# Degradation prediction of PEM water electrolyzer under constant and start-stop loads based on CNN-LSTM

> Research article (Energy and AI, 2024) · cited 45× · AI/ML

**Wikidata**: [openalex:W4401945503](https://www.wikidata.org/wiki/openalex:W4401945503)  
**Source**: https://4ort.xyz/entity/degradation-prediction-of-pem-water-electrolyzer-under-constant-and-start-stop-loads-based-on-cnn-lstm