{"id":5023,"date":"2023-08-02T09:18:15","date_gmt":"2023-08-02T09:18:15","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5023"},"modified":"2023-10-02T10:18:32","modified_gmt":"2023-10-02T10:18:32","slug":"otomatik-plaka-tanima-anpr-2023-rehberi","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/otomatik-plaka-tanima-anpr-2023-rehberi\/","title":{"rendered":"Otomatik Plaka Tan\u0131ma (ANPR) &#8211; 2023 Rehberi"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5023\" class=\"elementor elementor-5023\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8735bea elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8735bea\" data-element_type=\"section\" data-e-type=\"section\" 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d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ce9be45\" data-id=\"ce9be45\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-990b3ea elementor-widget elementor-widget-heading\" data-id=\"990b3ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Otomatik Plaka Tan\u0131ma (ANPR) - 2023 Rehberi<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19c8ded elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"19c8ded\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ed58045\" data-id=\"ed58045\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c3b67c6 elementor-widget elementor-widget-text-editor\" data-id=\"c3b67c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div>Bilgisayar G\u00f6r\u00fc\u015f\u00fcne mi ihtiyac\u0131n\u0131z var?<\/div><p dir=\"ltr\">ANPR teknolojisi, \u00e7e\u015fitli uygulamalar i\u00e7in sa\u011flad\u0131\u011f\u0131 geni\u015f fayda yelpazesi nedeniyle son y\u0131llarda pop\u00fclaritesini art\u0131rm\u0131\u015ft\u0131r.\u00a0ANPR&#8217;nin sundu\u011fu avantajlardan sadece birka\u00e7\u0131 trafik y\u00f6netimi, ak\u0131ll\u0131 park etme, ge\u00e7i\u015f \u00fccreti otomasyonu,\u00a0ak\u0131ll\u0131 \u015fehirlerdeki\u00a0ak\u0131ll\u0131 ula\u015f\u0131m sistemleri ve yolculuk s\u00fcresi analizidir.<\/p><p>Bu makalede, uygulamal\u0131 i\u00e7g\u00f6r\u00fclerimizi ve otomatik plaka tan\u0131maya ili\u015fkin pratik kavramlar\u0131 payla\u015faca\u011f\u0131z.\u00a0\u00d6zellikle \u015funlar\u0131 ele alaca\u011f\u0131z:<\/p><ol><li>ANPR nedir?<\/li><li>ANPR ara\u00e7lar\u0131 tan\u0131mlamak i\u00e7in nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/li><li>En iyi ANPR yaz\u0131l\u0131m\u0131 ve teknikleri<\/li><li>Otomatik plaka tan\u0131man\u0131n avantajlar\u0131<\/li><\/ol><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6661649 elementor-widget elementor-widget-image\" data-id=\"6661649\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"700\" height=\"427\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otomatik-Plaka-Tanima-ANPR-2023-Rehberi.webp\" class=\"attachment-large size-large wp-image-5034\" alt=\"Otomatik Plaka Tan\u0131ma (ANPR) - 2023 Rehberi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otomatik-Plaka-Tanima-ANPR-2023-Rehberi.webp 700w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otomatik-Plaka-Tanima-ANPR-2023-Rehberi-300x183.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otomatik-Plaka-Tanima-ANPR-2023-Rehberi-18x12.webp 18w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Otomatik Plaka Tan\u0131ma (ANPR) - 2023 Rehberi<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffdef2b elementor-widget elementor-widget-heading\" data-id=\"ffdef2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Otomatik Plaka Tan\u0131ma (ANPR) Nedir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc51068 elementor-widget elementor-widget-text-editor\" data-id=\"dc51068\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Otomatik Plaka Tan\u0131ma (ANPR), arac\u0131n plaka numaras\u0131n\u0131 okumak i\u00e7in ara\u00e7 plakalar\u0131n\u0131n g\u00f6r\u00fcnt\u00fclerinde optik karakter tan\u0131may\u0131 kullanan bir teknolojidir.\u00a0Otomatik plaka tan\u0131ma sistemi,\u00a0bir veya daha fazla kameran\u0131n g\u00f6r\u00fcnt\u00fclerinde veya ger\u00e7ek zamanl\u0131 videolar\u0131nda ara\u00e7lar\u0131 h\u0131zl\u0131 ve otomatik olarak tan\u0131mlamak i\u00e7in farkl\u0131\u00a0g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri uygular.<\/p><h4><strong>Otomatik Plaka Tan\u0131ma Sistemi<\/strong><\/h4><p><span>Otomatik bir plaka tan\u0131ma sistemi, ara\u00e7lar\u0131n hareketini izlemek, belirli arabalar\u0131 tan\u0131mlamak, otomatik park denetimi vb. gibi \u00e7e\u015fitli ama\u00e7lar i\u00e7in kullan\u0131labilir.<\/span><\/p><p><span>ANPR sistemlerinin kullan\u0131m\u0131, makine \u00f6\u011frenimi ve derin \u00f6\u011frenmenin ortaya \u00e7\u0131kmas\u0131yla teknoloji h\u0131zla geli\u015ftik\u00e7e, hesaplama maliyeti d\u00fc\u015ft\u00fck\u00e7e ve uygulanan g\u00f6r\u00fcnt\u00fc i\u015fleme tekniklerinin do\u011frulu\u011fu artt\u0131k\u00e7a daha pop\u00fcler hale geliyor.<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14f1dab elementor-widget elementor-widget-image\" data-id=\"14f1dab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"422\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plaka-okuma-ile-arac-analizini-marka-model-renk-yonlendirme-birlestiren-Bilgisayarli-Goru-Uygulamasi.webp\" class=\"attachment-large size-large wp-image-5025\" alt=\"Plaka okuma ile ara\u00e7 analizini (marka, model, renk, y\u00f6nlendirme) birle\u015ftiren Bilgisayarl\u0131 G\u00f6r\u00fc Uygulamas\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plaka-okuma-ile-arac-analizini-marka-model-renk-yonlendirme-birlestiren-Bilgisayarli-Goru-Uygulamasi.webp 866w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plaka-okuma-ile-arac-analizini-marka-model-renk-yonlendirme-birlestiren-Bilgisayarli-Goru-Uygulamasi-300x150.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plaka-okuma-ile-arac-analizini-marka-model-renk-yonlendirme-birlestiren-Bilgisayarli-Goru-Uygulamasi-768x384.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plaka-okuma-ile-arac-analizini-marka-model-renk-yonlendirme-birlestiren-Bilgisayarli-Goru-Uygulamasi-18x9.webp 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Plaka okuma ile ara\u00e7 analizini (marka, model, renk, y\u00f6nlendirme) birle\u015ftiren Bilgisayarl\u0131 G\u00f6r\u00fc Uygulamas\u0131<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae6b905 elementor-widget elementor-widget-text-editor\" data-id=\"ae6b905\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h4><strong>ANPR Sistem T\u00fcrleri<\/strong><\/h4><p>\u0130ki ana ANPR sistemi t\u00fcr\u00fc vard\u0131r:<\/p><ol><li><strong dir=\"ltr\">Sabit sistemler:<\/strong>\u00a0Sabit ANPR sistemleri, belirli bir yerde ve zamanda kurulan sistemlerdir.\u00a0\u00d6rne\u011fin, bu sistemler ge\u00e7i\u015f gi\u015felerine, s\u0131n\u0131r ge\u00e7i\u015flerine veya di\u011fer stratejik noktalara kurulabilir.<\/li><li><strong dir=\"ltr\">Mobil sistemler:<\/strong>\u00a0Mobil ANPR sistemleri, bir ara\u00e7 taraf\u0131ndan ta\u015f\u0131nan ve di\u011fer ara\u00e7lar\u0131n plakalar\u0131n\u0131 taramak i\u00e7in kullan\u0131labilen sistemlerdir.\u00a0\u00d6rne\u011fin, bu sistemler polis arabalar\u0131 taraf\u0131ndan aranan ara\u00e7lar\u0131n izini s\u00fcrmek i\u00e7in kullan\u0131labilir.<\/li><\/ol><h3><strong>ANPR Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/strong><\/h3><p dir=\"ltr\"><span>Otomatik plaka tan\u0131ma (ANPR) sistemleri,\u00a0ara\u00e7 plakalar\u0131n\u0131 okumak i\u00e7in di\u011fer g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleriyle birlikte\u00a0<\/span><span>optik karakter tan\u0131ma (OCR) uygular.<\/span><\/p><p><span>ANPR, en do\u011fru ve yayg\u0131n olarak uygulanan bilgisayarl\u0131 g\u00f6r\u00fc sistemlerinden biridir ve uygulanan y\u00f6ntemler, otomatik plaka tan\u0131ma yaz\u0131l\u0131m\u0131n\u0131n performans\u0131n\u0131, do\u011frulu\u011funu, maliyet etkinli\u011fini, sa\u011flaml\u0131\u011f\u0131n\u0131 ve \u00f6l\u00e7eklenebilirli\u011fini art\u0131rmak i\u00e7in s\u00fcrekli olarak geli\u015fmektedir.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1b51fb elementor-widget elementor-widget-image\" data-id=\"e1b51fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Derin-ogrenme-ile-nesne-takibi-1024x576.webp\" class=\"attachment-large size-large wp-image-5026\" alt=\"Derin \u00f6\u011frenme ile nesne takibi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Derin-ogrenme-ile-nesne-takibi-1024x576.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Derin-ogrenme-ile-nesne-takibi-300x169.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Derin-ogrenme-ile-nesne-takibi-768x432.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Derin-ogrenme-ile-nesne-takibi-18x10.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Derin-ogrenme-ile-nesne-takibi.webp 1201w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Derin \u00f6\u011frenme ile nesne takibi<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38f19ce elementor-widget elementor-widget-heading\" data-id=\"38f19ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">ANPR teknikleri\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-518d491 elementor-widget elementor-widget-text-editor\" data-id=\"518d491\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>ANPR&#8217;de pop\u00fcler olarak kullan\u0131lan ve bilgisayarla g\u00f6rme boru hatt\u0131n\u0131n bir par\u00e7as\u0131 olarak kombinasyon halinde kullan\u0131lan birka\u00e7 farkl\u0131 teknik vard\u0131r.\u00a0G\u00f6r\u00fcnt\u00fc hatt\u0131, g\u00f6r\u00fcnt\u00fc veya video girdisini anlaml\u0131 tam bilgiye d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in gereken ad\u0131mlar\u0131 i\u00e7erir.<\/p><p>Bunlar en \u00f6nemli bile\u015fenlerdir:<\/p><h5><strong>Ger\u00e7ek zamanl\u0131 nesne alg\u0131lama<\/strong><\/h5><p dir=\"ltr\">Nesne alg\u0131lama,\u00a0video ak\u0131\u015flar\u0131n\u0131n g\u00f6r\u00fcnt\u00fclerinde ara\u00e7lar\u0131 ve farkl\u0131 ara\u00e7 s\u0131n\u0131flar\u0131n\u0131 (otob\u00fcs, kamyon, araba, minib\u00fcs, motosiklet vb.) tan\u0131mak i\u00e7in derin \u00f6\u011frenmeyi kullan\u0131r.\u00a0YOLOv3\u00a0veya\u00a0YOLOv7\u00a0gibi son teknoloji \u00fcr\u00fcn\u00fc nesne alg\u0131lama algoritmalar\u0131,\u00a0bir g\u00f6r\u00fcnt\u00fc veri k\u00fcmesi \u00fczerinde e\u011fitilmi\u015f\u00a0sinir a\u011flar\u0131n\u0131 kullan\u0131r.<\/p><h5><strong>G\u00f6r\u00fcnt\u00fc i\u015fleme<\/strong><\/h5><p dir=\"ltr\">G\u00f6r\u00fcnt\u00fc \u0130\u015fleme, g\u00f6r\u00fcnt\u00fcleri normalle\u015ftirmek ve OCR algoritmas\u0131\u00a0taraf\u0131ndan i\u015flenmek \u00fczere haz\u0131rlamak i\u00e7in kullan\u0131lan geleneksel bilgisayarla g\u00f6rme y\u00f6ntemlerini i\u00e7erir\u00a0.\u00a0ANPR uygulamalar\u0131 genellikle de\u011fi\u015fken ayd\u0131nlatma, t\u0131kan\u0131kl\u0131k, hava durumu ve tutars\u0131z kurulumlarla zorlu ger\u00e7ek d\u00fcnya ortamlar\u0131nda kullan\u0131ld\u0131\u011f\u0131ndan, g\u00f6r\u00fcnt\u00fc i\u015fleme i\u015flevleri, sonu\u00e7lar\u0131 ve sonraki algoritmalar\u0131n \u00e7\u0131kt\u0131s\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde iyile\u015ftirmek i\u00e7in g\u00f6r\u00fcnt\u00fcleri keskinle\u015ftirmek, renklerini d\u00fczeltmek veya k\u0131rpmak i\u00e7in kullan\u0131l\u0131r.<\/p><p dir=\"ltr\">OpenCV, ANPR sistemlerinde g\u00f6r\u00fcnt\u00fc i\u015fleme g\u00f6revleri i\u00e7in en yayg\u0131n kullan\u0131lan kitapl\u0131klardan biridir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-712abe2 elementor-widget elementor-widget-image\" data-id=\"712abe2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima.webp\" class=\"attachment-large size-large wp-image-5030\" alt=\"OCR kullanarak ANPR Plaka Tan\u0131ma\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima.webp 640w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima-300x200.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima-18x12.webp 18w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">OCR kullanarak ANPR Plaka Tan\u0131ma<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e182c28 elementor-widget elementor-widget-text-editor\" data-id=\"e182c28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h5><strong>Optik Karakter Tan\u0131ma (OCR)<\/strong><\/h5><p dir=\"ltr\">Optik Karakter Tan\u0131ma (OCR),\u00a0g\u00f6r\u00fcnt\u00fclerden metin okumak i\u00e7in \u00f6nemli bir bilgisayarla g\u00f6rme tekni\u011fidir.\u00a0Bu, ANPR sisteminin ara\u00e7 plakalar\u0131n\u0131 tan\u0131mlamas\u0131n\u0131 sa\u011flar.\u00a0Tesseract OCR veya MaskOCR algoritmalar\u0131 gibi g\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri, tek tek karakterleri alg\u0131lamak, bu karakterlerin s\u0131ras\u0131n\u0131 do\u011frulamak ve plaka g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc metne d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131l\u0131r.<\/p><h5><strong>\u015eablon e\u015fleme<\/strong><\/h5><p>\u015eablon e\u015fle\u015ftirme, bir e\u015fle\u015fme bulmak i\u00e7in bir plaka g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc bir plaka g\u00f6r\u00fcnt\u00fc kitapl\u0131\u011f\u0131yla kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in kullan\u0131lan bir tekniktir.\u00a0\u015eablon e\u015fle\u015ftirme, bir metin dizisinde belirli bir kal\u0131b\u0131 bulmaya y\u00f6nelik bir tekniktir.\u00a0ANPR durumunda, karakter seti ara\u00e7 plakalar\u0131d\u0131r.<\/p><h3><strong>ANPR&#8217;yi Derin \u00d6\u011frenme ile test etme<\/strong><\/h3><p dir=\"ltr\">Temmuz 2022&#8217;de piyasaya s\u00fcr\u00fclen en iyi performans g\u00f6steren bilgisayarla g\u00f6rme modellerinden biri olan\u00a0YOLOv7\u00a0ile ANPR demosunu test etmenin kolay bir yolu burada .<\/p><ul><li><strong dir=\"ltr\">1. Ad\u0131m: \u00d6nceden e\u011fitilmi\u015f ANPR modeline\u00a0<\/strong><a dir=\"ltr\" href=\"https:\/\/huggingface.co\/spaces\/itsyoboieltr\/anpr-yolov7\" rel=\"noopener\" target=\"_blank\">buradan<\/a>\u00a0eri\u015febilirsiniz<\/li><li><strong dir=\"ltr\">2. Ad\u0131m:<\/strong>\u00a0Resimlerinizi ve videolar\u0131n\u0131z\u0131 test i\u00e7in y\u00fckleyin.<\/li><\/ul><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e36f89f elementor-widget elementor-widget-image\" data-id=\"e36f89f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"400\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YOLOv7-kullanan-Otomatik-Plaka-Tanima-ANPR-Yazilimi-Demo-Araci.webp\" class=\"attachment-large size-large wp-image-5031\" alt=\"YOLOv7 kullanan Otomatik Plaka Tan\u0131ma (ANPR) Yaz\u0131l\u0131m\u0131 Demo Arac\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YOLOv7-kullanan-Otomatik-Plaka-Tanima-ANPR-Yazilimi-Demo-Araci.webp 1019w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YOLOv7-kullanan-Otomatik-Plaka-Tanima-ANPR-Yazilimi-Demo-Araci-300x142.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YOLOv7-kullanan-Otomatik-Plaka-Tanima-ANPR-Yazilimi-Demo-Araci-768x365.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YOLOv7-kullanan-Otomatik-Plaka-Tanima-ANPR-Yazilimi-Demo-Araci-18x9.webp 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">YOLOv7 kullanan Otomatik Plaka Tan\u0131ma (ANPR) Yaz\u0131l\u0131m\u0131 Demo Arac\u0131 <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a6ee59 elementor-widget elementor-widget-text-editor\" data-id=\"7a6ee59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h3><strong>ANPR s\u00fcreci<\/strong><\/h3><p dir=\"ltr\"><span>Tipik ANPR sistemleri, bir dijital g\u00f6r\u00fcnt\u00fc yakalama birimi (kamera), bir i\u015fleme birimi ve\u00a0<\/span><span>video analiti\u011fi<\/span><span> i\u00e7in farkl\u0131 algoritmalar i\u00e7erir.<\/span><\/p><ol><li><strong dir=\"ltr\"><span>Video giri\u015fi ve g\u00f6r\u00fcnt\u00fc elde etme:<\/span><\/strong><span>\u00a0\u0130lk olarak ANPR kamera, bir veya daha fazla ara\u00e7 plakas\u0131 (video ak\u0131\u015f\u0131 veya foto\u011fraf) i\u00e7eren g\u00f6r\u00fcnt\u00fcleri veya videolar\u0131 yakalar.\u00a0K\u0131z\u0131l\u00f6tesi ayd\u0131nlatma, kameralar\u0131n geceleri ara\u00e7 plakalar\u0131n\u0131 yakalamas\u0131na izin vermek i\u00e7in kullan\u0131l\u0131r ve bu da ANPR&#8217;nin g\u00fcn\u00fcn her saatinde \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131lar.<\/span><\/li><li><strong dir=\"ltr\"><span>Plakay\u0131 alg\u0131la ve k\u0131rp:<\/span><\/strong><span>\u00a0G\u00f6r\u00fcnt\u00fcde, makine \u00f6\u011frenimi ve\u00a0<\/span><span>bilgisayarla g\u00f6rme<\/span><span>\u00a0y\u00f6ntemleri kullan\u0131larak ara\u00e7 plakas\u0131 alg\u0131lan\u0131yor.\u00a0\u0130htiya\u00e7 duyulan bilgi i\u015flem kaynaklar\u0131, karma\u015f\u0131kl\u0131k, h\u0131z ve do\u011fruluk a\u00e7\u0131s\u0131ndan \u00f6nemli \u00f6l\u00e7\u00fcde farkl\u0131l\u0131k g\u00f6steren farkl\u0131 y\u00f6ntemler vard\u0131r.\u00a0Yayg\u0131n bir y\u00f6ntem, \u00f6nce nesne alg\u0131lama kullan\u0131larak ara\u00e7lar\u0131n alg\u0131lanmas\u0131n\u0131, ard\u0131ndan plakan\u0131n bu s\u0131n\u0131rlay\u0131c\u0131 kutular i\u00e7inde konumland\u0131r\u0131lmas\u0131n\u0131 i\u00e7erir.\u00a0Bu genellikle arka plan ve plaka aras\u0131ndaki kontrast alanlar\u0131 bularak elde edilir.\u00a0Plaka alg\u0131land\u0131ktan sonra k\u0131rp\u0131l\u0131r ve normalle\u015ftirilir (keskinle\u015ftirilir, bozulur ve geli\u015ftirilir).<\/span><\/li><li><strong dir=\"ltr\"><span>Plakay\u0131 \u00e7\u0131kar\u0131n ve okuyun:<\/span><\/strong><span>\u00a0Ard\u0131ndan, plaka numaras\u0131n\u0131 metin bi\u00e7iminde d\u00f6nd\u00fcrmek i\u00e7in alg\u0131lanan plaka alan\u0131na\u00a0<\/span><span>OCR yaz\u0131l\u0131m\u0131<\/span><span>\u00a0uygulan\u0131r.\u00a0OCR yaz\u0131l\u0131m\u0131, farkl\u0131 karakter k\u00fcmeleri i\u00e7in optimize edilebilir, bu da ayn\u0131 ANPR sisteminin farkl\u0131 \u00fclkelerde kullan\u0131lmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131lar.\u00a0Bir ANPR sisteminin \u00e7\u0131kt\u0131s\u0131 tipik olarak, genellikle b\u00f6lge veya \u00fclke tan\u0131mlay\u0131c\u0131s\u0131yla birlikte plaka numaras\u0131d\u0131r.<\/span><\/li><li><strong dir=\"ltr\"><span>Plaka bilgilerini kullan\u0131n:<\/span><\/strong><span>\u00a0Son olarak, d\u00fcz metin bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcld\u00fc\u011f\u00fcnde, ara\u00e7 plaka numaras\u0131 di\u011fer BT sistemleriyle entegrasyon i\u00e7in bir veritaban\u0131nda saklan\u0131r.\u00a0Plakay\u0131, kay\u0131tl\u0131 plakalar veritaban\u0131yla veya beyaz liste ve kara liste veritabanlar\u0131yla kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in kullan\u0131labilir.\u00a0Yaz\u0131l\u0131m, veri taban\u0131nda bulunursa, kay\u0131tl\u0131 ara\u00e7 sahibinin ad\u0131 ve adresi gibi ara\u00e7la ilgili kay\u0131tl\u0131 bilgileri d\u00f6nd\u00fcr\u00fcr.<\/span><\/li><\/ol><h3><strong>Otomatik Plaka Tan\u0131ma&#8217;n\u0131n Faydalar\u0131<\/strong><\/h3><p><span>ANPR, ger\u00e7ek d\u00fcnya uygulamalar\u0131n\u0131n temelini olu\u015fturan \u00e7ok say\u0131da avantaj sunar.\u00a0ANPR&#8217;nin \u00e7o\u011fu avantaj\u0131, manuel g\u00f6revlerin otomatikle\u015ftirilmesi, y\u00fcksek verimli alan y\u00f6netimi, y\u00f6neti\u015fim ve artan m\u00fc\u015fteri deneyimi ile gelir.<\/span><\/p><ul><li><strong dir=\"ltr\"><span>Otomasyon:<\/span><\/strong><span>\u00a0Plakalar\u0131n otomatik olarak tan\u0131nmas\u0131, tesisler i\u00e7in otomatik uyar\u0131lar ve kontroller sa\u011flar.\u00a0<\/span><span>Bu nedenle ANPR, ak\u0131ll\u0131 \u015fehirler<\/span><span>\u00a0veya \u00fccretli istasyonlar\u00a0i\u00e7in \u00f6nemli bir teknolojidir .<\/span><\/li><li><strong dir=\"ltr\"><span>Do\u011fruluk:<\/span><\/strong><span>\u00a0ANPR sistemleri \u00e7ok y\u00fcksek do\u011fruluk elde edebilir ve ara\u00e7lar\u0131 plakalar\u0131ndan h\u0131zl\u0131 ve kolay bir \u015fekilde tan\u0131mlayabilir.<\/span><\/li><li><strong dir=\"ltr\"><span>Analitik:<\/span><\/strong><span>\u00a0Olu\u015fturulan veriler, trafik ak\u0131\u015f\u0131 analiti\u011fi i\u00e7in kullan\u0131labilir.\u00a0Bu, insanlar\u0131n ve mallar\u0131n hareketlili\u011fini iyile\u015ftirmek, talep y\u00f6netimini art\u0131rmak, g\u00fcvenli\u011fi art\u0131rmak, trafik s\u0131k\u0131\u015f\u0131kl\u0131\u011f\u0131n\u0131 azaltmak ve olaylar\u0131 etkili bir \u015fekilde y\u00f6netmek i\u00e7in veri i\u015fleme teknolojilerinin kullan\u0131ld\u0131\u011f\u0131 Ak\u0131ll\u0131 Ula\u015f\u0131m Sistemlerinin (ITS) i\u015fletilmesi i\u00e7in \u00f6zellikle \u00f6nemlidir.<\/span><\/li><li><strong dir=\"ltr\"><span>Tan\u0131mlama:<\/span><\/strong><span>\u00a0Bir ara\u00e7 plakas\u0131n\u0131n h\u0131zl\u0131 tan\u0131nmas\u0131, h\u0131zl\u0131 ve sorunsuz ara\u00e7 tan\u0131mlamas\u0131n\u0131n temelidir.\u00a0Kimlik, ara\u00e7lara eri\u015fim izni vermek veya belirli ara\u00e7lar\u0131 bulmak ve izlemek i\u00e7in kullan\u0131labilir.<\/span><\/li><li><strong dir=\"ltr\"><span>Maliyet Verimlili\u011fi:<\/span><\/strong><span>\u00a0Kesin ve h\u0131zl\u0131 plaka tan\u0131ma, insan girdisine dayanmaz.\u00a0\u00c7ok say\u0131da ara\u00e7 plakas\u0131 \u00e7ok h\u0131zl\u0131 bir \u015fekilde analiz edilebilir, bu da onu ara\u00e7lar\u0131 tan\u0131mlamada \u00e7ok verimli bir y\u00f6ntem haline getirir.\u00a0Dolay\u0131s\u0131yla, uygun maliyetli y\u00f6neti\u015fim sa\u011flar ve bekleme s\u00fcrelerini azalt\u0131r.<\/span><\/li><li><strong dir=\"ltr\"><span>D\u00fc\u015f\u00fck Ayak \u0130zi:<\/span><\/strong><span>\u00a0Otomatik bir plaka tan\u0131ma sisteminin kurulmas\u0131 ve \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 nispeten uygun maliyetlidir.\u00a0ANPR i\u00e7in \u00e7ok \u00e7e\u015fitli kameralar uygundur.<\/span><\/li><li><strong dir=\"ltr\"><span>\u00d6l\u00e7eklenebilirlik : IoT (veya\u00a0<\/span><\/strong><span>AIoT<\/span><span>\u00a0) ve U\u00e7ta Makine \u00d6\u011frenimi (\u00a0<\/span><span>Edge AI<\/span><span>\u00a0) gibi geli\u015fmekte olan teknolojilerin kullan\u0131m\u0131,\u00a0da\u011f\u0131t\u0131lm\u0131\u015f sistemlerin geli\u015ftirilmesini sa\u011flar.\u00a0<\/span><span>U\u00e7 bilgi i\u015flem,<\/span><span>\u00a0ANPR i\u00e7in gereken \u00e7evrimd\u0131\u015f\u0131 yeteneklerin, \u00f6zel ve uygun maliyetli video analiti\u011finin uygulanmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131lar.<\/span><\/li><li><strong dir=\"ltr\"><span>Kolayl\u0131k:<\/span><\/strong><span>\u00a0ANPR genellikle di\u011fer BT sistemleriyle entegredir ve son kullan\u0131c\u0131lara sorunsuz ve sorunsuz bir deneyim sa\u011flamak i\u00e7in bir ekosistemde \u00e7al\u0131\u015f\u0131r.\u00a0Bu nedenle teknoloji, m\u00fc\u015fteri deneyimini geli\u015ftirmek ve otomatik park \u00f6demeleri gibi yeni hizmetler ve \u00fcr\u00fcnler sunmak i\u00e7in kullan\u0131l\u0131yor.<\/span><\/li><li><strong dir=\"ltr\"><span>\u00c7ok y\u00f6nl\u00fcl\u00fck: Otomatik ara\u00e7 tan\u0131mlama, park y\u00f6netiminden g\u00fcvenli\u011fe, trafik denetimine,\u00a0<\/span><\/strong><span>\u00fcretimde<\/span><span>\u00a0lojistik optimizasyonuna vb. kadar\u00a0\u00e7e\u015fitli uygulamalar i\u00e7in uygulanabilir .<\/span><\/li><li><strong dir=\"ltr\"><span>G\u00fcvenlik:<\/span><\/strong><span>\u00a0ANPR \u00e7\u00f6z\u00fcmleri, bilgisayar g\u00f6r\u00fc\u015f\u00fcn\u00fcn \u00e7e\u015fitli\u00a0<\/span><span>g\u00fcvenlik ve g\u00f6zetim<\/span><span>\u00a0uygulamalar\u0131 i\u00e7in b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r .\u00a0Bu t\u00fcr sistemler, birden fazla arac\u0131 otonom olarak tan\u0131mlamaya ve izlemeye y\u00f6nelik bir y\u00f6ntem sa\u011flayarak g\u00fcvenli\u011fi art\u0131rmaya yard\u0131mc\u0131 olur.<\/span><\/li><li><strong dir=\"ltr\"><span>\u00c7evresel faydalar:<\/span><\/strong><span>\u00a0Bir ANPR sisteminin kullan\u0131lmas\u0131, gereksiz s\u00fcr\u00fc\u015f\u00fc \u00f6nleyerek trafik s\u0131k\u0131\u015f\u0131kl\u0131\u011f\u0131n\u0131n ve kirlili\u011fin azalt\u0131lmas\u0131na yard\u0131mc\u0131 olabilir.\u00a0\u015eehirlerde bekleme s\u00fcrelerinin veya park yeri arama s\u00fcrelerinin azalt\u0131lmas\u0131 \u00e7evre kirlili\u011finin azalmas\u0131na yard\u0131mc\u0131 olur.<\/span><\/li><\/ul><h3><strong>ANPR&#8217;nin Pop\u00fcler Kullan\u0131m \u00d6rnekleri<\/strong><\/h3><p dir=\"ltr\"><span>Otomatik plaka tan\u0131ma, ara\u00e7lar\u0131n tespitinin, tan\u0131mlanmas\u0131n\u0131n veya konumlar\u0131n\u0131n belirlenmesinin \u00f6nemli oldu\u011fu \u00e7ok \u00e7e\u015fitli uygulamalar i\u00e7in gereklidir.\u00a0<\/span><span>Ak\u0131ll\u0131 \u015fehir uygulamalar\u0131nda bilgisayarla g\u00f6rmenin<\/span><span>\u00a0di\u011fer kullan\u0131m durumlar\u0131 hakk\u0131ndaki kapsaml\u0131 makalemizi okuyun\u00a0.<\/span><\/p><h5><strong>Kanun yapt\u0131r\u0131m\u0131<\/strong><\/h5><p><span>Polis g\u00fc\u00e7leri, bir arac\u0131n kay\u0131tl\u0131 olup olmad\u0131\u011f\u0131n\u0131 kontrol etmek veya trafik ihlalleriyle ilgili ara\u00e7lar\u0131 belirlemek i\u00e7in yasa uygulama ama\u00e7lar\u0131yla ANPR&#8217;yi kullan\u0131r.\u00a0Ara\u00e7 plakalar\u0131n\u0131 ger\u00e7ek zamanl\u0131 olarak alg\u0131lama ve tan\u0131ma yetene\u011fi, yetkililerin ara\u00e7lar\u0131 tan\u0131mlamas\u0131na ve konumlar\u0131n\u0131 takip etmesine olanak tan\u0131r.<\/span><\/p><h5><strong>Ak\u0131ll\u0131 park y\u00f6netimi<\/strong><\/h5><p><span>Otopark y\u00f6netimi, bireysel ara\u00e7lar\u0131 tespit etmek i\u00e7in entegre bir \u00e7\u00f6z\u00fcm gerektirir.\u00a0Bu nedenle, otomatik plaka tan\u0131ma, verimli otopark y\u00f6netiminin anahtar\u0131d\u0131r.\u00a0ANPR, otoparklar\u0131n otomatik park y\u00f6netimine sahip olmas\u0131n\u0131 sa\u011flar \u00e7\u00fcnk\u00fc her araba kendi plaka numaras\u0131na g\u00f6re muhasebele\u015ftirilir.\u00a0Bu t\u00fcr ak\u0131ll\u0131 park sistemleri, tesisteki her arac\u0131 takip eder ve eksiksiz bir y\u00f6netim sa\u011flar.<\/span><\/p><p><span>Sonu\u00e7 olarak, kapal\u0131 otopark kullan\u0131c\u0131lar\u0131 kendi biletlerini y\u00f6netme ve harcanan zaman\u0131 takip etme, yanl\u0131\u015f bilet \u00f6demeleri veya biletlerini kaybetme nedeniyle ceza alma riskinden kurtulabilirler.\u00a0Ek olarak, bir anla\u015fmazl\u0131k durumunda otomatik g\u00f6zetime geri d\u00f6n\u00fclebilir.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b906f0 elementor-widget elementor-widget-image\" data-id=\"5b906f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Bilgisayar-gorusu-ile-otopark-doluluk-tespiti-1024x576.webp\" class=\"attachment-large size-large wp-image-5032\" alt=\"Bilgisayar g\u00f6r\u00fc\u015f\u00fc ile otopark doluluk tespiti\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Bilgisayar-gorusu-ile-otopark-doluluk-tespiti-1024x576.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Bilgisayar-gorusu-ile-otopark-doluluk-tespiti-300x169.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Bilgisayar-gorusu-ile-otopark-doluluk-tespiti-768x432.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Bilgisayar-gorusu-ile-otopark-doluluk-tespiti-18x10.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Bilgisayar-gorusu-ile-otopark-doluluk-tespiti.webp 1280w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Bilgisayar g\u00f6r\u00fc\u015f\u00fc ile otopark doluluk tespiti\n<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c6dc15 elementor-widget elementor-widget-text-editor\" data-id=\"8c6dc15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h5><strong>Yolculuk s\u00fcresi analizi<\/strong><\/h5><p><span>Yolculuk s\u00fcresi analizi (JTA), yetkililerin ara\u00e7lardan ge\u00e7i\u015flerini ve bir d\u00fc\u011f\u00fcmden di\u011ferine ge\u00e7en s\u00fcrelerini belirlemeleri i\u00e7in \u00e7ok \u00f6nemli bir uygulamad\u0131r.\u00a0Ek olarak, bu t\u00fcr analizler, trafik y\u00f6neticileri i\u00e7in daha iyi rota planlamas\u0131na olanak tan\u0131r.<\/span><\/p><h5><strong>Ak\u0131ll\u0131 trafik y\u00f6netimi<\/strong><\/h5><p><span>Trafik y\u00f6netimi, ANPR&#8217;nin sundu\u011fu \u00e7ok say\u0131da avantaj i\u00e7in kullan\u0131lan \u015femsiye terimdir.\u00a0Otomatik ara\u00e7 plakas\u0131 tespiti, a\u015f\u0131r\u0131 h\u0131z yapan ara\u00e7lar\u0131, dikkatsizce giden ara\u00e7lar\u0131 veya herhangi bir kazay\u0131 tespit etmek i\u00e7in \u015fehir genelinde kullan\u0131labilir.<\/span><\/p><p><span>ANPR, belirli bir b\u00f6lgenin veya t\u00fcm \u015fehrin alanla ilgili trafik verilerini \u00f6l\u00e7mek ve analiz etmek i\u00e7in \u00e7\u00f6z\u00fcmler sunar.\u00a0Daha geni\u015f \u00f6l\u00e7ekte trafik y\u00f6netimi, daha iyi trafik planlamas\u0131 i\u00e7in trafik s\u0131k\u0131\u015f\u0131kl\u0131\u011f\u0131na ili\u015fkin i\u00e7g\u00f6r\u00fcler sa\u011flar.<\/span><\/p><h5><strong>Perakende park g\u00fcvenli\u011fi<\/strong><\/h5><p><span>Perakende parklar\u0131 genellikle yetkisiz park etme ile u\u011fra\u015f\u0131r ve bu da do\u011fru park yerleri i\u00e7in g\u00fc\u00e7l\u00fcklere veya bazen \u015f\u00fcpheli faaliyetlere yol a\u00e7ar.\u00a0Bu t\u00fcr g\u00fcvenlik riskleri, yaln\u0131zca yetkili ara\u00e7lar\u0131n park yerlerini kullanmas\u0131n\u0131 sa\u011flayarak ANPR teknolojisi ile ele al\u0131nabilir.<\/span><\/p><h5><strong>Gi\u015fe kay\u0131tlar\u0131<\/strong><\/h5><p><span>Otoyollarda manuel gi\u015fe y\u00f6netimi, d\u00fcnyan\u0131n baz\u0131 b\u00f6lgelerinde hala \u00f6nemli bir uygulamad\u0131r.\u00a0\u00c7o\u011fu zaman, otomatik ge\u00e7i\u015f istasyonlar\u0131, otonom gi\u015fe y\u00f6netimi i\u00e7in farkl\u0131 teknolojilerden yararlan\u0131r.\u00a0\u00d6rne\u011fin, daha b\u00fcy\u00fck otoyollarda ANPR, yetkililerin ge\u00e7i\u015f \u00fccretlerini manuel olarak \u00e7al\u0131\u015ft\u0131r\u0131lan bir gi\u015fede durup \u00f6deme yapmak yerine posta yoluyla veya otomatik olarak \u00f6demek i\u00e7in plaka numaralar\u0131n\u0131 almalar\u0131na olanak tan\u0131r.\u00a0Dolay\u0131s\u0131yla ANPR, verimli gi\u015fe y\u00f6netimi ve dinamik yol fiyatland\u0131rmas\u0131 sa\u011flar ve ihtiya\u00e7 duyulan operasyonel s\u00fcrenin azalt\u0131lmas\u0131na ve dolay\u0131s\u0131yla verimlili\u011fin artmas\u0131na olanak tan\u0131r.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fee3df elementor-widget elementor-widget-image\" data-id=\"7fee3df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"232\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plakali-Optik-Karakter-Tanima-OCR-uygulamasi-1024x282.webp\" class=\"attachment-large size-large wp-image-5033\" alt=\"Plakal\u0131 Optik Karakter Tan\u0131ma (OCR) uygulamas\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plakali-Optik-Karakter-Tanima-OCR-uygulamasi-1024x282.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plakali-Optik-Karakter-Tanima-OCR-uygulamasi-300x83.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plakali-Optik-Karakter-Tanima-OCR-uygulamasi-768x212.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plakali-Optik-Karakter-Tanima-OCR-uygulamasi-18x5.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Plakali-Optik-Karakter-Tanima-OCR-uygulamasi.webp 1234w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Plakal\u0131 Optik Karakter Tan\u0131ma (OCR) uygulamas\u0131<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7844bab elementor-widget elementor-widget-text-editor\" data-id=\"7844bab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Bilgisayarlar\u0131n <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> ile g\u00f6rmesini ve g\u00f6rsel sens\u00f6rler kullanarak fiziksel d\u00fcnyay\u0131 alg\u0131lamas\u0131n\u0131 sa\u011flama yetene\u011fi, operasyonlar\u0131 etkin bir \u015fekilde dijitalle\u015ftirmek ve otomatikle\u015ftirmek i\u00e7in ayr\u0131lmaz bir teknoloji haline geliyor. Son y\u0131llarda, makine \u00f6\u011frenimi teknolojileri, \u00f6zellikle derin \u00f6\u011frenme, end\u00fcstriler genelinde bilgisayarla g\u00f6rme uygulamalar\u0131nda b\u00fcy\u00fck ba\u015far\u0131 g\u00f6stermi\u015ftir.<\/p><p>\u00c7o\u011fu uygulama , bilgisayar g\u00f6r\u00fc\u015f\u00fcn\u00fc her yerde ve \u00f6l\u00e7ekte sunmak ve da\u011f\u0131tmak i\u00e7in IoT ( AIoT ), Bulut Bili\u015fim ve U\u00e7 Yapay Zeka ile Yapay Zekadan yararlan\u0131r. Yapay zeka g\u00f6r\u00fc\u015f teknolojisinden yararlanan bilgisayarlar, y\u00fcz tan\u0131ma ger\u00e7ekle\u015ftirebilir , el yaz\u0131s\u0131n\u0131 okuyabilir, nesneleri tan\u0131yabilir, insan hareketlerini s\u0131n\u0131fland\u0131rabilir, otomatik inceleme ger\u00e7ekle\u015ftirebilir veya g\u00f6r\u00fcnt\u00fc tan\u0131ma ile kritik durumlar\u0131 otomatik olarak alg\u0131layabilir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aea9106 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aea9106\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6c3bab3\" data-id=\"6c3bab3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8fe58c9 elementor-widget elementor-widget-image\" data-id=\"8fe58c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cec6da5 elementor-widget elementor-widget-heading\" data-id=\"cec6da5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Dil Edinim Modeli<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd092f3 elementor-widget elementor-widget-heading\" data-id=\"dd092f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53e6e08 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"53e6e08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Globe<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3819e76\" data-id=\"3819e76\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-552d3a7 elementor-widget elementor-widget-heading\" data-id=\"552d3a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Bunlar ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00354cd premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"00354cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t\r\n\r\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"5023\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\r\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\r\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Otomatik Plaka Tan\u0131ma (ANPR) &#8211; 2023 Rehberi Bilgisayar G\u00f6r\u00fc\u015f\u00fcne mi ihtiyac\u0131n\u0131z var? ANPR teknolojisi, \u00e7e\u015fitli uygulamalar i\u00e7in sa\u011flad\u0131\u011f\u0131 geni\u015f fayda yelpazesi nedeniyle son y\u0131llarda pop\u00fclaritesini&hellip;<\/p>","protected":false},"author":1,"featured_media":5034,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,84],"tags":[87,86],"class_list":["post-5023","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-egitim","tag-anpr","tag-otomatik-plaka-tanima"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5023","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=5023"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5023\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5034"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5023"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5023"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5023"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}