
- Machine Learning Approaches for Diagnostics and Prognostics of Industrial Systems Using Open Source Data from PHM Data Challenges 2024 · 综述收录
- Machine Learning Approaches for Diagnostics and Prognostics of Industrial Systems Using Open Source Data from PHM Data Challenges: A Review 2023 · 综述收录
- Diagnostics for Industrial Electrical Systems Using Artificial Intelligence: Review and Perspectives 2026 · 候选引用(未核验)
- NPP-GPT: Forecasting nuclear power plants operating parameters using pre-trained large language model 2026 · 候选引用(未核验)
- Preserving cross-domain spectral consistency: A latent dependency relationship-aware network for transfer fault diagnosis under time-varying speed conditions 2026 · 候选引用(未核验)
- E-BMAML: An enhanced Bayesian meta-learning framework with adaptive asymmetric calibration for uncertainty-aware few-shot industrial diagnostics 2026 · 候选引用(未核验)
- Adaptation and Extension of a Margin-Based Approach for System-Level Health Assessment and Decision-Making 2026 · 候选引用(未核验)
- A self-consistent method for fault diagnosis and health assessment of urban rail train doors 2026 · 候选引用(未核验)
- MARFI: Missingness-Aware Rectified-Flow Imputation for MNAR Data in Predictive Maintenance 2026 · 候选引用(未核验)
- RC-RAG: A Reliability-Centered Retrieval-Augmented LLM Framework for PHM Question Answering 2026 · 候选引用(未核验)
- Development of a digital twin and lab-scale manufacturing system for production sequences planning 2025 · 候选引用(未核验)
- Intelligent systems applied to anomaly detection and diagnosis in product design and manufacturing: aerospace industry case study 2025 · 候选引用(未核验)
- CONELPABO: composite networks learning via parallel Bayesian optimization to predict remaining useful life in predictive maintenance 2025 · 候选引用(未核验)
- A fault diagnosis benchmark of technical systems with incomplete data — six solutions 2025 · 候选引用(未核验)
- Fault diagnosis of induction motors using novel measurement techniques and data fusion 2025 · 候选引用(未核验)
- On the influence of uncertainty in risk analysis based on digital models 2025 · 候选引用(未核验)
- Agentic AI for smart manufacturing 2025 · 候选引用(未核验)
- An outline of Prognostics and health management Large Model: Concepts, Paradigms, and challenges 2025 · 候选引用(未核验)
- Engineering artificial intelligence: framework, challenges, and future direction 2025 · 候选引用(未核验)
- Introducing Machine Learning: Engineering 2025 · 候选引用(未核验)
仅列前 20 篇(首发/综述优先,按年份倒序);全量见 API。
溯源(7 条)
| 日期: 2026-07-08 |
| 日期: 2026-07-08 |
| 日期: 2026-07-10 |
| 日期: 2026-07-11 |
| 日期: 2026-07-14 |
| 日期: 2026-07-25 |
| 日期: 2026-07-29 |