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04/07/2022
Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate Models
Reduced-order modelling and low-dimensional surrogate models generated u...
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02/13/2022
An AI-based Domain-Decomposition Non-Intrusive Reduced-Order Model for Extended Domains applied to Multiphase Flow in Pipes
The modelling of multiphase flow in a pipe presents a significant challe...
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05/28/2021
GAN for time series prediction, data assimilation and uncertainty quantification
We propose a new method in which a generative adversarial network (GAN) ...
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05/17/2021
Data Assimilation Predictive GAN (DA-PredGAN): applied to determine the spread of COVID-19
We propose the novel use of a generative adversarial network (GAN) (i) t...
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02/03/2021
Digital twins based on bidirectional LSTM and GAN for modelling COVID-19
The outbreak of the coronavirus disease 2019 (COVID-19) has now spread t...
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08/15/2020