{"id":19229,"date":"2019-12-10T05:46:27","date_gmt":"2019-12-10T05:46:27","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/soft-computing-it-5th-sem-syllabus-for-be-2017-regulation-anna-univ-open-elective-i\/"},"modified":"2019-12-10T05:46:27","modified_gmt":"2019-12-10T05:46:27","slug":"soft-computing-it-5th-sem-syllabus-for-be-2017-regulation-anna-univ-open-elective-i","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/soft-computing-it-5th-sem-syllabus-for-be-2017-regulation-anna-univ-open-elective-i\/","title":{"rendered":"Soft Computing It 5th Sem Syllabus for BE 2017 Regulation Anna Univ (Open Elective I)"},"content":{"rendered":"<p>Soft Computing It 5th Sem Syllabus for BE 2017 Regulation Anna Univ (Open Elective I) detail syllabus for Information Technology (It), 2017 regulation is collected from the <a href=\"https:\/\/www.annauniv.edu\/\" target=\"_blank\" rel=\"noopener\">Anna Univ<\/a> official website and presented for students of Anna University. The details of the course are: course code (OEC552), Category (OE), Contact Periods\/week (3), Teaching hours\/week (3), Practical Hours\/week (0). The total course credits are given in combined syllabus.<\/p>\n<p>For all other it 5th sem syllabus for be 2017 regulation anna univ you can visit <a href=\"..\/it-5th-sem-syllabus-for-be-2017-regulation-anna-univ\">It 5th Sem syllabus for BE 2017 regulation Anna Univ Subjects<\/a>. For all other Open Elective I subjects do refer to <a href=\"..\/open-elective-i-it-5th-sem-syllabus-for-be-2017-regulation-anna-univ\">Open Elective I<\/a>. The detail syllabus for soft computing is as follows.<\/p>\n<p><h4>Course Objective:<\/h4>\n<p>The student should be made to:<\/p>\n<ul>\n<li>Classify the various soft computing frame works<\/li>\n<li>Be familiar with the design of neural networks, fuzzy logic and fuzzy systems<\/li>\n<li>Learn mathematical background for optimized genetic programming<\/li>\n<li>Be exposed to neuro-fuzzy hybrid systems and its applications<\/li>\n<\/ul>\n<p><h4>Unit I<\/h4>\n<p>For complete syllabus and results, class timetable and more pls <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">download iStudy<\/a>. Its a light weight, easy to use, no images, no pdfs platform to make students life easier.<\/p>\n<p><h4>Unit II<\/h4>\n<\/p>\n<p><strong> Neural Networks<\/strong><Br><br \/>\nMcCulloch-Pitts neuron &#8211; linear separability &#8211; hebb network &#8211; supervised learning network: perceptron networks &#8211; adaptive linear neuron, multiple adaptive linear neuron, BPN, RBF, TDNN-associative memory network: auto-associative memory network, hetero-associative memory network, BAM, hopfield networks, iterative auto associative memory network and iterative associative memory network -unsupervised learning networks: Kohonen self-organizing feature maps, LVQ &#8211; CP networks, ART network.\n<\/p>\n<p><h4>Unit III<\/h4>\n<\/p>\n<p><strong> Fuzzy Logic<\/strong><Br><br \/>\nMembership functions: features, fuzzification, methods of membership value assignments-Defuzzification: lambda cuts &#8211; methods &#8211; fuzzy arithmetic and fuzzy measures: fuzzy arithmetic -extension principle &#8211; fuzzy measures &#8211; measures of fuzziness -fuzzy integrals &#8211; fuzzy rule base and approximate reasoning : truth values and tables, fuzzy propositions, formation of rules-decomposition of rules, aggregation of fuzzy rules, fuzzy reasoning-fuzzy inference systems-overview of fuzzy expert system-fuzzy decision making.\n<\/p>\n<p><h4>Unit IV<\/h4>\n<p>For complete syllabus and results, class timetable and more pls <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">download iStudy<\/a>. Its a light weight, easy to use, no images, no pdfs platform to make students life easier.<\/p>\n<p><h4>Unit V<\/h4>\n<\/p>\n<p><strong> Hybrid Soft Computing Techniques and Applications<\/strong><Br><br \/>\nNeuro-fuzzy hybrid systems &#8211; genetic neuro hybrid systems &#8211; genetic fuzzy hybrid and fuzzy genetic hybrid systems &#8211; simplified fuzzy ARTMAP &#8211; Applications: A fusion approach of multispectral images with SAR, optimization of traveling salesman problem using genetic algorithm approach, soft computing based hybrid fuzzy controllers.\n<\/p>\n<p><h4>Course Outcome:<\/h4>\n<p>At the end of the course, the student should be able to:<\/p>\n<ul>\n<li>Apply various soft computing concepts for practical applications<\/li>\n<li>Choose and design suitable neural network for real time problems<\/li>\n<li>Use fuzzy rules and reasoning to develop decision making and expert system<\/li>\n<li>Explain the importance of optimization techniques and genetic programming<\/li>\n<li>Review the various hybrid soft computing techniques and apply in real time problems<\/li>\n<\/ul>\n<p><h4>Text Books:<\/h4>\n<ol>\n<li>J.S.R.Jang, C.T. Sun and E.Mizutani, Neuro-Fuzzy and Soft Computing, PHI \/ Pearson Education 2004.<\/li>\n<li>S.N.Sivanandam and S.N.Deepa, &#8220;Principles of Soft Computing&#8221;, Wiley India Pvt Ltd, 2011.<\/li>\n<\/ol>\n<p><h4>References:<\/h4>\n<ol>\n<li>S.Rajasekaran and G.A.Vijayalakshmi Pai, &#8220;Neural Networks, Fuzzy Logic and Genetic Algorithm: Synthesis and Applications&#8221;, Prentice-Hall of India Pvt. Ltd., 2006.<\/li>\n<li>George J. Klir, Ute St. Clair, Bo Yuan, Fuzzy Set Theory: Foundations and Applications Prentice Hall, 1997.<\/li>\n<li>David E. Goldberg, Genetic Algorithm in Search Optimization and Machine Learning Pearson Education India, 2013.<\/li>\n<li>James A. Freeman, David M. Skapura, Neural Networks Algorithms, Applications, and Programming Techniques, Pearson Education India, 1991.<\/li>\n<li>Simon Haykin, Neural Networks Comprehensive Foundation Second Edition, Pearson Education, 2005.<\/li>\n<\/li>\n<\/ol>\n<p>For detail syllabus of all other subjects of BE It, 2017 regulation do visit <a href=\"..\/category\/it+5th-sem\">It 5th Sem syllabus for 2017 Regulation<\/a>.<\/p>\n<p>Dont forget to <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">download iStudy<\/a> for latest syllabus and results, class timetable and more.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Soft Computing It 5th Sem Syllabus for BE 2017 Regulation Anna Univ (Open Elective I) detail syllabus for Information Technology (It), 2017 regulation is collected from the Anna Univ official [&hellip;]<\/p>\n","protected":false},"author":2297,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[48,72],"tags":[],"class_list":["post-19229","post","type-post","status-publish","format-standard","hentry","category-5th-sem","category-it"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/19229","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/users\/2297"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/comments?post=19229"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/19229\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=19229"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=19229"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=19229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}