COVID-ABS: An Agent-Based Model of COVID-19 Epidemic to Simulate Health and Economic Effects of Social Distancing Interventions
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Abstract (arXiv)
The COVID-19 pandemic due to the SARS-CoV-2 coronavirus has directly impacted the public health and economy worldwide. To overcome this problem, countries have adopted different policies and non-pharmaceutical interventions for controlling the spread of the virus. This paper proposes the COVID-ABS, a new SEIR (Susceptible-Exposed-Infected-Recovered) agent-based model that aims to simulate the pandemic dynamics using a society of agents emulating people, business and government. Seven different scenarios of social distancing interventions were analyzed, with varying epidemiological and economic effects: (1) do nothing, (2) lockdown, (3) conditional lockdown, (4) vertical isolation, (5) partial isolation, (6) use of face masks, and (7) use of face masks together with 50% of adhesion to social isolation. In the impossibility of implementing scenarios with lockdown, which present the lowest number of deaths and highest impact on the economy, scenarios combining the use of face masks and partial isolation can be the more realistic for implementation in terms of social cooperation. The COVID-ABS model was implemented in Python programming language, with source code publicly available. The model can be easily extended to other societies by changing the input parameters, as well as allowing the creation of a multitude of other scenarios. Therefore, it is a useful tool to assist politicians and health authorities to plan their actions against the COVID-19 epidemic.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Jun 2020.
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Citing papers per year: 2021: 10; 2022: 1; 2023: 2; 2024: 1; 2025: 3; 2026: 1.
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- 2023Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectivescited by 253
- 2024Can Poverty Be Reduced by Acting on Discrimination? An Agent-based Model for Policy Makingcited by 4
- 2025Carbon and Silicon, Coexist or Compete? A Survey on Human-AI Interactions in Agent-based Modeling and Simulationcited by 3
- 2021Modelling the COVID-19 virus evolution with Incremental Machine Learningcited by 2
- 2021Robust Pandemic Control Synthesis with Formal Specifications: A Case Study on COVID-19 Pandemiccited by 1
- 2021Machine Learning on the COVID-19 Pandemic, Human Mobility and Air Quality: A Reviewcited by 1
- 2021A Microscopic Pandemic Simulator for Pandemic Prediction Using Scalable Million-Agent Reinforcement Learningcited by 1
- 2025H2-MARL: Multi-Agent Reinforcement Learning for Pareto Optimality in Hospital Capacity Strain and Human Mobility during Epidemiccited by 1
- 2021Fuzzy Expert Systems for Prediction of ICU Admission in Patients with COVID-19cited by 0
- 2021Consumer Demand Modeling During COVID-19 Pandemiccited by 0
- 2021Forecast Analysis of the COVID-19 Incidence in Lebanon: Prediction of Future Epidemiological Trends to Plan More Effective Control Programscited by 0
- 2021A Multi-Task Learning Framework for COVID-19 Monitoring and Prediction of PPE Demand in Community Health Centrescited by 0
6 more
- 2021ArchABM: an agent-based simulator of human interaction with the built environment. CO2 and viral load analysis for indoor air qualitycited by 0
- 2021SARS-CoV-2 Dissemination using a Network of the United States Countiescited by 0
- 2022Deep Learning-based Spatially Explicit Emulation of an Agent-Based Simulator for Pandemic in a Citycited by 0
- 2023Agent-Based Model: Simulating a Virus Expansion Based on the Acceptance of Containment Measurescited by 0
- 2025Advancing calibration for stochastic agent-based models in epidemiology with Stein variational inference and Gaussian process surrogatescited by 0
- 2026Neural Network-Based Parameter Estimation of a Labour Market Agent-Based Modelcited by 0
- 2026Neural Network-Based Parameter Estimation of a Labour Market Agent-Based Model17 Feb 2026
- 2025H2-MARL: Multi-Agent Reinforcement Learning for Pareto Optimality in Hospital Capacity Strain and Human Mobility during Epidemic13 Mar 2025
- 2025Advancing calibration for stochastic agent-based models in epidemiology with Stein variational inference and Gaussian process surrogates26 Feb 2025
- 2025Carbon and Silicon, Coexist or Compete? A Survey on Human-AI Interactions in Agent-based Modeling and Simulation25 Feb 2025
- 2024Can Poverty Be Reduced by Acting on Discrimination? An Agent-based Model for Policy Making3 Mar 2024
- 2023Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives19 Dec 2023
- 2023Agent-Based Model: Simulating a Virus Expansion Based on the Acceptance of Containment Measures28 Jul 2023
- 2022Deep Learning-based Spatially Explicit Emulation of an Agent-Based Simulator for Pandemic in a City28 May 2022
- 2021SARS-CoV-2 Dissemination using a Network of the United States Counties26 Nov 2021
- 2021ArchABM: an agent-based simulator of human interaction with the built environment. CO2 and viral load analysis for indoor air quality2 Nov 2021
- 2021A Multi-Task Learning Framework for COVID-19 Monitoring and Prediction of PPE Demand in Community Health Centres20 Aug 2021
- 2021A Microscopic Pandemic Simulator for Pandemic Prediction Using Scalable Million-Agent Reinforcement Learning14 Aug 2021
6 more
- 2021Forecast Analysis of the COVID-19 Incidence in Lebanon: Prediction of Future Epidemiological Trends to Plan More Effective Control Programs11 May 2021
- 2021Consumer Demand Modeling During COVID-19 Pandemic3 May 2021
- 2021Fuzzy Expert Systems for Prediction of ICU Admission in Patients with COVID-1922 Apr 2021
- 2021Modelling the COVID-19 virus evolution with Incremental Machine Learning14 Apr 2021
- 2021Robust Pandemic Control Synthesis with Formal Specifications: A Case Study on COVID-19 Pandemic26 Mar 2021
- 2021Machine Learning on the COVID-19 Pandemic, Human Mobility and Air Quality: A Review13 Mar 2021
- 2024Can Poverty Be Reduced by Acting on Discrimination? An Agent-based Model for Policy Makingcited by 4
- 2021Modelling the COVID-19 virus evolution with Incremental Machine Learningcited by 2
- 2021Robust Pandemic Control Synthesis with Formal Specifications: A Case Study on COVID-19 Pandemiccited by 1
- 2021Machine Learning on the COVID-19 Pandemic, Human Mobility and Air Quality: A Reviewcited by 1
- 2021A Microscopic Pandemic Simulator for Pandemic Prediction Using Scalable Million-Agent Reinforcement Learningcited by 1
- 2025H2-MARL: Multi-Agent Reinforcement Learning for Pareto Optimality in Hospital Capacity Strain and Human Mobility during Epidemiccited by 1
- 2021Fuzzy Expert Systems for Prediction of ICU Admission in Patients with COVID-19cited by 0
- 2021Consumer Demand Modeling During COVID-19 Pandemiccited by 0
- 2021Forecast Analysis of the COVID-19 Incidence in Lebanon: Prediction of Future Epidemiological Trends to Plan More Effective Control Programscited by 0
- 2021A Multi-Task Learning Framework for COVID-19 Monitoring and Prediction of PPE Demand in Community Health Centrescited by 0
- 2021ArchABM: an agent-based simulator of human interaction with the built environment. CO2 and viral load analysis for indoor air qualitycited by 0
- 2021SARS-CoV-2 Dissemination using a Network of the United States Countiescited by 0
12 most cited of 16 All 16 (JSON)
- 2026Neural Network-Based Parameter Estimation of a Labour Market Agent-Based Model17 Feb 2026
- 2025H2-MARL: Multi-Agent Reinforcement Learning for Pareto Optimality in Hospital Capacity Strain and Human Mobility during Epidemic13 Mar 2025
- 2025Advancing calibration for stochastic agent-based models in epidemiology with Stein variational inference and Gaussian process surrogates26 Feb 2025
- 2024Can Poverty Be Reduced by Acting on Discrimination? An Agent-based Model for Policy Making3 Mar 2024
- 2023Agent-Based Model: Simulating a Virus Expansion Based on the Acceptance of Containment Measures28 Jul 2023
- 2022Deep Learning-based Spatially Explicit Emulation of an Agent-Based Simulator for Pandemic in a City28 May 2022
- 2021SARS-CoV-2 Dissemination using a Network of the United States Counties26 Nov 2021
- 2021ArchABM: an agent-based simulator of human interaction with the built environment. CO2 and viral load analysis for indoor air quality2 Nov 2021
- 2021A Multi-Task Learning Framework for COVID-19 Monitoring and Prediction of PPE Demand in Community Health Centres20 Aug 2021
- 2021A Microscopic Pandemic Simulator for Pandemic Prediction Using Scalable Million-Agent Reinforcement Learning14 Aug 2021
- 2021Forecast Analysis of the COVID-19 Incidence in Lebanon: Prediction of Future Epidemiological Trends to Plan More Effective Control Programs11 May 2021
- 2021Consumer Demand Modeling During COVID-19 Pandemic3 May 2021
12 newest of 16 All 16 (JSON)