# Hybrid physics machine learning for ultrasonic field guided 3D generation and reconstruction of rail defects

> Research article (NDT & E International, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4400336810](https://www.wikidata.org/wiki/openalex:W4400336810)  
**Source**: https://4ort.xyz/entity/hybrid-physics-machine-learning-for-ultrasonic-field-guided-3d-generation-and-reconstruction-of-rail-defects