In this video, we begin the discussion of using computer-based automation tools (in this case, spreadsheets) to generate numerical simulations of dynamical system behaviors over time (BOT). We start with a simplistic example of compound interest in a bank and show how the small-time scale behavior of any dynamical system can be approximated by a "bank account model" so long as each "compounding period" ("dt") is sufficiently small to assume that the variables are not changing much during that period. This is equivalent to the "secant approximation" of a derivative (where a derivative, which is strictly defined at a point, is approximated by the slope of a line connecting that point to a point just a little later in the trajectory). We close with an exercise where the exponential growth of bacteria is numerically simulated within a spreadsheet.
Archive of lectures given as part of SOS 212 (Systems, Dynamics, and Sustainability) at Arizona State University with instructor Theodore (Ted) Pavlic.
Tuesday, February 8, 2022
Lecture D1 (2022-02-10): Introduction to Numerical Simulation of Dynamical Systems, Part 1
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