{"id":3777,"date":"2023-08-24T08:33:58","date_gmt":"2023-08-24T08:33:58","guid":{"rendered":"https:\/\/noveltybilisim.com.tr\/blog\/?p=3777"},"modified":"2023-11-01T06:11:05","modified_gmt":"2023-11-01T06:11:05","slug":"kestirimci-bakim-nedir","status":"publish","type":"post","link":"https:\/\/noveltybilisim.com.tr\/blog\/kestirimci-bakim-nedir\/","title":{"rendered":"Kestirimci Bak\u0131m (Predictive Maintenance) Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3777\" class=\"elementor elementor-3777\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-792879a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"792879a\" data-element_type=\"section\">\n\t\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-d3e374a\" data-id=\"d3e374a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4bac01c elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"4bac01c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p style=\"margin-bottom: 0px; margin-left: 0px;\"><b>Kestirimci bak\u0131m, <\/b>ekipman\u0131n durumunu analiz etmek ve bak\u0131m\u0131n ne zaman yap\u0131lmas\u0131 gerekti\u011fini tahmin etmeye yard\u0131mc\u0131 olmak i\u00e7in tasarlanm\u0131\u015f veri odakl\u0131, proaktif bak\u0131m y\u00f6ntemlerinin kullan\u0131lmas\u0131 anlam\u0131na gelir.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c4783a elementor-widget elementor-widget-spacer\" data-id=\"4c4783a\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a518a44 elementor-widget elementor-widget-spacer\" data-id=\"a518a44\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-297b4c8 elementor-widget elementor-widget-heading\" data-id=\"297b4c8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Kestirimci Bak\u0131m Nedir?<br><div data-pm-slice=\"1 1 [&quot;ul&quot;,null,&quot;li&quot;,null]\" data-en-clipboard=\"true\"><span style=\"color: var(--h2-fcolor); font-family: var( --e-global-typography-primary-font-family ), Sans-serif; font-size: var(--h2-fsize); font-style: var(--h2-fstyle); font-weight: var( --e-global-typography-primary-font-weight ); letter-spacing: var(--h2-fspace); text-transform: var(--h2-transform); background-color: var(--solid-white);\"><\/span><\/div><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca08b19 elementor-widget elementor-widget-image\" data-id=\"ca08b19\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\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=\"917\" height=\"612\" src=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1.png\" class=\"attachment-full size-full wp-image-3847\" alt=\"Kestirimci Bak\u0131m Nedir\" loading=\"lazy\" srcset=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1.png 917w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1-300x200.png 300w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1-768x513.png 768w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1-330x220.png 330w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1-420x280.png 420w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1-615x410.png 615w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturings.jpg-1-860x574.png 860w\" sizes=\"(max-width: 917px) 100vw, 917px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Kestirimci Bak\u0131m Nedir<\/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-ca18008 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"ca18008\" data-element_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<div data-pm-slice=\"1 1 []\" data-en-clipboard=\"true\"><p style=\"margin-bottom: 0px;\"><a href=\"https:\/\/noveltybilisim.com.tr\/\" target=\"_blank\" rel=\"noopener\">Kestirimci bak\u0131m yaz\u0131l\u0131m\u0131<\/a>, bir ekipman\u0131n ne zaman ar\u0131zalanabilece\u011fini tahmin etmek i\u00e7in veri bilimi ve tahmine dayal\u0131 analiti\u011fi kullan\u0131r, b\u00f6ylece ar\u0131za noktas\u0131ndan \u00f6nce d\u00fczeltici bak\u0131m planlanabilir. Ama\u00e7, bak\u0131m\u0131 en uygun ve en uygun maliyetli zamanda planlayarak ekipman\u0131n \u00f6mr\u00fcn\u00fcn sonuna kadar optimize edilmesini sa\u011flamakt\u0131r, ancak ekipman tehlikeye at\u0131lmadan \u00f6nce.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">Kestirimci bak\u0131m \u00e7\u00f6z\u00fcmlerinin temel mimarisi tipik olarak veri toplama ve depolama, veri d\u00f6n\u00fc\u015f\u00fcm\u00fc, durum izleme, varl\u0131k sa\u011fl\u0131\u011f\u0131 de\u011ferlendirmesi,<b> prognostik<\/b>, karar destek sistemi ve bir insan aray\u00fcz\u00fc katman\u0131ndan olu\u015fur.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">Kestirimci bak\u0131m teknolojileri aras\u0131nda akustik, korona alg\u0131lama, k\u0131z\u0131l\u00f6tesi, ya\u011f analizi, ses seviyesi \u00f6l\u00e7\u00fcmleri, titre\u015fim analizi ve termal g\u00f6r\u00fcnt\u00fcleme gibi tahribats\u0131z test y\u00f6ntemleri ve kablosuz sens\u00f6r a\u011flar\u0131 arac\u0131l\u0131\u011f\u0131yla operasyon ve ekipman ger\u00e7ek zamanl\u0131 verilerini \u00f6l\u00e7en ve toplayan<a href=\"https:\/\/noveltybilisim.com.tr\/endustriler\/endustriler\" target=\"_blank\" rel=\"noopener\"> kestirimci bak\u0131m<\/a>\u00a0yer almaktad\u0131r.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">\u00a0Kestirimci bak\u0131m \u00e7\u00f6z\u00fcm sa\u011flay\u0131c\u0131lar\u0131, ekipman a\u00e7\u0131klar\u0131n\u0131 belirlemek i\u00e7in bu \u00f6l\u00e7\u00fcmleri ve s\u0131n\u0131fland\u0131rma yakla\u015f\u0131m\u0131 veya regresyon yakla\u015f\u0131m\u0131 gibi kestirimci bak\u0131m <b>makine \u00f6\u011frenimi<\/b> tekniklerini kullan\u0131r.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\"><b>Kestirimci bak\u0131m s\u00fcre\u00e7 ak\u0131\u015f\u0131 a\u015fa\u011f\u0131daki ad\u0131mlardan olu\u015fur:<br \/><\/b><\/p><p style=\"margin-bottom: 0px;\"><b>\u00a0<\/b><\/p><ol><li>\u0130zlenecek ekipman\u0131 ve ar\u0131za modunu belirleyin<\/li><li>S\u0131kl\u0131\u011f\u0131 belirleyin<\/li><li>Durumu izleyin<\/li><li>Rapor d\u00fczenleyin<\/li><li>Bir anormallik var m\u0131? Hay\u0131r ise, Ad\u0131m 3&#8217;e d\u00f6n\u00fcn. Evet ise, Ad\u0131m 6&#8217;ya devam edin<\/li><li>\u0130\u015f emri olu\u015fturun<\/li><li>\u00c7al\u0131\u015fma tarihini planlay\u0131n<\/li><li>Par\u00e7alar\u0131n ve i\u015f\u00e7ili\u011fin mevcut oldu\u011fundan emin olun<\/li><li>Onar\u0131m\u0131 ger\u00e7ekle\u015ftirin<\/li><li>\u0130\u015f emrini kapat\u0131n ve Ad\u0131m 3&#8217;e d\u00f6n\u00fcn<\/li><\/ol><div>\u00a0<\/div><h3>\u00d6nleyici ve Kestirimci Bak\u0131m<\/h3><div>\u00a0<\/div><div><span style=\"font-family: Roboto, sans-serif; font-size: 16px; font-style: normal; font-weight: 400; background-color: var(--solid-white); color: var(--body-fcolor); letter-spacing: var(--body-fspace); text-transform: var(--body-transform);\">\u00d6nleyici bak\u0131m ile kestirimci bak\u0131m aras\u0131ndaki fark analiz edilen verilerde yatmaktad\u0131r. Kestirimci bak\u0131m teknisyeni, \u00e7al\u0131\u015fmakta olan ekipman\u0131n ger\u00e7ek, mevcut durumundan elde edilen verileri izlemeye ve analiz etmeye dayan\u0131rken, \u00f6nleyici bak\u0131m, bak\u0131m faaliyetlerinin ne zaman gerekli olaca\u011f\u0131n\u0131 tahmin etmek i\u00e7in ge\u00e7mi\u015f verilere, ortalamalara ve beklenen \u00f6m\u00fcr istatistiklerine dayan\u0131r.<\/span><\/div><div><span style=\"font-family: Roboto, sans-serif; font-size: 16px; font-style: normal; font-weight: 400; background-color: var(--solid-white); color: var(--body-fcolor); letter-spacing: var(--body-fspace); text-transform: var(--body-transform);\">\u00a0<\/span><\/div><p style=\"font-family: Roboto, sans-serif; font-size: 16px; font-weight: 400; font-style: normal;\">D\u00fczeltici bak\u0131m, ar\u0131zalanan, bozulan veya y\u0131pranan ekipman\u0131n fiilen onar\u0131lmas\u0131 veya de\u011fi\u015ftirilmesi anlam\u0131na gelir. D\u00fczeltici bak\u0131m t\u00fcr\u00fc reaktif bak\u0131m olarak bilinir.\u00a0 \u00d6nleyici, kestirimci ve d\u00fczeltici bak\u0131m \u00f6zellikle Petrol ve Gaz, \u0130malat, Telekom\u00fcnikasyon ve Demiryolu sekt\u00f6rlerinde g\u00fcvenli operasyonlar i\u00e7in \u00e7ok \u00f6nemlidir.<\/p><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bef1dd elementor-widget elementor-widget-spacer\" data-id=\"0bef1dd\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4c61b91 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4c61b91\" data-element_type=\"section\">\n\t\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-50 elementor-inner-column elementor-element elementor-element-e21d134\" data-id=\"e21d134\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9ab99a6 elementor-widget elementor-widget-image\" data-id=\"9ab99a6\" data-element_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=\"420\" height=\"280\" src=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Image-for-blog-1-1-420x280.webp\" class=\"attachment-foxiz_crop_g2 size-foxiz_crop_g2 wp-image-3851\" alt=\"Kestirimci Bak\u0131m Nas\u0131l Uygulan\u0131r\" loading=\"lazy\" srcset=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Image-for-blog-1-1-420x280.webp 420w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Image-for-blog-1-1-330x220.webp 330w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Image-for-blog-1-1-615x410.webp 615w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Kestirimci Bak\u0131m Nas\u0131l Uygulan\u0131r<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0b2da0e\" data-id=\"0b2da0e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-369ca54 elementor-widget elementor-widget-spacer\" data-id=\"369ca54\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0efed26 elementor-widget elementor-widget-heading\" data-id=\"0efed26\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2 class=\"elementor-heading-title elementor-size-default elementor-inline-editing pen\" data-elementor-setting-key=\"title\" data-pen-placeholder=\"Buraya yaz...\" style=\"font-family: var( --e-global-typography-primary-font-family ), Sans-serif; font-size: var(--h2-fsize); font-weight: var( --e-global-typography-primary-font-weight ); font-style: normal; letter-spacing: normal; text-transform: none; color: rgb(40, 40, 40);\">Kestirimci Bak\u0131m Nas\u0131l Uygulan\u0131r?<\/h2><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-daefe9c elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"daefe9c\" data-element_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<div data-pm-slice=\"1 1 []\" data-en-clipboard=\"true\">\n<p style=\"margin-bottom: 0px;\">\u00d6nleyici bak\u0131m ile kestirimci bak\u0131m aras\u0131ndaki fark analiz edilen verilerde yatmaktad\u0131r. Kestirimci bak\u0131m teknisyeni, \u00e7al\u0131\u015fmakta olan ekipman\u0131n ger\u00e7ek, mevcut durumundan elde edilen verileri izlemeye ve analiz etmeye dayan\u0131rken, \u00f6nleyici bak\u0131m, bak\u0131m faaliyetlerinin ne zaman gerekli olaca\u011f\u0131n\u0131 tahmin etmek i\u00e7in ge\u00e7mi\u015f verilere, ortalamalara ve beklenen \u00f6m\u00fcr istatistiklerine dayan\u0131r.<\/p><p style=\"margin-bottom: 0px;\"><br><\/p>\n<p style=\"margin-bottom: 0px;\">\n<\/p><p style=\"margin-bottom: 0px;\">\n<\/p><p style=\"margin-bottom: 0px;\">\n<\/p><p style=\"margin-bottom: 0px;\">\n<\/p><p style=\"margin-bottom: 0px;\">\n<\/p><p style=\"margin-bottom: 0px;\">D\u00fczeltici bak\u0131m, ar\u0131zalanan, bozulan veya y\u0131pranan ekipman\u0131n fiilen onar\u0131lmas\u0131 veya de\u011fi\u015ftirilmesi anlam\u0131na gelir. D\u00fczeltici bak\u0131m t\u00fcr\u00fc reaktif bak\u0131m olarak bilinir.&nbsp; \u00d6nleyici, kestirimci ve d\u00fczeltici bak\u0131m \u00f6zellikle Petrol ve Gaz, \u0130malat, Telekom\u00fcnikasyon ve Demiryolu sekt\u00f6rlerinde g\u00fcvenli operasyonlar i\u00e7in \u00e7ok \u00f6nemlidir.<\/p>\n<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6ab800 elementor-widget elementor-widget-spacer\" data-id=\"d6ab800\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ba61f96 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ba61f96\" data-element_type=\"section\">\n\t\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-50 elementor-inner-column elementor-element elementor-element-aacf3f8\" data-id=\"aacf3f8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e94e81 elementor-widget elementor-widget-image\" data-id=\"1e94e81\" data-element_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=\"420\" height=\"280\" src=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturing-420x280.jpg\" class=\"attachment-foxiz_crop_g2 size-foxiz_crop_g2 wp-image-3821\" alt=\"Kestirimci Bak\u0131m Nas\u0131l Uygulan\u0131r?\" loading=\"lazy\" srcset=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturing-420x280.jpg 420w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturing-300x201.jpg 300w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturing-330x220.jpg 330w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturing-615x410.jpg 615w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturing-860x576.jpg 860w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/manufcaturing.jpg 1000w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Kestirimci Bak\u0131m Nas\u0131l Uygulan\u0131r?<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-bc8e681\" data-id=\"bc8e681\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-d37094e elementor-widget elementor-widget-spacer\" data-id=\"d37094e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d981048 elementor-widget elementor-widget-heading\" data-id=\"d981048\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2 class=\"elementor-heading-title elementor-size-default elementor-inline-editing pen\" data-elementor-setting-key=\"title\" data-pen-placeholder=\"Buraya yaz...\" style=\"font-family: var( --e-global-typography-primary-font-family ), Sans-serif; font-size: var(--h2-fsize); font-weight: var( --e-global-typography-primary-font-weight ); font-style: normal; letter-spacing: normal; text-transform: none; color: rgb(40, 40, 40);\"><span style=\"font-family: var( --e-global-typography-primary-font-family ), Sans-serif; font-size: var(--h2-fsize); font-style: normal; font-weight: var( --e-global-typography-primary-font-weight ); background-color: var(--solid-white);\">Duruma Dayal\u0131 \u0130zleme ve Kestirimci Bak\u0131m<\/span><br><\/h2><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa810fd elementor-widget elementor-widget-text-editor\" data-id=\"aa810fd\" data-element_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<p style=\"margin-bottom: 0px; margin-left: 0px;\">Kondisyon bazl\u0131 izleme, ekipman \u00e7al\u0131\u015f\u0131r durumdayken zaman i\u00e7inde durumunu \u00f6l\u00e7mek i\u00e7in titre\u015fim izleme sistemleri gibi sens\u00f6r verilerine dayanan bir kestirimci bak\u0131m t\u00fcr\u00fcd\u00fcr. Bak\u0131m, yaln\u0131zca kestirimci bak\u0131m i\u00e7in veri k\u00fcmesi performans\u0131n d\u00fc\u015ft\u00fc\u011f\u00fcn\u00fc veya bir ar\u0131zan\u0131n muhtemel oldu\u011funu g\u00f6sterdi\u011finde ger\u00e7ekle\u015ftirilir.<\/p><p style=\"margin-bottom: 0px; margin-left: 0px;\"><br><\/p>\n<p style=\"margin-bottom: 0px; margin-left: 0px;\">\n<\/p><h3 style=\"margin-bottom: 0px; margin-left: 0px;\">Kestirimci Bak\u0131m Neden \u00d6nemlidir?<\/h3>\n<div>&nbsp;<\/div>\n<div>Kestirimci bak\u0131m i\u00e7g\u00f6r\u00fcleri, bir operasyonun genel bak\u0131m\u0131n\u0131 ve g\u00fcvenilirli\u011fini iyile\u015ftirmede son derece de\u011ferli bir varl\u0131kt\u0131r. Faydalar\u0131 \u015funlar\u0131 i\u00e7erir:<\/div>\n<div>&nbsp;<\/div>\n<div>1- beklenmedik ar\u0131zalar\u0131n say\u0131s\u0131n\u0131 en aza indirmek&nbsp;<br>2- varl\u0131k \u00e7al\u0131\u015fma s\u00fcresini en \u00fcst d\u00fczeye \u00e7\u0131kar\u0131n ve varl\u0131k g\u00fcvenilirli\u011fini art\u0131r\u0131n&nbsp;<br>3- sadece gerekli oldu\u011funda bak\u0131m yaparak i\u015fletme maliyetlerini azalt\u0131n&nbsp;<br>4- \u00fcretim saatlerini maksimize edin&nbsp;<br>5- g\u00fcvenli\u011fi iyile\u015ftirmek&nbsp;<br>6- Azalt\u0131lm\u0131\u015f ekipman, envanter maliyetleri ve i\u015f\u00e7ilik sayesinde bak\u0131m maliyetlerini d\u00fczenler<\/div>\n<div><br><\/div>\n<div><br><\/div>\n<div>Bizden daha g\u00fcncel haberler almak i\u00e7in:<br><a href=\"https:\/\/www.instagram.com\/noveltybilisim\/?hl=tr\" target=\"_blank\">https:\/\/www.instagram.com\/noveltybilisim\/?hl=tr<\/a><br><\/div>\n<p><\/p>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8969268 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8969268\" data-element_type=\"section\">\n\t\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-7411acd\" data-id=\"7411acd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6399293 elementor-widget elementor-widget-spacer\" data-id=\"6399293\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2e62b55 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e62b55\" data-element_type=\"section\">\n\t\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-b1f964f\" data-id=\"b1f964f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Kestirimci bak\u0131m, ekipman veya sistemlerin gelecekte olu\u015fabilecek ar\u0131zalar\u0131n\u0131 tahmin etmek ve bu ar\u0131zalar\u0131 \u00f6nlemek amac\u0131yla veri analizi ve \u00f6ng\u00f6r\u00fcsel y\u00f6ntemlerin kullan\u0131ld\u0131\u011f\u0131 bir bak\u0131m yakla\u015f\u0131m\u0131d\u0131r.<\/p>\n","protected":false},"author":1,"featured_media":3818,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[112,179],"tags":[199,188,145,198,156,154],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Kestirimci Bak\u0131m (Predictive Maintenance) Nedir? 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