# Deep Learning-Based Ground-Penetrating Radar Inversion for Tree Roots in Heterogeneous Soil

> Research article (Sensors, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4407174999](https://www.wikidata.org/wiki/openalex:W4407174999)  
**Source**: https://4ort.xyz/entity/deep-learning-based-ground-penetrating-radar-inversion-for-tree-roots-in-heterogeneous-soil