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Contagion-diffusion processes with recurrent mobility patterns of distinguishable agents
P Valgañón1, D Soriano-Paños2, A Arenas3
1Department of Condensed Matter Physics, University of Zaragoza, 50009 Zaragoza, Spain.
Chaos (Woodbury, N.Y.)
|April 30, 2022
Summary
Distinguishing agents by residence and destination in metapopulation models reveals more accurate epidemic thresholds. This approach improves understanding of how mobility patterns affect disease spread in urban areas.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Urban Dynamics
Background:
- Metapopulation models are crucial for understanding disease spread influenced by mobility.
- Current models often simplify agents as indistinguishable, potentially affecting accuracy.
- Urban epidemics are complex, influenced by agent distribution and movement patterns.
Purpose of the Study:
- To investigate the impact of distinguishable agents and recurrent mobility on epidemic trajectories in urban areas.
- To develop a model that accounts for agent residence and destination.
- To analytically calculate the epidemic threshold considering agent heterogeneity.
Main Methods:
- Developed a metapopulation model incorporating distinguishable agents based on residence and destination.
- Utilized agent-based modeling for spatiotemporal epidemic pattern computation.
- Employed spectral radius calculation of a mixing matrix to determine the epidemic threshold.
Main Results:
- The model enables fast computation of epidemic spatiotemporal patterns.
- The epidemic threshold is analytically derived from agent distribution and commuting patterns.
- Agent indistinguishability leads to an overestimation of the epidemic threshold.
Conclusions:
- Distinguishable agents and specific mobility patterns significantly influence epidemic dynamics.
- The proposed model provides a more accurate assessment of epidemic thresholds in urban settings.
- Accounting for agent heterogeneity is essential for realistic disease spread analysis.
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