# Geological information prediction for shield machine using an enhanced multi-head self-attention convolution neural network with two-stage feature extraction

> Research article (Geoscience Frontiers, 2022) · cited 69× · AI/ML

**Wikidata**: [openalex:W4310423857](https://www.wikidata.org/wiki/openalex:W4310423857)  
**Source**: https://4ort.xyz/entity/geological-information-prediction-for-shield-machine-using-an-enhanced-multi-head-self-attention-convolution-neural-netw