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Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 1 out of 44
Bansilal Ramnath Agarwal Charitable Trust’s
Vishwakarma Institute of Technology (An Autonomous Institute affiliated to Savitribai Phule Pune University)
Structure & Syllabus of
M. Tech.
(Electronics &Telecommunication
Engineering) Pattern ‘A_16 Revised’
Academic Year 2017-18
Prepared by: - Board of Studies in E&TC Engineering
Approved by: - Academic Board, Vishwakarma Institute of Technology, Pune
Signed by
Chairman – BOS Chairman – Academic Board
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 2 out of 44
Program Outcomes:
Engineering Graduates will be able to:
1. Engineering knowledge: Apply the knowledge of mathematics, science, engineering
fundamentals, and an engineering specialization to the solution of complex engineering
problems.
2. Problem analysis: Identify, formulate, review research literature, and analyze complex
engineering problems reaching substantiated conclusions using first principles of
mathematics, natural sciences, and engineering sciences.
3. Design/development of solutions: Design solutions for complex engineering problems and
design system components or processes that meet the specified needs with appropriate
consideration for the public health and safety, and the cultural, societal, and environmental
considerations.
4. Conduct investigations of complex problems: Use research-based knowledge and research
methods including design of experiments, analysis and interpretation of data, and synthesis of
the information to provide valid conclusions.
5. Modern tool usage: Create, select, and apply appropriate techniques, resources, and modern
engineering and IT tools including prediction and modeling to complex engineering activities
with an understanding of the limitations.
6. The engineer and society: Apply reasoning informed by the contextual knowledge to assess
societal, health, safety, legal and cultural issues and the consequent responsibilities relevant
to the professional engineering practice.
7. Environment and sustainability: Understand the impact of the professional engineering
solutions in societal and environmental contexts, and demonstrate the knowledge of, and
need for sustainable development.
8. Ethics: Apply ethical principles and commit to professional ethics and responsibilities and
norms of the engineering practice.
9. Individual and team work: Function effectively as an individual, and as a member or leader
in diverse teams, and in multidisciplinary settings.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 3 out of 44
10. Communication: Communicate effectively on complex engineering activities with the
engineering community and with society at large, such as, being able to comprehend and
write effective reports and design documentation, make effective presentations, and give and
receive clear instructions.
11. Project management and finance: Demonstrate knowledge and understanding of the
engineering and management principles and apply these to one‘s own work, as a member and
leader in a team, to manage projects and in multidisciplinary environments.
12. Life-long learning: Recognize the need for, and have the preparation and ability to engage in
independent and life-long learning in the broadest context of technological change.
Program Educational Objectives (PEOs)
i. Have comprehensive knowledge of signal processing fundamentals to challenges of real
life complex problems
ii. Be professionals imbibed with a spirit of leadership, ethical behavior and societal
Commitment
iii. Be compliant to constantly evolving technology through lifelong learning
Program Specific Objectives (PSOs)
1. Use the knowledge of signal processing to develop algorithms and implement them on
embedded platforms.
2. Critically and systematically integrate knowledge to analyze, estimate and
solve complex problems and meet the challenges in the signal processing domain
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 4 out of 44
Sr. No CONTENTS Page No
Structure 5-9
1 Smester -I 10-20
1.1 Adaptive Signal Processing ET501THL 10-11
1.2 Data Communication Networks ET501THP 12-13
1.3 Digital Integrated Circuit Design ET502THP 14-15
1.4 Linear Algebra and Statistics ES501TH 16-17
1.5 Quantitative Aptitude-I HS551TH 18
1.6 Research Methodology ES502TH 19-20
2 Semester -II 22-42
2.1 Advances in Digital Communication ET503THP 22-23
2.2 Mobile Communication ET507THP 24-25
2.3 Elective I ET5XXTHP 26-31
2.4 Elective II ET5XXTHP 32-39
2.5 Quantitative Aptitude -2 HS552TH 40
2.6 Engineering Economics HS553TH 41-42
3 Semester -II
3.1 Internship/ Dissertation I ET601INT/ET601PRJ 43
4 Semester IV
4.1 Internship/ Dissertation II ET601INT/ET602PRJ 44
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 5 out of 44
Structure for M.Tech.E&TC Engineering
Academic Year – 2017-18
Semester I
Course Code Course Name Course
Type
Contact Hours /
Week
Credits
Th. Lab. Proj
ET501THL Adaptive Signal
Processing
THL 3 2 4
ET501THP Data
Communication
Networks
THP 3 2 4
ET502THP Digital Integrated
Circuit Design
THP 3 2 4
ES501TH Linear Algebra
and Statistics
TH 4 4
HS551TH Quantitative
Aptitude-I
TH 2 2
ES502TH Research
Methodology
TH 2 2
TOTAL 17 2 4 20
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 6 out of 44
Structure for M.Tech.E&TC Engineering
Academic Year – 2017-18
Semester II
Course Code Course Name Course
Type
Contact Hours /
Week
Credits
Th. Lab. Proj
ET503THP Advances in
Digital
Communication
THP 3 2 4
ET507THP Mobile
Communication
THP 3 2 4
ET5XXTHP Elective I THP 3 2 4
ET5XXTHP Elective II THP 3 2 4
HS552TH Quantitative
Aptitude -2
TH 2 2
HS553TH Engineering
Economics
TH 2 2
TOTAL 16 8 20
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 7 out of 44
Elective –I Course Code Course Name
ET510THP Computer Vision
ET511THP Cloud computing and application development
ET508THP Speech Processing
Elective-II ET504THP Wavelet Theory and applications
ET505THP Design of Experiments
ET506THP Automotive Electronics
ET509THP Artificial Intelligence
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 8 out of 44
Structure for M.Tech. E&TC Engineering
Academic Year – 2017-18
Semester III
Course Code Course
Name
Course
Type
Credits
ET601INT/ET601PRJ Internship/
Dissertation I
20
TOTAL 20
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 9 out of 44
Structure for M.Tech. E&TC Engineering
Academic Year – 2017-18
Semester IV
Course Code Course Name Course
Type
Credits
ET601INT/ET602PRJ Internship/ Dissertation II 20
TOTAL 20
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 10 out of 44
FF No.: 654
ET501THL: Adaptive Signal Processing
Credits: 4 Teaching Scheme: 3 Hours / Week
Laboratory: 2 Hours/ Week
Unit 1: Stochastic Processes (7 Hours)
Random variables: ensemble averages, jointly distributed random variables, joint moments,
independent, uncorrelated and orthogonal random variables, linear mean square
estimation.Random processes: ensemble averages, stationary processes, autocorrelation and
auto-covariance matrices, ergodicity.
Unit 2: Signal Modeling (7 Hours)
Least square method, Pade approximation, Prony‘s method. Finite data records: autocorrelation
and covariance method, Stochastic Models: Autoregressive moving average models,
autoregressive models, moving average models.
Unit 3: Linear Prediction (7 Hours)
Forward linear prediction, backward linear prediction, Levinson-Durbin algorithm, lattice filter,
predictive modeling of speech
Unit 4: Wiener Filters (7 Hours)
Minimum mean square error (MMSE) and orthogonality principle, digital Wiener filter and
Wiener-Hopf equations. Applications: filtering, noise cancellation, linear prediction.
Unit 5: Adaptive filtering (7 Hours)
FIR adaptive filters: the steepest descent adaptive filter, Lease-Mean-Square (LMS) adaptive
filters, convergence of LMS algorithm, normalized LMS. Applications: noise cancellation,
channel equalization, adaptive recursive filters.
Unit 6: Spectrum Estimation (5 Hours)
Nonparametric methods: Periodogram, modified periodogram, Bartlett‘s method, Welch‘s
method. Parametric methods: autoregressive spectrum estimation, moving average spectrum
estimation, autoregressive moving average spectrum estimation
List of Practicals:
1. Random processes checking, whether ergodic or not?
2. Computing the probability density function of a Gaussian random sequence with specified
mean and variance.
3. Deconvolution using Wiener Filter.
4. Simulation of LMS algorithm for adaptive noise cancellation.
5. Simulation of RLS algorithm for adaptive noise cancellation.
6. Estimation of PSD of a noisy signal using periodogram and modified periodogram.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 11 out of 44
7. Estimation of power spectrum using Bartlett and Welch methods. Text Books:
1. Simon Haykin, “Adaptive Filter Theory”, 4th edition, Pearson Education
2. Monson Hayes, “Statistical Digital Signal Processing and Modeling”, Wiley India Edition
Reference Books:
1. Dimitris G. Manolakis, Vinay K. Ingle, Stephen M. Kogon, “Statistical and Adaptive Signal
Processing: Spectral Estimation, Signal Modeling, Adaptive Filtering and Array
Processing”, McGrawHill, 2000
2. Bernard Widrow and Samuel Stearns, “Adaptive Signal Processing”, Pearson Education
Asia,2002
Course Outcomes:
The student will be able to –
1. Apply basic probability theory to model random signals in terms of Random Processes.
2. Find a model to provide an accurate estimation of the signal.
3. Represent speech signal using linear predictive coding (LPC) algorithm.
4. Formulate the Wiener filter as a constrained optimization problem.
5. Determine suitable LMS step size to trade off convergence time and misadjustment.
6. Derive the power spectrum of random signals.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 12 out of 44
FF No.: 654
ET501THP: Data Communication and Networking
Credits: 4 Teaching Scheme: 3 Hours / Week
Project: 2 Hours/ Week
Unit I – Introduction ( 6 Hours)
Network architecture - Standards and underlying technologies - Internet Architecture:
Architectural concepts in ISO‘s OSI layered model, layering in the Internet. TCP/IP protocols
stack.
Unit II – Protocols ( 7 Hours)
Network, Transport and application layer protocols, addressing, routing, IPv4, IPv6, ICMP,
IGMP, ARP, RARP, TCP, UDP, WWW, HTTP, SMTP, FTP.
UNIT III - Local Area Network ( 7 Hours)
LAN standards, LAN design, approaches to improve LAN performance, Wireless LAN – IEEE
802.11 a, IEEE 802.12g , Bluetooth, WLAN design.
Unit IV: Network Management Standards and Models ( 7 Hours)
Network design issues, network and system management, - network management standards,
Network management model, organization model, information model, communication model,
and functional model.
Unit V: SNMP & RMON ( 6 Hours)
SNMPV1 Network Management, Major Changes in SNMP V2 and V3 SNMP Management,
RMON – Remote Monitoring, SMI & MIB, RMON1 and RMON2.
Unit VI: Network Management Tools and Systems (7 Hours)
Network Management Tools, Network Statistics Measurement Systems, Network
Management Systems, Commercial Network Management Systems, System Management,
Enterprise Management Solutions.
List of projects:
1. Prepare and test straight through and cross over cable
2. Implement a LAN
3. Implement a web application
4. Implement RSA algorithm
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 13 out of 44
Text Book/Reference Books:
1. Data Communications and Networking – Behrouz A. Forouzan. TMH.
2. Mani Subramanian, ―Network Management principles and practice‖ 1st Edition,
Addison
Wesley, 1999.
3. William Stalling, ―SNMP – SNMPv2, SNMPv3 & RMON 1 and 2‖, 3rd Edition,
Addison
4. Data and Computer communication‘ – William Stallings, Eighth edition, PHI
Course Outcomes:
The students will be able to
1. Understand and describe underlined network technologies and architectures
2. Understand various protocols in data communication networks.
3. Design wired and wireless local area network
4. Understand the requirement of network management systems.
5. Understand SNMP based network and internetwork management.
6. Gain the information about current and evolving network management tools and standards
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 14 out of 44
FF No. : 654
ET502THP : Digital Integrated Circuit Design
Credits: 4 Teaching Scheme: 3 Hours / Week
Project: 2 Hours/ Week
Unit I : Static CMOS Inverter (8 Hours)
MOS device physics, threshold voltage, body bias, I-V characteristics and design equations, the
actual device – secondary and short-channel effects, MOS SPICE models. The Static CMOS
Inverter — An Intuitive Perspective, The Static Behavior, Switching Threshold, Noise Margins,
static and dynamic power consumption, introduction to layout.
Unit II : Combinational Logic (9 Hours)
Static and Dynamic Design (9Hrs) CMOS Logic structures – Pseudo NMOS, Complementary
CMOS, Ratioed Logic, Pass-Transistor Logic, and Transmission Gate with examples, Dynamic
Logic – Basic Principle, DOMINO, NORA, Speed and power dissipation of dynamic logic gate,
Issues in dynamic design, cascading dynamic gates, layout of few combinational/sequential
circuits, Euler path to optimize layout
Unit III Sequential Logic Circuits ( 5 Hours )
Static and Dynamic Design (5Hrs) The bi-stability principle, CMOS Clocked Latches, CMOS
Multiplexer based Latches, Flip-flops, Clocked CMOS Logic (C2MOS), TSPC Latches,
pipelining of logic blocks.
Unit IV Integrated Memories (6 Hours)
Static Random-Access Memories, Static Random-Access 6-T Memory Cell, design equations,
DRAM cells, Sense Amplifier, Read-Only Memories- NAND and NOR structures, CAM
Unit V Logical Efforts (6 Hours)
Delay and Electrical Efforts of a gate, defining logical efforts, Multi-stage logic network,
Choosing path, applying logical efforts to design circuit for speed.
Unit VI Modern MOS Devices (6 Hours)
Technology node – concept and scaling, effect of scaling on performance of device and circuit,
LDD MOSFET, sub-micron MOSFET, SOI MOSFET, FinFET, Mutli-gate MOSFETs.
List of Projects
i. Simulate and analyze combinational logic circuit
ii. Simulate and analyze sequential logic circuit
iii. Simulate and analyze memory circuit
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 15 out of 44
Text Books
1. ―Digital Integrated Circuits‖, Jan M. Rabaey, Anantha P. Chandrakasan, BorivojeNikolić,
Pearson Education, Second Edition2003
2. ―CMOS Digital Integrated Circuits‖, Kang Leblebici, McGraw-Hill
Course Outcomes:
1 Analyse CMOS inverter characteristics
2 To analyse combinational logic families
3 To find suitability of combinational and sequential circuits for pipeline operations
4 To distinguish logic levels for memory read and write operation
5 To calculate path delays and find optimum path
6 Compare modern techniques of MOS fabrication
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 16 out of 44
FF No. : 654
ES501TH :: LINEAR ALGEBRA AND STATISTICS
Credits: 04 Taching Scheme: Theory: 4 Hours/Week
Unit 1: Vector Spaces (6 Hours)
Rank of a matrix and solution of Linear Systems, Vectors in n-dimension, Vector spaces and
subspaces, Linear dependence and independence, Spanning set, Basis.
Unit 2: Linear Transformation (7 Hours)
Linear Transformation, Range and kernel of LT, Isomorphism, Column space, Row space, Null
space, Rank Nullity theorem, Orthogonal transformations and its geometrical interpretation.
Coordinate systems, Change of basis.
Unit 3: Inner product spaces (7 Hours)
Inner Product, length, and orthogonality, orthogonal sets, orthogonal projections, The Gram–
Schmidt process. Least square problem, Applications of linear models. Inner Product spaces,
Applications of Inner Product spaces.
Unit 4: Eigen values and Eigen vectors (6 Hours)
Eigen values and Eigen vectors. symmetric matrices, Complex eigen values, minimal
polynomial.
Unit 5: Applications of eigen values and eigen vectors (7 Hours)
Application of eigen values and eigen vectors to Discrete and continuous dynamical system.
Unit 6: Digonalization (7 Hours)
Diagonalization over real and complex field, canonical representation, spectral decomposition,
Quadratic forms, constrained optimization, The singular value decomposition, Applications to
image processing and statistics.
Text Books:
1. Ron Larson and David C. Falvo; Linear Algebra: An Introduction; First Indian reprint 2010;
Brooke/Cole, a part of Cengage Learning (Indian Edition).
2. B.S. Grewal; Higher Engineering Mathematics; 40th Edition 2007; Khanna Publishers.
3. Seymour Lipschutz, John Schiller; Introduction to Probability and statistics; 6th reprint 2008;
Schaum‘s Outline, Tata McGraw-Hill.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 17 out of 44
Reference Books:
1. Gilbert Strang; Linear Algebra and its Applications; 10th Indian reprint 2011;Cengage
Learning (Indian Edition).
2. David C. Lay ; Linear Algebra and its Applications; 12th impression 2011; Pearson Education
Inc,.
Course Outcomes:
The student will be able to –
1. Acquire the knowledge of vector spaces, linear transformations, Eigen values and eigen
vectors, complex numbers and random variables. (PO1,2,4,PSO2)
2. Set up, solve and interpret linear systems, use matrix transformations. (PO1,2,4,PSO2)
3. Apply knowledge of inner product spaces to compute length of a vector, angle, distance
between two vectors, to compute orthogonal basis using Gram-Schmidt process, compute
and apply the knowledge of eigen-values and eigenvectors. (PO1,2,4,PSO2)
4. Represent complex numbers algebraically and geometrically, find roots algebraic equations
and apply the knowledge of functions of complex numbers in problem solving.(PO1,2,4,PSO2)
5. Analyze and interpret probability distributions and perform regression analysis for
statistical data. (PO1,2,4,PSO2)
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 18 out of 44
FF No. : 654
ES551TH :: QUANTITATIVE APTITUDE – I
Credits: 02 Teaching Scheme: Theory: 2 Hours/Week
Unit 1: Numbers, Surds and Indices & Logarithms (7 Hours)
Numbers, Average, Decimal fractions, Problem on ages, Simplification, Problems on numbers,
Square roots & cube roots, Logarithms, Surds and Indices, HCF and LCM of Numbers.
Unit 2: Time ,distance and work (7 Hours)
Time and distance, Problems on trains, Boats and Streams, Time and Work , Pipes and Cisterns,
Alligation or mixture
Unit 3: Measures of Statistical Data (6 Hours)
Percentage, Profit and loss, Ratio and Proportion, Simple interest, Compound interest,
Partnership, Chain Rule.
Unit 4: Logical Reasoning (7Hours)
Race and Games , Odd Man Out and Series, Number Series, Analogies, Logical Problems,
Letter and Symbol Series, Statement and Conclusion, Artificial Language
Unit 5: Area, Volume, Permutation and Combinations (7 Hours)
Area, Volume and Surface Areas, Calendar, Clocks, Permutations and Combinations,
Probability, Heights and Distances.
Unit 6: Data Interpretation (6 Hours)
Tabulations: Tabulations of Imports and Exports of Data, Analysis of Tabulated Data, Bar
Graphs: Vertical or Horizontal Bars, Pie Charts: Pie Graphs, Central angle, Line Graphs.
Text Books
1. Quantitative Aptitude For Competitive Examinations‖, Dr. R. S. Aggarwal, S. Chand.
2. ―How to Prepare for Quantitative Aptitude‖, Arun Sharma, Tata Mcgraw-Hill.
Reference Books
1. Quantitative Aptitude Quantum Cat Common Admission Test‖, K. Sarvesh Verma.,
Arihant.
2. ―Quantitative Aptitude for Competitive Examinations‖, Abhijit Guha, Fourth Quarter. Course Outcomes
The students will be able to:
1. improve their employability skills
2. improve aptitude, problem solving skills and reasoning ability
3. critically evaluate various real life situations by resorting to analysis of key issues and
factors.
4. demonstrate various principles involved in solving mathematical problems and thereby
reducing the time taken for performing job functions
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 19 out of 44
FF No. : 654
ES502TH: Research Methodology
Credits: 02 Teaching Scheme:- Theory 2 Hrs/Week
Unit1: Formulating Research Problem and Literature Review (9 Hrs)
Overview: RE-Search, Definition, Research characteristics, Difference between methods
and methodology, Research categories, Overview of research process.
How to get new research ideas: Creating thinking, Preparations for improving thinking Defining
research problem statement: Need, What is a research problem, Sources of research problem,
research problem components
Literature Survey Overview: What is literature survey, Types of literature survey,
Sources of information, Types of technical papers, Publication and patent databases, How to read
a scientific paper, How to write scientific paper, writing technical papers in English – Grammar,
Punctuation, Tips for writing correct English, How to write a research proposal, How research is
funded, How to give a good research talk, Presentation tools Research Ethics and Legal Issues:
Intellectual Property rights, Patents, Copyrights, Plagiarism
Unit 2: Research Design and Data Collection (6 Hrs)
Research Design: What is research design, Research Design Parts, Research Design for
exploratory and Descriptive Research, Principals of Research design. Sampling Design: Steps in
sampling Design, Different Types of Sample Design
Unit 3: Data Collection and Analysis (6 Hrs)
Methods of data collection: Data types, Data Collection Types: Observation, Interview,
Questionnaire, Schedules, Collection of Secondary Data Analysis and Processing of Data:
Processing operations, Types of Analysis, statistics in Research, Measures of central Tendency,
Measures of Dispersion, Measures of Asymmetry, Measures of Relationship, simple regression
Analysis, Multiple correlation and regression, association in case of attributes
Unit 4: Hypothesis testing (9 Hrs)
Defining Hypothesis: What is hypothesis, Characteristics of hypothesis, Hypothesis Vs
Problem Statement Hypothesis Testing: Null hypothesis, Alternative Hypothesis, Level of
significance,Type I and Type II Errors, One tailed and two tailed hypothesis, Power of
hypothesis tests Parametric Tests: z-test, t-test, chi-square test, F-test, ANOVA
Total Contact Hours: 30
Text Books:
1. ‗Research Methodology: Methods and Trends‘, , by Dr. C. R. Kothari, 2nd revised edition,
New
Age International Limited Publishers, ISBN: 978-81-224-1522-3
2. ‗Research Methodology: An Introduction‘ by Wayne Goddard and Stuart Melville, 2nd
Edition,
Juta and Co. Ltd, ISBN: 0-70215660-4
Reference Books
1. ‗Research Methodology: A Step by Step Guide for Beginners‘, by Ranjit Kumar, 2nd Edition,
APH Publishing Corporation
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 20 out of 44
2. ‗Research methodology: an introduction for science & engineering students‘, by Stuart
Melville
and Wayne Goddard
3. ‗Research Methodology‘ by Dr. Jayant Tatke, 2009, Symbiosis Centre for Distance Learning
4. ‗Operational Research‘ by Dr. S.D. Sharma, Kedar Nath Ram Nath & Co
5. Online material provided by the faculty
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 21 out of 44
Semester – II
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 22 out of 44
FF No. : 654
ET503THP : ADVANCES IN DIGITAL COMMUNICATION
Credits: 4 Teaching Scheme: 3 Hours / Week
Project: 2 Hours/ Week
Unit I: Introduction ( 4 Hrs)
Digital communication system (description of different modules of the block diagram), Complex
baseband representation of signals, Gram-Schmidt orthogonalization procedure. M-ary
orthogonal signals, bi-orthogonal signals, simplex signal waveforms.
Unit II Receiver in additive white Gaussian noise channels ( 8 Hrs) Coherent and non coherent demodulation-Matched filter, Correlator demodulator, square-law,
and envelope detection; Detector- Optimum rule for ML and MAP detection Performance- Bit-
error-rate, symbol error rate for coherent and non coherent schemes.
Unit III Synchronization ( 6 Hrs)
Different synchronization techniques (Early-Late Gate, MMSE, ML and spectral line methods).
Unit IV Equalization ( 8 Hrs) Linear equalization, Decision feedback equalization, Iterative equalization and decoding,
Adaptive equalization.
Unit V Multichannel and Multicarrier Systems ( 8 Hrs)
Multichannel Digital communications in AWGN channels-Binary signals & M-ary orthogonal
signals , Multicarrier communications-Capacity of Non ideal linear filter channel, an FFT-
basedmulticarrier system, minimizing peak to average ratio in the multicarrier systems
Unit VI Communication over fading channels ( 6 Hrs) Characteristics of fading channels, Rayleigh and Rician channels, receiver performance-average
SNR, outage probability, amount of fading and average bit/symbol error rate.
List of Projects
1. Simulation of binary communication system with antipodal/orthogonal signaling and plotting
the error probabilities.
2.Simulation of minimum mean - square error equalizer.
3.Simulation of carrier phase recovery for BPSK/QAM signals.
4.Simulation of multicarrier systems with fading channels.
Text Books ― Digital Communications‖, J. G. Proakis, Mc GrawHill, Edition 5
th, 2008.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 23 out of 44
Reference Books 1. ―Digital Communications‖, Simon Haykin, Wiley Publications, Fourth Edition.
2. ―Digital Communication‖, B.Sklar, Pearson, Second Edition .
3. ―Wireless Communications- Principle and practice‖, Theodore S, Rappaport, Second
edition, PHI.
Course Outcomes –
Students will be able to
1. represent signals using the Gram-Schmidt orthogonalization procedure
2. design and study performance characteristics of optimum receiver
for the various modulating methods.
3. derive carrier and symbol synchronization
4. analyze performance characteristics of equalizer algorithms .
5. analyze performance of multichannel and multicarrier systems
6. evaluate performance of digital signaling techniques for communication over fading
multipath channels
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 24 out of 44
FF No. : 654
ET507THP : MOBILE COMMUNICATION
Credits: 4 Teaching Scheme: 3 Hours / Week
Project: 2 Hours/ Week
Unit I The Cellular Concept ( 6 Hrs)
Introduction, Frequency Reuse, Channel Assignment strategies, Hand off Strategies, interference
and system capacity, improving coverage and capability in Cellular Systems. Practical Link
Budget design using path loss models, Out door propagation models, Indoor propagation models,
Small Scale Multi path propagation, parameters of mobile multi path channels
Unit II Equalization & Diversity ( 6 Hrs)
Generic Adaptive Equalizers, Liner &nonlinear equalizers, Algorithms for equalizers, Diversity
techniques, Selection diversity improvement, Maximal ratio combining improvement, Space
diversity reception methods, RAKE receiver
Unit III Coding for Mobile Communication (7 Hrs)
Linear Block Codes: Syndrome and error detection, Error detection and correction capability,
Galois field, Primitive element & Primitive polynomial, Minimal polynomial and generator
polynomial, Description of Cyclic Codes, Generator matrix& Encoding for cyclic code,
Convolutional codes – Viterbi codes, TCM, BCH codes, RS codes. Coding for fading channel
Unit IV MIMO (7 Hrs)
MIMO, Physical Modelling of MIMO receiver, Modelling of MIMO fading channels, MIMO
System model & Zero forcing receiver, MIMO MMSE Receiver, SVD, SVD based optimal
MIMO transmission & capacity, V-BLAST receiver
Unit V Mobile Network & Transport Layer ( 7 Hrs)
TCP/IP Suite, Network Layer in the internet, TCP enhancement for wireless network,
implementation of wireless network, Mobile IP & SIP
Unit VI Standardized wireless Systems (7 Hrs)
Cognitive radio - spectrum sensing, management, sharing, GSM – overv iew, air interface,
channels, synchronization, coding, WiMAX/IEEE 802.16 – overview, modulation, channels,
Multiple Antenna Techniques. 3GPP LTE
List of Projects 1. Free space Propagation – Path Loss model to determine the free space loss and the power
received 2. Implementation of Cyclic Redundancy code using MATLAB/Simulink
3. Modeling a Decision feedback Equalizer
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 25 out of 44
4. Model a fading channel based on Rayleigh & Rician Fading.
Text Books 1. Wireless Communications- Principle and practice, Theodore S, Rappaport, Second
edition, PHI
2.Mobile Communications, Jochen Schiller, Second Edition, Pearson Education.
Reference Books 1. David Tse, PramodWishwanath, ‗Fundamentals of Wireless Communications‘, Cambridge
University Press.
2. Vijay Garg, ‗Wireless Communications& networking‘, Morgan Kaufman Series in networking
3. Andreas Molisch, ‗Wireless Communications‘, Second Edition, Wiley Publications.
4. William C.Y. Lee, ‗Wireless & Cellular Telecommunication‘, McGraw Hill, 3rd
Edition
Course Outcomes:
Student will be able to
1. Determine the type and appropriate model of wireless fading channel based on the system
parameters and the property of the wireless medium.
2. Analyze different equalizers performance.
3. Spell the trade-offs among different forward error correction methods.
4. Understanding spectral efficiency & reliability gains from MIMO.
5. Differentiate between network layer of TCP/IP for mobile networking & traditional TCP/IP
suite.
6. describe different standard wireless systems
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 26 out of 44
FF No. : 654
ET510THP: Computer Vision
Credits: 04 Teaching Scheme: 3 Hours / Week
Project 2 Hours/Week
Unit 1: Image Formation and Low-Level Processing (07 Hours)
Human Vision System, Computer Vision System: Overview and State-of-the-art,
Fundamentals of Image Formation, Transformation: Orthogonal, Euclidean, Affine,
Projective, Convolution and Filtering, Image Enhancement, Histogram Processing
Unit 2: Feature Extraction (07 Hours)
Edges - Canny, LOG, DOG, Line detectors (Hough Transform), Harris Corner detector,
SIFT, Scale-Space Analysis- Image Pyramids and Gaussian derivative filters, Feature
Matching and tracking
Unit 3: Image Segmentation (07 Hours)
Region Growing, Edge Based approaches to segmentation, Graph-Cut, Mean-Shift,
MRFs, Texture Segmentation
Unit 4: Object Recognition (07 Hours)
Global Methods, Active Contours, Split and Merge, Mode Finding, Normalized Cuts,
Histogram of Oriented Gradients
Unit 5: Classifiers (06 Hours)
Clustering: K-Means, Mixture of Gaussians, Classification: Discriminant Function,
Supervised, Un-supervised, Semi-supervised, Classifiers: Bayes, KNN, ANN models,
Dimensionality Reduction: PCA, LDA, ICA
Unit 6: Motion Estimation (06 Hours)
Triangulation, Two-frame structure from motion, Factorization, Bundle adjustment,
Translational alignment, Parametric motion, Spline-based motion, Optical flow,
Tracking.
List of Projects
1. Image Enhancement
2. Object or Human Detection using HOG.
3. Object or Human Detection using SIFT.
4. Line detection in video
Text Books:
1. Richard Szeliski, ―Computer Vision: Algorithms and Applications‖, Springer Publication.
2. Forsyth and Ponce, ―Computer Vision-A Modern Approach‖, 2nd
Edition, Pearson Education.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 27 out of 44
3. Bernd Jahne and Host HauBecker, ―Computer Vision and applications-A Guide for Students
and Practitioners‖, Elsevier.
Reference Books:
1. Milan Sonka, Vaclav Hlavac, Roger Boyle, ―Image Processing, Analysis, and Machine
Vision‖, Thomson Learning.
2. Robert Haralick and Linda Shapiro, "Computer and Robot Vision", Vol I, II, Addison-
Wesley, 1993.
3. Dana H Ballard and Christopher M. Brown, ―Computer Vision‖, Prentice Hall.
Course Outcomes:
The student will be able to –
1. Apply image enhancement techniques on images.
2. Develop feature vectors for object detection purpose.
3. Illustrate image segmentation algorithms.
4. Choose algorithm for object recognition.
5. Make use of classifies to classify the objects.
6. Demonstrate different motion estimation techniques.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 28 out of 44
FF No. : 654
ET511THP: Cloud Computing and Application Development
Credits: 04 Teaching Scheme: 3 Hours / Week
Project 2 Hours/Week
Unit 1: Introduction To cloud ( 6 Hrs)
Visualization concepts, Types of Visualization& its benefits, Introduction to Various
Virtualization OS, HA/DR using Virtualization, Moving VMs, Cloud Fundamentals, Cloud
Building Blocks, Understanding Public & Private cloud environments, Private Cloud
Environment, Public Cloud Environment, Managing Hybrid Cloud environment
Unit 2: The Cloud: Setting up ( 6 Hrs)
Setting up your own Cloud: Build private cloud using open source tools, Understanding various
cloud plugins, Setting up your own cloud environment: Autoprovisioning, Custom images,
Integrating tools like Nagios, Integration of Public and Private cloud
Unit 3: Iot and The Cloud ( 7 Hrs)
Introduction to cloud computing, Difference between Cloud Computing and IoT, Fog
Computing: The Next Evolution of Cloud Computing, Role of Cloud Computing in IoT. Living
on the Edge, An Abstract Edge Architecture Model, Connecting devices at the edge and to the
cloud.
Unit 4: Connecting IoT to Cloud ( 7 Hrs)
Various Real time applications of IoT, Connecting IoT to cloud, Cloud Storage for IoT . Cloud-
to-Device Connectivity, Device Ingress/Egress, Data Normalization and Protocol Translation,
Infrastructure, APIs, The Topology of the Cloud
Unit 5:Challenge in integration of IoT with Cloud ( 7 Hrs)
Security, Scalability, Reliability, Performance, Mobility, Resource Optimization & cost
efficiency, Cloud data management, cloud data monitoring, Cloud data Exchange, Infrastructure
Configuration & reconfiguration, IoT Overarching Challenges.
Unit 6: IoT Application Development ( 6 Hrs)
HTML (Documents, Tables, Hypertext And Link, Managing Forms, CSS), JAVASCRIPT (Basic
Syntax, Control Structures. Writing Functions, Working with Arrays, The Document Object
Model. Events Handling, Using Browser Objects. Object Oriented in JavaScript),
PHP(Variables, functions, conditional and lopping constructs, Web form using PHP, Validation,
session and cookie, user defined exception, client agent to send an email, File upload and
download, Web page filters, AJAX,JSON).
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 29 out of 44
List of Projects
1. Create a Hamming Code in Binary Format Using Simulink and analyze error reduction.
2. Reduce the Error Rate Using a Hamming Code
3. Detect and Correct Errors in a BCH Code Using MATLAB/ Simulink
4. Design a Rate-2/3 Feedforward Encoder Using MATLAB/Simulink
Text Books
1.RanjanBose, ―Information Theory coding and Cryptography‖, McGraw-Hill Publication,
2ndEdition
2J C Moreira, P G Farrell, ―Essentials of Error-Control Coding‖, Wiley Student Edition.
Reference Books 1.BernadSklar, ―Digital Communication Fundamentals & applications‖, PearsonEducation.
Second Edition.
2.Simon Haykin, ―Communication Systems‖, John Wiley & Sons, Fourth Edition.
3.Shu lin and Daniel j, Cistellojr., ―Error control Coding‖ Pearson, 2NdEdition.
4.Todd Moon, ―Error Correction Coding : Mathematical Methods andAlgorithms‖, Wiley
Publication
5.Khalid Sayood, ―Introduction to Data compression‖, Morgan Kaufmann Publisher
Course Outcomes:
Student will be able to
1. compare performance of source coding theorem based on entropy
2. analyze & implement lossless compression techniques on information.
3. analyze linear block codes for error detection
4. decode cyclic code for error detection
5. analyze RS code
6. generate convolutional code word & decode using Viterbi decoding scheme
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 30 out of 44
FF No. : 654
ET508THL: Speech Processing
Credits: 4 Teaching Scheme: 3 Hours / Week
Project: 2 Hours/ Week
Unit 1: Fundamentals of speech production (8 Hours)
Anatomy and physiology of speech production. Classification of phonemes used in American
English based on continuant/non-continuant properties. Acoustic theory of speech production,
sound propagation. Lossless tube model, multitube lossless model. Discrete time model for
speech production.
Unit 2: Human Auditory System (6Hours)
Peripheral auditory system, simplified model of cochlea. Sound pressure level and loudness.
Sound intensity and Decibel sound levels. Concept of critical band and introduction to auditory
system as a filter bank. Speech perception: vowel perception.
Unit 3: Time domain method of speech processing (6Hours)
Time-dependent speech processing. Short-time energy and average magnitude. Short-time
average zero crossing rate. Speech Vs. silence discrimination using energy and zero crossing
rate. Short-time autocorrelation function, short-time average magnitude difference function.
Pitch period estimation using autocorrelation function.
Unit 4: Linear prediction analysis (8 Hours)
Basic principles of linear predictive analysis. Autocorrelation method, covariance method.
Solution of LPC equations: Cholesky decomposition, Durbin‘s recursive solution, lattice
formulations and solutions. Frequency domain interpretation of LP analysis. Applications of
LPC parameters as pitch detection and formant analysis.
Unit 5: Cepstral Analysis (6 Hours)
Real Cestrum: Long-term real cepstrum, short-term real cepstrum, pitch estimation, format
estimation, Mel cepstrum. Complex cepstrum: Long-term complex cepstrum, short-term
complex cepstrum.
Unit 6: Speech processing Application (7Hours)
Speech recognition: complete system for an isolated word recognition with vector quantization
/DTW. Speaker recognition: Complete system for speaker identification, verification. Echo
cancellation: adaptive echo cancellation
List of Projects
1. 1. Development of speech enhancement system
2. Development of speaker verification system
3. Development of speaker identification system
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 31 out of 44
4. Development of speech recognition system
5. Development of Speaker Diarization system
6. Development of speech de-reverberation system
7. Voice Pathology Detection
8. Audio Melody extraction
9. Speech enhancement using microphone array
Text Books:
1. Deller J. R. Proakis J. G. and Hanson J. H., “Discrete Time Processing of Speech Signals,”
Wiley Interscience
2. Ben Gold and Nelson Morgan, “Speech and audio signal processing,” Wiley
Reference Books:
1. L. R. Rabiner and S.W. Schafer, “Digital processing of speech signals,” Pearson Education.
2. Thomas F. Quateri , “Discrete-Time Speech Signal Processing: Principles and Practice,”
Pearson
3. Dr. Shaila Apte, “Speech and audio processing,” Wiley India Publication
4. L. R. Rabiner and B. H. Juang, “Fundamentals of speech recognition”
Course Outcomes:
The student will be able to –
1. Describe discrete time model of speech production system.
2. Detect voiced, unvoiced and silence part of a speech signal.
3. Implement algorithms for processing speech signals considering the properties of acoustic
signals and human hearing.
4. Analyze speech signal to extract the characteristic of vocal tract (formants) and vocal cords
(pitch).
5. Write a program for extracting LPC Parameters using Levinson Durbin algorithm.
6. Formulate and design a system for speech recognition and speaker recognition
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 32 out of 44
FF No. : 654
ET504THP: WAVELET THEORY AND APPLICATIONS
Credits: 4 Teaching Scheme: 3 Hours / Week
Project: 2 Hours/ Week
Unit 1: Continuous Wavelet Transform (6 Hrs)
Introduction to wavelet transform, comparison with DFT and DCT. Introduction to
timefrequency analysis, Definition of CWT, properties of continuous wavelet transform, CWT as
correlation, CWT as an operator, Inverse CWT.
Unit 2: Discrete Wavelet Transform (6 Hrs)
Approximation of Vectors in linear vector subspaces, Basis for approximating sub spaces and
Haar Scaling function, Digital filter implementation of Haar Wavelet Decomposition.
Unit 3: Multi-resolution Analysis and Filter Banks (8 Hrs)
Definition of MRA, Construction of general orthonormal MRA,Wavelet Basis for MRA, Digital
Filtering Intepretation, Examplews of Orthogonal Basis-generating Wavelets, Interpreting
orthonormal MRAs for Discrete time Signal.
Unit 4: Different Families of Wavelets (8 Hrs)
Introduction to time frequency analysis Different families of wavelets, mathematical
preliminaries, windowed Fourier transform, short-time Fourier transform, Harr wavelet,
Daubechies Wavelets, Wavelet packet analysis, Harr wavelet packets, introduction to orthogonal
and bi-orthogonal wavelets.
Unit 5: Wavelet Transform and Data Compression (6 Hrs)
Transform Coding, Image compression using DTWT, Audio Compression, and Video Coding
using MRA.
Unit 6: Applications of Wavelet Transform (6 Hrs)
Application of wavelet theory to signal de-noising, transient detection, speckle removal, edge
detection and object isolation, image fusion, image enhancement, feature extraction,
communication applications like scaling functions as signaling pulses and multi-tone
modulation.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 33 out of 44
Project List
1. Implement Image compression
2. Edge Detection
3. Audio/Video Compression
4. Speech Processing
Text Books:
1. ―Wavelet Transforms: Introduction to Theory and Applications‖ by Raghuveer Rao and Ajit
Bopardikar, Pearson Education.
2. "Insight Into Wavelets - From Theory to Practice", by K P Soman, K I Ramchandran PHI
publication (2nd edition), Prentice Hall of India.
Reference Books:
1. Wavelet Analysis –by Springer Publication.
2. Ten lectures on wavelets –by Daubechies I (CBMS-NSF, SIAM, 1982).
3. ―Multirate Systems and Filter Banks‖, P. P. Vaidyanathan, Pearson Education.
Course Outcomes:
1. Students will be able to understand fundamentals of continuous and discrete wavelet
transform.
2. Students will be able to interpret multi resolution analysis.
3. Students will be made familiar with different wavelet families.
4. Students will be able to apply wavelet transform for various signal processing applications.
5. Students will be able to write a program for edge detection object isolation, image fusion,
image enhancement
6. Formulate and design a system for image compression
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 34 out of 44
FF No. : 654
ET505 THP : DESIGN AND ANALYSIS OF EXPERIMENTS
Credits: 04 Teaching Scheme: Theory: 3 Hours / Week
Project: 2 Hours/ Week
Unit 1 : Statistical concepts ( 5 Hrs )
Strategy of experimentation, applications of experimental design, characterizing a process,
optimizing a process variable, principles of experimental design replication, randomization,
blocking, design guidelines, statistical techniques in experimentation
Unit 2 : Simple comparative experiments ( 8 Hrs )
Probability distributions, Mean, variance, expected values, sampling and sampling distributions,
properties of sample, mean, variance, degrees of freedom, normal distribution, standard normal
distribution, estimating sampling size, Chi square distribution, t distribution, f distribution,
important parametric tests, hypothesis testing, confidence intervals, limits of hypothesis tests,
case studies
Unit 3 : Experiments with single factor ( 7 Hrs )
Analysis of Variance (ANOVA), fixed effect and random effect model, analysis of fixed effect
model, decomposition of total sum of squares, Cochrans theorem, Normality assumption, model
adequacy checking, normal probability plot, plot of residuals in time sequence, plot of residuals
versus fitted values, Analysis of Covariance (ANCOVA), case studies
Unit 4 : Factorial design ( 8 Hrs )
Basic definitions and principles, advantages of factorials, two factor factorial design, statistical
analysis of fixed effect model, analysis of variance table for two factor factorial design fixed
effect model, degrees of freedom, Main effect plots, Interaction effect plots, interpretation of
parallelism, interpretation of p values, R squared static, case studies
Unit 5 : Regression models ( 6 Hrs )
Linear regression model, simple and multiple regression analysis, estimation of parameters,
predicted values, least squares fit, residuals and diagnostics , regression model for 2 k
factorial
design, Test for significance of regression
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 35 out of 44
Unit 6 : Randomized block design (6 Hrs )
Basic definitions and principles, randomized complete block design, statistical analysis of
RCBD, model adequacy checking, balanced incomplete block design, balanced incomplete block
design, statistical analysis of BIBD, least square estimation of parameters
List OF Projects (Using Minitab):
1. Hypothesis Testing
2. Factorial Designs
3. Analysis of Variance
4. Model Adequacy checking
Text Books
1. Design and analysis of experiments, Douglas Montgomery, Wiley India, (2007)
2. Design and Analysis of Experiments, Das, M.N. and Giri, N, Wiley Eastern, New Delhi
Reference Books
3. Applied statistics and probability for engineers, Douglas Montgomery, Wiley India,
(2007)
Course Outcomes
Students will able to
1. Understand statistical concepts
2. Apply Hypothesis testing
3. Apply ANOVA test for analysis
4. Design Factorial Experiments
5. Create regression models
6. Create Randomized block designs
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 36 out of 44
FF No. : 654
ET506 THP: AUTOMOTIVE ELECTRONICS
Credits: 04 Teaching Scheme: Theory: 3 Hours / Week
Project: 2 Hours/ Week
Unit I Automotive Systems Overview ( 6 Hours)
Overview of Automotive Industry: Role of technology in Automotive Electronics and
interdisciplinary design, Tools and processes. Introduction to Modern Automotive Systems and
need for electronics in automobiles and application areas of electronic systems in modern
automobiles, Automotive Vehicle Technology, Overview of Vehicle Categories.
Unit II Sensors and Actuators ( 6 Hours)
Sensors: Accelerometers, Wheel speed, Brake pressure, Seat occupancy, Engine speed, Steering
wheel angle, Vehicle speed, Throttle position, Temperature, Mass air flow (MAF) rate, Exhaust
gas oxygen concentration, Throttle plate angular position, Crankshaft angular position/RPM,
Manifold Absolute Pressure (MAP), Differential exhaust gas pressure and Air bag sensors.
Actuators: Solenoids, Various types of electric motors and piezoelectric force generators.
Unit III Communication protocols ( 7 Hours)
Overview of automotive communication protocols, CAN, LIN , Flex Ray, MOST , Ethernet,
D2B and DSI, Communication interface with ECUs, Interfacing techniques and Interfacing with
infotainment gadgets, Relevance of Protocols such as TCP/IP for automotive applications,
Wireless LAN standards such as Bluetooth, IEEE 802.11x communication protocols for
automotive applications. Infotainment Systems: Application of telematics in automotive domain,
Global positioning systems (GPS) and General packet radio service (GPRS).
Unit IV Automotive Control Systems ( 7 Hours)
Control system approach in Automotive Electronics, Analog and digital control methods,
modelling of linear systems, System responses, Modelling of Automotive Systems with simple
examples.
Model based Development: Introduction Simulink and SIMSCAPE tool boxes
Unit V Safety Systems in Automobiles ( 7 Hours)
Active Safety Systems: ABS, TCS, ESP, Brake assist, etc. Passive Safety Systems: Airbag
systems. Advanced Driver Assistance Systems (ADAS): Combining computer vision techniques
as pattern recognition, feature extraction, learning, tracking, 3D vision, etc. to develop real-time
algorithms able to assist the driving activity. Examples of Assistance Applications: Lane
Departure Warning, Collision Warning, Automatic Cruise Control, Pedestrian Protection,
Headlights Control, Connected Cars technology and trends towards Autonomous vehicles.
Unit VI Automotive Diagnostics ( 7 Hours)
Diagnostics: Fundamentals of Diagnostics, Basic wiring system and Multiplex wiring system,
Preliminary checks and adjustments, Self-diagnostic system, Fault finding and corrective
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 37 out of 44
measures, Electronic transmission checks and Diagnosis, Diagnostic procedures and sequences,
On-board and off-board diagnostics in Automobiles
List of projects
1. Implement a simple sensor for automotive application
2. Design and test regenerative braking system
3. Implement a automotive fault diagnosis system
Text Books
1. Williams. B. Ribbens: ―Understanding Automotive Electronics‖, 6th Edition, Elsevier
Science, Newnes Publication, 2003.
2. Robert Bosch: ―Automotive Electronics Handbook‖, John Wiley and Sons, 2004.
Reference Books
1. Ronald K Jurgen: ―Automotive Electronics Handbook‖, 2nd Edition, McGraw-Hill, 1999.
James D. Halderman: ―Automotive Electricity and Electronics", PHI Publication
Course Outcomes:
The students will be able to
1. Understand the concepts of Automotive Electronics and its evolution and trends.
2. Understand sensors and different signal conditioning techniques, interfacing techniques
and actuator mechanisms aligned to automotive systems.
3. Describe various communication systems, wired and wireless protocols used in vehicle
networking.
4. Understand, design and model various automotive control systems
5. Understand Safety standards, advances in towards autonomous vehicles.
6. Understand vehicle on board and off board diagnostics.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 38 out of 44
FF No. : 654
E509THP: Artificial Intelligence
Credits: 04 Teaching Scheme: Theory: 3 Hours / Week
Project : 2 Hours/ Week
Unit I Introduction to AI ( 6 Hrs)
Foundation of AI, history of AI, intelligent agents: agents and Environments, nature of
environment, structure of agent.
Unit II Problem Solving ( 6 Hrs)
Solving problem by searching, Informed search and exploration, constraints satisfaction problem
and adversarial search.
Unit III Knowledge and Reasoning ( 7 Hrs)
Logical agents, First order logic, Inferences in first order logic, knowledge representation.
Unit IV Planning and Learning ( 7 Hrs)
Planning, partial order planning. Uncertain Knowledge and Reasoning, Learning from
observations, knowledge in learning, statistical learning method.
Unit V Basics of Neural Networks ( 7 Hrs) Neural Network Representation, Computing a Neural Network's Output, Activation functions, Derivatives of
activation functions, Gradient descent for Neural Networks, Backpropagation
Unit VI Deep Neural Networks ( 7 Hrs) Deep L-layer neural network, Forward Propagation in a Deep Network, Building blocks of deep neural
networks, Forward and Backward Propagation, Parameters vs Hyperparameters, Building your Deep Neural
Network: Step by Step.
List of Projects
1. Self Driving Car
2. Character Recognition
3. Image Classification Using Deep Neural Network
Text Books
1. Artificial Intelligence: A Modern approach, Stuart Russell and Peter Norvig , Pearson,
second Edition
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 39 out of 44
Course Outcomes
Students will able to-
1. Explain different part of artificial systems.
2. Explain how Artificial Intelligence enables capabilities applied to different applications such
as chess-playing computers, self- driving cars, robotic vacuum cleaners.
3. Implement classical Artificial Intelligence techniques, such as search algorithms, minimax
algorithm, neural networks, tracking, robot localization.
4. Ability to apply Artificial Intelligence techniques for problem solving.
5. Explain the limitations of current Artificial Intelligence techniques.
6. Explain different part Deep learning architecture
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 40 out of 44
FF No. : 654
HS552TH :: QUANTITATIVE APTITUDE - II
Credits: 02 Teaching Scheme: Theory: 2 Hours/Week
Unit 1: Area, Volume, Permutation and Combinations (7 Hours)
Area, Volume and Surface Areas, Calendar, Clocks, Permutations and Combinations,
Probability,
Heights and Distances.
Unit 2: Data Interpretation (7 Hours)
Tabulations: Tabulations of Imports and Exports of Data, Analysis of Tabulated Data, Bar
Graphs: Vertical or Horizontal Bars, Pie Charts: Pie Graphs, Central angle, Line Graphs.
Unit 3: Probability (7 Hours)
Introduction to probability, Structure of probability, Results of probability, Revision of
probability: BAYES‘ RULE, and examples; Random variable and probability distribution:
Discrete and Continuous distribution, Expected value and variance of a distribution.
Unit 4: Correlation & Regression Analysis (7 Hours)
Regression analysis (Linear only), Correlation analysis, Karl Pearson‘s correlation coefficient,
Spearman‘s Rank correlation coefficient
Text Books
1. Quantitative Aptitude For Competitive Examinations‖, Dr. R. S. Aggarwal, S. Chand.
2. ―How to Prepare for Quantitative Aptitude‖, Arun Sharma, Tata Mcgraw-Hill.
3. Probability & Statistics for Engineers- Richard Johnson – Prentice Hall of India,
4. Statistics for Management- Richard Levin , Rubin - Prentice Hall of India,
Reference Books
1. Quantitative Aptitude Quantum Cat Common Admission Test‖, K. Sarvesh Verma., Arihant.
2. ―Quantitative Aptitude for Competitive Examinations‖, Abhijit Guha, Fourth Quarter. Course Outcomes
The students will be able to:
1. improve their employability skills
2. improve aptitude, problem solving skills and reasoning ability
3. critically evaluate various real life situations by resorting to analysis of key issues and
factors.
4. demonstrate various principles involved in solving mathematical problems and thereby
reducing the time taken for performing job functions
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 41 out of 44
HS553TH :: ENGINEERING ECONOMICS Credits: 02 Teaching Scheme: Theory: 2 Hours/Week
Unit I (07 Hrs)
Engineering Economic Analysis
Introduction, Concept of Money – Its Functions & worth. Inflation – Concept, Causes,
Remedies to control inflation, Value of Currency, Factors governing exchange rates, Currency
Fluctuations. Concept of Taxes, Types of Taxes – Direct & Indirect, Depreciation. Effect of
above concepts on decision making.
Significance of above concept in real life decision making
Unit II (07 Hrs)
Time Value of Money& Life Cycle Costing
Concept of Interest, Time Value of Money – Basis for comparison of alternatives, Discount
Rate, Compound Rate, Present Worth, Future Worth, Annual Worth, Annuity, Perpetuity.
Life Cycle Costing - Introduction, methodology, applications of LCC in industrial world,
differentiation with traditional costing methods, Capital Budgeting: DCF & NDCF
Techniques: Payback, Discounted Payback, ARR, IRR, NPV, Annual Worth, Cost Benefit
Ratio
Numerical Applications on Time Value of Money
Unit III (07 Hrs)
Concept of Demand and Supply
Law of Demand & Supply: Meaning and Determinants of Demand. Demand Function. Law of
Demand, Market Demand, Elasticity of demand. Types of elasticity. Measurement of
elasticity. Significance and uses of the elasticity. Meaning and Determinants of Supply, Law
of supply. Equilibrium of demand and supply i.e. price determination.
Exceptions of Law of Demand & Supply
Unit IV (07 Hrs)
Concept of Utility, Competition
Law of Diminishing Marginal Utility – Concept, Law of Diminishing Marginal Utility Price
Determination, Competition – Concept, Types (Monopoly, Oligopoly, etc.), Benefits to Buyer
& Seller, Economies of Scales, Law of Variable Proportions
Cases related with above concepts
Text Books
1. Theusen H.G., Engineering Economic Analysis, Prentice Hall of India
2. Henry M. Steiner, Engineering Economic Principles, McGraw Hill
3. S.M. Mahajan, Engineering Economics, Everest Publishing House, Pune
4. Samuelson PA, Nordhaus WD, Economics, Tata McGraw Hill
Reference Books
1. Colin Drury, ―Management and Cost Accounting‖, English Language Book Society,
Chapman and Hall London.
2. Khan M. Y., Jain P. K., ―Financial Management”, Tata McGraw Hill
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 42 out of 44
Course Outcomes:
Our students will be able to:
1. Analyze the effect of inflation, currency fluctuations, and taxes on decision making
2. Compare and select investment alternatives based on costs and time value of money
3. Analyze the impact of demand and supply on pricing of product and competition
4. Understand the concept of utility and competition and its relevance in business environment
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 43 out of 44
Guidelines for M.Tech Dissertation I
In the first semester students are expected to complete the following sub-components of
Thesis and present it to panel of examiners. Hard copy of the semester I report should
include the following.
1. Motivation behind the Research
2. Need of the Research
3. Information Gathering Survey Report
4. Scope of the Thesis
5. Problem specification with System Requirement Specification (SRS).
6. System Analysis and Feasibility study Report covering feasibility in terms of
implementation, usability.
Bansilal Ramnath Agarwal Charitable Trust’s VISHWAKARMA INSTITUTE OF TECHNOLOGY – PUNE
(An autonomous Institute affiliated to Savitribai Phule Pune University) 666, Upper Indiranagar, Bibwewadi, Pune – 411 037.
Structure and syllabus of M.Tech. E&TC Engineering. Pattern A-16 Revised, A.Y. 2017-18 Page 44 out of 44
Guidelines for M.Tech Dissertation II
In the semester-IV students are expected to complete the following sub-components of
Thesis and present it to panel of examiners.
1. System Design
2. Implementation
3. Testing
It is mandatory to publish the at least one Journal/Conference paper before the submission of
Thesis.
Guidelines for M.Tech Internship
Students pursuing internship should undergo a one semester training from a reputed research organization
or an Electronics and Telecommunication based industry. Students are required to present their work
upon successful completion of the internship and submit a hard copy of the reporst to the department.