# Hard-rock tunnel lithology prediction with TBM construction big data using a global-attention-mechanism-based LSTM network

> Research article (Automation in Construction, 2021) · cited 190× · AI/ML

**Wikidata**: [openalex:W3134148588](https://www.wikidata.org/wiki/openalex:W3134148588)  
**Source**: https://4ort.xyz/entity/hard-rock-tunnel-lithology-prediction-with-tbm-construction-big-data-using-a-global-attention-mechanism-based-lstm-netwo