# Machine learning-based mix design tools to minimize carbon footprint and cost of UHPC. Part 1: Efficient data collection and modeling

> Research article (Cleaner Materials, 2022) · cited 29× · AI/ML

**Wikidata**: [openalex:W4224267999](https://www.wikidata.org/wiki/openalex:W4224267999)  
**Source**: https://4ort.xyz/entity/machine-learning-based-mix-design-tools-to-minimize-carbon-footprint-and-cost-of-uhpc-part-1-efficient-data-collection-a