# Speeding Up Reactive Transport Simulations in Cement Systems by Surrogate Geochemical Modeling: Deep Neural Networks and k-Nearest Neighbors

> Research article (Transport in Porous Media, 2022) · cited 29× · AI/ML

**Wikidata**: [openalex:W3184845432](https://www.wikidata.org/wiki/openalex:W3184845432)  
**Source**: https://4ort.xyz/entity/speeding-up-reactive-transport-simulations-in-cement-systems-by-surrogate-geochemical-modeling-deep-neural-networks-and-