Systems Modelling and Simulation
TextbooksThe recommended textbooks for this course are:
- Discrete-Event System Simulation (Fourth Edition), Banks, Carson, Nelson, and Nicol, Prentice-Hall, 2005. Henceforth, referred to as [BCNN05].
- Simulation Modeling and Analysis (Third Edition), Law and Kelton, McGraw Hill, 2000. Henceforth, referred to as [LK00].
- [Jain91] The Art of Computer Systems Performance Evaluation, Raj Jain, John Wiley and Sons, Inc., 1991.
- [LZGS84] Computer Systems Analysis Using Network Models, Edward Lazowska, John Zahorjan, Scott Graham, and Kenneth Sevcik, Prentice-Hall Inc., 1984. (out-of-print, but available online)
- [Kl75] Queueing Systems - Volume I: Theory, Leonard Kleinrock, John Wiley and Sons, Inc., 1975.
- [DS02] Probability and Statistics (Third Edition), Morris H. DeGroot and Mark J. Schervish, Addision-Wesley, 2002.
Important Notes : -
These are the collections of lectures notes. Our subjective is to help students to find all engineering notes with different lectures PowerPoint slides in ppt ,pdf or html file at one place. Because we always face that we lose so much time by searching in Google or yahoo like search engines to find or downloading a good lecture notes in our subjective area with free. Also it is difficult to find popular authoress or books slides with free of cost.
If you find any copyrighted slides or notes then please inform me immediately by comments or email as following address .I will take actions to remove it. Please click bellow in download links to download ppt slides/ pdf notes. If you face any problem in downloading or if you find any link not correctly work or if you have any idea to improve this blog/site or if you find any written mistake or if you think some subjects notes should be include in this blog then give your suggestion as comment by clicking on comment link bellow the post (bottom of page) or email us in this address email@example.com?subject=comments on engineeringppt.blogspot.com. I will must consider your comments only within 1-2 days. if you have any good class notes/lecture slides in ppt or pdf or html format then please upload your files to rapidshare.come and send us links or attaché all files with email to our email address firstname.lastname@example.org?subject=comments on engineeringppt.blogspot.com.
To find your notes quickly please see the contents on the right hand side of this page which is alphabetically arranged and right click on it. After clicking immediately you find all the notes ppt/pdf/html/video of your searching subjects.
It is better to search your subject notes by clicking on search button which is present at middle of right side of this web page. Then enter your subject and press enter key then you can find all of your lectures notes and click on it.
Thank you for visiting our site.........
Click Below the blue coloured links to Download the files :-
Outline (And Lecture Notes)
- Introduction (1 week) What is simulation, when to use simulation, simulation terminology, application areas, model classification, types of simulation, steps in a simulation study, advantages/disadvantages of a simulation study Lecture slides: Introduction (PPT, PDF) Readings: Chapter 1 (omit Sections 1.3-1.5) from [LK00] or [BCNN05]
- General Principles and Examples (1.5 weeks) Concepts of discrete-event simulation, list processing, examples: single-server queueing simulation, time-shared computer model, multi-teller bank with jokeying, job-shop model Lecture slides: Discrete-event simulation (PPT, PDF), single-server simulation (PPT, PDF), time-shared computer model, multi-teller bank (PPT, PDF) Readings: Section 1.3, Section 1.4, and Chapter 2 from [LK00] or Chapters 2 and 3 from [BCNN05]
- Statistical Models (1.5 weeks) Review of basic probability and statistics, discrete distributions, continuous distributions, empirical distributions Lecture slides: Probability review part I (PPT, PDF), probability review part II (PPT, PDF), discrete and continuous distributions (PPT, PDF) Readings: Chapter 4, Sections 6.1, 6.2, 6.12 from [LK00] or Chapter 5 from [BCNN05]
- Queueing Models (2 weeks) Queueing systems, important random processes, birth-death queueing systems, Markovian queues in equilibrium Lecture slides: Introduction to Queueing Systems (PPT, PDF) Readings: Our discussion on the Operational Laws is based on Chapter 33 of [Jain91] and Chapter 3 of [LZGS84]. The second text is available online. Please follow this link.
- Generating Random-Numbers (1 week) Properties of random numbers, techniques for generating random numbers, testing random number generators Lecture slides: Random-Number Generation (PPT, PDF) Readings: Chapter 7 from [LK00] or [BCNN05]
- Generating Random-Variates (1 week) Inverse-transform technique, acceptance-rejection technique, composition, convolution Lecture slides: Random-Variate Generation (PPT, PDF) Readings: Sections 8.1,8.2, and 8.3 from [LK00]; Cahpet 8 from [BCNN05]
- Input Modelling (1 week) Data collection, assessing sample independence, hypothesizing distribution family with data, parameter estimation, goodness-of-fit tests, selecting input models in absence of data, models of arrival processes Lecture slides: Input modeling (PPT, PDF) Readings: Sections 6.4-6.6, 6.11, and 6.12 from [LK00] or Sections 9.1-9.4, and 9.6 from [BCNN05]
- Output Data Analysis (1 week) Transient and steady-state behaviour of a stochastic process, types of simulations with regard to output analysis, statistical analysis for steady-state parameters Lecture slides: Input modeling (PPT, PDF) Readings: Sections 9.1-9.5 from [LK00] or Chapter 11 from [BCNN05]
- Experiment Design and Sensitivity Analysis (1.5 weeks) Common mistakes in experimentation, types of experiment design, 2^k factorial designs, coping with many factors Lecture slides: Experiment design, performance evaluation, graphing tips etc. (PPT, PDF) NOTE: The example used in the lecture notes is derived from the paper Locality Characteristics of Web Streams Revisited by Aniket Mahanti, Anirban Mahanti, and Carey Williamson. This paper appeared in the Proceedings of the SCS Symposium on Performance Evaluation of Computer and Telecommunication Systems (SPECTS), Philadelphia, PA, July 2005. Readings: Sections 12.1-12.3 from [LK00]; additional material will be drawn from [Jain91].