{"id":9650001,"date":"2019-06-01T00:20:00","date_gmt":"2019-05-31T21:20:00","guid":{"rendered":"http:\/\/iee.it.teithe.gr\/course\/%ce%b5%cf%85%cf%86%cf%85%ce%ae-%cf%83%cf%85%cf%83%cf%84%ce%ae%ce%bc%ce%b1%cf%84%ce%b1\/"},"modified":"2025-02-03T12:45:02","modified_gmt":"2025-02-03T09:45:02","slug":"1945","status":"publish","type":"course","link":"https:\/\/www.iee.ihu.gr\/en\/course\/1945\/","title":{"rendered":"Intelligent Systems"},"content":{"rendered":"<p>Evolutionary Computation:<\/p>\n<ul>\n<li>Introduction,<\/li>\n<li>Main paradigms of Evolutionary Computation, (Genetic Algorithms, Evolution Strategies, Evolutionary Programming, Genetic Programming).<\/li>\n<li>Basic elements in implementing an evolutionary algorithm.<\/li>\n<li>Mechanisms, operators, parameters.<\/li>\n<li>Use in search, optimization and problem solving.<\/li>\n<li>Demos and applications.<\/li>\n<\/ul>\n<p>Fuzzy Systems:<\/p>\n<ul>\n<li>Introduction,<\/li>\n<li>fuzzy sets, operations, and relations,<\/li>\n<li>fuzzy sets and rules,<\/li>\n<li>Mamdani and TSK fuzzy rules and systems,<\/li>\n<li>design and implementation of fuzzy systems.<\/li>\n<\/ul>\n<p><\/p>","protected":false},"author":1,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-9650001","course","type-course","status-publish","hentry"],"acf":[],"aioseo_notices":[],"post-meta-fields":{"course-semester":["9"],"_course-semester":["field_5d132f2c14d55"],"course-id":["1945"],"_course-id":["field_5d132b9c78b6e"],"course-group":["\u03a0\u0394\u03a4\u039d"],"_course-group":["field_5d14e905fe59a"],"course-type":["\u0395\u039e"],"_course-type":["field_5d133c6ba1599"],"course-compulsory":["\u0395\u03a0"],"_course-compulsory":["field_5d146d39805a6"],"course-field":["\u0394\u0394\u03a4\u039d"],"_course-field":["field_5d146e248f2b3"],"course-ects":["6"],"_course-ects":["field_5d13518794761"],"course-hours-theory":["4"],"_course-hours-theory":["field_5d13521894762"],"course-hours-lab":[""],"_course-hours-lab":["field_5d1468d18a11f"],"_edit_lock":["1738575762:7"],"_edit_last":["7"],"course-school":["School of Engineering"],"_course-school":["field_5d132bf078b70"],"course-dept":["Department of Information and Electronic Engineering"],"_course-dept":["field_5d132c3a78b71"],"course-level":["1"],"_course-level":["field_5d132c5878b72"],"course-lang":["a:1:{i:0;s:2:\"el\";}"],"_course-lang":["field_5d133e246f04b"],"course-erasmus":["1"],"_course-erasmus":["field_5d133e8e6f04c"],"course-url":["https:\/\/exams-iee.the.ihu.gr\/course\/view.php?id=74"],"_course-url":["field_5d133f9b5c292"],"course-prerequisites":["a:1:{i:0;s:7:\"9649955\";}"],"_course-prerequisites":["field_5d13405189c17"],"course-aim":["The course aims to develop a substancial understanding of computational intelligence methodologies with a focus on Evolutionary Computation and Fuzzy Systems.\r\nOn completing the course, students should have achieved reasonable competence in these technologies.\r\nThey should also be able to:"],"_course-aim":["field_5d1353f985af8"],"course-goal-1":["identify the reasons for proposing a problem solution based on a biological metaphor,"],"_course-goal-1":["field_5d13546e85af9"],"course-goal-2":["design and implement an evolutionary algorithm to solve a problem,"],"_course-goal-2":["field_5d1354f885afa"],"course-goal-3":["represent \u201cvague\u201d and \u201cless\u201d mathematical knowledge,"],"_course-goal-3":["field_5d13550085afb"],"course-goal-4":["combine some of the traditional design approaches with fuzzy-logic concepts,"],"_course-goal-4":["field_5d13550e85afc"],"course-goal-5":["design and implement fuzzy-logic based systems and explore their unique characteristics,"],"_course-goal-5":["field_5d13551485afd"],"course-goal-6":["idenfity limitations of, and suitable applications."],"_course-goal-6":["field_5d13551b85afe"],"course-goal-7":[""],"_course-goal-7":["field_5d13552385aff"],"course-skills":[""],"_course-skills":["field_5d1355c25aeb4"],"course-teaching-method":["Face to face theoretical teaching (lecture, discussion, problem solving)"],"_course-teaching-method":["field_5d1383ec75a23"],"course-it-methods":["Matlab\/Octave\/Scilab\r\nXfuzzy\r\nEvolutionary Algorithms Sotware (eg. GAP, ECJ, EASY)\r\nMoodle learning platform\r\nUsing slide show software. \r\nDigital communication with students"],"_course-it-methods":["field_5d1384b975a24"],"course-activity-1":["Lectures"],"_course-activity-1":["field_5d1387d7cba43"],"course-activity-workload-1":["55"],"_course-activity-workload-1":["field_5d1388b2cba46"],"course-activity-2":["Writing and presenting work"],"_course-activity-2":["field_5d13886ccba44"],"course-activity-workload-2":["25"],"_course-activity-workload-2":["field_5d1388e9cba47"],"course-activity-3":["Individual study and analysis of literature"],"_course-activity-3":["field_5d138878cba45"],"course-activity-workload-3":["40"],"_course-activity-workload-3":["field_5d13890dcba49"],"course-activity-4":["Assignments"],"_course-activity-4":["field_5d138947cba4b"],"course-activity-workload-4":["60"],"_course-activity-workload-4":["field_5d13891dcba4a"],"course-activity-5":[""],"_course-activity-5":["field_5d14ed2508982"],"course-activity-workload-5":[""],"_course-activity-workload-5":["field_5d14ed3708983"],"course-student-evaluation":["Evaluation is based on final exams and two written assignments which has to be presented in class. Presentation is part of the evaluation."],"_course-student-evaluation":["field_5d1389cff8c01"],"course-eudoxus-bib":["\u039c\u03c0\u03bf\u03cd\u03c4\u03b1\u03bb\u03b7\u03c2 \u0399., \u03a3\u03c5\u03c1\u03b1\u03ba\u03bf\u03cd\u03bb\u03b7\u03c2 \u0393., \"\u03a5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03b9\u03ba\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03ba\u03b1\u03b9 \u0395\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ad\u03c2\", \u0391\u03c6\u03bf\u03b9 \u03a0\u03b1\u03c0\u03b1\u03bc\u03b1\u03c1\u03ba\u03bf\u03c5 \u039f.\u0395., 2010, ISBN: 978-960-93-2008-5, \u039a\u03c9\u03b4\u03b9\u03ba\u03cc\u03c2 \u0392\u03b9\u03b2\u03bb\u03af\u03bf\u03c5 \u03c3\u03c4\u03bf\u03bd \u0395\u03cd\u03b4\u03bf\u03be\u03bf: 68372685\r\n\u0392\u03bb\u03b1\u03c7\u03ac\u03b2\u03b1\u03c2 \u0399., \u039a\u03b5\u03c6\u03b1\u03bb\u03ac\u03c2 \u03a0., \u039a\u03cc\u03ba\u03ba\u03bf\u03c1\u03b1\u03c2 \u039d., \u03a3\u03b1\u03ba\u03b5\u03bb\u03bb\u03b1\u03c1\u03af\u03bf\u03c5 \u0397., \"\u03a4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7\", \u0395\u03a4\u0391\u0399\u03a1\u0399\u0391 \u0391\u039e\u0399\u039f\u03a0\u039f\u0399\u0397\u03a3\u0397\u03a3 \u039a\u0391\u0399 \u0394\u0399\u0391\u03a7\u0395\u0399\u03a1\u0399\u03a3\u0397\u03a3 \u03a0\u0395\u03a1\u0399\u039f\u03a5\u03a3\u0399\u0391\u03a3 \u03a4\u039f\u03a5 \u03a0\u0391\u039d\u0395\u03a0\u0399\u03a3\u03a4\u0397\u039c\u0399\u039f\u03a5 \u039c\u0391\u039a\u0395\u0394\u039f\u039d\u0399\u0391\u03a3, \u0388\u03ba\u03b4\u03bf\u03c3\u03b7: 3\u03b7, 2011, ISBN: 978-960-8396-64-7, \u039a\u03c9\u03b4\u03b9\u03ba\u03cc\u03c2 \u0392\u03b9\u03b2\u03bb\u03af\u03bf\u03c5 \u03c3\u03c4\u03bf\u03bd \u0395\u03cd\u03b4\u03bf\u03be\u03bf: 12867416\r\n\u039c\u03b1\u03c1\u03b9\u03bd\u03ac\u03ba\u03b7\u03c2 \u0399., \u039c\u03b1\u03c1\u03b9\u03bd\u03ac\u03ba\u03b7 \u039c., \u039c\u03b1\u03c4\u03c3\u03b1\u03c4\u03c3\u03af\u03bd\u03b7\u03c2 \u039d. \u03a6., \u03bf\u03c0\u03bf\u03c5\u03bd\u03af\u03b4\u03b7\u03c2 \u039a., \"\u039c\u03b5\u03b8\u03b5\u03c5\u03c1\u03b5\u03c4\u03b9\u03ba\u03bf\u03af \u03ba\u03b1\u03b9 \u0395\u03be\u03b5\u03bb\u03b9\u03ba\u03c4\u03b9\u03ba\u03bf\u03af \u0391\u03bb\u03b3\u03cc\u03c1\u03b9\u03b8\u03bc\u03bf\u03b9 \u03c3\u03b5 \u03a0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1 \u0394\u03b9\u03bf\u03b9\u03ba\u03b7\u03c4\u03b9\u03ba\u03ae\u03c2 \u0395\u03c0\u03b9\u03c3\u03c4\u03ae\u03bc\u03b7\u03c2\", \u039a\u03bb\u03b5\u03b9\u03b4\u03ac\u03c1\u03b9\u03b8\u03bc\u03bf\u03c2, 1\u03b7, 2011, ISBN: 978-960-461-422-6, \u039a\u03c9\u03b4\u03b9\u03ba\u03cc\u03c2 \u0392\u03b9\u03b2\u03bb\u03af\u03bf\u03c5 \u03c3\u03c4\u03bf\u03bd \u0395\u03cd\u03b4\u03bf\u03be\u03bf: 12278503"],"_course-eudoxus-bib":["field_5d138e0af441c"],"course-greek-bib":["\u0397\u03bb\u03b9\u03ac\u03b4\u03b7\u03c2 \u039b., \u03a0\u03b1\u03c0\u03b1\u03bb\u03b5\u03c9\u03bd\u03af\u03b4\u03b1\u03c2 \u0391., \"\u03a5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03b9\u03ba\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03ba\u03b1\u03b9 \u0395\u03c5\u03c6\u03c5\u03b5\u03af\u03c2 \u03a0\u03c1\u03ac\u03ba\u03c4\u03bf\u03c1\u03b5\u03c2\" \u03a4\u03b6\u03b9\u03cc\u03bb\u03b1\u03c2 &amp; \u03a5\u03b9\u03bf\u03af, \u0388\u03ba\u03b4\u03bf\u03c3\u03b7: 1\u03b7\/2016, ISBN: 978-960-418-601-3\r\n\u039a\u03b1\u03bc\u03c0\u03bf\u03c5\u03c1\u03bb\u03ac\u03b6\u03bf\u03c2 \u0392., \u03a0\u03b1\u03c0\u03b1\u03ba\u03ce\u03c3\u03c4\u03b1\u03c2 \u0393., \"\u0395\u03b9\u03c3\u03b1\u03b3\u03c9\u03b3\u03ae \u03c3\u03c4\u03b7\u03bd \u03a5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03b9\u03ba\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7\", \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac \u0391\u03ba\u03b1\u03b4\u03b7\u03bc\u03b1\u03ca\u03ba\u03ac \u0397\u03bb\u03b5\u03ba\u03c4\u03c1\u03bf\u03bd\u03b9\u03ba\u03ac \u03a3\u03c5\u03b3\u03b3\u03c1\u03ac\u03bc\u03bc\u03b1\u03c4\u03b1 \u03ba\u03b1\u03b9 \u0392\u03bf\u03b7\u03b8\u03ae\u03bc\u03b1\u03c4\u03b1 - \u0391\u03c0\u03bf\u03b8\u03b5\u03c4\u03ae\u03c1\u03b9\u03bf \"\u039a\u03ac\u03bb\u03bb\u03b9\u03c0\u03bf\u03c2\", \u0388\u03ba\u03b4\u03bf\u03c3\u03b7: 1\/2016, ISBN: 978-960-603-078-9\r\n\u03a1\u03bf\u03b2\u03ad\u03c1\u03c4\u03bf\u03c2-\u0395. \u039a\u03b9\u03bd\u03b3\u03ba, \"\u03a5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03b9\u03ba\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03c3\u03c4\u03bf\u03bd \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03c3\u03c5\u03c3\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd\", \u03a4\u03c1\u03b1\u03c5\u03bb\u03cc\u03c2 &amp; \u03a3\u0399\u0391 \u039f\u0395, \u0388\u03ba\u03b4\u03bf\u03c3\u03b7: 2\/1998, ISBN: 960-7122-91-7"],"_course-greek-bib":["field_5d138e3cf441d"],"course-intl-bib":["Andries P. Engelbrecht, \"Computational Intelligence: An Introduction\", 2nd Edition, 2007, ISBN: 978-0-470-03561-0 \r\nJames M. Keller ; Derong Liu ; David B. Fogel, \"Fundamentals of Computational Intelligence: Neural Networks, Fuzzy Systems, and Evolutionary Computation\", Wiley-IEEE Press, 2016\r\nKonar, Amit \"Computational Intelligence Principles, Techniques and Applications\", Springer 2005, ISBN 978-3-540-27335-6"],"_course-intl-bib":["field_5d138e74f441e"],"course-rel-journals":[""],"_course-rel-journals":["field_5d138ec4f441f"],"course-teachers":["a:1:{i:0;s:7:\"9650964\";}"],"_course-teachers":["field_5d3aa2923f803"],"_wp_old_slug":["%ce%b5%cf%85%cf%86%cf%85%ce%ae-%cf%83%cf%85%cf%83%cf%84%ce%ae%ce%bc%ce%b1%cf%84%ce%b1"],"course-coordinator":["a:1:{i:0;s:7:\"9655070\";}"],"_course-coordinator":["field_5faa4466f1b87"],"_aioseo_title":[null],"_aioseo_description":[null],"_aioseo_keywords":["a:0:{}"],"_aioseo_og_title":[null],"_aioseo_og_description":[null],"_aioseo_og_article_section":[""],"_aioseo_og_article_tags":["a:0:{}"],"_aioseo_twitter_title":[null],"_aioseo_twitter_description":[null]},"_links":{"self":[{"href":"https:\/\/www.iee.ihu.gr\/en\/wp-json\/wp\/v2\/course\/9650001","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.iee.ihu.gr\/en\/wp-json\/wp\/v2\/course"}],"about":[{"href":"https:\/\/www.iee.ihu.gr\/en\/wp-json\/wp\/v2\/types\/course"}],"author":[{"embeddable":true,"href":"https:\/\/www.iee.ihu.gr\/en\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":2,"href":"https:\/\/www.iee.ihu.gr\/en\/wp-json\/wp\/v2\/course\/9650001\/revisions"}],"predecessor-version":[{"id":9673062,"href":"https:\/\/www.iee.ihu.gr\/en\/wp-json\/wp\/v2\/course\/9650001\/revisions\/9673062"}],"wp:attachment":[{"href":"https:\/\/www.iee.ihu.gr\/en\/wp-json\/wp\/v2\/media?parent=9650001"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}