A Multi-Source Attention Graph Neural Network for modeling long and short-term dependencies in chemical process forecasting. - Jian Long; Bin Wang; Haifei Peng; Hengmin Zhang (Adv. Eng. Informatics, 2026)

Dual decomposition-enhanced integrated deep networks with bidirectional CNN and semi-supervised GRU for multivariate nonlinear time series forecasting. - Changcheng Zhao; Yuhui Ruan; Jiazi Zhai; Haifei Peng; Jian Long; Guihua Hu (Inf. Sci., 2026)