MNIT Jaipur Syllabus computer science Modelling and Simulation

MNIT Jaipur Syllabus computer science   Modelling and Simulation

 

Modelling and Simulation

Analytical v/s simulation modeling, performance measurement and benchmarking, Workload modeling,

random variables, commonly used distributions, Stochastic Processes, Performance evaluation methods,

Evaluation Metrics’

Markov chains, Birth and Death Processes,  Markov chain models of Computer systems, Steady-state

and transient analysis

Queuing models, M/M systems and their steady state analysis, Single server and multi-server queues,

open and closed queuing networks

Petri Net based Performance Modeling : Classical Petri Nets, Timed Petri Nets, Discrete Petri Nets,Modeling multiprocessor systems

Discrete event simulation – Simulation languages, random number generation and testing, model

verification and validation, analysis of simulation results, confidence intervals, variance reduction

techniques, Case studies of analytical and simulation studies of computer systems

Text/References :

1. Law and Kelton, Simulation Modeling and Analysis, Mcgraw Hill

2. Raj Jain, The Art of Computer System Performance Analysis, John Wiley

3. K.S.Trivedi, Probability and Statistics with Reliability, Queuing and Computer Science

Applications, PHI

4. Kant, Introduction to Computer System Performance Evaluation, Mcgraw Hill

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