Enhancing riverine cyanobacterial bloom prediction: A hybrid deep learning approach combining wavelet decomposition, double-layer LSTM, ARIMA, and residual compensation - Bao Liu; Jiaxin Li; Xianfu Jiang; Matthew Gibbs; Zirun Zhu; Xueqing Wang; Klaus Joehnk; Lei Gao (Environmental Modelling & Software, 2026)

Transformer-embedded 1D VGG convolutional neural network for regional landslides detection boosted by multichannel data inputs - Bangjie Fu; Yange Li; Chen Wang; Zheng Han; Nan Jiang; Wendu Xie; Changli Li; Haohui Ding; Weidong Wang; Guangqi Chen (Environmental Modelling & Software, 2025)

A transformer-based neural network for ignition location prediction from the final wildfire perimeter - Yuming Qiao; Wenyu Jiang; Guofeng Su; Juncai Jiang; Xin Li; Fei Wang (Environmental Modelling & Software, 2024)

WFNet: A hierarchical convolutional neural network for wildfire spread prediction - Wenyu Jiang; Yuming Qiao; Guofeng Su; Xin Li; Qingxiang Meng; Hongying Wu; Wei Quan; Jing Wang; Fei Wang (Environmental Modelling & Software, 2023)