PERIODS
OUTCOMES:
Implement machine learning through neural networks.
Write Genetic Algorithm to solve the optimization problem
Develop a Fuzzy expert system.
Model Neuro Fuzzy system for clustering and classification.
REFERENCES: 1. Jyh-Shing Roger Jang, Chuen-Tsai Sun, Eiji Mizutani, “Neuro-Fuzzy and Soft
Computing”, Prentice-Hall of India, 2003
2. Kwang H.Lee, “First course on Fuzzy Theory and Applications”, Springer–Verlag Berlin
Heidelberg, 2005.
3. George J. Klir and Bo Yuan, “Fuzzy Sets and Fuzzy Logic-Theory and Applications”,
Prentice Hall, 1995.
4. James A. Freeman and David M. Skapura, “Neural Networks Algorithms, Applications,
and Programming Techniques”, Pearson Edn., 2003.
5. David E. Goldberg, “Genetic Algorithms in Search, Optimization and Machine Learning”,
Addison Wesley, 2007.
6. Mitsuo Gen and Runwei Cheng,”Genetic Algorithms and Engineering Optimization”,
Wiley Publishers 2000.
7. Mitchell Melanie, “An Introduction to Genetic Algorithm”, Prentice Hall, 1998.
8. S.N.Sivanandam, S.N.Deepa, “Introduction to Genetic Algorithms”, Springer, 2007.
9. A.E. Eiben and J.E. Smith “Introduction to Evolutionary Computing” Springer, 2003
10. E. Sanchez, T. Shibata, and L. A. Zadeh, Eds., "Genetic Algorithms and Fuzzy Logic
Systems: Soft Computing Perspectives, Advances in Fuzzy Systems - Applications and
Theory", Vol. 7, River Edge, World Scientific, 1997.
11. ROSS TIMOTHY J, Fuzzy Logic with Engineering Applications, Wiley India Pvt Ltd, New
Delhi, 2010
IF7007 SOFTWARE QUALITY AND TESTING L T P C
3 0 0 3
OBJECTIVES:
To explore the basics and goals of software testing.
To discuss various types of software testing and its techniques
To list out various tools which can be used for automating the testing process
To introduce various software quality standards for establishing quality environment
To discuss various methods and evaluation procedures for improving the quality
models
UNIT I INTRODUCTION 9
Basics of Software Testing – Testing Principles – Goals – Testing Life Cycle– Phases of
Testing–Test Plan(IEEE format) – Importance of Testing in Software Production Cycle.
UNIT II SOFTWARE TESTING METHODOLOGY 9
Software Test Plan – Components of Plan - Types of Technical Reviews - Static and
Dynamic Testing- – Software Testing in Spiral Manner - Information Gathering - Test
Planning - Test Case Design - Test Development - Test Coverage - Test Evaluation -
Prepare for Next Spiral - Conduct System Test - Acceptance Test - Summarize Testing
Results.
UNIT III EMERGING SPECIALIZED AREAS IN TESTING 9
Test Process Assessment – Test Automation Assessment - Test Automation Framework –
Nonfunctional Testing – SOA Testing – Agile Testing – Testing Center of Excellence –
Onsite/Offshore Model - Taxonomy of Testing tools, Methodology to evaluate automated
testing tools, Rational Testing Tools, Java Testing Tools, JMetra, JUNIT and Cactus.
UNIT IV SOFTWARE QUALITY MODELS 9
Software quality –Verification versus Validation– Components of Quality Assurance – SQA
Plan – Quality Standards – CMM – PCMM – CMMI – Malcolm Baldrige National Quality
Award.
UNIT V QUALITY THROUGH CONTINUOUS IMPROVEMENT PROCESS 9
Role of Statistical Methods in Software Quality – Transforming Requirements into Test
Cases – Deming’s Quality Principles – Continuous Improvement through Plan Do Check
Act (PDCA).
TOTAL: 45 PERIODS
OUTCOMES:
Upon Completion of the course, the students should be able to
Compare and pick out the right type of software testing process for any given real world
problem
Carry out the software testing process in efficient way
Automate the testing process by using several testing tools
Establish a quality environment as specified in standards for developing quality software
Analyze and improve the quality procedures based on the past experience
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REFERENCES:
1. William E.Lewis, “Software Testing and Continuous Quality Improvement”, Third edition,
Auerbach Publications, 2011.
2. Kshirasagar Naik, Priyadarshi Tripathy, “Software Testing and Quality Assurance -
Theory and Practice”, John Wiley & Sons publication, 2011.
3. Ron Patton, “Software testing”, Second edition, Pearson Education, 2007
4. Elfriede Dustin, Jeff Rashka, John Paul, “Automated Software Testing: Introduction,
Management and Performance”, Addison-Wesley, 1999.
5. Effective Methods for Software Testing, 2nd Edition, William E. Perry , Second Edition,
Wiley India, 2006.
6. Software Testing Tools, K.V.K.K. Prasad, Dream tech press, 2008
7. Testing and Quality Assurance for Component-based Software, by Gao, Tsao and Wu,
Artech House Publishers
8. Software Testing, Srinivasan Desikan & Gopalaswamy Ramesh, Pearson Education,
2006.
9. Software Testing Techniques, Scott Loveland & Geoffrey Miller, Shroff Publishers, 2005.
10. Software Testing Techniques, by Bories Beizer, Second Edition, Dreamtech Press
Managing the Testing Process, by Rex Black, Wiley
IF7014 4G TECHNOLOGIES L T P C
3 0 0 3
OBJECTIVES: • To learn various generations of wireless and cellular networks
• To study about fundamentals of 3G Services, its protocols and applications
• To study about evolution of 4G Networks, its architecture and applications
• To study about WiMAX networks, protocol stack and standards
• To Study about Spectrum characteristics & Performance evaluation
UNIT I INTRODUCTION 9
Introduction: History of mobile cellular systems, First Generation, Second Generation,
Generation 2.5, Overview of 3G & 4G, 3GPP and 3GPP2 standards
UNIT II 3G NETWORKS 9
3G Networks: Evolution from GSM, 3G Services & Applications, UMTS network structure,
Core network, UMTS Radio access, HSPA – HSUPA, HSDPA, CDMA 1X , EVDO Rev -0,
Rev-A, Rev-B, Rev-C Architecture, protocol stack.
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UNIT III 4G LTE NETWORKS 9
4G Vision, 4G features and challenges, Applications of 4G, 4G Technologies – Multi carrier
modulation, Smart Antenna Techniques, OFDM-MIMO Systems, Adaptive Modulation and
Coding with Time-Slot Scheduler, Bell Labs Layered Space Time (BLAST) System,
Software-Defined Radio, Cognitive Radio.
UNIT IV WiMAX NETWORKS 9
WiMax: Introduction – IEEE 802.16, OFDM, MIMO, IEEE 802.20
UNIT V SPECTRUM & PERFORMANCE 9
Spectrum for LTE-Flexibility-Carrier Aggregation-Multi standard Radio base stations-RF
requirements for LTE-Power level requirements-Emission requirements-Sensitivity and
Dynamic range-Receiver susceptibility. Performance Assessment-Performance Evaluation
TOTAL:45 PERIODS
OUTCOMES:
Upon completion of the course, the students should be able to:
Acquaint with the latest 3G/4G and WiMAX networks and its architecture.
Interpret the various protocols and standards in various layers in Wireless networks.
Design and implement wireless network environment for any application using latest
wireless protocols and standards
Analyze the performance of networks
Explore the benefits of WiMax networks
Exploit various diversity schemes in LTE
REFERENCES:
Introduction to 3G Mobile Communication, Juha Korhonen, Artech House,
(
www.artechhouse.com), Jan 2003, ISBN-10: 1580535070
1. 4G LTE/LTE – Advanced for Mobile Broadband, Erik Dahlman, Stefan Parkvall,
Johan Skold, Academic Press 2011.
2. 3G Evolution HSPA and LTE for Mobile Broadband, Erik Dahlman, Stefan Parkvall,
Johan Skold and Per Beming, Academic Press, Oct 2008, ISBN-10: 0123745381
3. UMTS Mobile Communication for the Future, Flavio Muratore, John Wiley & Sons
Ltd, Jan 2001, ISBN-10: 0471498297
4. HSDPA/HSUPA for UMTS, Harri Holma and Antti Toskala, Johan Wiley & Sons Ltd,
May 2006, ISBN-10: 0470018844
5. Savo G.Glisic, “Advanced Wireless Networks- 4GTechnologies”, Wiley, 2006
6. Magnus Olsson, Catherine Mulligan, “EPC and 4G packet network”, Elsevier 2012
7. Vijay Garg, “Wireless Communications and Networking”, Elsevier, Morgan kufmann
publisher 2007.
