# A non-contacting leak fault diagnosis method for subsea Christmas tree valve based on deep neural network with skip connections

> Research article (Ocean Engineering, 2022) · cited 13× · AI/ML

**Wikidata**: [openalex:W4310802913](https://www.wikidata.org/wiki/openalex:W4310802913)  
**Source**: https://4ort.xyz/entity/a-non-contacting-leak-fault-diagnosis-method-for-subsea-christmas-tree-valve-based-on-deep-neural-network-with-skip-conn