# Predictive modeling and optimization of WS2 thin-film solar cells: A comprehensive study integrating machine learning, deep learning and SCAPS-1D approaches

> Research article (Renewable Energy, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4410487504](https://www.wikidata.org/wiki/openalex:W4410487504)  
**Source**: https://4ort.xyz/entity/predictive-modeling-and-optimization-of-ws2-thin-film-solar-cells-a-comprehensive-study-integrating-machine-learning-dee