Memory effects on epidemic evolution: The susceptible-infected-recovered epidemic model.
M Saeedian1, M Khalighi1, N Azimi-Tafreshi2
1Department of Physics, Shahid Beheshti University, G.C., Evin, Tehran 19839, Iran.
Epidemic spread is influenced by memory effects, modeled using fractional calculus. This memory-prone Susceptible-Infected-Recovered (SIR) model shows higher epidemic thresholds than memoryless models.
Area of Science:
- Epidemiology
- Mathematical Biology
- Complex Systems
Background:
- Human societal processes, including epidemic evolution, are significantly impacted by memory.
- Real-world epidemic dynamics are non-Markovian, with memory effects playing a crucial role in disease spread.
Purpose of the Study:
- To investigate the dynamics of the Susceptible-Infected-Recovered (SIR) epidemic model incorporating memory effects using fractional derivatives.
- To analyze how memory decay influences epidemic thresholds in both well-mixed populations and structured networks.
Main Methods:
- Utilizing fractional calculus to introduce memory effects into the SIR model, specifically nonlinear fractional differential equations.
- Assuming a "fully mixed" approximation and analyzing the SIR model on structured networks to study topological effects.
Main Results:
- The memory-prone SIR model demonstrates a shift in the epidemic threshold to higher values compared to memoryless systems, dependent on the memory decay exponent.
- The study explores the impact of network topology on epidemic threshold points within a non-Markovian dynamics framework.
Conclusions:
- Memory effects, quantified by fractional derivative order, are essential for accurately modeling epidemic spread.
- The findings highlight the importance of considering memory and network structure for precise epidemic prediction and control.
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