RME604 SMA Syllabus
AKTU PRODUCTION ENGINEERING AND INDUSTRIAL PRODUCTION(PEIP) RME604 SMA Syllabus for all 5 units are provided Below. Download link for PEIP 6th SEM RME604 SIMULATION MODELING AND ANALYSIS Syllabus is listed down for students to make Perfect utilization and score maximum marks with our study materials.
UP Technical University PRODUCTION ENGINEERING AND INDUSTRIAL PRODUCTION (PEIP) 6th SEM RME604 SMA– SIMULATION MODELING AND ANALYSIS Syllabus
SIMULATION MODELING AND ANALYSIS
Unit I
Introduction to Simulation: Simulation, advantages, Disadvantages, Areas of application, System
environment, components of a system, Model of a system, types of models, steps in a simulation
study.
Random Numbers: Properties, Generations methods, Tests for Random numbers – Frequency test,
Runs test, Autocorrelation test, Gap test, Poker test.
Unit II
Simulation Examples: Simulation of Queuing systems, Simulation of Inventory System, Monte
Carlo simulation, General Principles, Concepts in discrete – events simulation, event scheduling /
Time advance algorithm.
Unit III
Introduction to Probability distributions: Weibull, Triangular, Erlang and Gamma distributions
and their applications (No analytical treatment)
Random Variate Generation:
Inverse Transform Technique- Exponential, Uniform, Weibull, Triangular distributions, Direct
transformation for Normal and lognormal Distributions
Convolution Method – Erlang distribution Acceptance and Rejection technique – Poisson and
Gamma distributions
Unit IV
Input Modeling: List of steps involved in input modeling – no analytical treatment Selecting input
models without data, Multivariate and time series input models – Covariance and correlation,
multivariate input models, time series input models .
Verification and Validation of Simulation Model: Model Building, Verification and validation,
Verification of simulation models, Calibration and Validation of Models, Naylor and Finger’s
validation process.
Unit V
Output analysis for a single model: types of simulations, stochastic nature of output data, Output
analysis of terminating simulations, Output analysis of steady state simulations
Optimization via simulation: What does “optimization via simulation” mean? Why is optimization
so difficult? Basic GA and TS.
Text books:
1. Jerry Banks, John S Carson, II, Berry L Nelson, David M Nicol -Discrete Event system
Simulation, III Edition, Pearson Education, Asia, ISBN – 81- 7808 – 505 – 4.
2. Narsingh Deo -Systems Simulation with Digital Computer; PHI Publication (EEE), ISBN – 0-
87692-028-8
Reference:
1. Averill M Law, W David Kelton -Simulation Modeling & Analysis, McGraw Hill
International Editions – Industrial Engineering series, ISBN – 0-07-100803-9.
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RME604 Syllabus, SMA Unit-wise Syllabus – PEIP 6th Semester
