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Course Information
Identification

CS 752: System Dynamics: Modeling & Simulation for Development
 
Description

Course Content :
∙ Systems Principles as the structure of knowledge: Open and feedback systems
Linear chain causality vs. feedback systems
∙ Feedback Systems Thinking/Causal Loop Diagrams: Causality, Causal Chains, Causal Loop Diagrams, link polarities, loop polarities,
Positive and Negative feedback loops
1st order and 2nd order loops
∙ Stock and Flow: notion of stock, rate of change, conservation of stock, system boundary - sources and sinks for flows
Computer Simulation: Introduction to Vensim
Discrete Time simulations. Acyclic models
Fundamental modes of dynamic behavior: Exponential growth, Goal seeking, S-shaped
Model Testing, Calibration and Behavior Analysis
Multiple case studies: (will vary with offerings)

Advanced topics: (optional coverage)
Parameter Estimation through Maximum Likelihood and Bootstrapping
Working with Noisy Data: Kalman Filtering and State Resetting
Stochastic Optimization
Decision Analysis and Simulation
Optimal Control for Complex Systems
 
References

Texts / References :
Analytical Methods for Dynamic Modelers
Edited by: Hazhir Rahmandad, Rogelio Oliva, and Nathaniel Osgood
MIT Press, Cambridge, MA, 2015.

Strategic Modelling and Business Dynamics, 2ed: A Feedback Systems Approach
John D. Morecroft
Wiley India, 2015.
 
Home Page

Not Available
 
Prerequisites

N/A
 
Other Details

Duration : Full Semester Total Credit : 6
Type : Theory
 
Current Semester (Autumn 2017-18)

Status : Not Offered Instructor : ---
 
Next Semester (Spring 2017-18)

Status : Offered Instructor : Prof. Om Damani




Last Modified Date: 09-May-2016

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