ResearchBenchmarksTemperature Prediction on PEM Electrolyzer TemperatureTemperature Prediction on PEM Electrolyzer TemperatureFollow0.1596MSEPINN0.1174560.4019280.68640.970872Nov 8, 2025Evaluation resultsMethodMethodLinksMSEPINNSystem=PEM Electrolyze...System=PEM Electrolyzer, Key Innovation=0D/1D models; parameter identification, Data Efficiency=Robust to sensor noise2025.110.1596LSTMSystem=PEM Electrolyze...System=PEM Electrolyzer, Reference=Energy AI 2025 [24]2025.111.2132