# Identification of pipe inner surface in heat conduction problems by deep learning and effective thermal conductivity transform

> Research article (Engineering Computations, 2020) · cited 12× · AI/ML

**Wikidata**: [openalex:W3032131997](https://www.wikidata.org/wiki/openalex:W3032131997)  
**Source**: https://4ort.xyz/entity/identification-of-pipe-inner-surface-in-heat-conduction-problems-by-deep-learning-and-effective-thermal-conductivity-tra