# Early warning of tunnel collapse based on Adam-optimised long short-term memory network and TBM operation parameters

> Research article (Engineering Applications of Artificial Intelligence, 2022) · cited 67× · AI/ML

**Wikidata**: [openalex:W4226429038](https://www.wikidata.org/wiki/openalex:W4226429038)  
**Source**: https://4ort.xyz/entity/early-warning-of-tunnel-collapse-based-on-adam-optimised-long-short-term-memory-network-and-tbm-operation-parameters