# Accurate Prediction of Tunnel Face Deformations in the Rock Tunnel Construction Process via High-Granularity Monitoring Data and Attention-Based Deep Learning Model

> Research article (Applied Sciences, 2022) · cited 14× · AI/ML

**Wikidata**: [openalex:W4296992905](https://www.wikidata.org/wiki/openalex:W4296992905)  
**Source**: https://4ort.xyz/entity/accurate-prediction-of-tunnel-face-deformations-in-the-rock-tunnel-construction-process-via-high-granularity-monitoring-