@article{advancesinlandsurfacemodelbased, title = {Advances in Land Surface Model-based Forecasting: A comparative study of LSTM, Gradient Boosting, and Feedforward Neural Network Models as prognostic state emulators}, author = {Marieke Wesselkamp and Matthew Chantry and Ewan Pinnington and Margarita Choulga and Souhail Boussetta and Maria Kalweit and Joschka Boedecker and Carsten F. Dormann and Florian Pappenberger and Gianpaolo Balsamo}, year = {2024}, eprint = {2407.16463}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2407.16463v1}, }