# Lightweight deep learning model for identifying tunnel lining defects based on GPR data

> Research article (Automation in Construction, 2024) · cited 44× · AI/ML

**Wikidata**: [openalex:W4399425382](https://www.wikidata.org/wiki/openalex:W4399425382)  
**Source**: https://4ort.xyz/entity/lightweight-deep-learning-model-for-identifying-tunnel-lining-defects-based-on-gpr-data