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cs.LG2022★ 9 cited
Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate Models
Sibo Cheng, Jianhua Chen, Charitos Anastasiou +5
Reduced-order modelling and low-dimensional surrogate models generated using machine learning algorithms have been widely applied in high-dimensional dynamical systems to improve t…
cs.LG2022★ 1 cited
Forecasting emissions through Kaya identity using Neural Ordinary Differential Equations
Pierre Browne, Aranildo Lima, Rossella Arcucci +1
Starting from the Kaya identity, we used a Neural ODE model to predict the evolution of several indicators related to carbon emissions, on a country-level: population, GDP per capi…