ODE-based SEAIR-type model

This model is an extended ODE-type model. The six compartments

  • Susceptible (\(S\)): may become Exposed at any time.

  • Exposed (\(E\)): becomes Asymptomatic after some time.

  • Asymptomatic (\(A\)): becomes Infected or Recovered after some time. People which are not included in the count of confirmed cases, either because they are asymptomatic or because of insufficient testing.

  • Infected (\(I\)): becomes Recovered or Dead after some time. It is assumed to be equal to confirmed cases here.

  • Recovered (\(R\))

  • Dead (\(D\))

are used to simulate the spread of the disease.

A detailed description of the model can be found in the publication Tsay et al. (2020), Modeling, state estimation, and optimal control for the US COVID-19 outbreak.

Below is an overview of the model architecture and its compartments.

secir_model

Mathematical variable

C++ variable name

Description

\(\alpha_{a}\)

SocialDistancing

Infectivity of the Asymptomatic compartment. This includes ContactPatterns, the TransmissionProbabilityOnContact and the influence of social distancing.

\(\alpha_{i}\)

Quarantined

Infectivity of the Infected compartment. This includes ContactPatterns, the TransmissionProbabilityOnContact and the influence of quarantine.

\(N\)

pop_total

Represents the total population.

\(T_{E}\)

TimeExposed

Time in days an individual stays in the Exposed compartment.

\(\frac{\mu_A^R}{T_A}\)

RecoveryRateFromAsymptomatic

The rate at which people recover from the Asymptomatic compartment. This includes the probability of not getting a positive test and the time spent in the Asymptomatic compartment before recovery.

\(\frac{1-\mu_A^R}{T_A}\)

TestingRate

The rate at which people transit from the Asymptomatic to the Infected compartment. This includes the probability of getting a positive test and the time spent in the Asymptomatic compartment before testing positive.

\(\frac{\mu_I^R}{T_I}\)

RecoveryRate

The rate at which people recover. This includes the probability of not dying and the time spent in the Infected compartment before recovery.

\(\frac{1-\mu_I^R}{T_I}\)

DeathRate

The rate at which people die. This includes the probability of dying and the time spent in the Infected compartment before dying.

\(\frac{1}{T_R}\)

TimeRecoveredInv

Inverse time in days an individual stays in the Recovered compartment before becoming Susceptible again.

The code documentation for the model can be found at mio::oseair .