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。

• Impact of current ripples on the durability of proton exchange membrane fuel cells based on two ageing datasets 2022 · 首发该数据集
• A hybrid degradation prediction method for PEMFC integrating model-based degradation index extraction and Bayesian-optimized Bi-directional long short-term memory 2026 · 用于方法验证
• A novel health indicator for PEMFCs based on VAE-LSTM-attention and mahalanobis distance with long-term remaining useful life prediction 2026 · 用于方法验证
• Interpretable degradation forecasting of fuel cells under steady, quasi-dynamic and dynamic conditions: An ALA optimized TimesNet model based on ICEEMDAN decomposition 2026 · 用于方法验证
• A Review on Data‐Driven‐Based Remaining Useful Life Prediction Methods for Proton Exchange Membrane Fuel Cells 2026 · 候选引用(未核验)
• An interpretable fuel cell interval prediction method that dynamically identifies key features without manual selection 2026 · 候选引用(未核验)
• High-accuracy degradation prediction for fuel cells: An approach balancing stability and robustness 2026 · 候选引用(未核验)
• Real-time degradation prognostics for proton exchange membrane fuel cells using a self-adaptive grey neural network model 2026 · 候选引用(未核验)
• Stresses in the proton exchange membrane: from failure mechanisms to mitigation strategies and manufacturing methods 2026 · 候选引用(未核验)
• Aging of PEM electrolyzers: influence of fluctuating current supply 2026 · 候选引用(未核验)
• Research on Performance Degradation Prediction of PEMFC Based on Improved Koa-Transformer-LSTM 2025 · 用于方法验证
• Remaining Useful Life Prediction of PEMFC Based on 2-Layer Bidirectional LSTM Network 2025 · 用于方法验证
• Estimation of PEMFC equivalent circuit model parameters via a Luenberger observer approach 2025 · 候选引用(未核验)
• A novel multivariable prognostic approach for PEMFC degradation and remaining useful life prediction using random forest and temporal convolutional network 2025 · 候选引用(未核验)
• A novel fractional-order heuristic grey model for robust prognostics of PEMFC degradation under static and dynamic operating regimes 2025 · 候选引用(未核验)
• Performance degradation prediction of proton exchange membrane fuel cells based on CNN-LSTM network with squeeze-and-excitation attention mechanism 2025 · 候选引用(未核验)
• Enhancing Fuel-Cell Longevity via Multi-Objective Dynamic Programming 2025 · 候选引用(未核验)
• A Stacked Ensemble Learning Approach for Short-Term Fuel Cell Degradation Prediction 2025 · 候选引用(未核验)
• ConvTimeNet: Hierarchical Fully Convolutional Model for Proton Exchange Membrane Fuel Cells Degradation Prediction 2025 · 候选引用(未核验)
• PCA Based Hammerstein Model for Fuel Cell Degradation Prediction by the Hierarchical Estimation Technique 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。