A deep learning framework integrating Transformer and LSTM architectures for pipeline corrosion rate forecasting. - Jianxun Jiang; Xinli Wan; Feng Zhu; Duole Xiang; Ziyan Hu; Shuxing Mu (Comput. Chem. Eng., 2026)