# CNN-LSTM network-based damage detection approach for copper pipeline using laser ultrasonic scanning

> Research article (Ultrasonics, 2022) · cited 97× · AI/ML

**Wikidata**: [openalex:W4206007858](https://www.wikidata.org/wiki/openalex:W4206007858)  
**Source**: https://4ort.xyz/entity/cnn-lstm-network-based-damage-detection-approach-for-copper-pipeline-using-laser-ultrasonic-scanning