# Prediction model of natural gas pipeline crack evolution based on optimized DCNN-LSTM

> Research article (Mechanical Systems and Signal Processing, 2022) · cited 56× · AI/ML

**Wikidata**: [openalex:W4285081772](https://www.wikidata.org/wiki/openalex:W4285081772)  
**Source**: https://4ort.xyz/entity/prediction-model-of-natural-gas-pipeline-crack-evolution-based-on-optimized-dcnn-lstm