# A deep learning framework integrating Transformer and LSTM architectures for pipeline corrosion rate forecasting

> Research article (Computers & Chemical Engineering, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4413476609](https://www.wikidata.org/wiki/openalex:W4413476609)  
**Source**: https://4ort.xyz/entity/a-deep-learning-framework-integrating-transformer-and-lstm-architectures-for-pipeline-corrosion-rate-forecasting