514401 : Performance And Evaluation Of Computer System Teaching Scheme Examination Scheme Lectures: 3 Hrs/Week Theory: 100 Marks Total Credits: 03
1. Overview of Performance Evaluation: Introduction, Selection of Techniques and Metrics, measuring the reporting performance, Benchmark suites, Amdahl’s law, SPEC CPU benchmarks, SPEC 95, 2000, server, memory, I/P Performance Types of workloads, art of workload selection, workload characterization and techniques. Program execution monitors, Analytical modelling for performance. 2. Digital Networks: X.25 based networks / ISDN, B-ISDN and ATM Technology, protocol stack, ATM switches architecture, ADSL. IP based network, IP addressing, routing IP traffic over ATM n/w, MPLS, GMPLS technology, Voice over IP. 3. Probability Theory and use for evaluation: Notion of probabilities and basic properties, Continuous random variables, Bayes theorem, conditional probilities, Discrete and Continuous random variables, Probabilities Generation function & Laplace transform, Transformation generation methods. Use for performances evaluation in networking. Linear regression models. 4. Stochastic Processes: Stochastic processes, first and second order statistics, stationery stochastic processes, spectral densities, Brownian Motion Process, Ergodicity. 5. Queuing Theory and Models: Queuing models, Little theorem application, Markov chain formulation. Discrete time and Continuous time Markov Chains (DTMC, CTMC), MMD, Queuing system M/M/1, M/M/1/K, M/M/S/, M/M/¥ queue analysis m-server case. Multimensional Markov chain application in Circuit Switching. 6. Queuing Theory and Application: M/G/1 Queue, generalization of M/G/1 theory application to ATM. Imbedding instants in the M/G/1 theory M/G/1 with geometrically distributed messages. Chain imbedded to cell transmission, message transmission completion. Queue balance equation, Finite buffer case, Mean Value Analysis. 7. Network Analysis: Local area Network analysis, standard comment based analysis, contention based protocols, demand assignment protocols, nodes in packet switches networks, performance analysis of data link layer, Network layer. Traffic control and congestion in ATM networks, TCP/IP Traffic control. 8. Simulation: Introduction to simulation, simulation modelling and analysis in computer systems and networks, analysis of simulation results, Random Number generation, Statistical analysis of simulation.
Reference Books : 1. The Art of Computer Systems Performance Analysis, by Raj Jain, Wiley, New York, NY, April 1991. 2. Queuing Theory and Telecommunication by Giovanni Grambene, Springer 2005 3. High Speed Networks and Internets, Performance and Quality of Service, W. Stallings, 2nd Ed., Prentice Hall, 2002. 4. Performance Evaluation of Communication Networks, G.N. Higginbottom, Artech House, 1998. 5. Computer Systems Performance Modelling, C.H. Sauer and K.M. Chandy, Prentice Hall. 6. Simulation Modelling and Analysis by Law and Kelton, McGraw Hill. 7. “The Practical Performance Analyst”, Neil J. Gunther, McGraw Hill, 1998 8. “ Queueing Networks and Markov Chains”, G. Bolch, et al., Wiley 1998. 9. “ Queueing Theory Vol. I and Vol. II”, L.Klenrock. 10. “ Introduction to Computer System Performance Evaluation”, K. Kant, McGRAW Hill, 1992. 11. “ Probability, Stochastic Processes, and Queuing Theory”, Randolph Nelson, Springer Verlag, 1995. Reference http://www.unipune.ernet.in/stud_info/Syllabi/Syllabus_2008.html
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