Integrating artificial intelligence with mechanistic epidemiological modeling: a scoping review of opportunities and challenges

Y Ye, A Pandey, C Bawden, DM Sumsuzzman… - Nature …, 2025 - nature.com
Integrating prior epidemiological knowledge embedded within mechanistic models with the
data-mining capabilities of artificial intelligence (AI) offers transformative potential for …

An SEQAIHR model to study COVID-19 transmission and optimal control strategies in Hong Kong, 2022

P Saha, SK Biswas, MHA Biswas, U Ghosh - Nonlinear Dynamics, 2023 - Springer
During the COVID-19 pandemic, one of the major concerns was a medical emergency in
human society. Therefore it was necessary to control or restrict the disease spreading …

A new incommensurate fractional-order discrete COVID-19 model with vaccinated individuals compartment

A Dababneh, N Djenina, A Ouannas, G Grassi… - Fractal and …, 2022 - mdpi.com
Fractional-order systems have proved to be accurate in describing the spread of the COVID-
19 pandemic by virtue of their capability to include the memory effects into the system …

Interval type-2 Fuzzy control and stochastic modeling of COVID-19 spread based on vaccination and social distancing rates

H Rafiei, A Salehi, F Baghbani, P Parsa… - Computer Methods and …, 2023 - Elsevier
Background and objective Besides efforts on vaccine discovery, robust and intuitive
government policies could also significantly influence the pandemic state. However, such …

Predictive models for health outcomes due to SARS-CoV-2, including the effect of vaccination: a systematic review

O Espinosa, L Mora, C Sanabria, A Ramos… - Systematic …, 2024 - Springer
Background The interaction between modelers and policymakers is becoming more
common due to the increase in computing speed seen in recent decades. The recent …

A new COVID-19 pandemic model including the compartment of vaccinated individuals: global stability of the disease-free fixed point

I Al-Shbeil, N Djenina, A Jaradat, A Al-Husban… - Mathematics, 2023 - mdpi.com
Owing to the COVID-19 pandemic, which broke out in December 2019 and is still disrupting
human life across the world, attention has been recently focused on the study of epidemic …

Evolutionary-Game-Theory-Based Epidemiological Model for Prediction of Infections with Application to Demand Forecasting in Pharmaceutical Inventory …

Y Nishihata, Z Liu, T Nishi - Applied Sciences, 2023 - mdpi.com
Pharmaceuticals play a critical role in the eradication of infectious diseases. Effective
pharmaceutical inventory management is important for controlling epidemics since medical …

Vaccination and isolation based control design of the COVID-19 pandemic based on adaptive neuro fuzzy inference system optimized with the genetic algorithm

Z Abbasi, M Shafieirad, AH Amiri Mehra, I Zamani - Evolving Systems, 2023 - Springer
The study of the COVID-19 pandemic is of pivotal importance due to its tremendous global
impacts. This paper aims to control this disease using an optimal strategy comprising two …

Predictive modelling of the effectiveness of vaccines against COVID-19 in Bogotá: Methodological innovation involving different variants and computational …

O Espinosa, L White, V Bejarano, R Aguas, D Rincón… - Heliyon, 2024 - cell.com
The uncertainty associated with the future of viruses such as SARS-CoV-2 poses a
challenge to public health officials because of its implications for welfare, economics and …

Preface to the special issue “Complex dynamics of COVID-19: modeling, prediction and control (part II)”

W Lacarbonara, J Ma, C Nataraj - Nonlinear Dynamics, 2022 - Springer
The world has been severely upended by the Severe Acute Respiratory Syndrome
Coronavirus 2 (SARS-CoV-2) since the end of 2019 when the first case was diagnosed and …