Manufacturing Systems: Simulation Modeling & Analysis Detailed Syllabus for Advanced Manufacturing Systems M.Tech first year second sem is covered here. This gives the details about credits, number of hours and other details along with reference books for the course.
The detailed syllabus for Manufacturing Systems: Simulation Modeling & Analysis M.Tech 2017-2018 (R17) first year second sem is as follows.
M.Tech. I Year II Sem.
Pre-requisites: Operations Research, Optimization Techniques and Applications and Probability Statistics
Course Outcomes: After doing this course, a student should be able to
- Identify a type of system based on type of its dynamics, ways of analyzing system
- Develop simulation model for dynamic discrete-event stochastic system and analyze for specified steady-state performance measures
UNIT – I: System – ways to analyze the system – Model – types of models – Simulation – Definition – Types of simulation models – steps involved in simulation – Advantages & Disadvantages. Parameter estimation – estimator – properties – estimate – point estimate – confidence interval estimates – independent – dependent – hypothesis – types of hypothesis- steps – types 1& 2 errors – Framing – strong law of large numbers.
UNIT – II: Building of Simulation model – validation – verification – credibility – their timing – principles of valid simulation Modeling – Techniques for verification – statistical procedures for developing credible model. Modeling of stochastic input elements – importance – various procedures – theoretical distribution – continuous – discrete – their suitability in modeling.
UNIT – III: Generation of random variates – factors for selection – methods – inverse transform – composition – convolution – acceptance – rejection – generation of random variables – exponential – uniform – weibull – normal Bernoullie – Binomial – uniform – poisson. Simulation languages – comparison of simulation languages with general purpose languages – Simulation languages vs Simulators – software features – statistical capabilities – G P S S – SIMAN- SIMSCRIPT –Simulation of M/M/1 queue – comparison of simulation languages.
UNIT – IV: Output data analysis – Types of Simulation w.r.t output dat analysis – warmup period- Welch algorithm – Approaches for Steady – State Analysis – replication – Batch means methods – comparisons
UNIT –V: Applications of Simulation – flow shop system – job shop system – M/M/1 queues with infinite and finite capacities – Simple fixed period inventory system – Newboy paper problem.
REFERENCES:
- Simulation Modelling and Analysis / Law, A.M. & Kelton / McGraw Hill, 2nd Edition, New York, 1991.
- Discrete Event System Simulation / Banks J. & Carson J.S., PH / Englewood Cliffs, NJ, 1984.
- Simulation of Manufacturing Systems / Carrie A. / Wiley, NY, 1990.
- A Course in Simulation / Ross, S.M., McMillan, NY, 1990. Simulation Modelling and SIMNET / Taha H.A / PH, Englewood Cliffs, NJ, 1987
For all other M.Tech 1st Year 2nd Sem syllabus go to JNTUH M.Tech Advanced Manufacturing Systems 1st Year 2nd Sem Course Structure for (R17) Batch.
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