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A new formulation of compartmental epidemic modelling for arbitrary distributions of incubation and removal times.
- Source :
-
PloS one [PLoS One] 2021 Feb 03; Vol. 16 (2), pp. e0244107. Date of Electronic Publication: 2021 Feb 03 (Print Publication: 2021). - Publication Year :
- 2021
-
Abstract
- The paradigm for compartment models in epidemiology assumes exponentially distributed incubation and removal times, which is not realistic in actual populations. Commonly used variations with multiple exponentially distributed variables are more flexible, yet do not allow for arbitrary distributions. We present a new formulation, focussing on the SEIR concept that allows to include general distributions of incubation and removal times. We compare the solution to two types of agent-based model simulations, a spatially homogeneous one where infection occurs by proximity, and a model on a scale-free network with varying clustering properties, where the infection between any two agents occurs via their link if it exists. We find good agreement in both cases. Furthermore a family of asymptotic solutions of the equations is found in terms of a logistic curve, which after a non-universal time shift, fits extremely well all the microdynamical simulations. The formulation allows for a simple numerical approach; software in Julia and Python is provided.<br />Competing Interests: The authors have declared that no competing interests exist.
- Subjects :
- Humans
Computer Simulation
Epidemics
Models, Biological
Subjects
Details
- Language :
- English
- ISSN :
- 1932-6203
- Volume :
- 16
- Issue :
- 2
- Database :
- MEDLINE
- Journal :
- PloS one
- Publication Type :
- Academic Journal
- Accession number :
- 33534810
- Full Text :
- https://doi.org/10.1371/journal.pone.0244107