{"id":17959,"date":"2015-04-07T12:48:34","date_gmt":"2015-04-07T09:48:34","guid":{"rendered":"http:\/\/balarisi.org\/?p=17959"},"modified":"2015-04-08T11:16:44","modified_gmt":"2015-04-08T08:16:44","slug":"ari-kovanlarinin-durum-ve-performanslarinin-ileri-beslemeli-sinir-agi-ile-tespit-edilmesi","status":"publish","type":"post","link":"https:\/\/www.beyazkovan.com\/?p=17959","title":{"rendered":"Ar\u0131 kovanlar\u0131n\u0131n durum ve performanslar\u0131n\u0131n ileri beslemeli sinir a\u011f\u0131 ile tespit edilmesi"},"content":{"rendered":"<p><strong>Tuncay Soylu<\/strong><br \/>\nY\u00fcksek Lisans Tezi, Karab\u00fck \u00dcniversitesi \/ Fen Bilimleri Enstit\u00fcs\u00fc \/ Elektronik-Bilgisayar E\u011fitimi Anabilim Dal\u0131, 2011, 88 s.<br \/>\nTEZ NO: <strong>284265<\/strong><br \/>\n<!--more--><span style=\"color: #ff6600;\"><a style=\"color: #ff6600;\" href=\"https:\/\/tez.yok.gov.tr\/UlusalTezMerkezi\/tarama.jsp\" target=\"_blank\">Sorgu Penceresine TEZ NO&#8217;yu yazarak Ayr\u0131nt\u0131l\u0131 Bilgi ve PDF d\u00f6k\u00fcmana ula\u015fmak i\u00e7in t\u0131klay\u0131n\u0131z <\/a><\/span><\/p>\n<p><strong>\u00d6ZET<br \/>\n<\/strong> Bu \u00e7al\u0131\u015fmada, ar\u0131 kovanlar\u0131n\u0131n durum ve performanslar\u0131, ileri beslemeli sinir a\u011f\u0131 kullan\u0131larak tespit edilmektedir. Kovan durumunu ve performans\u0131n\u0131 tespit etmek i\u00e7in kovan i\u00e7i ar\u0131 sesleri, kovan i\u00e7i s\u0131cakl\u0131k, ortam s\u0131cakl\u0131\u011f\u0131, kovan i\u00e7i nem, ortam nemi ve kovan a\u011f\u0131rl\u0131\u011f\u0131 verileri kullan\u0131lmaktad\u0131r. Ar\u0131 seslerinin bilgisayar ortam\u0131na aktar\u0131lmas\u0131 i\u00e7in hassas bir mikrofon ve bu mikrofona uygun bir ses kart\u0131 tercih edilmi\u015ftir. Bilgisayara aktar\u0131lan ar\u0131 seslerinin analizlerinin yap\u0131labilmesi i\u00e7in ar\u0131 seslerinin h\u0131zl\u0131 Fourier d\u00f6n\u00fc\u015f\u00fcm\u00fc al\u0131nmaktad\u0131r. S\u0131cakl\u0131k \u00f6l\u00e7\u00fcm\u00fc i\u00e7in termokupl, nem \u00f6l\u00e7\u00fcm\u00fc nem alg\u0131lay\u0131c\u0131s\u0131 ve a\u011f\u0131rl\u0131k \u00f6l\u00e7\u00fcm\u00fc i\u00e7in de y\u00fck h\u00fccresi kullan\u0131lmaktad\u0131r. Alg\u0131lay\u0131c\u0131 ve d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fclerden \u00f6l\u00e7\u00fclen veriler, bir veri al\u0131\u015f veri\u015f kart\u0131 yard\u0131m\u0131yla bilgisayar ortam\u0131na aktar\u0131lmaktad\u0131r. \u0130leri beslemeli sinir a\u011flar\u0131 Matlab sinir a\u011f\u0131 ara\u00e7 kutusu kullan\u0131larak ger\u00e7ekle\u015ftirilmektedir. Kovan durumunu tespit etmek i\u00e7in kovan i\u00e7i ar\u0131 seslerinin h\u0131zl\u0131 Fourier d\u00f6n\u00fc\u015f\u00fcm\u00fc ileri beslemeli sinir a\u011f\u0131n\u0131n giri\u015f parametresi olarak kullan\u0131lmaktad\u0131r. \u0130leri beslemeli sinir a\u011f\u0131 sekiz farkl\u0131 sonu\u00e7 ile kovan durumunu ba\u015far\u0131yla tespit etmektedir. Kovan performans\u0131n\u0131n tespit edilmesinde kullan\u0131lan ileri beslemeli sinir a\u011f\u0131n\u0131n giri\u015f parametresi olarak kovan i\u00e7i s\u0131cakl\u0131k, ortam s\u0131cakl\u0131\u011f\u0131, kovan i\u00e7i nem, ortam\u0131n nemi ve kovan a\u011f\u0131rl\u0131\u011f\u0131 parametreleri kullan\u0131lmaktad\u0131r. \u0130leri beslemeli sinir a\u011f\u0131 be\u015f farkl\u0131 sonu\u00e7 ile ar\u0131 kovan\u0131n\u0131n performans\u0131n\u0131 ba\u015far\u0131yla belirlemektedir.Bu \u00e7al\u0131\u015fmada ileri beslemeli sinir a\u011flar\u0131n\u0131n \u00e7\u0131k\u0131\u015f bilgisi ile ar\u0131c\u0131lar, ar\u0131 kovanlar\u0131n\u0131 a\u00e7madan, kovanlar\u0131n\u0131n durum ve performanslar\u0131n\u0131 \u00f6\u011frenebilirler. Bu sayede ar\u0131c\u0131lar kovanlar\u0131na erken m\u00fcdahale edebilirler. Bu \u00e7al\u0131\u015fma \u00f6zellikle gezgin ar\u0131c\u0131l\u0131k yapan ar\u0131c\u0131lara bulunduklar\u0131 b\u00f6lgenin iklim \u015fartlar\u0131n\u0131n, ar\u0131lar i\u00e7in uygun olup olmad\u0131\u011f\u0131n\u0131n belirlenmesinde de rahatl\u0131kla kullan\u0131labilir.<br \/>\n<strong>Anahtar Kelimeler: <\/strong> H\u0131zl\u0131 Fourier d\u00f6n\u00fc\u015f\u00fcm\u00fc; ar\u0131 kovanlar\u0131n\u0131n durum tespiti; ar\u0131 kovanlar\u0131n\u0131n performans tespiti; ileri beslemeli sinir a\u011f\u0131<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tuncay Soylu Y\u00fcksek Lisans Tezi, Karab\u00fck \u00dcniversitesi \/ Fen Bilimleri Enstit\u00fcs\u00fc \/ Elektronik-Bilgisayar E\u011fitimi Anabilim Dal\u0131, 2011, 88 s. TEZ NO: 284265<\/p>\n","protected":false},"author":1,"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":[37],"tags":[],"class_list":["post-17959","post","type-post","status-publish","format-standard","","category-yuksek-lisans-tezleri","yazarlar-tuncay-soylu","anahtarkelimeler-kovan","anahtarkelimeler-kovan-tasarimi"],"_links":{"self":[{"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=\/wp\/v2\/posts\/17959","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=17959"}],"version-history":[{"count":1,"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=\/wp\/v2\/posts\/17959\/revisions"}],"predecessor-version":[{"id":17960,"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=\/wp\/v2\/posts\/17959\/revisions\/17960"}],"wp:attachment":[{"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=17959"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=17959"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.beyazkovan.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=17959"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}