CS40018: Modeling And Simulation
| CS40018 | |
|---|---|
| Course name | Modeling And Simulation |
| Offered by | Computer Science & Engineering |
| Credits | 3 |
| L-T-P | 3-0-0 |
| Previous Year Grade Distribution | |
| {{{grades}}} | |
| Semester | Spring |
Syllabus[edit | edit source]
Syllabus mentioned in ERP[edit | edit source]
System models and role of simulation. Entities, Attributes, States and Activities. Types of systems: Deterministic, Stochastic, Continuous and Discrete systems. Steps in simulation studies. Statistical tools and techniques: generation of pseudorandom numbers, random variate generation for uniform, Poisson and normal distributions, sampling and estimation, maximum likelihood estimation, confidence intervals and hypothesis testing, stochastic processes and Markov models. Discrete event simulation languages. Simulation of inventory and queuing systems: single and multiserver queues, network of queues. Modeling and performance evaluation of computers and computer communication networks. Workload characterization. Continuous system simulation languages, growth and decay models, system dynamics diagrams. Biological and Sociological system simulation. Verification and validation of simulation models: input/output validation, sensitivity analysis, performance measures and their estimation. Case studies.