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Department of Applied Electronics &
Instrumentation
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 2
RSET VISION
RSET MISSION
To evolve into a premier technological and research institution,
moulding eminent professionals with creative minds, innovative
ideas and sound practical skill, and to shape a future where
technology works for the enrichment of mankind.
To impart state-of-the-art knowledge to individuals in various
technological disciplines and to inculcate in them a high degree of
social consciousness and human values, thereby enabling them to
face the challenges of life with courage and conviction.
Department of Applied Electronics & Instrumentation
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DEPARTMENT VISION
DEPARTMENT MISSION
To evolve into a centre of academic excellence, developing
professionals in the field of electronics and instrumentation to
excel in academia and industry.
Facilitate comprehensive knowledge transfer with latest
theoretical and practical concepts, developing good relationship
with industrial, academic and research institutions thereby
moulding competent professionals with social commitment.
Department of Applied Electronics & Instrumentation
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PROGRAMME EDUCATIONAL OBJECTIVES
PROGRAMME OUTCOMES
PEOI: Graduates will possess engineering skills, sound knowledge and professional attitude, in electronics and instrumentation to become competent engineers.
PEOII: Graduates will have confidence to design and develop instrument systems and to take up engineering challenges.
PEOIII: Graduates will possess commendable leadership qualities, will maintain the attitude to learn new things and will be capable to adapt themselves to industrial scenario.
Engineering Graduates will be able to:
PO1. Engineering knowledge: Apply the knowledge of mathematics,
science, engineering fundamentals, and an engineering specialization to the
solution of complex engineering problems.
PO2. 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.
PO3. 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.
health and safety, and the cultural, societal, and environmental
considerations.
PO4. Conduct investigations of complex problems: Use research-based
knowledge and research methods
Department of Applied Electronics & Instrumentation
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PO4. 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.
PO5. 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.
PO6. 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.
PO7. Environment and sustainability: Understand the impact of the
professional engineering solutions in societal and environmental contexts,
and demonstrate the knowledge of, and nee for sustainable development.
PO8. Ethics: Apply ethical principles and commit to professional ethics and
responsibilities and norms of the engineering practice.
PO9. Individual and team work: Function effectively as an individual, and as a
member or leader in diverse teams, and in multidisciplinary settings.
PO10. 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.
PO11. 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.
PO12. 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
Department of Applied Electronics & Instrumentation
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PO11. 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.
PO12. 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.
Department of Applied Electronics & Instrumentation
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Program Specific Outcome
Students of the program
PSO 1: will have sound technical skills in electronics and instrumentation.
PSO 2: will be capable of developing instrument systems and methods
complying with standards.
PSO 3: will be able to learn new concepts, exhibit leadership qualities and
adapt to changing industrial scenarios
Department of Applied Electronics & Instrumentation
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INDEX
1. ASSIGNMENT SCHEDULE
2. SCHEME
3. AI010 701: VLSI
3.1. COURSE INFORMATION SHEET
3.2. COURSE PLAN
3.3. ASSIGNMENT SHEETS
3.4. TUTORIALS
4. AI010 702: COMPUTERISED PROCESS CONTROL
4.1. COURSE INFORMATION SHEET
4.2. COURSE PLAN
4.3. ASSIGNMENT SHEETS
4.4. TUTORIALS
5. AI010 703: BIOMEDICAL INSTRUMENTATION
5.1. COURSE INFORMATION SHEET
5.2. COURSE PLAN
5.3. ASSIGNMENT SHEETS
5.4. TUTORIALS
6. AI010 704: ANALYTICAL INSTRUMENTATION
6.1. COURSE INFORMATION SHEET
6.2. COURSE PLAN
6.3. ASSIGNMENT SHEETS
6.4. TUTORIALS
7. AI010 705: INDUSTRIAL INSTRUMENTATION II
Department of Applied Electronics & Instrumentation
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7.1. COURSE INFORMATION SHEET
7.2. COURSE PLAN
7.3. ASSIGNMENT SHEETS
7.4. TUTORIALS
8. AI010 706L04: FUZZY LOGIC
8.1. COURSE INFORMATION SHEET
8.2. COURSE PLAN
8.3. ASSIGNMENT SHEETS
8.4. TUTORIALS
9. AI 010 707: INDUSTRIAL INSTRUMENTATION LAB
9.1. COURSE INFORMATION SHEET
9.2. COURSE PLAN
9.3. ASSIGNMENT SHEETS
9.4. TUTORIALS
10. AI 010 708: DSP LAB
10.1. COURSE INFORMATION SHEET
10.2. COURSE PLAN
10.3. ASSIGNMENT SHEETS
10.4. TUTORIALS
Department of Applied Electronics & Instrumentation
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ASSIGNMENT SCHEDULE
Week 4 AI010 701: VLSI
Week 5 AI010 702: COMPUTERISED PROCESS CONTROL
Week 5 AI010 703: BIOMEDICAL INSTRUMENTATION
Week 6 AI010 704: ANALYTICAL INSTRUMENTATION
Week 7 AI010 705: INDUSTRIAL INSTRUMENTATION II
Week 8 AI010 706L04: FUZZY LOGIC
Week 8 AI010 701: VLSI
Week 9 AI010 702: COMPUTERISED PROCESS CONTROL
Week 9 AI010 703: BIOMEDICAL INSTRUMENTATION
Week 12 AI010 704: ANALYTICAL INSTRUMENTATION
Week 12 AI010 705: INDUSTRIAL INSTRUMENTATION II
Week 13 AI010 706L04: FUZZY LOGIC
Department of Applied Electronics & Instrumentation
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SCHEME
Department of Applied Electronics & Instrumentation
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AI010701
VLSI
Department of Applied Electronics & Instrumentation
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COURSE INFORMATION SHEET
PROGRAMME: Applied Electronics & Instrumentation DEGREE: BTECH
COURSE: VLSI SEMESTER: EIGTH
CREDITS: 4
COURSE CODE: AI010 701
REGULATION: 2010 COURSE TYPE: CORE
COURSE AREA/DOMAIN: Semiconductor Design CONTACT HOURS: 2+2
(Tutorial) hours/Week.
CORRESPONDING LAB COURSE CODE (IF ANY): NIL LAB COURSE NAME: NA
SYLLABUS:
UNIT DETAILS HOURS
I Processes in IC fabrication: Overview of the VLSI fabrication process –
Elemental semiconductors and compound semiconductors –Crystal
growth: –Czochralski process – Wafer preparation – wafer cleaning –
Epitaxial growth: – Chemical vapour deposition(CVD) – Molecular beam
epitaxi(MBE) - Sputtering – Oxidation :– dry oxidation and wet oxidation
-Lithography:- photolithography – fine line lithography – X-Ray
lithography – electron beam lithography –photo mask fabrication –
Etching:- wet etching and reactive plasma etching –Doping:- diffusion –
mechanism - Fick’s laws - impurity profiles – ion implantation and
annealing – metallization: – physical vapour deposition –patterning –wire
bonding and packaging
15
II VLSI Design: Circuit design – scaling of device structure – scaling factors
- effects of miniaturization – VLSI Design cycle: –system specification –
architectural design functional design – logic design – circuit design -
physical design – fabrication –packaging testing and debugging new
trends in design cycle – physical design cycle: - partitioning floor
planning and placement – routing – compaction extraction and
verification –
design styles:–full custom- standard cell - gate arrays - field
programmable gate array – sea of gates-Stick diagram – Mask lay out –
design rules - Design of simple logic circuits: inverter, NAND gate, NOR
gate, CMOS logic system, BiCMOS Circuits – Sub system design process :
design of a 4 bit shift register – Basics of Hard ware description
languages : VHDL and Verilog
15
III VLSI process integration :Silicon Technology: Monolithic component 12
Department of Applied Electronics & Instrumentation
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fabrication – BJT fabrication – buried layer – impurity profile – parasitic
effects – diodes – Schottky diode and transistor – FET –JFET– monolithic
resistors sheet resistance and design – resistors in diffused region ––
Monolithic capacitor – junction capacitor– Isolation of components –
junction isolation - dielectric isolation – IC crossovers - vias
IV Silicon MOS Technology: MOSFET fabrication – NMOS – PMOS –Si gate
technology - control of threshold voltage- Metal gate CMOS – Sillicon Gate
CMOS – Twin well process – Latch up –BiCMOS technology - MOS
resistance- MOS capacitor
10
V Compound semiconductor technology: GaAs Technology – Crystal
structure – doping process – Channeling effect – MESFET –Fabrication -
device modeling - Strained Si technology, Si-Ge
8
TOTAL HOURS 60
TEXT/REFERENCE BOOKS:
T/R BOOK TITLE/AUTHORS/PUBLICATION
R VLSI Technology : S M Sze ,Tata McGraw Hill pub
R VLSI Fabrication Principles: Sorab K Gandhi, John Wiley & sons
T Basic VLSI Design : Douglas Pucknel, PHI
T Integrated Circuits K R Botkar, Khanna pub
T Algorithms for VLSI Physical design Automation : NaveedSherwani ,Springer.
R ULSI Technology :Chang, SM Sze,Tata McGraw Hill pub.
R Principles of CMOS VLSI design :H E Weste , Pearson Edn..
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
AI010 403 Engineering Physics & Chemistry Semiconductor theory, Chemical
Reactions. 1
AI010 304 Solid State Devices Basic semiconductor concepts 3
COURSE OBJECTIVES:
1 To impart knowledge of the VLSI Design and scaling of devices
2 To impart knowledge of IC process integration & technologies.
3 To make an awareness on the various processes involved in the fabrication of different
devices
Department of Applied Electronics & Instrumentation
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COURSE OUTCOMES:
Sno Description Blooms’
Taxonomy Level
1 Graduates will be able to describe different process involved in IC
fabrication Knowledge (1)
2 Graduates will be able to explain VLSI design procedures. Understand (2)
3 Graduates will be able to sketch stick diagram for various circuits Apply (3)
4 Graduates will be able to compare the fabrication of different
components like diode, JFET, resistors & capacitors
Analyze &
Evaluate (4 & 5)
5 Graduates will be able to describe Silicon MOS Technology in ICs. Knowledge (1)
6 Graduates will be able to describe Compound Semiconductor
technology like GaAs technology. Knowledge (1)
CO-PO AND CO-PSO MAPPING
PO1 PO2 PO3 PO4 PO5 PO6 PO7 PO8 PO9 PO10 PO11 PO12 PSO1 PSO2 PSO3
CO.1 1 - - 1 - - - - - - - - 1 - -
CO.2 - 2 3 3 - - - - - - - - 1 - -
CO.3 - - - - 3 - - - - - - - 1 - -
CO.4 - - - 3 3 - - - - - - - - 2 -
CO.5 1 - - 1 - - - - - - 2 - - 3
CO.6 1 - - 1 - - - - - - - 2 - - 3
JUSTIFATIONS FOR CO-PO-PSO MAPPING
MAPPING LOW/MEDIUM
/HIGH
JUSTIFICATION
CO.1- PO1 L Understands the fundamentals of IC fabrication.
CO.1- PO4 L Understands how to design the IC.
CO.1- PSO1 L Gets, a clear technical knowledge about the IC fabrication.
CO.2-PO2 M Able to formulate the circuit using VLSI design procedures.
CO.2-PO3 H A technical skill in circuit fabrication is understood.
CO.2-PO4 H Designing and analyzing procedure in a circuit fabrication is
understood.
CO.2-PSO1 L Different methods involved in design procedure are discussed.
CO.3- PO5 H The implementation & representation of circuits in Stick diagram is
analyzed.
Department of Applied Electronics & Instrumentation
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CO.3-PSO1 L New concept is IC fabrication is described.
CO.4-PO4 M Design and implementation of complex circuits are described.
CO.4-PO5 M Modern analysis technique is understood.
CO.4-PSO2 M Fabrication of different discrete components is compared.
CO.5-PO1 L A fundamental detail about Si MOS technology is discussed.
CO.5-PO4 L The involvement of Si MOS technology in design of IC is explained.
CO.5-PO12 M The change in technology in highlighted.
CO.5-PSO3 H With the knowledge of modern techniques development of IC
fabrication is capable.
CO.6-PO1 L A fundamental detail about GaAs technology is discussed.
CO.6-PO4 L The involvement of GaAs technology in design of IC is explained.
CO.6-PO12 M Knowledge of technology change is mentioned.
CO.6-PSO3 H Learn about the advancement in technology with respect to the IC
fabrication.
GAPES IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
SNO DESCRIPTION PROPOSED ACTIONS
1 Operating principles of MOS transistors NPTEL
2 Silicon-on-Insulator process NPTEL
PROPOSED ACTIONS: TOPICS BEYOND SYLLABUS/ASSIGNMENT/INDUSTRY VISIT/GUEST
LECTURER/NPTEL ETC
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
1 Power dissipation in CMOS circuits
2 Resistance and Capacitance estimation
3 Propagation delay in MOS
WEB SOURCE REFERENCES:
1 http://nptel.iitm.ac.in/courses/Webcourse-contents/IIT-
%20Guwahti/ic_tech/index.html
2 http://nptel.iitm.ac.in/video.php?subjectId=117106092
3 http://www.cdeep.iitb.ac.in/nptel/Electrical%20&%20Comm%20Engg/VLSI%20Desig
n/TOC.htm
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
Department of Applied Electronics & Instrumentation
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☐ CHALK & TALK ☐ STUD.
ASSIGNMENT
☐ WEB
RESOURCES
☐ LCD/SMART
BOARDS
☐ STUD. SEMINARS ☐ ADD-ON
COURSES
ASSESSMENT METHODOLOGIES-DIRECT
☐ ASSIGNMENTS ☐ STUD. SEMINARS ☐ TESTS/MODEL
EXAMS
☐ UNIV.
EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
☐ ADD-ON
COURSES
☐ OTHERS
ASSESSMENT METHODOLOGIES-INDIRECT
☐ ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
☐ STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS
BY EXT. EXPERTS
☐ OTHERS
Prepared by Approved by
M. Shanmuga Priya (HoD)
Department of Applied Electronics & Instrumentation
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ASSIGMENT TOPICS
1. Metalization
2. VLSI design cycle
3. Physical design cycle
4. Full custom
TUTORIAL TOPICS
1. PN Junction Isolation
2. Dielectric isolation
3. Fabrication of monolithic JFETS
4. Fabrication of following types of monolithic resistors
a. Diffused resistor
b. Bulk or epitaxial resistor
c. Pinched resistor
d. Ion- implanted resistor
e. MOS resistor
Department of Applied Electronics & Instrumentation
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AI010702
COMPUTERISED PROCESS
CONTROL
Department of Applied Electronics & Instrumentation
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COURSE INFORMATION SHEET
PROGRAMME: APPLIED ELECTRONICS &
INSTRUMENTATION
DEGREE: BTECH
COURSE: COMPUTERISED PROCESS
CONTROL
SEMESTER: 7 CREDITS: 4
COURSE CODE: AI010 702
REGULATION: 2012
COURSE TYPE: CORE
COURSE AREA/DOMAIN:
INSTRUMENTATION
CONTACT HOURS: 3+1 (Tutorial)
Hours/Week
CORRESPONDING LAB COURSE CODE (IF
ANY): NIL
LAB COURSE NAME:
SYLLABUS:
UNIT DETAILS HOURS
I
Introduction to computer control of process- need for computers in
control system –block diagram of a computer control system- multi
channel data acquisition system(DAS)
Supervisory Control and Data Acquisition System (SCADA) :Concepts-
SCADA development from Telemetry, SCADA System Hardware, Remote
Terminal Units (RTUs), Master Terminal Units, Communication
philosophies, Communication Interface and Communication Protocols,
Configuring Simple applications, Operator Interfacing and Applications of
SCADA.
10
II
Programmable Logic Controllers: Introduction to Instrumented Safety
Systems and Safety Integrity Levels, Sequential and Combinational
Control, Microprocessor Based Programmable Logic Controllers -
Architecture, I/O Modules, Isolators, PLC Programming Languages, PLC
ladder programming : Programming On-Off inputs to produce on – off
outputs, Concept of Redundancy and Triple Modular Redundant PLCs,
PLC Installation and Testing.
10
III
Digital controllers: Design of Control algorithms using Z transforms – Dead beat algorithm – Dahlin’s method –Ringing – Kalman’s approach – Digital PID algorithms – Position and velocity form . Modified Z transforms to system with dead time –Smith predictor algorithm. Internal model control using Z transform.
10
IV DCS Basic Packages: Introduction to Centralized & De-centralized
Control, Direct Digital Control and Distributed Process Control, DCS 10
Department of Applied Electronics & Instrumentation
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Architecture, Local Control Units, DCS Configuration with associated
accessories, I/O Hardware, Multiplexers, A/D and D/A Converters, Set
Point Stations, DCS Flow sheet Symbols. Redundancy Concepts, Data
Highways,Field Buses, CRT Displays, Man Machine Interface, Operator
Stations, Engineer’ Stations, System Integration with PLC, SCADA and
Computers, OPC Connectivity.
V
Electrical safety: NEMA standards, grounding and shielding – standards ,
power grounding, concept of shielding, electro static instrument
shielding . Process safety management: elements of process safety
management- process safety information – process hazard analysis.
10
TOTAL HOURS 50
TEXT/REFERENCE BOOKS:
T/R BOOK TITLE/AUTHORS/PUBLICATION
R1 Stuart A.Boyer “Supervisory Control and Data Acquisition
R2 Jeff Weigunt. “Creating HMI/ SCADA Industrial Applications using Microsoft Access”, ISA.
R3 RJ.Willam, “Hand book of SCADA System for the Oil and Gas Industry”, Mold Clwyd.
R4 Considine, Applications of Computers in Process Control
R5 Krishnakanth, Computerised Based Industrial Controls
R6
HAND BOOK: B.G Liptak - Handbook of Process Control - 1996 LIPTAK, Instrument engineers hand book: Process software and digital networks , third edition. LIPTAK, Instrument engineers hand book: Process measurement and analysis, fourth edition.
R7 Jon Stenerson “Fundamentals of Programmable Logic Controllers, Sensors and Communications”, Prentice Hall of India.
R8 John webb: Programmable logic controllers, PHI
R9 Deshpande, P.B. and Ash R.H., Elements of Computer Process Control, Instruments Society of America, 1981
R10 C.L.Smith, Digital Computer Process Control, Intext Educational Publications 1972
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
AI010 601 Process Control
Instrumentation
Basics of process control and various
controller tuning methods are dealt
in the syllabus.
S6
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 22
COURSE OBJECTIVES:
1 To provide a detailed view of the implementation of SCADA in process industry.
2 To give an insight about Instrumented Safety Systems and Programmable Logic controllers with applications using ladder programming.
3 To teach about different digital controllers using z transforms.
4 To impart knowledge about Distributed Control System and its architecture.
5 To have an insight into Electrical Safety and Process Safety Management.
COURSE OUTCOMES:
SNO DESCRIPTION PO
MAPPING
1 The graduates will be able to design basic programmable logic devices.
2 Graduates will be exposed to different industrial standards for distributed control system.
3 Graduates understand the basic industrial network protocols
4 Graduates understand about the distributed control system which
gives idea about advanced systems.
5 Graduates know about the Electrical Safety and Process Safety
Management in industries.
PO
1
PO
2
PO
3
PO
4
PO
5
PO
6
PO
7
PO
8
PO
9
PO
10
PO
11
PO
12
PSO
1
PSO
2
PSO
3
CO
1
2 2 2 2 2
CO
2
2 2
CO
3
3 2 2
CO
4
1 2 2
CO
5
2 2 2 2
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GAPES IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
SNO DESCRIPTION PROPOSED
ACTIONS
1 Introduction to the fieldbus technology is not included in the syllabus
Refer topics
beyond
syllabus
PROPOSED ACTIONS: TOPICS BEYOND SYLLABUS/ASSIGNMENT/INDUSTRY VISIT/GUEST
LECTURER/NPTEL ETC
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
1 Recent Developments in industries like the fieldbus technology
WEB SOURCE REFERENCES:
1 www.fieldbusfoundation.org
2 www.isa.org
3 www.pacontrol.com
4 Online video lectures
5 www.engineersgarage.com
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
☐ CHALK & TALK ☐ STUD. ASSIGNMENT ☐ WEB RESOURCES ☐ LCD/SMART
BOARDS
☐ STUD. SEMINARS ☐ ADD-ON COURSES
ASSESSMENT METHODOLOGIES-DIRECT
☐ ASSIGNMENTS ☐ STUD. SEMINARS ☐ TESTS/MODEL
EXAMS
☐ UNIV.
EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
ASSESSMENT METHODOLOGIES-INDIRECT
☐ ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
☐ STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS
BY EXT. EXPERTS
☐ OTHERS
TUTORIAL
COMPUTERISED PROCESS CONTROL (s7 2016)
Department of Applied Electronics & Instrumentation
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Group 1 Concept of shielding
Group 2 Electro static shielding
Group3 Grounding and shielding standards
Group 4 Power grounding
Group5 Process safety information
Group 6 Process hazard analysis
Group 7 NEMA as electrical standard
Group8 Power safety management
Department of Applied Electronics & Instrumentation
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Computerized process control(s7 2016)
Assignment- 1
1. Write the application of SCADA in the level of
a) Accounting and grade of data
b) Real time application
c) Scanning and communication
d) Automatic control
e) Advisory application
Assignment- 2
1. Integration of DCS with SCADA
2. Integration of DCS with PLC
Department of Applied Electronics & Instrumentation
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AI010703
BIOMEDICAL
INSTRUMENTATION
Department of Applied Electronics & Instrumentation
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COURSE INFORMATION SHEET
PROGRAMME: Applied Electronics and
Instrumentation
DEGREE: BTECH
COURSE: Biomedical Instrumentation SEMESTER: 7 CREDITS: 2+1+0
COURSE CODE: AI 010 703
REGULATION:
COURSE TYPE: CORE
COURSE AREA/DOMAIN: CONTACT HOURS: 3+1 (Tutorial)
hours/Week.
CORRESPONDING LAB COURSE CODE (IF ANY): None LAB COURSE NAME: Nil
SYLLABUS:
UNIT DETAILS HOURS
I Introduction to BMI: general perspective including objectives– an overview of
safety requirements, biometrics, biomedical instruments, parameters, man-
machine interface and components.
Bioelectric potentials: human cell- action potential, generation and propagation
of bio electric action potential, resting potential- relative refractory period,
absolute refractory period.
Electrodes: electrode theory- types of electrodes- biopotential electrodes-
polarizable and non polarizable electrodes- equivalent circuit of electrode-skin
interface.
Transducers: transducers for biological applications: pressure, flow, pulse,
respiration; chemical sensor- implantable transducer.
9
II Cardio vascular system: electrical activity of heart- ECG- typical ECG and
characteristics- ECG as a diagnostic tool- monitoring scheme- lead system-
introduction to ECG machine.
Phonocardiography- principle and clinical applications.
Biopotential Recording- noise, motion artifacts and other considerations.
8
III Nervous system: EEG- typical EEG and characteristics- significance- lead system,
clinical applications, evoked potentials, introduction to EEG machine.
Respiratory system: respiratory measurements - lung volume and capacities-
spirometer
8
IV Electrical safety– physiological effects of electricity, micro and macro shock
hazards, electrical safety codes and standards- patient safety considerations in
power distribution and equipment design.
8
Department of Applied Electronics & Instrumentation
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Therapeutic Equipment: pacemaker, defibrillator, dialysis machine, ventilators.
Operation theatre equipment: surgical diathermy equipment- diathermic
equipment using microwaves, short waves and ultra sound.
V Medical Imaging: computed tomography- basic principle- data accumulation
scanning motions– X ray tubes- collimators- detectors- image reconstruction
algorithms- display.
Nuclear Magnetic Resonance: nuclear structure and angular momentum-
magnetic dipole moment- resonance- RF magnetic field- Larmor frequency- free
induction decay- an overview of NMR instrumentation and imaging system.
8
TOTAL HOURS 41
TEXT/REFERENCE BOOKS:
T/R BOOK TITLE/AUTHORS/PUBLICATION
T-1 Leslie Cromwell, Fred J. Weibell and Erich A Pferffer - Biomedical Instrumentation and Measurements - Prentice Hall of India, 1990
T-2 R.S Khandpur - Handbook of Biomedical Instrumentation - Tata Mc Graw – Hill
R-1 John G. Webster - Medical Instrumentation - Application and Design - Houghton mifflin company, Boston
R-2 John C. Cobbold - Transducers for Biomedical measurements - John wiley & Sons
R-3 Jacob Kline- Hand book of Biomedical Engineering - Academic Press INC
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
AI010
406
Analog circuits II To understand operational amplifier and its applications.
4
AI010
504
Data Acquisition system To help students get an awareness of modern data acquisition systems. To help students understand different types of sensors / transducers. To help students understand the elements of data acquisition system, and their selection.
5
AI010
503
Basic Instrumentation & recording System
This course highlights on the standards of measurements, like measurement errors- accuracy-precision- sensitivity- resolution. The course also introduces various recording systems and meters
5
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 29
COURSE OBJECTIVES:
1 To help students learn the basics of instrumentation related to biomedical systems.
2 To help students get overall knowledge of the medical equipments for diagnosis and therapy.
3 To help students understand the relative electrical safety measures and standards.
4 To help students know general concepts of imaging system.
COURSE OUTCOMES:
Sl. No. DESCRIPTION Blooms’
Taxonomy Level
C703.1 Students will have the knowledge of important systems of human
physiology knowledge (level1)
C703.2 Students capable to apply science and engineering concepts to solve
problems at the man machine interface
Apply, solve (level 3)
C703.3 Students capable to interpret data from living systems interpret (level 2)
C703.4 Students capable to design a system to meet the requirements in
biomedical instrumentation including patient safety measures
design (level 6)
C703.5 Students also understand the fundamentals of advanced medical
diagnosis and therapy of diseases. understand (level 2)
CO-PO AND CO-PSO MAPPING:
PO1 PO2 PO3 PO4 PO5 PO6 PO7 PO8 PO9 PO10 PO11 PO12 PSO1 PSO2 PSO3
C703.1 2
C703.2 2 2 2 3
C703.3 2 3
C703.4 2 3 2 2 2 2
C703.5 2
JUSTIFICATIONS FOR CO-PO-PSO MAPPING:
MAPPING LOW/MED
IUM/HIGH
JUSTIFICATION
C703.1- PO1 M To have engineering solutions
C703.2- PO3 M Possibility of designing solution
C703.2- PO4 M Use research based knowledge for drawing conclusions
C703.2- PSO1 M Knowledge of electronics and instrumentation helps in analysis
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 30
C703.2- PSO2 H Can design suitable instrumentation system for acquiring signals
C703.3- PO2 M Understand information
C703.3- PO3 H Data used to understand human being
C703.4- PO2 M Understanding and designing solution
C703.4- PO3 H Capable of identifying suitable designs
C703.4- PO4 M Design can be carried on to higher levels
C703.4- PO6 M Applicable to the improvement of general health as well as the safety of the
patient
C703.4- PSO1 M Knowledge of electronics helps in completing safety related aspects
C703.4- PSO2 M Design and develop systems for acquiring information faster and accurate
C703.5- PSO3 M Knowledge of physiology and basics of electronics and instrumentation
will help the graduate to venture into newer areas of medicine
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
Sl.No
. DESCRIPTION
PROPOSED
ACTIONS
Relevance
with POs
Relevance
with PSOs
1 Recent Developments All Web references 1, 2, 3 1, 2, 3
GAPS IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
Sl.No. DESCRIPTION PROPOSED
ACTIONS
Relevance
with POs
Relevance
with PSOs
1 Computer aided diagnosis Discussed in the
class
1, 4, 5, 7, 10 2, 3
2 Physiology of heart Discussed in the
class
2, 3, 4, 6 2, 3
3 Electrical impulse through a nerve
cell
Discussed in the
class
2, 3, 4, 6 2,3
4 Different types of amplifiers,
systems in biomedical
instrumentation
Discussed in the
class/reading
material suggested
1, 2, 3, 4, 1, 2, 3
PROPOSED ACTION: A HOSPITAL VISIT TO HAVE A PRACTICAL VIEW OF THE FUNCTIONING
OF THE EQUIPMENT FOR MEDICAL ANALYSIS
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 31
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
SNO DESCRIPTION PROPOSED
ACTIONS
Relevance with
POs
Relevance with
PSOs
1 ECG leads-Wilson’s center Discussed in the
class
2, 3, 6 2
2 Advanced mechanisms for
the analysis of heart;
Angiogram, Echocardiogram
Discussed in the
class
2, 3, 6 2
3 Functional MRI Discussed in the
class
2, 3, 6 2, 3
4 Collaboration of different
modalities
Discussed in the
class
2, 3, 6 2, 3
WEB SOURCE REFERENCES:
1 http://www.unc.edu/~finley/BME422/Webster/c04.pdf
2 Electrode theory- http://www.ece.queensu.ca/Current-Students/Undergraduate/Course-
Homepages/ELEC-408/files/ELEC408_ElectrodeTheoryNotes_Nov09.pdf
3 ECG Leads-http://www.bem.fi/book/15/15.htm
4 Commercial recorders-
http://www.ambisea.com/index.php?option=com_content&view=category&id=43&Itemid=70&
lang=en
5 Nervous system- http://www.bio12.com/ch17/Notes.pdf
6 http://highered.mcgraw-hill.com/sites/dl/free/0070960526/323541/mhriib_ch11.pdf
7 basic principles in CT-
http://www.impactscan.org/slides/impactcourse/basic_principles_of_ct/
8 http://www.medicalimaging.org/about-mita/medical-imaging-primer/
9 http://fmri.ucsd.edu/Research/whatisfmri.html
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 32
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
* CHALK & TALK * STUD. ASSIGNMENT * WEB RESOURCES
* LCD/SMART
BOARDS
* STUD. SEMINARS ☐ ADD-ON COURSES
ASSESSMENT METHODOLOGIES-DIRECT:
* ASSIGNMENTS * STUD. SEMINARS * TESTS/MODEL
EXAMS
* UNIV. EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
☐ ADD-ON COURSES ☐ OTHERS
ASSESSMENT METHODOLOGIES-INDIRECT:
* ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
* STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS BY
EXT. EXPERTS
☐ OTHERS
Prepared by
Liza Annie Joseph Approved by
(Faculty) (HoD)
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 33
COURSE PLAN
MODULE-1
Hr. TOPICS Book
1. Introduction to BMI: general perspective including objectives–
an overview of safety requirements,
1,2
2. Biometrics, biomedical instruments, parameters, 1
3. Man-machine interface and components. 1,2
4. Bioelectric potentials: human cell- action potential, 1,2
5. Generation and propagation of bio electric action potential, resting
potential- relative refractory period, absolute refractory period.
1,2
6. Electrodes: electrode theory- types of electrodes- biopotential electrodes- 1,2,3
7. Polarizable and nonpolarizable electrodes- equivalent circuit of electrode
-skin interface.
3
8. Transducers: transducers for biological applications: pressure, flow 2
9. Pulse, respiration, chemical sensor- implantable transducer. 2
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 34
MODULE-2
Hr. TOPICS Book
10.
Cardio vascular system: physiological aspects 1
11.
Electrical activity of heart- ECG- typical ECG and characteristics- 1,2
12.
ECG as a diagnostic tool- monitoring scheme 1,2
13.
Lead system 2,3
14.
Lead system-Contd….
15.
Introduction to ECG machine. 2
16.
Phonocardiography- principle and clinical applications. 2,3
17.
Biopotential Recording- noise, motion artifacts and other considerations. 2,3
MODULE-3
Hr. TOPICS Book
18.
Nervous system: Physiological approach 2
19.
EEG- typical EEG and characteristics- significance 3
20.
Lead system 2
21. Lead system contd…
22.
Clinical applications, evoked potentials 2,3
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 35
23.
Introduction to EEG machine. 2
24.
Respiratory system: respiratory measurements
- lung volume and capacities
1,2
25.
Spirometer 1,2
MODULE-4
Hr. TOPICS Book
26.
Electrical safety– physiological effects of electricity 1,2,3
27.
Micro and macro shock hazards, 1,2,3
28.
Electrical safety codes and standards- 1,2,3
29.
Patient safety considerations in power distribution and equipment design. 1,2,3
30.
Therapeutic Equipment: pacemaker, defibrillator, 2
31.
Dialysis machine, ventilators. 2
32.
Operation theatre equipment: surgical diathermy equipment 2
33.
Diathermic equipment using microwaves, short waves and ultra sound 2
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 36
MODULE-5
Hr. TOPICS Book
34.
Medical Imaging: Computed tomography- basic principle – data
accumulation scanning motions
2, 3
35.
X ray tubes- collimators- detectors 2, 3
36.
Image reconstruction algorithms- display – resolution 2, 3
37.
Nuclear Magnetic Resonance- nuclear structure and angular momentum 2, 3
38.
Magnetic dipole moment- resonance 2, 3
39.
RF magnetic field- - Larmor frequency 2, 3
40.
Free Induction decay 2, 3
41.
An overview of NMR instrumentation- Imaging system 2, 3
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 37
ASSIGNMENT I
Sl.
No.
Assignment
Number
Topic Reference Book
1 I Transducers for biomedical
applications
Leslie Cromwell, et al,
Biomedical Instrumentation
and Measurements
R S Khandpur - Handbook
of Biomedical
Instrumentation
Please Note: Web materials may also be used for the latest version of the equipment,
ASSIGNMENT II
Sl.
No.
Assignment
Number
Roll
Nos.
Topic Reference Book
1 II(a) 1-12 Electrical safety– physiological effects
of electricity, micro and macro shock
hazards.
Leslie Cromwell, et al,
Biomedical Instrumentation
and Measurements
R S Khandpur - Handbook
of Biomedical
Instrumentation
2 II(b) 13-25 Electrical safety codes and standards,
Patient safety considerations in power
distribution and equipment design.
R S Khandpur - Handbook
of Biomedical
Instrumentation Leslie
Cromwell, et al,
Biomedical Instrumentation
and Measurements
3 II(c) 26-38 Therapeutic Equipment: Pacemaker,
Defibrillator
Leslie Cromwell, et al,
Biomedical Instrumentation
and Measurements
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 38
4 II(d) 39-51 Therapeutic Equipment: Dialysis
machine,
Ventilators.
R S Khandpur - Handbook
of Biomedical
Instrumentation
Leslie Cromwell, et al,
Biomedical Instrumentation
and Measurements
5 II(e) 52-63 Operation theatre equipment: surgical
diathermy equipment- diathermic
equipment using microwaves, short
waves and ultra sound.
R S Khandpur - Handbook
of Biomedical
Instrumentation
Please Note: Web materials may also be used for the latest version of the equipment
Tutorial
Relationship between the Leads I, II and III
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 39
AI010704
ANALYTICAL
INSTRUMENTATION
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 40
COURSE INFORMATION SHEET
PROGRAMME: Applied Electronics &
Instrumentation
DEGREE: BTECH
COURSE: Analytical Instrumentation SEMESTER: 7th CREDITS: 2+1+0
COURSE CODE: AI 010 704
REGULATION:
COURSE TYPE: CORE
COURSE AREA/DOMAIN: Instrumentation CONTACT HOURS: 3+1 (Tutorial)
hours/Week.
CORRESPONDING LAB COURSE CODE (IF
ANY):AI 010 508
LAB COURSE NAME: Measurement lab
SYLLABUS:
UNIT DETAILS HOURS
I Introduction to Analytical Instrumentation: Fundamentals of analytical
instruments: Elements of an analytical instrument – PC based analytical
instruments –Classification of instrumental techniques . Electromagnetic
radiation- Electromagnetic spectrum- Laws relating to absorption of
radiation. Absorption spectroscopy: Absorption instruments – Radiation
sources- Optical filters- Monochromators- Detectors. Ultra violet and
visible absorption spectroscopy- Colorimeters/ photometers: Single beam
and double beam filter photometer – Spectro photometers: Single beam
and double beam spectro photo meters- Infra red spectroscopy: Basic
components- Radiation sources- Monochromators- Detectors.
10
II Flame Photometry: Principle and constructional details of flame
photometer- Emission system – Optical system – Detectors . Atomic
absorption spectrophotometers: Theoretical concepts, Instrumentation:
Radiation sources - Burners and flames - Plasma excitation sources -
Optical and electronic system .Fluorescence spectroscopy: Principle of
fluorescence – Measurement of fluorescence – Single beam and double
beam filter fluorimeter- Ratio fluorimeter. Spectro fluorimeters. Raman
spectrometer- Basic theory-Photo acoustic spectroscopy- Photo thermal
spectroscopy .
10
III
Mass spectrometer: Principle of operation- Magnetic deflection mass
spectrometers- Components of a mass spectrometer – Inductively
coupled plasma mass spectrometer. Nuclear Magnetic Resonance
10
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 41
spectroscopy: Basic principle – Constructional details of NMR
spectrometer – Nuclear radiation detectors. Electron Spin Resonance
spectrometer: Basic ESR spectrometer – Electron spectroscopy:
Instrumentation for electron spectroscopy.. X- Ray spectrometers: X – ray
spectrum –Instrumentation for x –ray spectrometry. X-ray
diffractometers- X-ray absorption meters- X- ray fluorescence
spectrometry.
IV
Industrial Gas analyzers- pH meters- Conductivity meters - Dissolved
oxygen meters- Sodium analyser – Gas analysers- Paramagnetic oxygen
analyser – CO analysers – Flue gas analysers- Blood PH measurement –
Thin film technology for gas sensors- Basic concepts. Measurement
techniques and application of gas sensors. Thermal Sensors:- Radiation
Sensors, Mechanical Sensors and Bio-Chemical Sensors.
10
V Chromatography: Chromatographic process – Classification- Terms in
chromatography- Gas chromatography: Block diagram- Principle -
Constructional details – Column details- GC detectors.Liquid
Chromatography: Types of liquid chromatography- High pressure Liquid
Chromatography (HPLC): Principle- Constructional details.
10
TOTAL HOURS 40
TEXT/REFERENCE BOOKS:
T/R BOOK TITLE/AUTHORS/PUBLICATION
1 Instrumental Methods of Analysis, Willard, Merritt, Dean, Settle, CBS Publishers & Distributors, New Delhi, Seventh edition.
2 Handbook of Analytical Instruments, R. S. Khandpur, Tata McGraw–Hill Publications,
3rd edition
3 Principles of Instrumental Analysis, Skoog, Holler, Nieman, Thomson books-cole publications, 5th edition.
4 Instrumental Methods of Chemical Analysis, Galen W. Ewing, McGraw-Hill Book Company, Fifth edition.
5 Introduction to Instrumental Analysis, Robert D. Braun, McGraw-Hill Book Company
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 42
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
1 Basic Instrumentation & Recording
Systems
Covers fundamentals of
instrumentation
5
2 Engineering Chemistry Covers analytical chemistry 1
COURSE OBJECTIVES:
1 To impart a basic knowledge about analytical instruments, its concepts, and its
technique.
2 To give a vast knowledge about different types of spectroscopic analysis.
3 To study about different types of chromatographic analysis.
COURSE OUTCOMES:
SNO DESCRIPTION BLOOMS’
TAXONOMY
LEVEL
1 Graduate will be able to identify, understand and define the
fundamentals of Analytical instruments: can you illustrate the
elements of Absorption Spectroscopy
1,3
2 Graduate will able to sketch various types of
photometry/spectrometry; Flame, Flurescence, Raman: They will be
able select among them
2,3,5
3 Graduate will be able to compare and evaluate the performance of
Mass, NMR, ESR, X-ray Spectrometers
4,5
4 Graduate will be able to deduce the relevance with deeper
understanding of Gas analyzers, pH meters, conductivity meters,
Dissolved Oxygen Meters :They will be able to choose the appropriate
method
4,6
5 Graduate will be able to describe and articulate various aspects of
Gas and Liquid Chromatography
2,3
CO-PO AND CO-PSO MAPPING
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 43
JUSTIFATIONS FOR CO-PO-PSO MAPPING
PO1 PO2 PO3 PO4 PO5 PO6 PO7 PO8 PO9 PO10 PO11 PO12 PSO1 PSO2 PSO3
CO1 2 3 1
CO2 3 2 2
CO3 2 1 2
CO4 2 3
CO5 3 2 2
Mapping Justifications
CO1-PO1 Fundamentals of analytical instrumentation requires basic knowledge of science
and engineering in order to define complex engineering solutions in the field of
analytical instrumentation
CO1-PO3 Consideration of health and environmental concerns are to be considered
CO1-PSO1 Have capacity of deciding the various scenario where Analytical instrumentation
is applicable and necessarily used
CO2-PO3 Categorization of various types of photometry systems with their specifications is
studied. It helps to find out design solutions for complex engineering problems in
the fiel of analytical instrumentation and design system process.
CO2-PO 7 Selection criteria of different analytical systems takes into consideration of
environmental issues and sustainable notes.
CO2-PSO2 Knowledge about the specifications of and principles of operations equips students
to develop instrument system and methods complying with standards.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 44
GAPES IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
SNO DESCRIPTION PROPOSED
ACTIONS
RELEVANCE
WITH POs
RELEVANCE
WITH PSOs
1 Portable Analytical Instrumentation in
Laboratory
Written
Assignments
1,2,3,10 3
2 Portable Instrument Applications:
Environment, Defense &Security
Written
Assignments
2,4,12 3
3 Portable Analytical Instrumentation:
Medical Applications
Written
Assignment
2,4 1
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
SNO DESCRIPTION PROPOSED
ACTIONS
RELEVANCE
WITH POs
RELEVANCE
WITH PSOs
1 Miniaturized AI Written
Assignment
1,5 1
2 Smart Sensors and Performance
Characteristics
Written
Assignment
1,2,5 1,3
3 Sample Handling Technique Tutorial 1,2,5 1,3
CO3-PO1 Considering basic engineering problems the functions of various spectrometers are
studied in detail.
CO3-PO5 established technology for different types of spectrometers is well discussed
CO3-PSO3 Open discussion for new concepts and technologies and other modifications for
spectrometry adept to the industrial scenario is done
CO4-PO5 Appropriate techniques, resources and modern engineering tools for analytical
instrumentation are discussed. Design methods are somewhat discussed
CO4-PSO1 Technical skills for analytical instrumentation systems are reviewed.
CO5-PO1 Basic understanding of science behind Gas and Liquid Chromatography is
refreshed.
CO5-PO5 Appropriate technique for Gas and liquid Chromatography is well discussed.
CO5-PSO3 Concept of chromatography and its relevance is well studied
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 45
seminar
Presentation
4 Fourier Transform of IR
Spectrometer
Tutorial
seminar
1,2,5 1,3
WEB SOURCE REFERENCES:
1 http://usir.salford.ac.uk/14745/1/D095810.pdf
2 http://onlinelibrary.wiley.com/doi/10.1002/9780470511282.fmatter/pdf
3 http://www.colby.edu/chemistry/CH332/resources.htm
4 http://www.cem.msu.edu/~cem333/
5 http://web.uni-
plovdiv.bg/plamenpenchev/mag/books/anchem/Handbook%20of%20Analytical%20
Techniques,%202%20Volume%20Set.pdf
6 https://web-material3.yokogawa.com/Analytical_Product_BU.us.pdf
7 https://www.edinst.com/wp-content/uploads/2015/08/StellarNet-PORTA-LIBS-
SPEC.pdf
8 http://faculty.rmu.edu/~short/research/antimony/references/Rouessec-F-and-
Rouessec-A-2007-chemical-analysis-modern-instrumentation-methods-and-
techniques-2nd-2007.pdf
9 ftp://ftp.unicauca.edu.co/Facultades/FIET/DEIC/Materias/Instrumentacion%20Indu
strial/Instrument_Engineers__Handbook_-
_Process_Measurement_and_Analysis/Instrument%20Engineers'%20Handbook%20-
%20Process%20Measurement%20and%20Analysis/1083ch8_1.pdf
10 https://www.env.go.jp/en/chemi/pops/Appendix/04-GuideLine/04Chapter3.pdf
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
☐ CHALK & TALK ☐ STUD. ASSIGNMENT ☐ WEB RESOURCES ☐ LCD/SMART
BOARDS
☐ STUD.
SEMINARS
☐ ADD-ON COURSES
ASSESSMENT METHODOLOGIES-DIRECT
☐ ASSIGNMENTS ☐ STUD. SEMINARS ☐ TESTS/MODEL
EXAMS
☐ UNIV.
EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
☐ ADD-ON
COURSES
☐ OTHERS
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 46
ASSESSMENT METHODOLOGIES-INDIRECT
☐ ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
☐ STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS
BY EXT. EXPERTS
☐ OTHERS
Prepared by Approved by
Fr. Thomas PJ Ms. Liza Annie Joseph
(Faculty) (HOD)
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 47
Course Plan
Sl.No Module Planned Date Planned
1 1 25-Jul-2016 introduction,Elements of an analytical instrument
2 1 27-Jul-2016 PC based analytical instruments –Classification of instrumental techniques
3 1 28-Jul-2016
Laws relating to absorption of radiation,Absorption instruments – Radiation sources- Optical filters- Monochromators- Detectors.
4 1 30-Jul-2016 Absorption instruments – Radiation sources- Optical filters- Monochromators- Detectors--continue
5 1 3-Aug-2016
Ultra violet and visible absorption spectroscopy- Colorimeters/ photometers:Single beam and double beam filter photomete
6 1 4-Aug-2016 Tutorial
7 1 8-Aug-2016 Spectro photometers: Single beam and double beam spectro photo meters-
8 1 9-Aug-2016 Infra red spectroscopy: Basic components- Radiation sources- Monochromators- Detectors.
9 1 10-Aug-2016 Revision/Class Test
10 1 11-Aug-2016 Tutorial
11 2 16-Aug-2016 Flame Photometry: Principle and constructional details of flame photometer-
12 2 17-Aug-2016 Emission system – Optical system – Detectors
13 2 18-Aug-2016 Tutorial
14 2 22-Aug-2016 Atomic absorption spectrophotometers: Theoretical concepts
15 2 23-Aug-2016 Instrumentation: Radiation sources - Burners and flames
16 2 25-Aug-2016 Tutorial
17 2 29-Aug-2016 Plasma excitation sources - Optical and electronic system,Fluorescence spectroscopy:
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 48
Principle of fluorescenc
18 2 30-Aug-2016 Measurement of fluorescence – Single beam and double beam filter fluorimeter- Ratio fluorimeter. Spectro fluorimeters.
19 2 31-Aug-2016 Raman spectrometer- Basic theory-Photo acoustic spectroscopy- Photo thermal spectroscopy
20 2 1-Sep-2016 Revision/Class Test
21 3 5-Sep-2016 Mass spectrometer: Principle of operation- Magnetic deflection mass spectrometers-
22 3 6-Sep-2016 Components of a mass spectrometer – Inductively coupled plasma mass spectrometer
23 3 7-Sep-2016 Nuclear Magnetic Resonance spectroscopy: Basic principle
24 3 8-Sep-2016 Tutorial
25 3 19-Sep-2016 Constructional details of NMR spectrometer – Nuclear radiation detectors
26 3 20-Sep-2016 Electron Spin Resonance spectrometer: Basic ESR spectrometer – Electron spectroscopy:
27 3 22-Sep-2016 Tutorial
28 3 28-Sep-2016 Instrumentation for electron spectroscopy.. X- Ray spectrometers: X – ray spectrum – Instrumentation for x –ray spectrometry.
29 3 29-Sep-2016 X-ray diffractometers- X-ray absorption meters- X- ray fluorescence spectrometry.
30 3 3-Oct-2016 X-ray diffractometers- X-ray absorption meters- X- ray fluorescence spectrometry.--revision
31 4 4-Oct-2016 Industrial Gas analyzers- pH meters-
32 4 5-Oct-2016 Conductivity meters - Dissolved oxygen meters- Sodium analyser –
33 4 6-Oct-2016 Tutorial
34 4 13-Oct-2016 Tutorial
35 4 17-Oct-2016 Gas analysers- Paramagnetic oxygen analyser – CO analysers,CO – Flue gas analysers- Blood PH measurement
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 49
36 4 18-Oct-2016 Thin film technology for gas sensors- Basic concepts. Measurement techniques and application of gas sensors.
37 4 19-Oct-2016 Thermal Sensors:- Radiation Sensors, Mechanical Sensors and Bio-Chemical Sensors.
38 5 24-Oct-2016 Chromatography: Chromatographic process – Classification- Terms in chromatography-
39 5 25-Oct-2016 Gas chromatography: Block diagram- Principle - Constructional details
40 5 26-Oct-2016 Column details- GC detectors.
41 5 27-Oct-2016 Tutorial
42 5 31-Oct-2016 Liquid Chromatography: Types of liquid chromatography-
43 5 1-Nov-2016 High pressure Liquid Chromatography (HPLC): Principle- Constructional details. Textbooks:
44 5 2-Nov-2016 Revision/ Class Test
45 5 3-Nov-2016 Revision
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 50
Assignment Questions
Assignment I
Set I
Portable Analytical Instrument in Laboratories
Set II
Portable Instrument Application: Environment, Defense, Security
Set III
Portable Analytical Instrument in Medical Applications
Assignment II
Miniaturized AI
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 51
Tutorial Questions
Seminar presentation on the following topics :
1. Sample handling Techniques
2. Fourier Transform of IR Spectrometer
3. Direct Reading Spectro Photometer
4. Micro controller based spectro photo meter
5. Smart Sensors and performance characteristics of sensors
6. Electronics system of Atomic Photometry
7. System Integration at sampling system
8. Inductively coupled mass spectrometers
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 52
AI010705
INDUSTRIAL
INSTRUMENTATION II
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 53
COURSE INFORMATION SHEET
PROGRAMME:APPLIED ELECTRONICS AND
INSTRUMENTATION
DEGREE: BTECH
COURSE: INDUSTRIAL INSTRUMENTATION SEMESTER: 7 CREDITS: 4
COURSE CODE: EI 010705
REGULATION:
COURSE TYPE: CORE /ELECTIVE /
BREADTH/ S&H
--CORE
COURSE AREA/DOMAIN: CONTACT HOURS: 3+1 (Tutorial)
hours/Week.
CORRESPONDING LAB COURSE CODE (IF
ANY): EI 010707
LAB COURSE NAME: INSTRUMENTATION
LAB
SYLLABUS:
UNIT DETAILS HOURS
I Measurement of flow: Flow characteristics- Flow measuring techniques -
Classification of flow meters- Variable head flow meters for
incompressible fluids- : Venturi tubes- Square root relationship - Flow
nozzle- Orifice plates - Dall tube – Wiers and flumes - Pitot tube. Variable
meters for compressible fluids. Installation of flow meters. Quantity flow
meters: Positive displacement flow meters- Nutating disc, Rotary vane,
Reciprocating piston, Oval gear, Helix type. Mass flow meters: Angular
momentum type, Impeller turbine, Twin turbine, Coriollis , Thermal ,
Radiation type mass flow meters.
8
II Inferential type : Variable area flow meters (Rotameters) – Turbine flow
meters - Target flow meters- Electrical type flow meters- Electro
magnetic type- Comparison of DC and AC excitations- Ultrasonic flow
meters - Laser Doppler Anemometer (LDA) - Hot wire anemometer -
Other flow meters: Purge flow regulators- Flow meters for solid flow –
Vortex flow meters – Calibration of flow meters. Dynamic weighing
method – Master meter method- Bell prover system . Factors to be
considered for flow meter selection.
10
III Level measurement :- Methods of liquid level measurement –
Classification of liquid level detectors – Direct method- Hook type, Sight
glass technique– Float type level indication –– Float level switches - Rope
method- Level measurement using displacer and torque tube – Indirect
methods : Hydrostatic pressure type- Pressure gauge method- Air
bellows- Air purge system. Boiler drum level measurement – Thermal
9
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 54
level sensors – Differential pressure method –Electrical types of level
gauges using Resistance, Capacitance, Nuclear radiation and Ultrasonic
sensors – Laser level sensors- Microwave level switches – Fibre optic
level detectors- Calibration of level detectors.
IV Measurement of pH, Viscosity, Humidity and Moisture : - Need for pH
measurement - pH electrodes- Viscosity terms – Capillary viscometer-
Say bolt viscometer – Rotameter type viscometer- red wood type
viscometer. – Humidity terms – Dry and wet bulb psychrometers – Hot
wire electrode type hygrometer – Dew cell – Electrolysis type hygrometer
– Commercial type dew point meter –Different methods of moisture
measurement –Application of moisture measurement. Smart sensors:
block diagram- Smart transmitter. Recent trends in sensor technology –
Semiconductor sensors–Film sensors – MEMS - Nanosensors.
8
V Measurement of Dimension, Sound and Thermal conductivity :
Thickness measurement- Contact type thickness gauge- Inductive
methods , Capacitive methods . Non contact type - Radiation type- Laser
based thickness gauges- Measurement of coating thickness- Laser based
length measurement- Width measurement – Diameter measurement.
Measurement of sound using microphones, Measurement of thermal
conductivity of solids, liquids and gases.
8
TOTAL HOURS 43
TEXT/REFERENCE BOOKS:
T/R BOOK TITLE/AUTHORS/PUBLICATION
1. D. Patranabis, Principles of Industrial Instrumentation Tata McGraw Hill Publishing Co., New Delhi, 1999
2. R.K.Jain, Mechanical and Industrial Measurements, Khanna Publishers, New Delhi 1999.
3. A.K.Sawhney, A course in Mechanical Measurements and Instrumentation – Dhanpat Rai and Sons, New Delhi, 1999.
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
AI010 INDUSTRIAL INSTRUMENTATION I To understand the meters
in the industry.
6
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 55
103
AI010
503
BASIC INSTRUMENTATION & RECORDING
SYSTEM
This course highlights on
the standards of
measurements, like
measurement errors-
accuracy-precision-
sensitivity- resolution.
5
COURSE OBJECTIVES:
1 To provide exposure to various measuring techniques for flow, level, ph, humidity,
viscosity, moisture , dimension, sound and thermal conductivity.
2 At the end of the course the student will have an indepth knowlwdge in units, different
techniques, and significance of measuring devices.
COURSE OUTCOMES:
SNO DESCRIPTION PO MAPPING
1 Graduates will be able to achieve knowledge about the basic of
different flow measuring techniques
Knowledge
(1evel 1)
2 Graduates will be able to understand apply the concept of
different flow measurement techniques in the industry
Understand &
Apply (level 2,3)
3 Graduates will be able to understand the process industry Understand(level
2)
4 Graduates will be able to attain knowledge the concept of units
and significance of measuring device.
Knowledge (level
1)
5 Graduates will be able to design the measuring instruments
suitable to the industry
Analyze and
Create (level
4,6)
JUSTIFATIONS FOR CO-PO-PSO MAPPING
MAPPING LOW/MEDIUM
/HIGH
JUSTIFICATION
CO.1- PO9 L The concept of multidisciplinary approach is well understood.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 56
CO.1- PSO3 L New concepts are defined and learned.
CO.2-PO1 M Various fundamental key elements are described.
CO.2-PO2 L Understands the work of different elements in combination
CO.2-PSO2 M Instrument developing methods are made in focus.
CO.2-PSO3 M A new concept that suits the changing industrial scenario is being
implemented.
CO.3- PO2 L Different systems are being analyzed to produce engineering
solutions.
CO.3-PO3 M Understanding different systems, solutions for its development are
identified.
CO.3 –PSO1 L A technical skill in instrumentation is improved.
CO.3- PSO3 M New concepts in different systems are being described.
CO.4-PO5 H Modern engineering idea has been out in the open
CO.4-PSO1 L A technical skill in electronics and instrumentation is improved.
CO.4-PSO3 H New concepts in measurement are described.
CO.5-PO2 H Mathematical models of different systems are analyzed.
CO.5-PO5 H Modern analysis technique is understood.
CO.5-PSO2 H With the knowledge of modern techniques development of
instrument systems is capable.
CO.6-PO3 H Knowledge of traditional approach appropriate considerations for
complex engineering problems can be designed.
CO.6-PO4 H Interpretations of the systems are done with the acquired
knowledge.
CO.6-PS03 M With the comparison study of different approaches new concepts
are adapted.
GAPES IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
SNO DESCRIPTION PROPOSED
ACTIONS
1 Guidelines for the selection of meters
PROPOSED ACTIONS: TOPICS BEYOND SYLLABUS/ASSIGNMENT/INDUSTRY VISIT/GUEST
LECTURER/NPTEL ETC
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
1 LabVIEW
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 57
WEB SOURCE REFERENCES:
1 NPTL VIDEOS ON FLOW MEASUREMENTS
2 NPTL VIDEOS ON LEVEL MEASUREMENTS
3 NPTL VIDEOS ON DIMENSION, SOUND AND THERMAL CONDUCTIVITY
MEASUREMENTS
4 NPTL VIDEOS ON Ph, VISCOSITY, HUMIDITY AND MOISTURE MEASUREMENTS
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
* CHALK & TALK ☐ STUD.
ASSIGNMENT
* WEB RESOURCES
☐ LCD/SMART
BOARDS
☐ STUD. SEMINARS ☐ ADD-ON
COURSES
ASSESSMENT METHODOLOGIES-DIRECT
* ASSIGNMENTS ☐ STUD. SEMINARS * TESTS/MODEL
EXAMS
* UNIV.
EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
☐ ADD-ON
COURSES
☐ OTHERS
ASSESSMENT METHODOLOGIES-INDIRECT
☐ ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
* STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS
BY EXT. EXPERTS
☐ OTHERS
Prepared by Approved by
(Faculty) (HOD)
Mary Hexy
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 58
COURSE PLAN
SL No Module Date Topics
1 1 30-Jul-
16 Measurement of flow: Flow characteristics- Flow measuring techniques - Classification of flow meters
2 1 03-Aug-16
Variable head flow meters for incompressible fluids- : Venturi tubes- Square root relationship,Orifice plates
3 1 08-Aug-
16
Flow nozzle- - Dall tube –- Pitot tube.
4 1 09-Aug-16
Wiers and flumes- Variable meters for compressible fluids. Installation of flow meters
5 1 10-Aug-16
Quantity flow meters: Positive displacement flow meters- Nutating disc, Rotary vane, Reciprocating piston
6 1 16-Aug-16
Oval gear, Helix type. Mass flow meters: Angular momentum type, Impeller turbine
7 1 17-Aug-16
Twin turbine, Coriollis , Thermal
8 1 22-Aug-16
Radiation type mass flow meters. Inferential type : Variable area flow meters (Rotameters) – Turbine flow meters
9 2 23-Aug-16
Target flow meters- Electrical type flow meters , Electro magnetic type- Comparison of DC and AC excitations
10 2 29-Aug-16
Ultrasonic flow meters – Laser Doppler Anemometer (LDA) - Hot wire anemometer
11 2 30-Aug-16
Other flow meters: Purge flow regulators- Flow meters for solid flow
12 2 31-Aug-16
Vortex flow meters – Calibration of flow meters,Dynamic weighing method – Master meter method
13 2 05-Sep-16
Bell prover system, Factors to be considered for flow meter selection
14 3 06-Sep-16
Level measurement :- Methods of liquid level measurement
15 3 07-Sep-16
Classification of liquid level detectors – Direct method- Hook type, Sight glass technique
16 3 19-Sep-16
Float type level indication –– Float level switches - Rope method
17 3 20-Sep-16
Level measurement using displacer and torque tube, Indirect methods : Hydrostatic pressure type- Pressure gauge method
18 3 21-Sep-16
Air bellows- Air purge system, Boiler drum level measurement – Thermal level
sensors – Differential pressure method
19 3 26-Sep-16
Electrical types of level gauges using Resistance, Capacitance
20 3 27-Sep-16
Electrical types of level gauges using Nuclear radiation and Ultrasonic sensor
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 59
21 3 28-Sep-16
Laser level sensors, Microwave level switches ,Fibre optic level detectors- Calibration of level detectors
22 4 03-
Oct-16
Measurement of pH, Viscosity, Humidity and Moisture : - Need for pH measurement - pH electrodes Viscosity terms – Capillary viscometer- Say bolt viscometer – Rotameter type viscometer- red wood type viscometer.
23 4 04-
Oct-16
Humidity terms – Dry and wet bulb psychrometers – Hot wire electrode type hygrometer – Dew cell Electrolysis type hygrometer – Commercial type dew point meter
24 4 05-
Oct-16
Different methods of moisture measurement –Application of moisture measurement. Smart sensors: block diagram- Smart transmitter. Recent trends in sensor technology
25 4 17-
Oct-16 Semiconductor sensors–Film sensors – MEMS - Nanosensors
26 5 18-
Oct-16
Measurement of Dimension, Sound and Thermal conductivity : Thickness measurement- Contact type thickness gauge- Inductive methods Capacitive methods . Non contact type - Radiation type
27 5 19-
Oct-16 Laser based thickness gauges- Measurement of coating thickness Laser based length measurement- Width measurement – Diameter measurement
28 5 24-
Oct-16 Measurement of sound using microphones Measurement of thermal conductivity of solids, liquids and gases Revision
29 5 25-
Oct-16 Module 5 Revision
30 5 26-
Oct-16 tutorials - module 1
31 5 31-
Oct-16 Tutorials - Module 2
32 5 01-Nov-16
Tutorials -Module 3
33 5 02-Nov-16
Tutorials Module 4
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 60
AI010706
FUZZY LOGIC
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 61
COURSE INFORMATION SHEET
PROGRAMME: DEGREE: BTECH
COURSE: ELECTIVE –I : FUZZY SYSTEMS SEMESTER: S7 CREDITS: 4
COURSE CODE: A 706 – 3 REGULATION: 2010
COURSE TYPE: CORE /ELECTIVE /
BREADTH/ S&H: ELECTIVE
COURSE AREA/DOMAIN: Mathematics CONTACT HOURS: 3+1 (Tutorial)
hours/Week.
CORRESPONDING LAB COURSE CODE (IF
ANY):
LAB COURSE NAME:
SYLLABUS:
UNIT DETAILS HOURS
I Introduction to Fuzzy sets and systems. Basics of fuzzy sets membership function, support of a fuzzy set, height - normalized fuzzy set, α - cuts (decomposition of a fuzzy set), set theoretic definitions on fuzzy sets, complement, intersection and union equality, subset hood - basic definition based on membership functions. The law of the excluded middle and law of contradiction on fuzzy sets. Properties of fuzzy sets operations (logical proof only). Extension of fuzzy sets concepts - type-2 and level 2 fuzzy sets - examples.
12
II Operations on fuzzy sets - intersection, algebraic sum - product, bounded sum - product, drastic sum product, t-norms and t-conorms(s - norms) on fuzzy sets, typical Parameterized t - norms and s-norms (with simplified proof). Extension principle and its Applications.
12
III Fuzzy relation. Resolution form of a binary fuzzy relation. Operations on fuzzy relations - Projection, max-min. and min and max, compositions cylindrical extension. Similarity relations - reflexivity, symmetry, transitivity
12
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 62
IV Further operations on fuzzy sets and proposed by Zadeh - concentration dilation, contrast Intensification, a linguistic hedges, computation of the meaning of values of a linguistic variable, fuzzy algorithms, fuzzy engineering - applications of fuzzy controls, case studies. Fuzzy pattern recognition-feature analysis, partitions, identification, multifeature recognition .
12
5 Logical operations on fuzzy sets – Negation – Conjunction, disjunction, implication, fuzzy inference. Block diagram of a fuzzy logic system. Fuzzy rule base – simplification of compound rule base – fuzzy inference – max. –min, man product, man drastic product, man bounded product. Defuzzification – Centre of gravity, center of sums, weighted, etc (Defuzzification methods) Simple controllers, General controllers, Stability, Models, Inverted pendulum, Aircraft landing control, Aircondioner control
12
60
TEXT/REFERENCE BOOKS:
T/R BOOK TITLE/AUTHORS/PUBLICATION
Reference 1. Neural fuzzy systems-C.T.Lin&C.S.George Lee, Prentice Hall 2. Fuzzy sytems handbook-Earl Cox, Associated Press 3. F uzzy sets and Fuzzy logic theory and applications-KLir and Yuan, Prentice
Hall of India. 4. IEEE Trans on systems, Man& Cybernetics, vol.SMC-3, No.1, January 1973,
pp28-44 5. Fuzzy engineering-Bart Kosko
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
1 Set theory and operations
ENO101 Matrices and applications To understand about the matrix
representation of fuzzy functions.
1&II
COURSE OBJECTIVES:
Upon successful completion of this course, students should be able to understand the
fundamentals of fuzzy set theory anf fuzzy systems and their advantages.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 63
COURSE OUTCOMES:
Sl No Course Outcome Course
Objective COUT1 Students will be able to know
Fuzzy sets and representation COBJ1
COUT2 Students will be able to have a thorough knowledge in properties of fuzzy sets
COBJ1
COUT3 Students will be able to have a thorough knowledge in fuzzy operations like fuzzy compliments, intersections and unions
COBJ2
COUT4 students will be able to understand basics of fuzzy relations COBJ2
COUT5 students will be able to understand the fundamentals of fuzzy and its scope and applications.
COBJ2
CO-PO/PSO MAPPING
Course code: AI010
706L04
Course outcomes (COs)
CO1 Students will study the fundamentals of Fuzzy sets and its properties
CO2 Students will get an awareness that how multidisciplinary engineering will help to develop a fuzzy systems.
CO3 Students will understand the meaning and application of fuzzy logic.
CO4 Students will gain knowledge of fuzzy expert systems.
CO5 Students will analyze the difference between fuzzy relation and crisp relation.
CO6 Students will understand various processes involved fuzzy control system.
CO mapping with PO, PSO
PO1
PO2
PO3
PO4
PO5
PO6
PO7
PO8
PO9
PO10
PO11
PO12
PSO1
PSO2
PSO3
CO1 3 2 2 3
CO2 2 3 1
CO3 3 2 2 1 1
CO4 2 2 1
CO5 2 1 3 2 1
CO6 1 2 3 2
EC010
804 L02
2.166667
1.666667
2.5 1.5 1 1.5 1 3
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 64
Mapping to be done based on extent of correlation between specific CO and PO. Refer SAR Format, June 2015 for details.
* Average of the correlation values of each CO mapped to the particular PO/PSO, corrected to the nearest whole number
3 Justification for the correlation level assigned in each cell of the table above.
PO1 PO2 PO3
PO4 P
O5 PO6
PO7
PO8
PO9
PO
10
PO
11
PO12
PSO1
PSO2
PSO3
CO1
Fundamenta
l knowlegde in
crisp
set easil
y applied in
fuzzy
set
Binary logi
c conditions can easily extended to fuzzy
logic
One of the
main application of
fuzzy set is
Medical
diagonosis, engineering
solution
more
clarrifications in
fundamentalas
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 65
s in all fields
CO2
Basic
knowledge in
science and various engineering
fields is necessa
ry for the development of me
mbershi
p function
s
Design and development of
fuzzy system
s play a key role in medical
field
and public
lots of
research and analysis going on this field
CO3
Fundamenta
l knowlegde in
analysis of
crisp
set and gen
Fuzzy set theory finds im
Lot of
research
is require
d
Fuzzy systems can
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 66
crisp
set easil
y applied in
fuzzy
set
aralisation
mense applications in
variou
s fields
like biomedical , aeronautic
s etc, hence its design and development should consider safety and environmental
fact
for design
and development of me
mbershi
p function
s
address various problems of society in
fields like
health , Engineering
etc.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 67
ors.
CO4
membershi
p function needs
deep
knowledge in
basic
science disciplin
es
slectio
n of do
main in knowledge base in fuzzy
expert system
is the analysis of the problem
membership functio
n selection plays a
vital
role in embedded
system
development.
CO5
fuzzification and defuzzification
mod
Level 2 and type
2 fuzz
y set whi
The solutions for variou
s eng
distinction betwee
n cris
p func
fuzzy
data clusteri
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 68
ules require
s adequat
e knowledge in
basic
science
ch mak
es the
process complex and should be
precise
ineering problems which
have
impricise
boundary
requires fuzzy set
tion and fuzz
y function needs
more
research
ng requires
advanced tools which can
deal with fuzzy algorithms
CO6
Fuzzy
control
systems require
s adequat
e knowledge
fuzzy
systems
is mor
e complex and should be
precise
The solutions for variou
s engineering problems
thedevelopmen
t and manufacturing of
fuzzy
cont
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 69
in basi
c science
requires fuzzification of
available
data
roll systemsneeds
more
research
GAPES IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
SNO DESCRIPTION PROPOSED
ACTIONS
1 Convexity property of fuzzy set Assignment
2 Fuzzy system models Seminar
PROPOSED ACTIONS: TOPICS BEYOND SYLLABUS/ASSIGNMENT/INDUSTRY VISIT/GUEST
LECTURER/NPTEL ETC
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
1 Comparison study on crisp set theory and fuzzy sets thoery
2 Advantages and disadvantages of fuzzy sets
3 Applications of extension principle
4 Discussion of fuzzy relations and applications
5 Fuzzy systems working in detail
WEB SOURCE REFERENCES:
1 www.worldscientific.com/worldscibooks/10.1142/2895
2 www.amazon.com › ... › Computer Design
3 www.mililink.com/journals_desc.php?id=63
4 en.wikipedia.org/wiki/Fuzzy_logic
5 books.google.com › Computers › Computer Science
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
☐ CHALK & TALK ☐ STUD. ☐ WEB
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 70
ASSIGNMENT RESOURCES
☐ LCD/SMART
BOARDS
☐ STUD.
SEMINARS
☐ ADD-ON
COURSES
ASSESSMENT METHODOLOGIES-DIRECT
☐ ASSIGNMENTS ☐ STUD.
SEMINARS
☐ TESTS/MODEL
EXAMS
☐ UNIV.
EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
☐ ADD-ON
COURSES
☐ OTHERS
ASSESSMENT METHODOLOGIES-INDIRECT
☐ ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
☐ STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS BY
EXT. EXPERTS
☐ OTHERS
Prepared by
Mr. Binu R Approved by
(HOD)
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 71
Assignment Questions
Elective II ( S7 AEI)
Fuzzy Logic
SET 1
1. Explain the fuzzy working model of following logic systems
a. Inverted Pendulum
b. Aircraft landing control
c. Air-conditioned control
SET 2
2. Prepare a short on the case studies on Fuzzy pattern recognition-feature analysis,
partitions, identification, and multi feature recognition.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 72
Fuzzy Logic (Elective)
Tutorial Questions _____________________________________________________________________________________
1. Explain the terms, Concentration and intensification 2. What is fuzzy logic? 3. Discuss binary Fuzzy relations. 4. What you meant by Linguistic hedges? Give examples. 5. Write a note on multi feature recognition. 6. Prepare a short note on defuzzification techniques. 7. What are the operations on fuzzy relations? 8. Explain the term Fuzzy algorithms. 9. Write a note on fuzzy rule base systems.’ 10. Briefly explain Logical fuzzy operations.
11. (a)Explain fuzzy max drastic and fuzzy max-product composition.
(b)Explain with an example the resolution form of fuzzy binary relation.
OR
12. (a)Explain fuzzy max min composition .Given two fuzzy relations ),( yxR and ).( yxS
with member ship matrices:
3.07.0
6.05.0R ,
5.01.03.0
4.02.06.0S .Find a relational
matrix RoST using max min composition.
13. Explain cylindrical extension and projection operation on fuzzy relation with suitable examples
OR
14. Explain Aircraft landing control in fuzzy logic terms.
15. Explain similarity relation and Relational join on fuzzy set. OR
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 73
16. What you meant by Transitive closure. Write an algorithm to construct transitive
closure and hence find transitive closure of
08.000
004.00
1000
005.07.0
17. Explain a practical pattern recognition system using fuzzy logic? What are its merits? OR
18. Explain the Mamdani and Sugeno type inference rules, with the help of suitable examples.
19. What are the essential parts of a fuzzy control system? Explain the various blocks in the block diagram representation of a fuzzy control system?
OR
20. a) Prepare a note on application of fuzzy logic air conditioner control
b) Explain the generalized control system of Inverted Pendulum.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 74
AI010707
INDUSTRIAL
INSTRUMENTATION LAB
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 75
COURSE INFORMATION SHEET
PROGRAMME:APPLIED ELECTRONICS &
INSTRUMENTATION
DEGREE: BTECH
COURSE: INDUSTRIAL INSTRUMENTATION
LAB
SEMESTER: 7 CREDITS: 2
COURSE CODE: AI 010707
REGULATION: 2010
COURSE TYPE: CORE
COURSE AREA/DOMAIN:
INSTRUMENTATION
CONTACT HOURS: 0+0+3 (Lab)
hours/Week.
CORRESPONDING THEORY COURSE CODE
(IF ANY): AI 010705
LAB COURSE NAME: INDUSTRIAL
INSTRUMENTATION I & II
SYLLABUS:
UNIT DETAILS HOURS
I Measurement of viscosity 2
II Measurement of temperature 2
III Measurement of PH 2
IV Measurement of pressure 2
V Measurement of level 2
VI Measurement of flow 2
VII Dynamic response of first order system 2
VIII Dynamic response of second order system 3
IX Pressure to current converter 2
X Current to pressure converters 2
XI Use of LDR for measurement of physical variations 2
XII Measurement of strain/force 2
XIII Measurement of speed- Open loop and closed loop 3
XIV Calibration of instruments 2
TEXT/REFERENCE BOOKS:
T/R BOOK TITLE/AUTHORS/PUBLICATION
1. D. Patranabis, Principles of Industrial Instrumentation Tata McGraw Hill Publishing Co., New Delhi, 1999
2. R.K.Jain, Mechanical and Industrial Measurements, Khanna Publishers, New Delhi 1999.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 76
3. A.K.Sawhney, A course in Mechanical Measurements and Instrumentation – Dhanpat Rai and Sons, New Delhi, 1999.
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
AI010
103
INDUSTRIAL
INSTRUMENTATION I
To understand the meters in the
industry.
6
AI010
503
BASIC INSTRUMENTATION
& RECORDING SYSTEM
This course highlights on the standards
of measurements, like measurement
errors- accuracy-precision- sensitivity-
resolution.
5
COURSE OBJECTIVES:
1 To study the characteristics of temperature, pressure, level and flow measurement
systems.
2 To study the dynamic response of measurement systems.
3 To understand calibration procedures.
COURSE OUTCOMES:
SNO DESCRIPTION PO
MAPPING
1 Graduates will be able to understand the basic characteristics of
measuring instruments
a, b, c, d,
m
2 Graduates will be able to measure viscosity, speed, flow and pressure. b, c, d, k,
m
3 Graduates will be able to learn industry standards and signal
conversions.
b, c, d, e, i,
k
4 Graduates will be able to understand the concept of units and
significance of measuring device.
a, b, c, d,
e, m
5 Graduates will be able to learn working of testing and calibrating
instruments.
b, c, d, e, i,
k
GAPES IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
SNO DESCRIPTION PROPOSED
ACTIONS
1 Modern tools for data acquisition and analysis Web reference[2]
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 77
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
1 LabVIEW
2 Matlab- Simulink
WEB SOURCE REFERENCES:
1 http://nptel.iitm.ac.in/video.php?subjectId=108105064
2 http://www.ni.com/gettingstarted/labviewbasics/
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
☐ CHALK & TALK ☐ STUD.
ASSIGNMENT
☐ WEB RESOURCES
☐ LCD/SMART
BOARDS
☐ STUD. SEMINARS ☐ ADD-ON
COURSES
ASSESSMENT METHODOLOGIES-DIRECT
☐ ASSIGNMENTS ☐ STUD. SEMINARS ☐TESTS/MODEL
EXAMS
☐ UNIV.
EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
☐ ADD-ON
COURSES
☐ OTHERS
ASSESSMENT METHODOLOGIES-INDIRECT
☐ ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
☐ STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS
BY EXT. EXPERTS
☐ OTHERS
Prepared by Approved by
Anuj Abraham
(HoD)
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 78
Course planner
Sl.No Module Planned Date Planned
1 1 4-Aug-2016 Calibration of Pressure gauge
2 1 11-Aug-2016 Flow measurement
3 1 18-Aug-2016 Calibration of instruments using temperature sensor
4 1 25-Aug-2016 dynamic response of 1st order and 2nd order system
5 1 1-Sep-2016 Calibration of level measurements
6 1 8-Sep-2016 Pressure measurements using strain gauge
7 1 22-Sep-2016 LDR characteristics
8 1 29-Sep-2016 Characteristics of RTD and Thermistors
9 1 29-Sep-2016 Characteristics of I to P converter
10 1 6-Oct-2016 Characteristics of P to I converter
11 1 6-Oct-2016 Viscosity measurements
12 1 3-Aug-2016 Calibration of Pressure gauge
13 1 10-Aug-2016 Flow measurement
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 79
14 1 17-Aug-2016 Calibration of instruments using temperature sensor
15 1 24-Aug-2016 dynamic response of 1st order and 2nd order system
16 1 31-Aug-2016 Calibration of level measurements
17 1 7-Sep-2016
Pressure measurements using strain gauge
18 1 28-Sep-2016 LDR characteristics, Characteristics of RTD and Thermistors
19 1 5-Oct-2016 Characteristics of I to P converter, Characteristics of P to I converter
20 1 8-Oct-2016 Viscosity measurements
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 80
List of Experiments
1. Calibration of Pressure gauge
2. Flow measurement
3. Calibration of instruments using temperature sensor
4. dynamic response of 1st order and 2nd order system
5. Calibration of level measurements
6. Pressure measurements using strain gauge
7. LDR characteristics
8. Characteristics of RTD and Thermistors
9. Characteristics of I to P converter
10. Characteristics of P to I converter
11. Viscosity measurements
12. Calibration of Pressure gauge
13. Flow measurement
14. Calibration of instruments using temperature sensor
15. dynamic response of 1st order and 2nd order system
16. Calibration of level measurements
17. Pressure measurements using strain gauge
18. LDR characteristics, Characteristics of RTD and Thermistors
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 81
19. Characteristics of I to P converter, Characteristics of P to I converter
20. Viscosity measurements
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 82
AI010707
DSP LAB
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 83
COURSE INFORMATION SHEET
PROGRAMME: APPLIED ELECTRONICS AND
INSTRUMENTATION
DEGREE: BTECH
COURSE: DIGITAL SIGNAL PROCESSING LAB SEMESTER: 7 CREDITS: 2
COURSE CODE: AI010 708 (P)
REGULATION:2010 REGULATION
COURSE TYPE: CORE
COURSE AREA/DOMAIN: POWER
ELECTRONICS
CONTACT HOURS: 0+0+3 (LAB)
hours/Week.
CORRESPONDING THEORY COURSE CODE
(IF ANY):
THEORY COURSE NAME: DIGITAL SIGNAL
PROCESSING
SYLLABUS:
UNIT DETAILS HRS
I Introduction to Matlab/Octave for signal processing. 3
II Architecture of DSP chips-TMS 320C 6713 DSP Processor. 3
III Generation of Test Discrete-Time Signals in the Time Domain- Impulse, step, triangular, sinusoidal, damped sinusoidal, etc.
3
IV Discrete-Time Systems in the Time Domain- Discrete time system as mathematical operation and analysing for linearity, impulse response, step response.
3
V Discrete-Time Signals in the Frequency Domain- Analysis of various signals in frequency domain using Fourier basis using Fourier series, Fourier Transform, DFS DTFT and N-point FFT algorithm.
3
VI Discrete-Time Systems in the Frequency Domain- Analysis of system in frequency domain and study the frequency response and phase response of a system.
3
VII Digital Processing of Continuous-Time signals: Sampling Theorem and anti-aliasing filters- Study of sampling theorem by sampling an analog signal and reconstruction for various sampling rate. Design of a signal pre-processing (anti-aliasing filter) system to sample a signal from a transducer.
3
VIII Digital Filter Structures: Realisation of FIR and IIR system and their implementation in direct, cascade, parallel, lattice and lattice-ladder forms and study the finite length effects in various realization.
3
IX Digital Filter Design -FIR filters using windows and effects of various windows on transition width and maximum attenuation obtained.
3
X Digital Filter Design -IIR filters by pole-zero placements and approximation of analog filters like Butterworth, Chebyshev, elliptic filters and comparing their phase characteristics, magnitude response for various orders.
3
TOTAL HOURS 30
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 84
TEXT/REFERENCE BOOKS:
1 Digital Signal Processing: Laboratory Experiments Using C and the TMS320C31 DSK: Rulph Chassaing
2 DIGITAL SIGNAL PROCESSING USING MATLAB by Vinay K. Lngle, John G. Proakis.
3 Digital Signal Processing Laboratory Using MATLAB by Sanjit K Mitra.
COURSE PRE-REQUISITES:
C.CODE COURSE NAME DESCRIPTION SEM
AI010403 Signals and Systems Basic signals, System properties,
Transforms
4
AI010602 Digital Signal Processing DFT, FFT, Convolution, Filter Design 6
COURSE OBJECTIVES:
1 To familiarize with real time signal processing.
2 To familiarize with signal processing tools like, Matlab/Octave and TMS 320C 6713 DSP Processor.
3 Study of characteristics of analog and digital signals and systems.
4 Study of practical difficulties in designing a digital system.
COURSE OUTCOMES:
SNO DESCRIPTION Blooms’
Taxonomy Level
C708.1 Students must be able to apply several signal processing algorithms on digital signals using MATLAB and DSP boards.
Apply
(Level 3)
C708.2 Students are able to generate different test signals in time domain and demonstrate the same.
Apply
(Level 3)
C708.3 They are able to analyze digital signals in frequency domain using MATLAB.
Analyze
(Level 4)
C708.4 They can visualize the key concepts (such as sampling &
reconstruction) using MATLAB.
Knowledge
(Level 1)
C708.5 They can design digital filters of different kinds in MATLAB
Create
(Level 6)
CO – PO and CO – PSO mapping
PO1
PO2
PO3
PO4
PO5
PO6
PO7
PO8
PO9
PO10
PO11
PO12
PSO1
PSO2
PSO3
C708
.1
2 - - - 3 - - - - - - 2 - - 2
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 85
C708
.2
2 - - - 3 - - - - - - 2 - - 2
C708
.3
3 2 2 - 3 - - - - - - 3 2 - 3
C708
.4
3 - 2 - 3 - - - - - - 3 2 2 2
C708
.5
3 2 3 - 3 - - - - - - 3 2 3 3
Justification
Course Outcome
Justification
C708.1 – PO1 Knowledge of mathematics and science are required for the implementation of signal processing algorithms.
C708.1 – PO5 Familiarization of Matlab is achieved.
C708.1 – PO12 The algorithms implemented in Matlab would form the basis for developing many complicated signal processing algorithms.
C708.1 – PSO3 The new concepts studied and implemented forms the basis for many signal processing algorithms.
C708.2 – PO1 Knowledge of mathematics and engineering fundamentals are required.
C708.2 – PO5 Familiarization of Matlab is achieved.
C708.2 – PO12 The signals generated could be used as input for many signal processing applications.
C708.2 – PSO3 Introduction to new concepts.
C708.3 – PO1 Knowledge of mathematics and engineering fundamentals are required.
C708.3 – PO2 Usage of first principles of mathematics required.
C708.3 – PO3 Transformation of signals from time domain to frequency domain is required for many complex signal processing applications.
C708.3 – PO5 Familiarization of Matlab is achieved.
C708.3 – PO12 Many signal processing application requires the signals to be in frequency domain.
C708.3 – PSO1 Technical skills are required for transformation to frequency domain.
C708.3 – PSO3 The new concept of signal representation in frequency domain may be well understood through implementation.
C708.4 – PO1 Knowledge of mathematics and engineering fundamentals are required.
C708.4 – PO3 Sampling and reconstruction of signals from the samples could form the initial steps for designing many signal processing applications.
C708.4 – PO5 Familiarization of Matlab is achieved.
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 86
C708.4 – PO12 Sampling and reconstruction of signals from the samples could be used for many applications.
C708.4 – PS01 Samples and reconstruction of signals from the samples require technical skills.
C708.4 – PS02 Several signal processing applications would require the signals to be sampled.
C708.4 – PS03 The concept of sampling and reconstruction may be well understood through the experiment.
C708.5 – PO1 Engineering knowledge is required for designing filters.
C708.5 – PO2 Design and implementation of IIR and FIR filters can be considered as a complex designing problem.
C708.5 – PO3 The digital filters can form an important unit of several signal processing applications.
C708.5 – PO5 Familiarization of Matlab is achieved.
C708.5 – PO12 Filters can form an integral part of many real time systems.
C708.5 – PSO1 Technical and engineering skills are required for the design of filters.
C708.5 – PSO2 The experience of designing filters would help in designing many real time systems for signal processing.
C708.5 – PSO3 New concepts of filtering may be well understood.
GAPES IN THE SYLLABUS - TO MEET INDUSTRY/PROFESSION REQUIREMENTS:
SNO DESCRIPTION PROPOSED
ACTIONS
RELEVANCE
WITH POs
RELEVANCE
WITH PSOs
1 Linear Convolution, circular convolution, modulation techniques
Giving extra
lab classes
PO1, PO2 PSO3
PROPOSED ACTIONS: TOPICS BEYOND SYLLABUS/ASSIGNMENT/INDUSTRY VISIT/GUEST
LECTURER/NPTEL ETC
TOPICS BEYOND SYLLABUS/ADVANCED TOPICS/DESIGN:
SNO DESCRIPTION PROPOSED
ACTIONS
RELEVANCE WITH
POs
RELEVANCE
WITH PSOs
1 Study of OMAP L138
Development kit
Extra Lab PO1, PO2 PSO1, PSO3
WEB SOURCE REFERENCES:
1 http://media.sakshat.ac.in/NPTEL-IIT-Videos/default.aspx
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 87
2 rtsp:// 192.168.14.131/nptel_phase1/ece/subject_code/lect_no.mp4
DELIVERY/INSTRUCTIONAL METHODOLOGIES:
☐ CHALK & TALK ☐ STUD. ASSIGNMENT ☐ WEB RESOURCES ☐ LCD/SMART
BOARDS
☐ STUD. SEMINARS ☐ ADD-ON COURSES
ASSESSMENT METHODOLOGIES-DIRECT
☐ ASSIGNMENTS ☐ STUD. SEMINARS ☐ TESTS/MODEL
EXAMS
☐ UNIV.
EXAMINATION
☐ STUD. LAB
PRACTICES
☐ STUD. VIVA ☐ MINI/MAJOR
PROJECTS
☐ CERTIFICATIONS
☐ ADD-ON
COURSES
☐ OTHERS
ASSESSMENT METHODOLOGIES-INDIRECT
☐ ASSESSMENT OF COURSE OUTCOMES (BY
FEEDBACK, ONCE)
☐ STUDENT FEEDBACK ON FACULTY
(TWICE)
☐ ASSESSMENT OF MINI/MAJOR PROJECTS
BY EXT. EXPERTS
☐ OTHERS
Prepared by Approved by
Mr. Hari C V Ms. Liza Annie Joseph
(Faculty) (HOD)
Department of Applied Electronics & Instrumentation
COURSE HANDOUT: S7 Page 88
COURSE PLAN
Sl.No Module Planned
Date Planned
1 1 28-Jul-16 Introduction to Matlab for signal processing
2 1 4-Aug-16 Generation of Test Discrete-Time Signals in the Time Domain
3 1 11-Aug-16 Generation of Test Discrete-Time Signals (Using functions) in the Time Domain
4 1 18-Aug-16 Discrete-Time Systems in the Time Domain
5 1 31-Aug-16 Discrete-Time Signals in the Frequency Domain
6 1 7-Sep-16 Discrete-Time Systems in the Frequency Domain
7 1 22-Sep-16 Sampling and Reconstruction of Analog Signals
8 1 29-Sep-16 Digital FIR filter Using Window Function
9 1 6-Oct-16 IIR Filter Design
10 1 19-Oct-16 Familiarisation of DSP Trainer Kit
11 1 26-Oct-16 Generation of Sine Wave Using DSP Trainer Kit
12 1 2-Nov-16 Repeat lab