# Surfactant-Specific AI-Driven Molecular Design: Integrating Generative Models, Predictive Modeling, and Reinforcement Learning for Tailored Surfactant Synthesis

> Research article (Industrial & Engineering Chemistry Research, 2024) · cited 21× · AI/ML

**Wikidata**: [openalex:W4393382554](https://www.wikidata.org/wiki/openalex:W4393382554)  
**Source**: https://4ort.xyz/entity/surfactant-specific-ai-driven-molecular-design-integrating-generative-models-predictive-modeling-and-reinforcement-learn