# Internal pipe corrosion assessment method in water distribution system using ultrasound and convolutional neural networks

> Research article (npj Clean Water, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4400610317](https://www.wikidata.org/wiki/openalex:W4400610317)  
**Source**: https://4ort.xyz/entity/internal-pipe-corrosion-assessment-method-in-water-distribution-system-using-ultrasound-and-convolutional-neural-network