# A novel ultrasonic inspection method of the heat exchangers based on circumferential waves and deep neural networks

> Research article (Science Progress, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4318917536](https://www.wikidata.org/wiki/openalex:W4318917536)  
**Source**: https://4ort.xyz/entity/a-novel-ultrasonic-inspection-method-of-the-heat-exchangers-based-on-circumferential-waves-and-deep-neural-networks