In this lecture, we demonstrate how to use System Dynamics Modeling in the special case of modeling disease spread (epidemic dynamics). We motivate the construction and use of the SIR (susceptible-infectious-recovered) model for describing the spread of disease through a population, and then we describe a simple quarantine-planning scenario exploration that demonstrates that quarantines are only effective at minimizing disease spread if they are implemented very early and otherwise are primarily used for "flattening the curve." We then close with a very brief introduction to related compartmental models (SI, SIS, SIRS, SEIR, SEIRS, MSIR, etc.).
Archive of lectures given as part of SOS 212 (Systems, Dynamics, and Sustainability) at Arizona State University with instructor Theodore (Ted) Pavlic.
Thursday, March 19, 2020
Lecture E3 - Epidemic Modeling (SIR models and friends) and Scenario Planning with Simulation (2020-03-19)
Subscribe to:
Post Comments (Atom)
Popular Posts
-
In this lecture, we review the fundamentals of numerical simulation (and Euler's method) for a simple clonal bacteria population system ...
-
In this lecture, we dig more deeply into the definition of a model and the types of models. We focus on how anything can be used as a model ...
-
In this lecture, we introduce the concepts of stochastic modeling (the use of randomness to simplify the modeling process) and chaos (the ex...
-
In this lecture, we demonstrate how to draw and simulate stock-and-flow diagrams in Insight Maker (a web-based System Dynamics Modeling (SDM...
-
In this lecture, we start to introduce "systems archetypes" as representing more complex aggregations of loops that give rise to c...
-
In this lecture, we start by reviewing numerical integration methods (Euler's method) for approximating solutions to ordinary differenti...
-
In this lecture, we introduce numerical simulation of dynamical systems (coupled ordinary differential equations) within the context of stoc...
-
We start this lecture with very brief tutorials of building, executing, and analyzing stock-and-flow diagrams in both Vensim PLE (from Venta...
-
In this lecture, we motivate the use of "causal loop diagrams" as a bridge for building system dynamics models as well as analyzin...
No comments:
Post a Comment