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Table 3

Parameters used for the numerical simulation of the SEIHRD model with optimal control.

Symbol Description Value Unit Reference / Justification
Λ Population inflow rate (births/immigration) 100 individuals/day Assumed demographic stability
β₀ Basic transmission rate of the XEC variant 0.52 1/day Estimated from average R₀ between 2 and 3
θ Combined rate of vaccination and treatment Variable (u₁ + u₂) Optimal control
θᵥ(t) Effective vaccination rate (ELIXIR COVID) u₁(t) 1/day Control variable
u₂(t) Rate of ADSAK COVID treatment u₂(t) 1/day Control variable
µ Natural mortality rate 1/3650 1/day Assuming life expectancy of 10 years
α₁ Relative infectivity of symptomatic infected individuals 0.9 More contagious than hospitalized cases
α₂ Relative infectivity of unburied deceased individuals 0.5 Moderate post-mortem infectivity
δ Transmission factor of hospitalized individuals 0.3 Limited public contact
σ₁ Effectiveness of hospital isolation 0.85 High isolation level
σ₂ Rate of safe burial of deceased 0.7 Partially controlled funeral practices
p Proportion progressing from exposure to latent infection 0.4 Estimated clinical data
α Progression rate to infectious state 0.2 1/day Average incubation period: 5 days
ηE Hospitalization rate of exposed individuals 0.01 1/day Low for asymptomatic cases
ηI Hospitalization rate of symptomatic infected individuals 0.1 1/day Hospital burden data
ϕ₁ Exit rate from exposed class (recovery or worsening) 0.2 1/day Average value
ϕ₂ Exit rate from symptomatic infected class 0.25 1/day Average infection duration: 4 days
ϕ₃ Exit rate from hospitalized class (recovery or death) 0.1 1/day Average hospitalization: 10 days
γE Recovery rate of exposed individuals 0.05 1/day Spontaneous recovery
γH Recovery rate of hospitalized individuals 0.06 1/day Dependent on care quality
δE Mortality rate among exposed individuals 0.005 1/day Estimated
δI Mortality rate among symptomatic infected individuals 0.01 1/day Estimated
q Burial rate of deceased individuals 0.2 1/day Average post-declaration
B₁ Weight of treatment/vaccination cost in objective function 0.5 Balanced efficiency vs. cost
C₁ Weight of health cost for deceased individuals 10 High socio-economic impact
C₂ Weight of cost for symptomatic infected individuals 7 Significant health impact
T Duration of the optimal control strategy 180 days 6-month campaign

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