# Transformer-convolutional neural network for surface charge density profile prediction: Enabling high-throughput solvent screening with COSMO-SAC

> Research article (Chemical Engineering Science, 2021) · cited 47× · AI/ML

**Wikidata**: [openalex:W3191324478](https://www.wikidata.org/wiki/openalex:W3191324478)  
**Source**: https://4ort.xyz/entity/transformer-convolutional-neural-network-for-surface-charge-density-profile-prediction-enabling-high-throughput-solvent-