Soft Computing and Applications detailed syllabus for Electronics & Communication Engineering (ECE) for 2019 regulation curriculum has been taken from the Anna Universities official website and presented for the ECE students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below.
For Electronics & Communication Engineering 8th Sem scheme and its subjects, do visit ECE 8th Sem 2019 regulation scheme. For Professional Elective-VI scheme and its subjects refer to ECE Professional Elective-VI syllabus scheme. The detailed syllabus of soft computing and applications is as follows.
Course Objective:
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Unit I
Fuzzy Set Theory
Introduction to Neuro – Fuzzy and Soft Computing – Fuzzy Sets – Basic Definition and Terminology – Set-theoretic Operations – Member Function Formulation and Parameterization – Fuzzy Rules and Fuzzy Reasoning – Extension Principle and Fuzzy Relations – Fuzzy If-Then Rules – Fuzzy Reasoning – Fuzzy Inference Systems – Mamdani Fuzzy Models -Sugeno Fuzzy Models – Tsukamoto Fuzzy Models – Input Space Partitioning and Fuzzy Modeling.
Unit II
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Unit III
Neural Networks
Supervised Learning Neural Networks – Perceptrons – Adaline – Backpropagation MutilayerPerceptrons – Radial Basis Function Networks – Unsupervised Learning Neural Networks – Competitive Learning Networks – Kohonen Self-Organizing Networks – Learning Vector Quantization – Hebbian Learning.
Unit IV
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Unit V
Applications of Computational Intelligence
Printed Character Recognition – Inverse Kinematics Problems – Automobile Fuel Efficiency Prediction – Soft Computing for Color Recipe Prediction.
Course Outcome:
For the complete syllabus, results, class timetable, and many other features kindly download the iStudy App
It is a lightweight, easy to use, no images, and no pdfs platform to make students’s lives easier..
Text Books:
- J.S.R.Jang, C.T.Sun and E.Mizutani, “Neuro Fuzzy and Soft Computing”, PHI, 2004, Pearson Education 2004.
- N.P.Padhy, “Artificial Intelligence and Intelligent Systems”, Oxford University Press, 2006.
References:
- Timothy J.Ross, “Fuzzy Logic with Engineering Applications”, McGraw-Hill, 1997.
- Davis E.Goldberg, “Genetic Algorithms: Search, Optimization and Machine Learning, Addison Wesley, N.Y., 1989.
- S. Rajasekaran and G.A.V.Pai, “Neural Networks, Fuzzy Logic and Genetic Algorithms”, PHI, 2003.
- R.Eberhart, P. Simpson and R. Dobbins, “Computational Intelligence – PC Tools”, AP, Professional, Boston, 1996.
- Dr.S.N.Sivanandam and S.N.Deepa, “Principles of Soft Computing”, Wiley India, 2007.
For detailed syllabus of all the other subjects of Electronics & Communication Engineering 8th Sem, visit ECE 8th Sem subject syllabuses for 2019 regulation.
For all Electronics & Communication Engineering results, visit Anna University ECE all semester results direct link.