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CW3301 Fundamentals of Economics

CW3301 Fundamentals of Economics Study Materials

Anna University – CW3301 Fundamentals of Economics Regulation 2021 Syllabus, Notes, Important Questions, Question Paper with Answers, Previous Year Question Paper

UNIT I INTRODUCTION TO MICRO ECONOMICS CW3301 Fundamentals of Economics Syllabus

Introduction to Economics – Themes of Economics – Micro Vs Macro Economics- Demand curves
and supply curves- Elasticity of Demand – Elasticity of Supply- Demand Curves of Households and
firms

UNIT II WELFARE ANALYSIS CW3301 Fundamentals of Economics Notes

Consumers and Producers Surplus- Price Ceilings and Price Floors; Consumer Behavior – Axioms
of Choice-Budget Constraints and Indifference Curves; Consumers Equilibrium Effects of a Price
Change, Income and Substitution Effects Derivation of a Demand Curve

UNIT III PRODUCTION AND COST FUNCTION CW3301 Fundamentals of Economics Important Questions

Theory of Production – Production Function and Isoquants – Cost Minimization; Cost Curves – Total,
Average and Marginal Costs – Long Run and Short Run Costs; Equilibrium of a Firm under Perfect
Competition; Monopoly and Monopolistic Competition

UNIT IV MACRO ECONOMICS CW3301 Fundamentals of Economics Question Paper

National Income and its Components – GNP, NNP, GDP, NDP Consumption Function; Investment;
Simple Keynesian Model of Income Determination and the Keynesian Multiplier; Government Sector
-Taxes and Subsidies; External Sector – Exports and Imports; Money -Definitions; Demand for
Money Transaction and Speculative Demand; Supply of Money – Banks Credit Creation Multiplier;
Integrating Money and Commodity Markets – IS, LM Model

UNIT V BUSINESS CYCLES AND STABILIZATION CW3301 Fundamentals of Economics Question Bank

Monetary and Fiscal Policy – Central Bank and the Government; the Classical Paradigm – Price and
Wage Rigidities – Voluntary and Involuntary Unemployment.

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TEXT BOOKS CW3301 Fundamentals of Economics Notes

1. Paul Anthony Samuelson, William D. Nordhaus, Economics, Nineteenth Edition, McGraw-Hill
Education, 2010.
2. N. Gregory Mankiw, Principles of Macroeconomics, Seventh Edition, Cengage Learning,
2018.
3. Pindyck, Robert S and Daniel L. Rubinfeld , Micro Economics, Eighth Edition, 2013.

REFERENCES CW3301 Fundamentals of Economics Important Questions

1. Dornbusch, Fischer and Startz, Macroeconomics, Tenth Edition, Tata Mcgraw Hill, 2012.
2. Hal R, Varia, Intermediate Microeconomics: A Modern Approach, Eighth Edition Affiliated
East-West Press, 2006

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Important question Notes question bank Question Paper R-2021 Syllabus

AD3311 Artificial Intelligence Laboratory

AD3311 Artificial Intelligence Laboratory Study Materials

Anna University – AD3311 Artificial Intelligence Laboratory Regulation 2021 Syllabus, Notes, Lab Manual, viva Important Questions, Question Paper with Answers, Previous Year Question Paper

OBJECTIVES: AD3311 Artificial Intelligence Laboratory Lab manual
 To design and implement search strategies
 To implement game playing techniques
 To implement CSP techniques
 To develop systems with logical reasoning
 To develop systems with probabilistic reasoning

LIST OF EXPERIMENTS: AD3311 Artificial Intelligence Laboratory Lab manual Viva Questions

1. Implement basic search strategies – 8-Puzzle, 8 – Queens problem, Cryptarithmetic.
2. Implement A* and memory bounded A* algorithms
3. Implement Minimax algorithm for game playing (Alpha-Beta pruning)
4. Solve constraint satisfaction problems
5. Implement propositional model checking algorithms

6. Implement forward chaining, backward chaining, and resolution strategies
7. Build naïve Bayes models
8. Implement Bayesian networks and perform inferences
9. Mini-Project

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OUTCOMES: AD3311 Artificial Intelligence Laboratory Lab manual
At the end of this course, the students will be able to:
CO1: Design and implement search strategies
CO2: Implement game playing and CSP techniques
CO3: Develop logical reasoning systems
CO4: Develop probabilistic reasoning systems

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AD3381 Database Design and Management Laboratory

AD3381 Database Design and Management Laboratory Study Materials

Anna University – AD3381 Database Design and Management Laboratory Regulation 2021 Syllabus, Notes, Lab Manual, viva Important Questions, Question Paper with Answers, Previous Year Question Paper

SUGGESTIVE EXPERIMENTS AD3381 Database Design and Management Laboratory

1. Database Development Life cycle:
Problem definition and Requirement analysis
Scope and Constraints
2. Database design using Conceptual modeling (ER-EER) – top-down approach
Mapping conceptual to relational database and validate using Normalization
3. Implement the database using SQL Data definition with constraints, Views
4. Query the database using SQL Manipulation
5. Querying/Managing the database using SQL Programming
– Stored Procedures/Functions
– Constraints and security using Triggers
6. Database design using Normalization – bottom-up approach
7. Develop database applications using IDE/RAD tools (Eg., NetBeans,VisualStudio)
8. Database design using EER-to-ODB mapping / UML class diagrams
9. Object features of SQL-UDTs and sub-types, Tables using UDTs, Inheritance, Method definition
10. Querying the Object-relational database using Objet Query language

COURSE OUTCOMES AD3381 Database Design and Management Laboratory

After the completion of this course, students will be able to:
 Understand the database development life cycle
 Design relational database using conceptual-to-relational mapping, Normalization
 Apply SQL for creation, manipulation and retrieval of data
 Develop a database applications for real-time problems
 Design and query object-relational databases

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COURSE OBJECTIVES:

 To understand the database development life cycle
 To learn database design using conceptual modeling, Normalization
 To implement database using Data definition, Querying using SQL manipulation and SQL
programming
 To implement database applications using IDE/RAD tools
 To learn querying Object-relational databases To understand the database development life cycle
 To learn database design using conceptual modeling, Normalization

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AL3391 Artificial Intelligence

AL3391 Artificial Intelligence Study Materials

Anna University – AL3391 Artificial Intelligence Regulation 2021 Syllabus, Notes, Important Questions, Question Paper with Answers, Previous Year Question Paper

UNIT I INTELLIGENT AGENTS AL3391 Artificial Intelligence Syllabus

Introduction to AI – Agents and Environments – concept of rationality – nature of environments –
structure of agents. Problem solving agents – search algorithms – uninformed search strategies.

UNIT II PROBLEM SOLVING AL3391 Artificial Intelligence Notes

Heuristic search strategies – heuristic functions. Local search and optimization problems – local
search in continuous space – search with non-deterministic actions – search in partially observable
environments – online search agents and unknown environments

UNIT III GAME PLAYING AND CSP AL3391 Artificial Intelligence Important Questions

Game theory – optimal decisions in games – alpha-beta search – monte-carlo tree search –
stochastic games – partially observable games. Constraint satisfaction problems – constraint
propagation – backtracking search for CSP – local search for CSP – structure of CSP.

UNIT IV LOGICAL REASONING AL3391 Artificial Intelligence Question Papers

Knowledge-based agents – propositional logic – propositional theorem proving – propositional
model checking – agents based on propositional logic. First-order logic – syntax and semantics –
knowledge representation and engineering – inferences in first-order logic – forward chaining –
backward chaining – resolution.

UNIT V PROBABILISTIC REASONING AL3391 Artificial Intelligence Question Bank

Acting under uncertainty – Bayesian inference – naïve Bayes models. Probabilistic reasoning –
Bayesian networks – exact inference in BN – approximate inference in BN – causal networks.

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TEXT BOOKS: AL3391 Artificial Intelligence Important Questions

1. Stuart Russell and Peter Norvig, “Artificial Intelligence – A Modern Approach”, Fourth
Edition, Pearson Education, 2021.
63

REFERENCES AL3391 AI Notes

1. Dan W. Patterson, “Introduction to AI and ES”, Pearson Education,2007
2. Kevin Night, Elaine Rich, and Nair B., “Artificial Intelligence”, McGraw Hill, 2008
3. Patrick H. Winston, “Artificial Intelligence”, Third Edition, Pearson Education, 2006
4. Deepak Khemani, “Artificial Intelligence”, Tata McGraw Hill Education, 2013.
5. http://nptel.ac.in/

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AD3301 Data Exploration and Visualization

AD3301 Data Exploration and Visualization Study Materials

Anna University – AD3301 Data Exploration and Visualization Regulation 2021 Syllabus, Notes, Important Questions, Question Paper with Answers, Previous Year Question Paper

UNIT I EXPLORATORY DATA ANALYSIS AD3301 Data Exploration and Visualization Syllabus

EDA fundamentals – Understanding data science – Significance of EDA – Making sense of data –
Comparing EDA with classical and Bayesian analysis – Software tools for EDA – Visual Aids for
EDA- Data transformation techniques-merging database, reshaping and pivoting, Transformation
techniques – Grouping Datasets – data aggregation – Pivot tables and cross-tabulations.

UNIT II VISUALIZING USING MATPLOTLIB AD3301 Data Exploration and Visualization Notes

Importing Matplotlib – Simple line plots – Simple scatter plots – visualizing errors – density and
contour plots – Histograms – legends – colors – subplots – text and annotation – customization –
three dimensional plotting – Geographic Data with Basemap – Visualization with Seaborn.

UNIT III UNIVARIATE ANALYSIS AD3301 Data Exploration and Visualization Important Questions

Introduction to Single variable: Distributions and Variables – Numerical Summaries of Level and
Spread – Scaling and Standardizing – Inequality – Smoothing Time Series.

UNIT IV BIVARIATE ANALYSIS AD3301 Data Exploration and Visualization Question Paper

Relationships between Two Variables – Percentage Tables – Analyzing Contingency Tables –
Handling Several Batches – Scatterplots and Resistant Lines – Transformations.

UNIT V MULTIVARIATE AND TIME SERIES ANALYSIS AD3301 Data Exploration and Visualization Question Bank

Introducing a Third Variable – Causal Explanations – Three-Variable Contingency Tables and
Beyond – Longitudinal Data – Fundamentals of TSA – Characteristics of time series data – Data
Cleaning – Time-based indexing – Visualizing – Grouping – Resampling.

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TEXT BOOKS: AD3301 Data Exploration and Visualization Notes

1. Suresh Kumar Mukhiya, Usman Ahmed, “Hands-On Exploratory Data Analysis with Python”,
Packt Publishing, 2020. (Unit 1)
2. Jake Vander Plas, “Python Data Science Handbook: Essential Tools for Working with Data”,
Oreilly, 1st Edition, 2016. (Unit 2)
3. Catherine Marsh, Jane Elliott, “Exploring Data: An Introduction to Data Analysis for Social
Scientists”, Wiley Publications, 2nd Edition, 2008. (Unit 3,4,5)

REFERENCES: AD3301 Data Exploration and Visualization Important Questions

1. Eric Pimpler, Data Visualization and Exploration with R, GeoSpatial Training service, 2017.
2. Claus O. Wilke, “Fundamentals of Data Visualization”, O’reilly publications, 2019.
3. Matthew O. Ward, Georges Grinstein, Daniel Keim, “Interactive Data Visualization:
Foundations, Techniques, and Applications”, 2nd Edition, CRC press, 2015.

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AD3351 Design and Analysis of Algorithms

AD3351 Design and Analysis of Algorithms Study Materials

Anna University – AD3351 Design and Analysis of Algorithms Regulation 2021 Syllabus, Notes, Important Questions, Question Paper with Answers, Previous Year Question Paper

UNIT I INTRODUCTION AD3351 Design and Analysis of Algorithms Syllabus

Notion of an Algorithm – Fundamentals of Algorithmic Problem Solving – Important Problem Types
–Fundamentals of the Analysis of Algorithm Efficiency – Analysis Framework – Asymptotic Notations
and their properties – Empirical analysis – Mathematical analysis of Recursive and Non-recursive
algorithms – Visualization.

UNIT II BRUTE FORCE AND DIVIDE AND CONQUER AD3351 Design and Analysis of Algorithms Notes

Brute Force – String Matching – Exhaustive Search – Traveling Salesman Problem – Knapsack
Problem – Assignment problem. Divide and Conquer Methodology – Multiplication of Large Integers
and Strassen’s Matrix Multiplication – Closest-Pair and Convex – Hull Problems. Decrease and
Conquer: – Topological Sorting – Transform and Conquer: Presorting – Heaps and Heap Sort.

UNIT III DYNAMIC PROGRAMMING AND GREEDY TECHNIQUE AD3351 Design and Analysis of Algorithms Important Questions

Dynamic programming – Principle of optimality – Coin changing problem – Warshall’s and Floyd‘s
algorithms – Optimal Binary Search Trees – Multi stage graph – Knapsack Problem and Memory
functions. Greedy Technique – Dijkstra’s algorithm – Huffman Trees and codes – 0/1 Knapsack
problem.

UNIT IV ITERATIVE IMPROVEMENT AD3351 Design and Analysis of Algorithms Question Paper

The Simplex Method-The Maximum-Flow Problem – Maximum Matching in Bipartite Graphs- The
Stable marriage Problem.

UNIT V LIMITATIONS OF ALGORITHM POWER AD3351 Design and Analysis of Algorithms Question Bank

Lower – Bound Arguments – P, NP, NP- Complete and NP Hard Problems. Backtracking – N-Queen
problem – Hamiltonian Circuit Problem – Subset Sum Problem. Branch and Bound – LIFO Search
and FIFO search – Assignment problem – Knapsack Problem – Traveling Salesman Problem –
Approximation Algorithms for NP-Hard Problems – Traveling Salesman problem – Knapsack
problem.

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TEXT BOOKS: AD3351 Design and Analysis of Algorithms Important Questions

1. Anany Levitin, Introduction to the Design and Analysis of Algorithms, Third Edition, Pearson
Education, 2012.

REFERENCES: AD3351 Design and Analysis of Algorithms Notes

1. Ellis Horowitz, Sartaj Sahni and Sanguthevar Rajasekaran, Computer Algorithms/ C++,
Second Edition, Universities Press, 2019.
2. Thomas H.Cormen, Charles E.Leiserson, Ronald L. Rivest and Clifford Stein, Introduction to
Algorithms, Third Edition, PHI Learning Private Limited, 2012.
3. S. Sridhar, Design and Analysis of Algorithms, Oxford university press, 2014.
4. Alfred V. Aho, John E. Hopcroft and Jeffrey D. Ullman, Data Structures and Algorithms,
Pearson Education, Reprint 2006.

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Important question Notes question bank Question Paper R-2021 Syllabus

PC3352 Mechanical Operations

PC3352 Mechanical Operations Study Materials

Anna University – PC3352 Mechanical Operations Regulation 2021 Syllabus, Notes, Important Questions, Question Paper with Answers, Previous Year Question Paper

UNIT I PARTICLE CHARACTERIZATION AND MEASUREMENT PC3352 Mechanical Operations Syllabus

General characteristics of solids, different techniques of size analysis- Static – Image analysis and
Dynamic analysis – Light scattering techniques, shape factor, surface area determination,
estimation of particle size. Advanced particle size analysis techniques. Screening methods and
equipment, screen efficiency, ideal and actual screens.

UNIT II PARTICLE SIZE REDUCTION AND SIZE ENLARGEMENT PC3352 Mechanical Operations Notes

Laws of size reduction, energy relationships in size reduction, methods of size reduction,
classification of equipments, crushers, grinders, disintegrators for coarse, intermediate and fine
grinding, power requirement, work index; Advanced size reduction techniques – Nano particle
fabrication – Top down approach – Bottom-up approach. Size enlargement – Importance of size
enlargement, principle of granulation, briquetting, palletization, and flocculation. Fundamentals of
particle generation.

UNIT III PARTICLE SEPARATION (GAS-SOLID AND LIQUID-SOLID SYSTEM) PC3352 Mechanical Operations Important Questions

Gravity settling, sedimentation, thickening, elutriation, double cone classifier, rake classifier, bowl
classifier. Centrifugal separation – continuous centrifuges, super centrifuges, design of basket
centrifuges; industrial dust removing equipment, cyclones and hydro cyclones, electrostatic and
magnetic separators, heavy media separations, floatation, jigging

UNIT IV FILTRATION AND FILTRATION EQUIPMENTS PC3352 Mechanical Operations Question Paper

Theory of filtration, Batch and continuous filters, Flow through filter cake and filter media,
compressible and incompressible filter cakes, filtration equipments – selection, operation and
design of filters and optimum cycle of operation, filter aids.

UNIT V MIXING AND PARTICLE HANDLING PC3352 Mechanical Operations Question Bank

Mixing and agitation – Mixing of liquids (with or without solids), mixing of powders, selection of
suitable mixers, power requirement for mixing. Storage and Conveying of solids – Bunkers, silos,
bins and hoppers, transportation of solids in bulk, Powder hazards, conveyer selection, different
types of conveyers and their performance characteristics.

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TEXT BOOKS: PC3352 Mechanical Operations Important Questions

1. McCabe, W.L., Smith, J.C., and Harriot, P., “Unit Operations in Chemical Engineering”, 7th Edn., McGraw-Hill, 2005.
2. Badger W.L. and Banchero J.T., “Introduction to Chemical Engineering”, Tata McGraw Hill,
1997.
3. Foust, A. S., Wenzel, L.A., Clump, C.W., Naus, L., and Anderson, L.B., “Principles of Unit
Operations”, 2nd Edn., John Wiley & Sons, 1994.
4. Hiroaki Masuda , KoHigashitani and Hideto Yoshida, Powder Technology Handbook, 3rd
Edition.

REFERENCES: PC3352 Mechanical Operations Notes

1. Coulson, J.M. and Richardson, J.F., “Chemical Engineering” Vol. II, 4
th Edn., Asian Books
Pvt. Ltd., India, 1998.
2. Christie J. Geankoplis, Transport processes and unit operations.
3. Sunggyu Lee, Kimberly H. Henthorn, Particle Technology and Applications.
4. Martin Rhodes, Introduction to Particle Technology, Second Edition.

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Important question Notes question bank Question Paper R-2021 Syllabus

CH3491 Heat Transfer

CH3491 Heat Transfer Study Materials

Anna University – CH3491 Heat Transfer Regulation 2021 Syllabus, Notes, Important Questions, Question Paper with Answers, Previous Year Question Paper.

UNIT I CH3491 Heat Transfer Syllabus

Importance of heat transfer in Chemical Engineering operations – Modes of heat transfer ; One
dimensional steady state heat conduction through plane and composite walls, hollow cylinder and
spheres – Thermal conductivity measurement-effect of temperature on thermal conductivity; Heat
transfer in extended surfaces; Transient heat conduction

UNIT II CH3491 Heat Transfer Notes

Concepts of heat transfer by convection – Natural and forced convection, Hydrodynamic and
thermal Boundary layers; analogies between transfer of momentum and heat – Reynold’s analogy,
Prandtl and Colburn analogy. Dimensional analysis in heat transfer, heat transfer coefficient for
flow through a pipe, flow past flat plate.

UNIT III CH3491 Heat Transfer Important Questions

Heat Exchangers – classification and design, overall and individual film coefficients, mean
temperature difference, LMTD correction factor for multiple pass exchanger, NTU and efficiency of
Heat exchangers

UNIT IV CH3491 Heat Transfer Question Paper

Heat transfer to fluids with phase change – heat transfer from condensing vapours, drop wise and
film wise condensation, Nusselt equation for vertical and horizontal tubes, condensation of
superheated vapours, Heat transfer to boiling liquids – mechanism of boiling, nucleate boiling and
film boiling

UNIT V CH3491 Heat Transfer Question Bank

Evaporation- single and multiple effect operation, material and Energy balance in evaporators,
boiling point elevation, Duhring’s rule. Radiation heat transfer – Black body radiation, Emissivity,
Stefan – Boltzman law, Plank’s law, radiation between surfaces.

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TEXT BOOKS: CH3491 Heat Transfer Important Questions

1. Holman, J. P., ‘Heat Transfer ’, 10th Edn., McGraw Hill,2010.
2. Ozisik, M. N., Heat Transfer: A Basic Approach, McGraw-Hill, 1984
3. Kern, D.Q., “Process Heat Transfer “, McGraw-Hill, 1999.
4. B.K. Dutta, Heat transfer principles and applications, PHI Learning PVT Ltd, 2016

REFERENCES: CH3491 Heat Transfer Notes

1. McCabe, W.L., Smith, J.C., and Harriot, P., “Unit Operations in Chemical Engineering”,6th
Edn., McGraw-Hill, 2001.
2. Coulson, J.M. and Richardson, J.F., “Chemical Engineering “ Vol. I, 4th Edn., Asian Books
Pvt. Ltd., India, 1998

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PE3351 Process Calculations

PE3351 Process Calculations Study Materials

Anna University – PE3351 Process Calculations Regulation 2021 Syllabus, Notes, Important Questions, Question Paper with Answers, Previous Year Question Paper.

UNIT I  PE3351 Process Calculations Syllabus

Base and derived Units – Composition of Mixture and solutions – calculations of pressure, volume
and temperature using ideal gas law. Use of partial pressure and pure component volume in gas
calculations, applications of real gas relationship in gas calculation.

UNIT II  PE3351 Process Calculations Notes

Stoichiometric principles, Application of material balance to unit operations like distillation,
evaporation, crystallisation, drying etc., – Material balance with chemical reaction – Limiting and
excess reactants – recycle – bypass and purging – Unsteady state material balances.

UNIT III PE3351 Process Calculations Important Questions

Calculation of absolute humidity, molal humidity, relative humidity and percentage humidity – Use
of humidity in condensation and drying – Humidity chart, dew point.

UNIT IV PE3351 Process Calculations Question Paper

Heat capacity of solids, liquids, gases and solutions, use of mean heat capacity in heat
calculations, problems involving sensible heat and latent heats, evaluation of enthalpy.Standard
heat of reaction, heats of formation, combustion, solution, mixing etc., calculation of standard heat
of reaction – Effect of pressure and temperature on heat of reaction –Energy balance for systems
with and without chemical reaction.

UNIT V PE3351 Process Calculations Question Bank

Determination of Composition by Orsat analysis of products of combustion of solid, liquid and gas
fuels – Calculation of excess air from orsat technique, problems on sulphur and sulphur burning
compounds – Application of Process simulators in energy and material balance problems.

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TEXT BOOKS: PE3351 Process Calculations Important Questions

1. Himmelblau, D.M., “Basic Principles and Calculations in Chemical Engineering”, EEE Sixth
Edition, Prentice Hall Inc., 2003
2. Felder, R. M. and Rousseau, R. W., “Elementary Principles of Chemical Processes”,3rd
Edn., John Wiley & Sons, New York, 2000.
3. Bhatt, B.L., Vora, S.M., “Stoichiometry “, 4th Edition,Tata McGraw-Hill (2004)

REFERENCES: PE3351 Process Calculations Notes

1. Hougen O A, Watson K M and Ragatz R A, “Chemical process principles” Part I, CBS
publishers (1973).
2. Venkatramani. V, Anatharaman. N and Meera Shariffa Begam “ Process Calculations”
Printice Hall of India, New Delhi,
3. K.V.Narayanan, B.Lakshmipathy,”Stochiometry and ProcessCalculation”, PHI Learning
Ltd.(2013).

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AI3312 Soil Science Laboratory

AI3312 Soil Science Laboratory Study Materials

Anna University – AI3312 Soil Science Laboratory Regulation 2021 Syllabus, Notes, Lab Manual, Viva Important Questions, Question Paper with Answers, Previous Year Question Paper.

OBJECTIVES: AI3312 Soil Science Laboratory

 Students should able to verify various quality aspects of soil and water studied in theory by
performing experiments in the laboratory.

LIST OF EXPERIMENTS: AI3312 Soil Science Laboratory

1. Identification of rocks and minerals
2. Collection and processing of soil samples
3. Determination of soil moisture, EC and pH
4. Field density determination by Core Cutter and Sand Replacement method
5. Specific gravity determination by Pycnometer
6. Textural analysis of soil by International Pipette method
7. Grain size analysis by using Mechanical shaker
8. Determination of Organic carbon
9. Estimation of Gypsum requirements

REFERENCES: AI3312 Soil Science Laboratory

1. Punmia, B.C, “Soil Mechanics and Foundation Engineering”, Laxmi Publishers, New Delhi.
2007.
2. Laboratory Manual, Centre for Water Resources, Anna University, Chennai. 2012.

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COURSE OUTCOMES: AI3312 Soil Science Laboratory

On completion of the course, the student is expected to
1. Explain soil physical properties and compare the properties based on soil and water
system
2. Analyse the soil chemical properties to classify the arable and problem soils to develop
different reclamation practices

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