JOURNAL ARTICLE

Dynamic Resource Allocation to Control Epidemic Outbreaks A Model Predictive Control Approach

Abstract

We consider the problem of dynamically allocating limited resources to control a spreading process over a network using Model Predictive Control (MPC) techniques. In our approach, vaccines and antidotes are iteratively applied at each time step, while simultaneously ensuring that the total expended cost lies within bounds of available resources. Our problem formulation ensures that the spreading dynamics is stabilized with a limited amount of resources. Amongst others, a merit of the dynamic approach is that resources are allocated to specific nodes or regions in the network that need them most at each time instance, while taking into account the future cost of immunization and treatment actions.

Keywords:
Computer science Resource allocation Process (computing) Control (management) Model predictive control Resource (disambiguation) Limited resources Mathematical optimization Optimal control Epidemic control Resource management (computing) Operations research Distributed computing Risk analysis (engineering) Computer network Artificial intelligence Engineering Coronavirus disease 2019 (COVID-19) Mathematics

Metrics

23
Cited By
1.64
FWCI (Field Weighted Citation Impact)
21
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

COVID-19 epidemiological studies
Physical Sciences →  Mathematics →  Modeling and Simulation
Gene Regulatory Network Analysis
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Wireless Networks and Protocols
Physical Sciences →  Computer Science →  Computer Networks and Communications

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