# Prediction of shield tunneling-induced ground settlement using LSTM architecture enhanced by multi-head self-attention mechanism

> Research article (Tunnelling and Underground Space Technology, 2025) · cited 22× · AI/ML

**Wikidata**: [openalex:W4408181301](https://www.wikidata.org/wiki/openalex:W4408181301)  
**Source**: https://4ort.xyz/entity/prediction-of-shield-tunneling-induced-ground-settlement-using-lstm-architecture-enhanced-by-multi-head-self-attention-m