Digital twins based on bidirectional LSTM and GAN for modelling the COVID-19 pandemic

An autoencoder‐based reduced‐order model for eigenvalue problems with application to neutron diffusion

(2021) Toby R. F. Phillips et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

An interactive web-based dashboard to track COVID-19 in real time

(2020) Ensheng Dong et al.   LANCET INFECTIOUS DISEASES

Statistical Explorations and Univariate Timeseries Analysis on COVID-19 Datasets to Understand the Trend of Disease Spreading and Death

(2020) Ayan Chatterjee et al.   SENSORS

Modified SEIR and AI prediction of the epidemics trend of COVID-19 in China under public health interventions

(2020) Zifeng Yang et al.   Journal of Thoracic Disease

A Systematic Review of COVID-19 Epidemiology Based on Current Evidence

(2020) Minah Park et al.   Journal of Clinical Medicine

Time series forecasting of COVID-19 transmission in Canada using LSTM networks

(2020) Vinay Kumar Reddy Chimmula et al.   CHAOS SOLITONS & FRACTALS

An agent-based model to evaluate the COVID-19 transmission risks in facilities

(2020) Erik Cuevas   COMPUTERS IN BIOLOGY AND MEDICINE

Physically sound, self-learning digital twins for sloshing fluids

(2020) Beatriz Moya et al.   PLoS One

An epidemiological modelling approach for COVID-19 via data assimilation

(2020) Philip Nadler et al.   EUROPEAN JOURNAL OF EPIDEMIOLOGY

Stacked bidirectional and unidirectional LSTM recurrent neural network for forecasting network-wide traffic state with missing values

(2020) Zhiyong Cui et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Management strategies in a SEIR-type model of COVID 19 community spread

(2020) Anca Rǎdulescu et al.   Scientific Reports

A spatial SEIRS reaction-diffusion model in heterogeneous environment

(2019) Pengfei Song et al.   JOURNAL OF DIFFERENTIAL EQUATIONS

Bidirectional LSTM with attention mechanism and convolutional layer for text classification

(2019) Gang Liu et al.   NEUROCOMPUTING

A domain decomposition method for the non-intrusive reduced order modelling of fluid flow

(2019) D. Xiao et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Memory embedded non-intrusive reduced order modeling of non-ergodic flows

(2019) Shady E. Ahmed et al.   PHYSICS OF FLUIDS

Reduced order modeling for nonlinear structural analysis using Gaussian process regression

(2018) Mengwu Guo et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Non-intrusive reduced order modeling of nonlinear problems using neural networks

(2018) J.S. Hesthaven et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Auto-painter: Cartoon image generation from sketch by using conditional Wasserstein generative adversarial networks

(2018) Yifan Liu et al.   NEUROCOMPUTING

GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification

(2018) Maayan Frid-Adar et al.   NEUROCOMPUTING

Bidirectional handshaking LSTM for remaining useful life prediction

(2018) Ahmed Elsheikh et al.   NEUROCOMPUTING

Application of reduced-order models based on PCA & Kriging for the development of digital twins of reacting flow applications

(2018) Gianmarco Aversano et al.   COMPUTERS & CHEMICAL ENGINEERING

Model identification of reduced order fluid dynamics systems using deep learning

(2017) Z. Wang et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS

Points of Significance: Principal component analysis

(2017) Jake Lever et al.   NATURE METHODS

Multi-fidelity POD surrogate-assisted optimization: Concept and aero-design study

(2017) Tariq Benamara et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Non-intrusive reduced order modelling of the Navier–Stokes equations

(2015) D. Xiao et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Two- and three-phase horizontal slug flow simulations using an interface-capturing compositional approach

(2014) Dimitrios Pavlidis et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Cluster-based reduced-order modelling of a mixing layer

(2014) Eurika Kaiser et al.   JOURNAL OF FLUID MECHANICS

Dynamics of infectious diseases

(2014) Kat Rock et al.   REPORTS ON PROGRESS IN PHYSICS

Complexity in Mathematical Models of Public Health Policies: A Guide for Consumers of Models

(2013) Sanjay Basu et al.   PLOS MEDICINE

A New Tool for Epidemiology: The Usefulness of Dynamic-Agent Models in Understanding Place Effects on Health

(2008) A. H. Auchincloss et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY