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Ring vaccination strategy in networks: A mixed percolation approach
Lautaro Vassallo1, Matías A Di Muro1, Debmalya Sarkar2
1Instituto de Investigaciones Físicas de Mar del Plata (IFIMAR-CONICET) and Departamento de Física, Facultad de Ciencias Exactas y Naturales, Universidad Nacional de Mar del Plata, 7600 Mar del Plata, Argentina.
Ring vaccination, a strategy to halt disease spread, is modeled using a mixed percolation process in complex and spatial networks. This approach provides a more complete description than previous methods, identifying epidemic-free regions.
Area of Science:
- Epidemiology
- Network Science
- Mathematical Modeling
Background:
- Ring vaccination aims to control disease outbreaks by immunizing contacts of infected individuals.
- Previous models linked ring vaccination to link percolation, primarily in complex networks.
- A comprehensive understanding across network types is needed.
Purpose of the Study:
- To extend the susceptible-infected-recovered (SIR) epidemic model with ring vaccination to complex and spatial networks.
- To propose and validate a mixed percolation (links and nodes) framework for this model.
- To map epidemic dynamics to percolation processes and identify epidemic-free regions.
Main Methods:
- Developed an extended SIR epidemic model incorporating ring vaccination.
- Applied a mixed percolation (links and nodes) framework to analyze the model.
- Investigated network structures including complex networks and spatial networks (Waxman model).
- Determined epidemic-free regions using phase diagrams based on network and epidemic parameters.
Main Results:
- The SIR model with ring vaccination is equivalent to a mixed percolation process in both complex and spatial networks.
- A phase diagram illustrates epidemic-free regions based on wiring cost and epidemic parameters.
- For long recovery times, the model maps to pure node percolation, unlike the SIR model without ring vaccination (link percolation).
Conclusions:
- The mixed percolation framework offers a more complete description of ring vaccination dynamics than prior link percolation models.
- This approach is applicable to diverse network structures, including spatial networks.
- Understanding the mapping to percolation processes aids in predicting and controlling epidemic spread.
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