{"id":11024,"date":"2020-12-03T09:45:16","date_gmt":"2020-12-03T08:45:16","guid":{"rendered":"http:\/\/staging.blogs.yokogawa.de\/chemical-pharma\/uncategorized-tr\/kestirimci-bakim-hedeflenmis-bakima-yonelik-erken-teshisler\/"},"modified":"2022-06-17T09:03:14","modified_gmt":"2022-06-17T07:03:14","slug":"kestirimci-bakim-hedeflenmis-bakima-yonelik-erken-teshisler","status":"publish","type":"post","link":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/kestirimci-bakim-hedeflenmis-bakima-yonelik-erken-teshisler\/","title":{"rendered":"Kestirimci bak\u0131m \u2013 Hedeflenmi\u015f bak\u0131ma y\u00f6nelik erken te\u015fhisler"},"content":{"rendered":"<h3><strong>\u00d6nemli bir yenilik olarak kestirimci bak\u0131m<\/strong><\/h3>\n<p>Dijitalle\u015fme , u\u00e7suz bucaks\u0131z bir dalga gibi b\u00fct\u00fcn ekosistemi kapsayacak \u015fekilde yay\u0131lmaktad\u0131r. Ak\u0131ll\u0131 ba\u011flant\u0131lar ile donat\u0131lm\u0131\u015f end\u00fcstri, end\u00fcstriyel \u015firketlerin g\u00fcnl\u00fck \u00e7al\u0131\u015fma ortamlar\u0131nda y\u00fcksek d\u00fczeyde bir yenilik ve de\u011fi\u015fime yol a\u00e7maktad\u0131r. Makine ve \u00fcr\u00fcn\u00a0 ayr\u0131ca makine ve insan aras\u0131ndaki ba\u011flant\u0131 ve ileti\u015fim\u00a0 tamamen normal bir evrimsel s\u00fcre\u00e7tir. Gelece\u011fin bak\u0131m\u0131 olan, kestirimci bak\u0131m, b\u00fct\u00fcn varl\u0131klar\u0131n m\u00fcmk\u00fcn oldu\u011fu s\u00fcrece en d\u00fc\u015f\u00fck kaynak kullan\u0131m\u0131 ile sorunsuz bir \u015fekilde \u00e7al\u0131\u015fabilmesinin sa\u011flanmas\u0131n\u0131 hedeflemektedir. Kestirimci bak\u0131m, bu ba\u011flamda en \u00f6nemli yeniliklerden bir tanesini te\u015fkil etmektedir.<\/p>\n<h3><strong>Kestirimci bak\u0131m<\/strong><\/h3>\n<p>Kestirimci bak\u0131m, bariz bir \u015fekilde \u00f6nleyici bak\u0131m veya tepkisel bak\u0131m gibi geleneksel bak\u0131m yakla\u015f\u0131mlar\u0131ndan farkl\u0131d\u0131r. \u00d6rne\u011fin: ola\u011fan bak\u0131m aral\u0131klar\u0131n\u0131n planlanmas\u0131, ar\u0131za riskini azaltabilmekte ancak bunu tesisin \u00fcretken \u00e7al\u0131\u015fma s\u00fcresinde kay\u0131plara neden olabilmektedir.Ayr\u0131ca, tepkisel bak\u0131ma y\u00f6nelik planlama, kusurlar\u0131n anl\u0131k do\u011fas\u0131 g\u00f6z \u00f6n\u00fcnde bulunduruldu\u011funda, daha uzun bak\u0131m s\u00fcrelerine yol a\u00e7maktad\u0131r.<\/p>\n<p>Kestirimci bak\u0131m ise tamamen farkl\u0131d\u0131r: durum izleme faaliyetinden elde edilen \u00f6l\u00e7\u00fcm \u00a0de\u011ferlerine dayal\u0131 olarak anormallikler \u00f6ng\u00f6r\u00fclebilmektedir. Bunun yap\u0131labilmesi, bak\u0131m \u00f6nlemlerinin ihtiyaca dayal\u0131 planlamas\u0131n\u0131n mant\u0131ksal olarak hayata ge\u00e7irilmesini m\u00fcmk\u00fcn k\u0131lmaktad\u0131r. Varl\u0131klar\u0131n kullan\u0131labilirli\u011fi maksimize edilmekte ve ayr\u0131ca hedeflenen bak\u0131m \u00f6nlemlerine y\u00f6nelik detaylara erken bir a\u015famada ula\u015fabilmesi m\u00fcmk\u00fcn olmaktad\u0131r.<\/p>\n<h3><strong>Durum izleme <\/strong><\/h3>\n<p>Durum izleme (Condition monitoring), kestirimci bak\u0131m\u0131n temelini olu\u015fturmaktad\u0131r. Durum izleme, bir varl\u0131\u011f\u0131n durumunu s\u00fcrekli olarak veya d\u00fczenli olarak izlemektedir. Bu prosed\u00fcr, bir bak\u0131ma, elektrokardiyogram (EKG) gibi t\u0131bbi bir s\u00fcrece benzemektedir. EKG, di\u011fer \u00f6\u011felerin yan\u0131nda, bir bireyin fiziksel uygunlu\u011funu kategorize etmek \u00fczere kullan\u0131lmaktad\u0131r. EKG, insanlara y\u00f6nelik klinik bir g\u00f6r\u00fcnt\u00fc olu\u015ftururken, baz\u0131 durumlarda, hedefteki farkl\u0131l\u0131klar ve varl\u0131\u011f\u0131n sahip oldu\u011fu ger\u00e7ek de\u011ferler, teknik veya mekanik kusurlar\u0131 i\u015faret edebilmektedir. Durum izleme sistemlerinin \u00f6nemli bir \u00f6zelli\u011fi ise sens\u00f6rler ile \u00e7al\u0131\u015fmalar\u0131d\u0131r. Bu sens\u00f6rler genellikle s\u0131cakl\u0131k, h\u0131z, sal\u0131n\u0131mlar, titre\u015fimler, bas\u0131n\u00e7 ve bir varl\u0131\u011f\u0131n durumuna \u0131\u015f\u0131k tutan di\u011fer benzeri de\u011ferler gibi de\u011fi\u015fkenleri kay\u0131t alt\u0131na almaktad\u0131r. Bu nedenle, sens\u00f6r sistemi, ilgili varl\u0131klar\u0131 \u00f6l\u00e7\u00fcm\u00fc, \u00f6l\u00e7\u00fcm sonu\u00e7lar\u0131n\u0131n daha sonraki dijital dok\u00fcmantasyonunu m\u00fcmk\u00fcn k\u0131lan durum kayd\u0131n\u0131n bir par\u00e7as\u0131n\u0131 olu\u015fturmaktad\u0131r.<\/p>\n<h3><strong>Yapay zeka (AI) ve IIoT sens\u00f6rleri<\/strong><\/h3>\n<p>Kestirimci bak\u0131m d\u00fczenli olarak varl\u0131k durumu verilerini toplamakta ve daha sonraki b\u00fct\u00fcn ad\u0131mlar\u0131n temelini olu\u015fturmaktad\u0131r. Ne de olsa, verileri de\u011ferlendirmeden bir veri havuzunun olu\u015fturulmas\u0131 anlams\u0131z olacakt\u0131r. Varl\u0131k durumu verilerinin ger\u00e7ek zamanl\u0131 olarak kay\u0131t alt\u0131na al\u0131nmas\u0131na durum izleme denilmektedir. Bu i\u015flem, veri okyanusunu ge\u00e7erli bir duruma d\u00f6n\u00fc\u015ft\u00fcrmekte ve eyleme y\u00f6nelik \u00f6neriler sa\u011flamaktad\u0131r. Alt\u0131nda yatan teknoloji AI ve IloT sens\u00f6rleridir. Kestirimci bak\u0131ma y\u00f6nelik olarak ge\u00e7erli \u00f6ng\u00f6r\u00fclerde bulunabilmek i\u00e7in belirli bir varl\u0131k hakk\u0131nda engin bir veri havuzuna ihtiya\u00e7 duyulmaktad\u0131r. Bu, verilerin kay\u0131t alt\u0131na al\u0131nmas\u0131 (s\u00fcrekli olarak veya belirli zaman damgalar\u0131 ile birlikte), dijital hale getirilmesi ve iletilmesi gerekti\u011fi anlam\u0131na gelmektedir. Bu veriler ile neler oluyor, veri potansiyelinden en iyi \u015fekilde nas\u0131l yararlan\u0131labilir gibi sorular olduk\u00e7a \u00f6nemlidir. Ard\u0131ndan, bu veriler do\u011fal olarak depolanmak, analiz edilmek ve \u00f6l\u00e7\u00fclmek zorundad\u0131r. Bunlar\u0131n yap\u0131lmas\u0131n\u0131n ard\u0131ndan, belirli olaylara y\u00f6nelik bir \u00f6ng\u00f6r\u00fc hesaplanabilmektedir.<\/p>\n<h3><strong>IIoT sens\u00f6rleri \u2013 Sushi sens\u00f6r\u00fc<\/strong><\/h3>\n<p>IIoT (End\u00fcstriyel Nesnelerin \u0130nterneti) sens\u00f6rleri, ak\u0131ll\u0131 teknolojiyi kullan\u0131c\u0131 dostu dijital hizmetler ile uygun maliyetli bir cihazda birle\u015ftirmektedir. Tak &amp; \u00e7al\u0131\u015ft\u0131r kurulumu sayesinde, dijital d\u00f6n\u00fc\u015f\u00fcme at\u0131lan ilk b\u00fcy\u00fck ad\u0131m, sadece birka\u00e7 dakika almaktad\u0131r. IIoT sens\u00f6rlerinin gereklilikleri fazlas\u0131yla a\u00e7\u0131k olup \u00a0Sushi sens\u00f6rleri gereklilikleri her a\u00e7\u0131dan kar\u015f\u0131lamaktad\u0131r.<\/p>\n<ul>\n<li><strong>Zorlu Ko\u015fullar<\/strong><\/li>\n<\/ul>\n<p>Sushi sens\u00f6rleri, zorlu bir tesis ortam\u0131ndaki temel gereklilikleri kar\u015f\u0131lamakta olup, toza kar\u015f\u0131 korumas\u0131, s\u0131zd\u0131rmazl\u0131\u011f\u0131 (IP 66\/67) ve ayr\u0131ca patlamaya kar\u015f\u0131 koruma \u00f6zellikleri mevcuttur.<\/p>\n<ul>\n<li><strong>Kolay Kurulum (tak &amp; \u00e7al\u0131\u015ft\u0131r)<\/strong><\/li>\n<\/ul>\n<p>Sushi sens\u00f6r\u00fc, <a href=\"https:\/\/lora-alliance.org\/about-lorawan\">LoRaWAN<\/a>\u00a0ileti\u015fim standard\u0131n\u0131 kullanmaktad\u0131r. LoRaWAN, IoT\u2019a y\u00f6nelik (sens\u00f6rler\u00a0 i\u00e7in) kablosuz bir ileti\u015fim sistemi olarak giderek daha pop\u00fcler hale gelen D\u00fc\u015f\u00fck G\u00fc\u00e7 Geni\u015f Alan (LPWA) a\u011f\u0131 protokollerinden bir tanesidir.<\/p>\n<ul>\n<li><strong><img decoding=\"async\" class=\"wp-image-16683 alignleft\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/app\/uploads\/sites\/8\/2022\/06\/Picture1-289x300.jpg\" alt=\"\" width=\"351\" height=\"364\" \/><\/strong><strong>Pille \u00e7al\u0131\u015fma<\/strong><\/li>\n<\/ul>\n<p>Sushi sens\u00f6r\u00fc pille \u00e7al\u0131\u015fmaktad\u0131r ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi yapacak \u015fekilde tasarlanm\u0131\u015ft\u0131r. Pilin yenisiyle de\u011fi\u015ftirilmesi kolayd\u0131r ve herhangi bir kablolama i\u015fi gerektirmemektedir.<\/p>\n<h3><strong>\u00c7e\u015fitli \u00f6l\u00e7\u00fcm parametreleri i\u00e7in\u00a0 Sushi sens\u00f6rler ailesi:<\/strong><\/h3>\n<p><strong>Kablosuz Titre\u015fim Sens\u00f6r\u00fc XS770A<\/strong><strong><br \/>\nS\u0131cakl\u0131k sens\u00f6r\u00fc XS550 ve bas\u0131n\u00e7 sens\u00f6r\u00fc XS530<\/strong><\/p>\n<p>Yeni sens\u00f6r uygulamas\u0131nda ayr\u0131 mod\u00fcller birle\u015ftirilmi\u015ftir. Mod\u00fcler sistem hakk\u0131ndaki en iyi \u015fey: Kablosuz ileti\u015fim mod\u00fcl\u00fc XS110A, \u00e7e\u015fitli \u00f6l\u00e7\u00fcm ama\u00e7lar\u0131 i\u00e7in \u00f6l\u00e7\u00fcm mod\u00fcl\u00fc (s\u0131cakl\u0131k veya bas\u0131n\u00e7) ile birle\u015ftirilmi\u015ftir ve ayr\u0131ca rahats\u0131z edici kablolar olmadan kolay kurulum ve demontaj yap\u0131labilmektedir.<\/p>\n<p>Ek olarak, \u015fu anda NAMUR taraf\u0131ndan form\u00fcle edilen, NOA (Namur A\u00e7\u0131k Mimari) konsepti ile paralel olarak izleme ve optimizasyon sens\u00f6rlerinin (\u2018\u2018Monitoring&amp;Optimization\u2019\u2019) gerekliliklerine uyarlanm\u0131\u015ft\u0131r. Bu ba\u011flamda, izleme ve optimizasyon sens\u00f6rleri,\u00a0 \u00a0proses \u00f6zelliklerini \u00f6l\u00e7en sens\u00f6rlerin aksine, tesis bile\u015fenlerini izlemek ve optimize etmek \u00fczere kullan\u0131lmaktad\u0131r. Bu, sens\u00f6rler hem klasik \u00f6l\u00e7\u00fcm ilkelerini hem de yeni yakla\u015f\u0131mlar\u0131 kapsamaktad\u0131r.<\/p>\n<h3><strong>Ek \u0130\u015flevsellikler:<\/strong><\/h3>\n<ul>\n<li><strong>Birlikte \u00e7al\u0131\u015fabilirlik<\/strong><\/li>\n<\/ul>\n<p>Mevcut verilere ve her verinin kendi ge\u00e7mi\u015fine kolay eri\u015fim i\u00e7in standardize edilmi\u015f ara-y\u00fczler ve d\u00fczenli veri yap\u0131lar\u0131 mevcuttur<\/p>\n<ul>\n<li><strong>ileti\u015fim teknolojisi<\/strong><\/li>\n<\/ul>\n<p>\u0130leti\u015fim teknolojisi, d\u00fc\u015f\u00fck enerji t\u00fcketimi, birka\u00e7 kilometrelik geni\u015f menzili ve altyap\u0131 maliyetleri ile insan\u0131 kendine hayran b\u0131rakmakta ve \u00a0tesisinin durumuna y\u00f6nelik kapsaml\u0131 bir fikir vermektedir.<\/p>\n<ul>\n<li><strong>Hassas hata tan\u0131mlama<\/strong><\/li>\n<\/ul>\n<p>Varl\u0131klar\u0131n durumuna ili\u015fkin net bilgiler, iyi planlanm\u0131\u015f bir bak\u0131m \u00a0onar\u0131m ile varl\u0131klar\u0131n hizmet \u00f6mr\u00fcn\u00fc uzatmaktad\u0131r.<\/p>\n<ul>\n<li><strong>Bak\u0131m aral\u0131klar\u0131n\u0131n m\u00fckemmelle\u015ftirilmesi<\/strong><\/li>\n<\/ul>\n<p>\u0130yi planlanmam\u0131\u015f bak\u0131m ve bundan kaynaklanan ar\u0131za s\u00fcreleri maliyetli olup, durum izleme, ilgili bile\u015fenlere ve personele olan \u00a0maliyetleri azaltmaktad\u0131r.<\/p>\n<ul>\n<li><strong>Ar\u0131za s\u00fcrelerini minimuma indirmek<\/strong><\/li>\n<\/ul>\n<p>Varl\u0131klar her zaman kullan\u0131ma haz\u0131r oldu\u011funda \u00fcretkenlik \u00a0artmaktad\u0131r.<\/p>\n<ul>\n<li><strong>Standartlara Uygunlu\u011fun sa\u011flanmas\u0131<\/strong><\/li>\n<\/ul>\n<p>Hi\u00e7bir sorunla kar\u015f\u0131la\u015fmadan, ISO55000 gibi bak\u0131mla alakal\u0131 standartlara uygunluk sa\u011flanmas\u0131na yard\u0131mc\u0131 olan raporlama i\u015flevlerine ve y\u00f6ntemlerine sahiptir. Bunun sonucunda, \u00e7evreye uyumlu operasyonel prosed\u00fcrler yerine getirilmektedir.<\/p>\n<ul>\n<li><strong>Artan g\u00fcvenlik<\/strong><\/li>\n<\/ul>\n<p>Sorunlar ortaya \u00e7\u0131ksa bile, ger\u00e7ek zamanl\u0131 takip ve sorun \u00e7\u00f6z\u00fcm\u00fc sayesinde, \u00e7al\u0131\u015fanlar i\u00e7in daha g\u00fcvenli ko\u015fullar sa\u011flanmaktad\u0131r.<\/p>\n<p>Tart\u0131\u015fmas\u0131z bir \u015fekilde, kestirimci bak\u0131m\u0131n end\u00fcstri i\u00e7in \u00f6nemi ve gereklili\u011fi\u00a0 gelecekte daha da \u00e7ok artacakt\u0131r. Kestirimci bak\u0131m\u0131n sizin i\u00e7in do\u011fru olup olmad\u0131\u011f\u0131n\u0131 merak ediyor, ama emin olam\u0131yor musunuz?<\/p>\n<p>Bize ula\u015fman\u0131z durumunda sizlere daha fazla bilgi vermekten memnuniyet duyaca\u011f\u0131z.<\/p>\n<hr \/>\n<blockquote class=\"wp-embedded-content\" data-secret=\"kqe2w9AIRI\"><p><a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/otomasyon\/sustainability-efforts-link-supply-chain-sean-ottewellin-makalesini-okumaya-deger\/\">&#8220;Sustainability Efforts Link Supply Chain&#8221; &#8211; Se\u00e1n Ottewell&#8217;in makalesini okumaya de\u011fer<\/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;&#8220;Sustainability Efforts Link Supply Chain&#8221; &#8211; Se\u00e1n Ottewell&#8217;in makalesini okumaya de\u011fer&#8221; &#8212; Chemical Pharma Blog\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/otomasyon\/sustainability-efforts-link-supply-chain-sean-ottewellin-makalesini-okumaya-deger\/embed\/#?secret=0MYmRq55yK#?secret=kqe2w9AIRI\" data-secret=\"kqe2w9AIRI\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"1PhaqVeiDl\"><p><a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/otomasyon\/dijital-donusumde-olgunluk-derecesi-modelleri-violett-zeller-ile-roportaj\/\">Dijital d\u00f6n\u00fc\u015f\u00fcmde olgunluk derecesi modelleri &#8211; Violett Zeller ile r\u00f6portaj<\/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;Dijital d\u00f6n\u00fc\u015f\u00fcmde olgunluk derecesi modelleri &#8211; Violett Zeller ile r\u00f6portaj&#8221; &#8212; Chemical Pharma Blog\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/otomasyon\/dijital-donusumde-olgunluk-derecesi-modelleri-violett-zeller-ile-roportaj\/embed\/#?secret=aWVH6KPGIN#?secret=1PhaqVeiDl\" data-secret=\"1PhaqVeiDl\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00d6nemli bir yenilik olarak kestirimci bak\u0131m Dijitalle\u015fme , u\u00e7suz bucaks\u0131z bir dalga gibi b\u00fct\u00fcn ekosistemi kapsayacak \u015fekilde yay\u0131lmaktad\u0131r. Ak\u0131ll\u0131 ba\u011flant\u0131lar ile donat\u0131lm\u0131\u015f end\u00fcstri, end\u00fcstriyel \u015firketlerin g\u00fcnl\u00fck \u00e7al\u0131\u015fma ortamlar\u0131nda y\u00fcksek d\u00fczeyde bir yenilik ve de\u011fi\u015fime yol a\u00e7maktad\u0131r. Makine ve \u00fcr\u00fcn\u00a0 ayr\u0131ca&hellip; <\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/kestirimci-bakim-hedeflenmis-bakima-yonelik-erken-teshisler\/\"> <span class=\"screen-reader-text\">Kestirimci bak\u0131m \u2013 Hedeflenmi\u015f bak\u0131ma y\u00f6nelik erken te\u015fhisler<\/span> Devam\u0131 &raquo;<\/a><\/p>\n","protected":false},"author":117,"featured_media":10073,"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":"","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":"","footnotes":""},"categories":[2058],"tags":[],"coauthors":[693],"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>Kestirimci bak\u0131m \u2013 Hedeflenmi\u015f bak\u0131ma y\u00f6nelik erken te\u015fhisler - 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\/kestirimci-bakim-hedeflenmis-bakima-yonelik-erken-teshisler\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kestirimci bak\u0131m \u2013 Hedeflenmi\u015f bak\u0131ma y\u00f6nelik erken te\u015fhisler\" \/>\n<meta property=\"og:description\" content=\"\u00d6nemli bir yenilik olarak kestirimci bak\u0131m Dijitalle\u015fme , u\u00e7suz bucaks\u0131z bir dalga gibi b\u00fct\u00fcn ekosistemi kapsayacak \u015fekilde yay\u0131lmaktad\u0131r. Ak\u0131ll\u0131 ba\u011flant\u0131lar ile donat\u0131lm\u0131\u015f end\u00fcstri, end\u00fcstriyel \u015firketlerin g\u00fcnl\u00fck \u00e7al\u0131\u015fma ortamlar\u0131nda y\u00fcksek d\u00fczeyde bir yenilik ve de\u011fi\u015fime yol a\u00e7maktad\u0131r. 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Ak\u0131ll\u0131 ba\u011flant\u0131lar ile donat\u0131lm\u0131\u015f end\u00fcstri, end\u00fcstriyel \u015firketlerin g\u00fcnl\u00fck \u00e7al\u0131\u015fma ortamlar\u0131nda y\u00fcksek d\u00fczeyde bir yenilik ve de\u011fi\u015fime yol a\u00e7maktad\u0131r. Makine ve \u00fcr\u00fcn\u00a0 ayr\u0131ca&hellip; Kestirimci bak\u0131m \u2013 Hedeflenmi\u015f bak\u0131ma y\u00f6nelik erken te\u015fhisler Devam\u0131 &raquo;","_links":{"self":[{"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/posts\/11024"}],"collection":[{"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/users\/117"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/comments?post=11024"}],"version-history":[{"count":0,"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/posts\/11024\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/media\/10073"}],"wp:attachment":[{"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/media?parent=11024"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/categories?post=11024"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/tags?post=11024"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/tr\/wp-json\/wp\/v2\/coauthors?post=11024"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}