IT-702 (C) · SIMULATION & MODELING/Official Syllabus
SIMULATION & MODELING (IT-702 (C)) - Official Syllabus
1
Unit 1
Modeling & Simulation Concepts
- System Concepts, What is a Model?, Type of Models
- Modeling & Simulation, Continuous vs. Discrete System Simulation
- Numerical Integration vs. Continuous Simulation, Analog vs. Digital Simulation
- Simulation vs. Monte-Carlo Simulation, Nature of Computer Modeling and Simulation, When to Use Simulation
- Limitations of Simulation
2
Unit 2
Probability Concepts in Simulation
- Stochastic variables
- Random numbers: Pseudo-random generators
- Testing of Pseudo-random number generators
- Generation of non-uniformly distributed random numbers, discrete and continuous random variables, and density and distributive functions
- Study of few distributions such as Poisson, Normal, Uniform
3
Unit 3
Simulation of Continuous Systems
- Introduction, Differential equations
- Pure Pursuit Problem
- Simulation of Chemical Reaction
- Autopilot Simulation
- Simulation of other Continuous systems
4
Unit 4
Simulation of Discrete Systems
- Arrival patterns and service times
- Simulation of Queuing System - Elementary idea about networks of Queuing with particular emphasis to computer system environment
5
Unit 5
Verification & Validation
- Design of simulation experiments and validation of simulation experiments comparing model data units and real system data
- Simulation Language A brief introduction to important discrete and continuous languages such as GPSS (Study & use of the language)
- Use of data base & AI techniques in the area of modeling and simulation
Reference Books
- System Simulation with Digital Computers
- System Simulation
- Probability & Statistics with reliability Queuing, Computer Science Applications
- Introduction to System Simulation
- Computer Simulation Application
- Modeling and Performance Measurement of Computer System
- Computer Aided Modeling and Simulation
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