# Application of human-centric digital twins: Predicting outdoor thermal comfort distribution in Singapore using multi-source data and machine learning

> Research article (Urban Climate, 2024) · cited 15× · AI/ML

**Wikidata**: [openalex:W4404421193](https://www.wikidata.org/wiki/openalex:W4404421193)  
**Source**: https://4ort.xyz/entity/application-of-human-centric-digital-twins-predicting-outdoor-thermal-comfort-distribution-in-singapore-using-multi-sour