{"id":11010,"date":"2021-06-24T11:21:08","date_gmt":"2021-06-24T09:21:08","guid":{"rendered":"http:\/\/staging.blogs.yokogawa.de\/chemical-pharma\/uncategorized-tr\/azimle-otonomiye-dogru\/"},"modified":"2025-03-14T12:54:21","modified_gmt":"2025-03-14T11:54:21","slug":"azimle-otonomiye-dogru","status":"publish","type":"post","link":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/azimle-otonomiye-dogru\/","title":{"rendered":"Azimle* otonomiye do\u011fru"},"content":{"rendered":"<h3><em>*Perseverance: T\u00fcrk\u00e7esi azim olan Mars&#8217;a otonom inen ara\u00e7<\/em><\/h3>\n<p>Yapay zeka, makine \u00f6\u011frenimi, bilgi \u00e7\u0131kar\u0131m\u0131 veya veri madencili\u011fi &#8211; bunlar\u0131n hepsi proses end\u00fcstrisindeki otonom sistemlerle ba\u011flant\u0131l\u0131 olarak ortaya \u00e7\u0131kan moda s\u00f6zler. Otonom sistemler proses end\u00fcstrisinin gelece\u011findeki ve dolay\u0131s\u0131yla pratikte otomasyonun \u00f6tesindeki bir sonraki ad\u0131m m\u0131? Tam da bu ko\u015fullarda end\u00fcstriyel otonom sistemlere do\u011fru ilerleyen otomasyon s\u00fcrecinde bir de\u011fi\u015fimin ba\u015flamakta oldu\u011funu g\u00f6rd\u00fc\u011f\u00fcm\u00fc daha \u00f6nceki yaz\u0131mda belirtmi\u015ftim.<\/p>\n<p>Peki b\u00f6yle bir d\u00f6n\u00fc\u015f\u00fcm\u00fcn ger\u00e7ekten ya\u015fanaca\u011f\u0131ndan beni bu kadar emin k\u0131lan \u015fey ne?<\/p>\n<p>Bunun i\u00e7in otonom sistemlerin ve \u00e7\u00f6z\u00fcmlerin g\u00fcndelik ya\u015fant\u0131m\u0131zda n\u00fcfuz etmi\u015f oldu\u011fu alanlara bir bakal\u0131m.<\/p>\n<h2><a href=\"https:\/\/cp.yokogawa.com\/Digital_Transformation-TR.html?id=Blog_Banner_CP&amp;_ga=2.91424792.328542237.1624274541-1394099142.1552641119\"><img decoding=\"async\" class=\" wp-image-15672 aligncenter\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/app\/uploads\/sites\/8\/2022\/06\/DX-Plant-1200x900-2-300x225-1.jpg\" alt=\"\" width=\"371\" height=\"278\" \/><\/a><\/h2>\n<h2>Otonom sistemlerin uygulamaya ge\u00e7ti\u011fi alanlar var m\u0131?<\/h2>\n<p>Elbette bu konuda akl\u0131m\u0131za hemen kendi kendine giden ara\u00e7lar geliyor &#8211; ister toplu ta\u015f\u0131mada kendine yer bulan otob\u00fcsler, ister farkl\u0131 \u00fcreticilerin elektrikli ara\u00e7lar\u0131 ve kamyonlar\u0131 olsun.<\/p>\n<p>Evde \u015fimdiden algoritmalara dayal\u0131 olarak ortama daha iyi tepki verebilen temizlik robotlar\u0131n\u0131 kullanabiliyoruz. Ama ekolojide de, mesela ku\u015f ara\u015ft\u0131rmalar\u0131nda bu hususta halihaz\u0131rda uygulama alanlar\u0131 var. \u00d6rne\u011fin Yeni Zelanda&#8217;da bir ara\u015ft\u0131rma ekibi, nesli t\u00fckenmekte olan ku\u015f t\u00fcrlerini \u00f6t\u00fc\u015flerine g\u00f6re belirlemek ve saymak i\u00e7in bir yapay zeka \u00e7\u00f6z\u00fcm\u00fc geli\u015ftirdi. Buradaki zorluk, ayn\u0131 t\u00fcrden \u00fc\u00e7 farkl\u0131 ku\u015fun birbiri ard\u0131na m\u0131 \u00f6tt\u00fc\u011f\u00fcn\u00fc yoksa ayn\u0131 ku\u015fun \u00f6tmeye art arda \u00fc\u00e7 kez mi ba\u015flad\u0131\u011f\u0131d\u0131r.<\/p>\n<ul>\n<li>Bu ekolojik yapay \u00e7\u00f6z\u00fcm\u00fc ilginizi \u00e7ektiyse, daha fazla bilgiyi do\u011frudan <a href=\"https:\/\/www.avianz.net\/index.php\"><strong>burada<\/strong><\/a><\/li>\n<li>Benekli b\u00fcy\u00fck kivinin sesleni\u015fini duymak isteyenleri <a href=\"https:\/\/www.avianz.net\/images\/Data\/Great_spotted_kiwi\/GSK-duet2-Sandy.wav\"><strong>buraya<\/strong><\/a><\/li>\n<\/ul>\n<h2>Mars&#8217;a otonom ini\u015f<\/h2>\n<p>G\u00fcn\u00fcm\u00fcz\u00fcn en nadide ve ayn\u0131 zamanda en etkileyici otonomi \u00f6rne\u011fi, NASA&#8217;n\u0131n mobil y\u00fcksek teknoloji laboratuvar\u0131 &#8220;Perseverance<strong>*<\/strong>&#8221; taraf\u0131ndan \u015fubat ortas\u0131nda Mars&#8217;a ger\u00e7ekle\u015ftirilen ba\u015far\u0131l\u0131 ini\u015ftir. Bu ba\u015far\u0131l\u0131 ini\u015f, g\u00fcn\u00fcm\u00fczde otonom sistemlerin neler yapabilece\u011fini etkileyici bir \u015fekilde g\u00f6steriyor. Bu sayede sistem 472 milyon kilometre yol kat ettikten sonra hi\u00e7bir be\u015feri kontrol olmaks\u0131z\u0131n ini\u015f manevralar\u0131n\u0131 ger\u00e7ekle\u015ftirmeyi bildi. Bu ama\u00e7 do\u011frultusunda \u00fczerinde robot bulunan uzay meki\u011fi \u0131s\u0131 kalkan\u0131, para\u015f\u00fct ve fren motorlar\u0131 yard\u0131m\u0131yla saatte 19.500 kilometre h\u0131zdan s\u0131f\u0131r h\u0131za yava\u015flat\u0131ld\u0131. Algoritmalara dayal\u0131 \u00e7al\u0131\u015fan ve t\u00fcrl\u00fc niteliklerdeki sens\u00f6rlerle donat\u0131lm\u0131\u015f uzay arac\u0131, Mars&#8217;tan \u00e7abucak ayr\u0131lmak \u00fczere laboratuvar\u0131 gezegenin y\u00fczeyine ba\u015far\u0131yla yerle\u015ftirdi.<\/p>\n<p>Bu muhte\u015fem uzay yolculu\u011fuyla ilgili t\u00fcm ayr\u0131nt\u0131lar\u0131 <a href=\"https:\/\/www.dlr.de\/content\/en\/articles\/news\/2021\/01\/20210215_nasa-s-perseverance-rover-search-for-traces-of-past-life-on-mars.html\"><strong>Alman Havac\u0131l\u0131k ve Uzay Merkezi web sayfas\u0131nda<\/strong><\/a><strong> <u>[\u0130ngilizce] <\/u><\/strong>okuyabilirsiniz.<\/p>\n<figure id=\"attachment_15059\" aria-describedby=\"caption-attachment-15059\" style=\"width: 550px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\" wp-image-15059\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/app\/uploads\/sites\/8\/2022\/06\/perseverance-landemanoever-300x169.jpg\" alt=\"\" width=\"550\" height=\"310\" \/><figcaption id=\"caption-attachment-15059\" class=\"wp-caption-text\">\u00a9 NASA\/JPL-Caltech\u00a0<br \/>Kaynak: https:\/\/www.dlr.de\/content\/de\/artikel\/news\/2021\/01\/20210215_nasa-marsrover-perseverance-auf-den-spuren-frueheren-lebens.html<\/figcaption><\/figure>\n<h2>End\u00fcstriyel otonomi<\/h2>\n<p>Bahsi ge\u00e7en \u00f6rneklerden otonominin ayn\u0131 zamanda ba\u011f\u0131ms\u0131zl\u0131k, hatta kendi hareketini veya bir t\u00fcr kendi kontrol\u00fcn\u00fc tayin anlam\u0131na geldi\u011fini g\u00f6rebiliriz. End\u00fcstriyel otonomide tesis varl\u0131klar\u0131 ve i\u015fletmeler, minimum insan etkile\u015fimiyle tepki verilmesini sa\u011flayan ve operat\u00f6rlerin daha y\u00fcksek d\u00fczeyde optimizasyon g\u00f6revleri ger\u00e7ekle\u015ftirmesini m\u00fcmk\u00fcn k\u0131lan \u00f6\u011frenme ve uyarlama becerilerine sahiptir.<\/p>\n<p>G\u00fcn\u00fcm\u00fczde ilk \u00e7\u00f6z\u00fcmler otomasyon piramidinin d\u0131\u015f\u0131nda, yani izleme ve optimizasyon alan\u0131ndad\u0131r. \u0130lgili uygulama \u00f6rnekleri ise ak\u0131ll\u0131 bak\u0131m, enerji y\u00f6netimi ve ayr\u0131ca art\u0131r\u0131lm\u0131\u015f karar verme alanlar\u0131nda bulunabilir.<\/p>\n<h2>Bizler robotlar\u0131z<\/h2>\n<p>\u0130lk ba\u015far\u0131l\u0131 pilotlarda da robotlar yer al\u0131yordu. Bu \u00f6rneklerde otonom \u00e7al\u0131\u015fan, s\u00fcr\u00fc\u015f yapan veya u\u00e7an robotlar, sistem bile\u015fenlerini mobil sens\u00f6rler olarak g\u00f6zlemleyip izliyor. (Bu konuda <a href=\"https:\/\/www.yokogawa.com\/news\/press-releases\/2019\/2019-10-23\/\">\u015fu ilave haberimizi<\/a> okuyabilirsiniz: ExRobotics and Yokogawa Collaborate to Accelerate Adoption of Robotics for Inspection of Facilities in Hazardous Environments)<br \/>\nDolay\u0131s\u0131yla biz zaten NASA&#8217;n\u0131n Mars&#8217;taki kullan\u0131m senaryosunu (&#8220;Perseverance&#8221;) k\u00fc\u00e7\u00fck bir \u015fekilde de olsa proses end\u00fcstrisinde hayata ge\u00e7iriyoruz. Bunlar art\u0131k sadece bilim kurgu de\u011fil. Robotlar ve dronlar hareket kabiliyeti y\u00fcksek mobil sens\u00f6rlere sahip olduklar\u0131ndan \u00f6l\u00e7\u00fcm teknolojisini i\u015flemek i\u00e7in m\u00fckemmel bir tamamlay\u0131c\u0131d\u0131r. Bunlar ayr\u0131ca \u00f6rn. Yokogawa&#8217;n\u0131n Sushi sens\u00f6rleri (<a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/de\/?s=Sushi\">bununla ilgili ilave bir makale i\u00e7in: &#8220;And the Oscar goes to\u2026Sushi Sensor&#8221;<\/a><strong> <u>[Almanca]<\/u>)<\/strong> gibi di\u011fer M+O sens\u00f6rlerinden gelen verilerle de m\u00fckemmel bir \u015fekilde birle\u015ftirilebiliyor. B\u00f6ylece robotlar otonom proses sistemleri i\u00e7in vazge\u00e7ilmez kolayla\u015ft\u0131r\u0131c\u0131lar haline geliyor.<\/p>\n<p>NAMUR open Architecture gibi a\u00e7\u0131k mimariler, hem otomasyon piramidinden (OT) hem de IioT a\u011flar\u0131ndan gelen verileri birle\u015ftirmeyi ve b\u00f6ylece ilgili algoritmalar\u0131 &#8220;beslemeyi&#8221; kolayla\u015ft\u0131r\u0131yor.<\/p>\n<h2>Yeni teknolojiler sayesinde operasyonel m\u00fckemmellik<\/h2>\n<p>Yeni teknolojiler sistemlerin i\u015fletim bi\u00e7imlerinde devrim yarat\u0131yor ve b\u00f6ylece de\u011fi\u015fimi te\u015fvik ediyor. Fiziksel i\u015f g\u00f6revlerinin ve karar verme s\u00fcre\u00e7lerinin daha otonom bir \u015fekilde tasarlanmas\u0131yla ortaya \u00e7\u0131kan teknolojiler. Bu teknolojiler Bili\u015fim Teknolojisi (IT) ve Operasyonel Teknoloji (OT) alanlar\u0131n\u0131 kaps\u0131yor. Bu ba\u011flamda Yokogawa&#8217;n\u0131n g\u00fcc\u00fc hem IT hem de OT&#8217;deki uzmanl\u0131\u011f\u0131 birle\u015ftirmesinde yat\u0131yor. A\u015fa\u011f\u0131daki animasyonda end\u00fcstriyel otonominin \u00f6n\u00fcm\u00fczdeki birka\u00e7 y\u0131l i\u00e7inde n\u00fcfuz edece\u011fi di\u011fer alanlar\u0131 bulabilirsiniz.<\/p>\n<p>Burada sizin de bulaca\u011f\u0131n\u0131z bir uygulama \u00f6rne\u011fi var m\u0131?<\/p>\n<h2>Simbiyotik otonomiye ge\u00e7i\u015f ad\u0131m\u0131<\/h2>\n<p>Bu ba\u011flamda Yokogawa, t\u00fcm kurumsal alanlara y\u00f6nelik &#8220;simbiyotik otonomi&#8221; ad\u0131n\u0131 verebilece\u011fimiz ilave ve mevcut olan\u0131n \u00f6tesine ge\u00e7en ad\u0131m\u0131 \u00f6ng\u00f6r\u00fcyor. Bu \u00e7er\u00e7evede geli\u015fim, \u00f6rne\u011fin enerji sekt\u00f6r\u00fcnde oldu\u011fu gibi sekt\u00f6rler ve ekosistemler aras\u0131nda daha fazla i\u015fbirli\u011fine odaklan\u0131yor.<\/p>\n<p>&#8220;Simbiyotik otonomide&#8221; tek bir sistemin \u00f6tesine bakmak ve m\u00fcnferit sistemler aras\u0131nda veri ve kaynaklar\u0131n otonom etkile\u015fimini sa\u011flamak \u00fczere i\u015fbirli\u011fi yapan birden fazla ekosistemin otonom i\u015f s\u00fcre\u00e7leri bir araya getirilir. \u015eirketlerin faaliyetlerine s\u00fcrd\u00fcr\u00fclebilirlik ve yery\u00fcz\u00fcm\u00fcz\u00fcn kaynaklar\u0131n\u0131n korunmas\u0131 perspektifinden bakmalar\u0131 bekleyen bir d\u00fcnyada, bu yakla\u015f\u0131m \u00e7ok daha geni\u015f bir payda\u015f yelpazesine olduk\u00e7a fazla fayda sa\u011flayabilir.<\/p>\n<p>Tamamen otonom sistemlerin bizi art\u0131k hayretler i\u00e7inde b\u0131rakmamas\u0131 biraz zaman alabilir. \u0130nsanl\u0131k bug\u00fcn mobil y\u00fcksek teknoloji laboratuvar\u0131 &#8220;Perseverance&#8221;\u0131 birka\u00e7 y\u00fcz milyon kilometreyi tamamen otonom olarak i\u015fletebiliyorsa madem, kendi gezegenimizde de otonom sistemleri -maliyet-fayda oran\u0131 tuttu\u011fu m\u00fcddet\u00e7e- <em>azimle<\/em> \u00e7al\u0131\u015ft\u0131rmaya devam edece\u011fiz.<\/p>\n<p>Proses end\u00fcstrisinde dijital d\u00f6n\u00fc\u015f\u00fcme dair ba\u015fka konular da i\u00e7eren bu blogda bize kat\u0131l\u0131n. Otomasyon ve otonomluk aras\u0131ndaki farklar\u0131n ne oldu\u011fu ve olgunluk modeli, NAMUR Open Architecture, esnek \u00fcretim ve dijital ikizlere ili\u015fkin uygulama \u00f6rnekleri hakk\u0131nda yaz\u0131lar okuyun.<\/p>\n<p>Bu serinin bir sonraki yay\u0131n\u0131nda &#8220;End\u00fcstriyel otonomi kar\u015f\u0131s\u0131nda end\u00fcstriyel otomasyon&#8221; blog makalesine g\u00f6z at\u0131n.<\/p>\n<p><a href=\"https:\/\/cp.yokogawa.com\/Digital_Transformation-TR.html?id=Blog_Banner_CP&amp;_ga=2.91424792.328542237.1624274541-1394099142.1552641119\"><img decoding=\"async\" class=\"wp-image-15679 aligncenter\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/app\/uploads\/sites\/8\/2022\/06\/DX-Sage-1200x900-2-300x225-1.jpg\" alt=\"\" width=\"375\" height=\"281\" \/><\/a><\/p>\n<hr \/>\n<blockquote class=\"wp-embedded-content\" data-secret=\"HblhHdzzLo\"><p><a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/otomasyon\/proses-endustrisinde-dijital-donusumu-gerceklestirin\/\">Proses end\u00fcstrisinde dijital d\u00f6n\u00fc\u015f\u00fcm\u00fc ger\u00e7ekle\u015ftirin<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;Proses end\u00fcstrisinde dijital d\u00f6n\u00fc\u015f\u00fcm\u00fc ger\u00e7ekle\u015ftirin&#8221; &#8212; Chemical Pharma Blog\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/otomasyon\/proses-endustrisinde-dijital-donusumu-gerceklestirin\/embed\/#?secret=8zQi5yrbE9#?secret=HblhHdzzLo\" data-secret=\"HblhHdzzLo\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"8VuOiFF6wH\"><p><a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/safety-security-en\/yokogawa-oprex-cevre-izleme-takip-sistemi\/\">Yokogawa OpreX \u00c7evre \u0130zleme (Takip) Sistemi<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;Yokogawa OpreX \u00c7evre \u0130zleme (Takip) Sistemi&#8221; &#8212; Chemical Pharma Blog\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/safety-security-en\/yokogawa-oprex-cevre-izleme-takip-sistemi\/embed\/#?secret=4sbhS0sG8Z#?secret=8VuOiFF6wH\" data-secret=\"8VuOiFF6wH\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>BLOG Yapay zeka, makine \u00f6\u011frenimi, bilgi alma ve hatta veri madencili\u011fi &#8211; bunlar\u0131n hepsi proses end\u00fcstrisindeki otonom sistemlerle ba\u011flant\u0131l\u0131 olarak ortaya \u00e7\u0131kan moda s\u00f6zc\u00fcklerdir. Proses end\u00fcstrisindeki gelecek ve dolay\u0131s\u0131yla otomasyonun \u00f6tesindeki pratikte bir sonraki ad\u0131m otonom sistemler mi? Daha \u00f6nceki&hellip; <\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/azimle-otonomiye-dogru\/\"> <span class=\"screen-reader-text\">Azimle* otonomiye do\u011fru<\/span> Devam\u0131 &raquo;<\/a><\/p>\n","protected":false},"author":5,"featured_media":9020,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","footnotes":""},"categories":[2058],"tags":[2261,2262,95,234,99,2263],"coauthors":[2004],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.13 (Yoast SEO v20.13) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Azimle* otonomiye do\u011fru - Chemical Pharma Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/azimle-otonomiye-dogru\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Azimle* otonomiye do\u011fru\" \/>\n<meta property=\"og:description\" content=\"BLOG Yapay zeka, makine \u00f6\u011frenimi, bilgi alma ve hatta veri madencili\u011fi - bunlar\u0131n hepsi proses end\u00fcstrisindeki otonom sistemlerle ba\u011flant\u0131l\u0131 olarak ortaya \u00e7\u0131kan moda s\u00f6zc\u00fcklerdir. Proses end\u00fcstrisindeki gelecek ve dolay\u0131s\u0131yla otomasyonun \u00f6tesindeki pratikte bir sonraki ad\u0131m otonom sistemler mi? 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