Unit 1: Introduction to Simulation
-
Difference between static physical and dynamic physical models.
-
Describe different phases of simulation study with help of flowchart.
-
What are the application areas of simulation?
-
What is a system modeling? What are the steps involved in system modeling.
-
Why model of a system is built? What is static model? Differentiate between static and dynamic mathematical models in simulation.
-
Differentiate between discrete and continuous system.
-
Discuss the merits and demerits of system simulation.
-
What do you understand by static mathematical model? Explain with example. Differentiate between stochastic and deterministic activities.
-
Describe the phases in simulation.
-
Write short notes on:
a. System and its environment
Unit 2: Simulation of Continuous and Discrete System
-
What is analog computer? Explain with suitable example.
-
Differentiate between analog and digital computer.
-
Why accuracy of analog computer is low? Explain analog computer with suitable example.
-
Explain Monte Carlo simulation.
-
Explain Monte Carlo simulation method with example.
-
Explain the concept of discrete event simulation. Explain poisson’s arrival pattern.
-
Write short notes on:
a. Feedback system
b. Non-Stationary Poission process
c. Digital analog simulator
Unit 3: Queuing System
-
What is queuing system? Explain the elements of queuing system with example.
-
Define traffic intensity and server utilization. Write down the Kendall’s notation for queuing system with example.
-
Define queuing system. Explain different queuing disciplines. Also explain different performance measures for evaluation of queuing system.
-
Define queuing system. Explain the Kendall’s notation for queuing system? What are the various performance measures in single server queuing system?
-
Explain basic characteristics of queueing system.
-
What is calling population? Explain arrival and service process in a queue.
-
Applications of queuing system (implicit in numerical and theory questions).
Unit 4: Markov Chains
-
Explain Markov chain with suitable example. What are different application areas of Markov chain?
-
Explain Markov chain with suitable example.
-
What is Markov chain? Explain with example.
-
Explain Markov’s chain with a suitable example.
Unit 5: Random Numbers
-
Explain the independence and uniformity property of random number. Perform test for independence using K-S test.
-
What are the properties of random number? Use the Kolmogorov Smirnov test for uniformity.
-
What are the two main properties of random numbers? Test auto-correlation.
-
Generate 10 random integers using Linear congruential method.
-
Use Mixed congruential method to generate a sequence of random numbers.
-
Generate ten 3 digit random integers using Multiplicative Congruential method.
-
Explain generation of non uniform random number using inverse method.
-
Difference between chi-square test and KS test for uniformity.
-
Define true random numbers and pseudo random numbers with its properties.
-
Write short notes on:
a. Random variate
b. Poker test
c. Stationary poisson process
Unit 6: Verification and Validation
-
Explain iterative process of calibrating a simulation model.
-
Describe the process of model building, verification and validation in detail with example.
-
What is three step approach for validation of simulation models?
-
Define verification and validation. Explain the process of model verification in brief.
-
Differentiate between validation and calibration. How can we perform validation of a model?
-
Define the terms verification, calibration, validation and accreditation of models.
-
“Building a model right” and “Building a right model”. Discuss the importance of V & V.
Unit 7: Analysis of Simulation Output
-
Why is it necessary to analyze the simulation output? Explain different estimation methods used in simulation output analysis.
-
Why confidence interval is needed in the analysis of simulation output? How can we establish a confidence interval?
-
Explain different estimation methods used in simulation output analysis.
-
What do you mean by replication of runs? Why it is necessary?
-
Explain the importance of elimination of initial bias during simulation.
-
Write short notes on:
a. Hypothesis testing
b. Simulation run statistics
Unit 8: Simulation of Computer Systems
-
Develop GPSS block diagram and code for a manufacturing shop problem and explain blocks used.
-
Why is GPSS called transaction flow oriented language?
-
What is storage in GPSS? Describe the blocks associated to storage in GPSS.
-
What is transaction in GPSS? Explain about facility in GPSS.
-
Draw GPSS block diagram for barbershop system and run simulation.
-
Represent the system in GPSS using facility and run simulation for given parts.
-
Draw GPSS block diagram to simulate the inspection system for 100 parts.
-
Draw GPSS block diagram to simulate supply store problem for 100 requisitions.
-
Write short notes on:
a. Simulation tools
Miscellaneous / Cross-Chapter Questions
-
Difference between static physical and dynamic physical models.
-
Explain traffic intensity and server utilization.
-
Explain arrival pattern and service process.