{"id":2203,"date":"2026-04-12T08:45:52","date_gmt":"2026-04-12T08:45:52","guid":{"rendered":"https:\/\/ruipospareparts.com\/?p=2203"},"modified":"2026-04-12T08:50:02","modified_gmt":"2026-04-12T08:50:02","slug":"how-to-spot-trouble-before-it-stops-your-machine","status":"publish","type":"post","link":"https:\/\/ruipospareparts.com\/tr\/how-to-spot-trouble-before-it-stops-your-machine\/","title":{"rendered":"Makinenizi Durdurmadan \u00d6nce Sorunu Nas\u0131l Tespit Edebilirsiniz?"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Sonra bak\u0131m ekiplerinin normalle\u015ftirmek gibi k\u00f6t\u00fc bir al\u0131\u015fkanl\u0131\u011f\u0131 olan, dramatik olmayan, g\u00f6z ard\u0131 edilmesi kolay \u015fekillerde garip davranmaya ba\u015flarlar - daha yava\u015f krank, daha s\u0131cak yatak yuvas\u0131, daha kirli ya\u011f, sadece so\u011fuk \u00e7al\u0131\u015ft\u0131rmada g\u0131c\u0131rdayan bir kay\u0131\u015f, herkes \u201cEvet, hala \u00e7al\u0131\u015f\u0131yor\u201d derken k\u0131rm\u0131z\u0131ya do\u011fru ilerleyen bir filtre k\u0131s\u0131tlama g\u00f6stergesi. \u0130\u015fte sorun b\u00f6yle ortaya \u00e7\u0131kar. Sessizce.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fin kaba k\u0131sm\u0131n\u0131 ba\u015ftan s\u00f6yleyeyim: \u00e7o\u011fu \u201cani\u201d ar\u0131za asl\u0131nda hi\u00e7 de ani de\u011fildir. Tembel soru\u015fturmalard\u0131r. Kay\u0131p kay\u0131tlard\u0131r. \u0130\u015f emri formundaki omuz silkme emojileridir. Kimsenin sahiplenmek istemedi\u011fi k\u00fc\u00e7\u00fck semptomlard\u0131r \u00e7\u00fcnk\u00fc kimse kesinti penceresini istemez. Tan\u0131d\u0131k geldi mi?<\/p>\n\n\n\n<div class=\"wp-block-rank-math-toc-block\" id=\"rank-math-toc\"><h2>\u0130\u00e7indekiler<\/h2><nav><ul><li><a href=\"#most-breakdowns-are-slow-motion-events\">Ar\u0131zalar\u0131n \u00e7o\u011fu a\u011f\u0131r \u00e7ekim olaylard\u0131r<\/a><\/li><li><a href=\"#the-machine-gives-you-tells-if-you-stop-pretending-not-to-see-them\">E\u011fer onlar\u0131 g\u00f6rm\u00fcyormu\u015f gibi davranmay\u0131 b\u0131rak\u0131rsan\u0131z, makine size ipucu verir.<\/a><\/li><li><a href=\"#vibration-doesn-t-care-about-your-excuses\">Titre\u015fim mazeretlerinizi umursam\u0131yor<\/a><\/li><li><a href=\"#filters-and-belts-get-ignored-because-they-aren-t-sexy\">Filtreler ve kay\u0131\u015flar seksi olmad\u0131klar\u0131 i\u00e7in g\u00f6z ard\u0131 ediliyor<\/a><\/li><li><a href=\"#operators-usually-know-first\">Operat\u00f6rler genellikle ilk olarak<\/a><\/li><li><a href=\"#reactive-preventive-and-predictive-aren-t-the-same-bet\">Reaktif, \u00f6nleyici ve \u00f6ng\u00f6r\u00fcc\u00fc ayn\u0131 bahis de\u011fildir<\/a><\/li><li><a href=\"#vibration-analysis-works-right-up-until-you-use-it-lazily\">Titre\u015fim analizi i\u015fe yarar - ta ki siz onu tembelce kullanana kadar<\/a><\/li><li><a href=\"#ai-helps-some-shops-some-\">Yapay zeka baz\u0131 ma\u011fazalara yard\u0131mc\u0131 oluyor. Baz\u0131lar\u0131na.<\/a><\/li><li><a href=\"#what-a-serious-inspection-routine-actually-feels-like\">Ciddi bir denetim rutini asl\u0131nda nas\u0131l hissettirir<\/a><\/li><li><a href=\"#faqs\">SSS<\/a><ul><li><a href=\"#what-is-predictive-maintenance-\">Kestirimci bak\u0131m nedir?<\/a><\/li><li><a href=\"#what-are-the-early-warning-signs-of-equipment-failure-\">Ekipman ar\u0131zas\u0131n\u0131n erken uyar\u0131 i\u015faretleri nelerdir?<\/a><\/li><li><a href=\"#how-does-vibration-analysis-help-detect-equipment-failure-early-\">Titre\u015fim analizi ekipman ar\u0131zalar\u0131n\u0131 erken tespit etmeye nas\u0131l yard\u0131mc\u0131 olur?<\/a><\/li><li><a href=\"#what-s-the-difference-between-preventive-maintenance-and-predictive-maintenance-\">\u00d6nleyici bak\u0131m ile kestirimci bak\u0131m aras\u0131ndaki fark nedir?<\/a><\/li><\/ul><\/li><li><a href=\"#stop-waiting-for-the-dramatic-failure\">Dramatik ba\u015far\u0131s\u0131zl\u0131\u011f\u0131 beklemeyi b\u0131rak\u0131n<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"most-breakdowns-are-slow-motion-events\">Ar\u0131zalar\u0131n \u00e7o\u011fu a\u011f\u0131r \u00e7ekim olaylard\u0131r<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tembel bir yak\u0131t taraf\u0131 ve ilk g\u00fcn \u00e7\u00f6pe at\u0131lmas\u0131 gereken bir alternat\u00f6r kay\u0131\u015f\u0131 ile iki hafta boyunca topallayan bir jenerat\u00f6r g\u00f6rd\u00fcm ve \u00fcnite sonunda y\u00fck alt\u0131nda ci\u011ferlerini \u00f6ks\u00fcrerek \u00e7\u0131kard\u0131\u011f\u0131nda, ekibin yar\u0131s\u0131 sanki mavi bir g\u00f6ky\u00fcz\u00fcnden bah\u00e7eye y\u0131ld\u0131r\u0131m d\u00fc\u015fm\u00fc\u015f gibi konu\u015ftu. Ama olmad\u0131. Neredeyse hi\u00e7 d\u00fc\u015fmez.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130n\u015fa ediyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu nedenle, \u201c\u00f6lene kadar \u00e7al\u0131\u015ft\u0131r\u0131n\u201d diye kibirlendiklerinde insanlara hala NIST rakamlar\u0131n\u0131 g\u00f6steriyorum. Bunun \u00fczerine\u00a0<a href=\"https:\/\/www.nist.gov\/el\/applied-economics-office\/manufacturing\/topics-manufacturing\/manufacturing-machinery-maintenance\" rel=\"nofollow noopener\" target=\"_blank\">NIST \u00fcretim makineleri bak\u0131m sayfas\u0131<\/a>, NIST, bak\u0131m sorunlar\u0131na ba\u011fl\u0131 \u00f6nlenebilir kay\u0131plar\u0131n $119,1 milyar oldu\u011funu ve reaktif bak\u0131ma en \u00e7ok a\u011f\u0131rl\u0131k veren kurulu\u015flar\u0131n 3,3 kat daha fazla ar\u0131za s\u00fcresiyle ili\u015fkili oldu\u011funu; daha g\u00fc\u00e7l\u00fc kestirimci bak\u0131m grubunun ise 15% daha az ar\u0131za s\u00fcresi ve 87% daha d\u00fc\u015f\u00fck kusur oran\u0131yla ili\u015fkili oldu\u011funu bildirmi\u015ftir. Bu teori de\u011fil. Bu, \u00f6zensiz al\u0131\u015fkanl\u0131klara uygulanan bir vergi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu y\u00fczden birisi bana \u201cKestirimci bak\u0131ma ihtiyac\u0131m\u0131z yok, deneyimli adamlar\u0131m\u0131z var\u201d dedi\u011finde ba\u015fka bir \u015fey duyuyorum. Kumar oynuyoruz.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-2.jpg\" alt=\"Makinenizi Durdurmadan \u00d6nce Sorunu Nas\u0131l Tespit Edebilirsiniz?\" class=\"wp-image-2204\" title=\"\" srcset=\"https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-2.jpg 960w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-2-300x225.jpg 300w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-2-768x576.jpg 768w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-2-16x12.jpg 16w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-2-600x450.jpg 600w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-machine-gives-you-tells-if-you-stop-pretending-not-to-see-them\">E\u011fer onlar\u0131 g\u00f6rm\u00fcyormu\u015f gibi davranmay\u0131 b\u0131rak\u0131rsan\u0131z, makine size ipucu verir.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ancak \u00e7irkin ger\u00e7ek \u015fu: \u00e7o\u011fu tak\u0131m sinyali orada olmad\u0131\u011f\u0131 i\u00e7in ka\u00e7\u0131rm\u0131yor. S\u0131k\u0131c\u0131 oldu\u011fu i\u00e7in ka\u00e7\u0131r\u0131yorlar. T\u00fcten bir silah istiyorlar, bir e\u011filim \u00e7izgisi de\u011fil. B\u00fcy\u00fck alarm\u0131 isterler, s\u0131cakl\u0131ktaki garip k\u00fc\u00e7\u00fck kaymay\u0131, yava\u015f amfi kaymas\u0131n\u0131, ba\u015flang\u0131\u00e7taki ekstra puslanmay\u0131, kimse ge\u00e7meden kaybolan vardiyada bir c\u0131v\u0131lt\u0131y\u0131 de\u011fil.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu ters.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130yi \u015feyler, faydal\u0131 \u015feyler erken ortaya \u00e7\u0131kar.&nbsp;<strong>Durum izleme<\/strong>&nbsp;E\u011fer onar\u0131m PO'sunu imzalayan ki\u015fiye patlam\u0131\u015f bir kaplini, pi\u015fmi\u015f bir yata\u011f\u0131 veya a\u00e7 kalm\u0131\u015f bir yak\u0131t sistemini a\u00e7\u0131klamak zorunda kalmad\u0131ysan\u0131z, bu sadece kula\u011fa s\u00fcsl\u00fc geliyor. Ger\u00e7ek d\u00fcnyada bu, makinenin kendi normalinden neyin de\u011fi\u015fti\u011fini izlemek anlam\u0131na gelir. Ders kitab\u0131 normali de\u011fil. Bro\u015f\u00fcr normali de\u011fil.&nbsp;<em>Onun<\/em>&nbsp;Normal.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve hay\u0131r, tek bir say\u0131 pek bir \u015fey kan\u0131tlamaz. Tek bir titre\u015fim de\u011feri yalan s\u00f6yleyebilir. Tek bir s\u0131cakl\u0131k noktas\u0131 ortam\u0131n sa\u00e7mal\u0131\u011f\u0131 olabilir. Tek bir operat\u00f6r \u015fikayeti ruh hali olabilir. Ama bir k\u00fcme? Farkl\u0131 bir hikaye.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"vibration-doesn-t-care-about-your-excuses\">Titre\u015fim mazeretlerinizi umursam\u0131yor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">K\u00f6r versiyonunu mu istiyorsunuz? D\u00f6nen ekipman tattles.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bir fan, alternat\u00f6r, \u015faft mekanizmas\u0131, pompa veya \u015fanz\u0131man genellikle size feci bir son ya\u015fatmadan \u00f6nce titre\u015fim nedeniyle \u00f6tmeye ba\u015flayacakt\u0131r. Yanl\u0131\u015f hizalaman\u0131n bir hissi vard\u0131r. Gev\u015fekli\u011fin bir hissi vard\u0131r. P\u00fcr\u00fczlenmeye ba\u015flayan bir rulman\u0131n bir hissi vard\u0131r. Her zaman ayn\u0131 his de olmayabilir; harekete ge\u00e7mekten ka\u00e7\u0131nman\u0131z\u0131 sa\u011flayan tek bir okumay\u0131 se\u00e7mek yerine trend olu\u015fturman\u0131n amac\u0131 da budur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NASA'n\u0131n ProgPy ile ilgili 2024 tarihli makalesi&nbsp;<a href=\"https:\/\/ntrs.nasa.gov\/api\/citations\/20240015330\/downloads\/Magnus_Unified_Paper_141124%20-%20V2.pdf\" rel=\"nofollow noopener\" target=\"_blank\">ProgPy'nin De\u011ferlendirilmesi - A\u00e7\u0131k Kaynakl\u0131 Durum \u0130zleme ve Te\u015fhis Arac\u0131<\/a>-yararl\u0131d\u0131r \u00e7\u00fcnk\u00fc i\u015f sihirliymi\u015f gibi davranmaz. \u00d6zette, geleneksel d\u00fczeltici ve \u00f6nleyici programlar\u0131n daha y\u00fcksek maliyetlere ve operasyonel verimsizliklere neden olabilece\u011fi belirtiliyor ve makalede a\u00e7\u0131k kaynakl\u0131 veri k\u00fcmeleri kullan\u0131larak bir di\u015fli kutusu vaka \u00e7al\u0131\u015fmas\u0131 arac\u0131l\u0131\u011f\u0131yla ProgPy'nin ilk de\u011ferlendirmesi sunuluyor. Makalenin ilerleyen b\u00f6l\u00fcmlerinde i\u015f ak\u0131\u015f\u0131 basit\u00e7e anlat\u0131l\u0131yor: veri toplama, veri temizleme, durum tespiti, sa\u011fl\u0131k de\u011ferlendirmesi, prognostik, tavsiye olu\u015fturma. Bu bir eziyet. Sihirbazl\u0131k de\u011fil.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Birisi \u201cBir titre\u015fim \u00f6l\u00e7\u00fcm\u00fc yapt\u0131k ve iyi g\u00f6r\u00fcn\u00fcyordu\u201d dedi\u011finde g\u00f6zlerimi devirmemin nedeni de budur. Harika. Ne olmu\u015f yani?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"filters-and-belts-get-ignored-because-they-aren-t-sexy\">Filtreler ve kay\u0131\u015flar seksi olmad\u0131klar\u0131 i\u00e7in g\u00f6z ard\u0131 ediliyor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">T\u0131kal\u0131 bir filtre g\u00f6z al\u0131c\u0131 de\u011fildir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kemer de de\u011fil.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yine de, s\u0131k\u0131c\u0131 sarf malzemelerinin dizel filolar\u0131nda, insanlar\u0131n bahsetmeyi sevdi\u011fi t\u00fcm dramatik, konferans slaytl\u0131 ar\u0131zalardan muhtemelen daha pahal\u0131ya mal olan a\u015fa\u011f\u0131 ak\u0131\u015f sefaletine neden oldu\u011funa dair iyi bir paraya bahse girerim. Yak\u0131t taraf\u0131ndaki bir t\u0131kan\u0131kl\u0131k yava\u015f\u00e7a sevkiyat\u0131 engeller. K\u0131s\u0131tlamay\u0131 yanmay\u0131 bozacak kadar y\u00fckse\u011fe iten bir hava filtresi. Teknik olarak \u201chala orada\u201d olan ancak do\u011fru \u015fekilde takip etmeyen, gerginli\u011fi tutmayan, y\u00fck artt\u0131\u011f\u0131nda ve \u0131s\u0131 olu\u015ftu\u011funda makineye herhangi bir iyilik yapmayan bir kay\u0131\u015f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte tam da bu y\u00fczden servis par\u00e7alar\u0131na sonradan d\u00fc\u015f\u00fcn\u00fclm\u00fc\u015f gibi davranm\u0131yorum. Perkins ekipman\u0131 kullan\u0131yorsan\u0131z, bir g\u00f6z\u00fcn\u00fcz&nbsp;<a href=\"https:\/\/ruipospareparts.com\/tr\/perkins-26540244-oil-filter-1306c-e87tag6-engine-diesel-oil-filter\/\">Perkins 26540244 1306C-E87TAG6 motorlar i\u00e7in ya\u011f filtresi<\/a>, a&nbsp;<a href=\"https:\/\/ruipospareparts.com\/tr\/perkins-5578106-pre-fuel-filter-assembly-diesel-engine-parts\/\">Perkins 5578106 \u00f6n yak\u0131t filtresi grubu<\/a>, veya bir&nbsp;<a href=\"https:\/\/ruipospareparts.com\/tr\/perkins-541-398-alternator-belt-for-4016-engine\/\">4016 motor i\u00e7in Perkins 541\/398 alternat\u00f6r kay\u0131\u015f\u0131<\/a>&nbsp;kutu kontrol\u00fc de\u011fildir. Bu marj korumas\u0131d\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hava ve ikincil yak\u0131t taraf\u0131nda da ayn\u0131. Y\u00fckl\u00fc&nbsp;<a href=\"https:\/\/ruipospareparts.com\/tr\/perkins-sev551f-4-air-filter-for-2506-and-2806-diesel-engines\/\">SEV551F\/4 Perkins 2506 ve 2806 dizel motorlar i\u00e7in hava filtresi<\/a>, kirli bir&nbsp;<a href=\"https:\/\/ruipospareparts.com\/tr\/perkins-26560137-secondary-fuel-filter-1300-series-spin-on-diesel-filter\/\">Perkins 26560137 1300 Serisi i\u00e7in ikincil yak\u0131t filtresi<\/a>, veya vadesi ge\u00e7mi\u015f bir&nbsp;<a href=\"https:\/\/ruipospareparts.com\/tr\/perkins-26510353-air-filter-for-1006-diesel-engines\/\">Perkins 26510353 1006 dizel motorlar i\u00e7in hava filtresi<\/a>&nbsp;bug\u00fcn her zaman makineyi devirmeyecektir. Tuzak bu. Daha a\u011f\u0131r bir y\u00fck, daha s\u0131cak bir g\u00fcn, daha kirli bir yak\u0131t grubu veya daha uzun bir \u00e7al\u0131\u015fma d\u00f6ng\u00fcs\u00fc geri kalan\u0131n\u0131 yapana kadar g\u00fcvenlik tamponunuzu t\u0131ra\u015flamaya devam ederler.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-1.jpg\" alt=\"Makinenizi Durdurmadan \u00d6nce Sorunu Nas\u0131l Tespit Edebilirsiniz?\" class=\"wp-image-2205\" title=\"\" srcset=\"https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-1.jpg 960w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-1-300x225.jpg 300w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-1-768x576.jpg 768w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-1-16x12.jpg 16w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/How-to-Spot-Trouble-Before-It-Stops-Your-Machine-1-600x450.jpg 600w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"operators-usually-know-first\">Operat\u00f6rler genellikle ilk olarak<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ve d\u00fcr\u00fcst olmak gerekirse, pek \u00e7ok bitkideki en iyi erken uyar\u0131 sistemi hala botlarla \u00e7al\u0131\u015f\u0131yor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130yi bir operat\u00f6r ba\u015flang\u0131\u00e7 notas\u0131n\u0131n d\u00fczle\u015fti\u011fini duyar. G\u00fcverte plakas\u0131n\u0131n farkl\u0131 \u015fekilde v\u0131z\u0131ldad\u0131\u011f\u0131n\u0131 hissederler. Setin oturmas\u0131n\u0131n daha uzun s\u00fcrd\u00fc\u011f\u00fcn\u00fc veya egzoz pusunun eskisinden birka\u00e7 vuru\u015f daha uzun s\u00fcre as\u0131l\u0131 kald\u0131\u011f\u0131n\u0131 veya so\u011fuk sabahlarda \u015farj davran\u0131\u015f\u0131n\u0131n biraz tuhaf g\u00f6r\u00fcnd\u00fc\u011f\u00fcn\u00fc fark ederler. D\u0131\u015far\u0131dan bakanlar buna anekdot der. Ben buna saha istihbarat\u0131 diyorum.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yeterince uzun s\u00fcre g\u00f6rmezden gelirseniz faturay\u0131 al\u0131rs\u0131n\u0131z.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Reuters'in Temmuz 2024 Vineyard Wind kanat kazas\u0131na ili\u015fkin haberi, ba\u015far\u0131s\u0131zl\u0131k anlat\u0131lar\u0131n\u0131n genellikle nas\u0131l i\u015fledi\u011fine dair iyi bir kamuoyu hat\u0131rlatmas\u0131d\u0131r: man\u015fetlerde ani g\u00f6r\u00fcnen \u015feylerin arkas\u0131nda genellikle gizli bir \u00fcretim, denetim veya kalite g\u00fcvence zinciri vard\u0131r. S\u00f6z konusu raporda GE Vernova, kanat ar\u0131zas\u0131na bir \u00fcretim hatas\u0131n\u0131n yol a\u00e7t\u0131\u011f\u0131n\u0131 ve yetersiz yap\u0131\u015ft\u0131rman\u0131n k\u0131r\u0131lmaya neden oldu\u011funu s\u00f6yledi; Reuters ayr\u0131ca \u015firketin kalite g\u00fcvence program\u0131n\u0131n sorunu tespit etmi\u015f olmas\u0131 gerekti\u011fini s\u00f6yledi\u011fini bildirdi. Bu tam olarak bir bak\u0131m at\u00f6lyesi hikayesi de\u011fil ama mant\u0131k ayn\u0131. Zay\u0131f sinyal. Ka\u00e7\u0131r\u0131lan yakalama. Pahal\u0131 sonu\u00e7.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu y\u00fczden \u201cEvet, bir s\u00fcredir bu sesi \u00e7\u0131kar\u0131yordu\u201d c\u00fcmlesini duydu\u011fumda k\u00f6t\u00fc \u015fans duymuyorum. Ertelenmi\u015f sorumluluk duyuyorum.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"reactive-preventive-and-predictive-aren-t-the-same-bet\">Reaktif, \u00f6nleyici ve \u00f6ng\u00f6r\u00fcc\u00fc ayn\u0131 bahis de\u011fildir<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130nsanlar her zaman bunlar\u0131 bir araya getiriyor. Yapmamal\u0131lar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Reaktif bak\u0131m temelde \u015fudur: B\u0131rak\u0131n patlas\u0131n, sonra da \u00e7\u0131rp\u0131n\u0131n. \u00d6nleyici bak\u0131m: \u0130htiyac\u0131 olsun ya da olmas\u0131n makineyi zaman\u0131nda de\u011fi\u015ftirmektir. Kestirimci bak\u0131m ise: durumu \u00f6l\u00e7, sapmay\u0131 izle ve makine do\u011fruyu s\u00f6ylemeye ba\u015flad\u0131\u011f\u0131nda m\u00fcdahale et. \u00dc\u00e7 farkl\u0131 zihniyet. \u00dc\u00e7 farkl\u0131 maliyet yap\u0131s\u0131. \u00dc\u00e7 farkl\u0131 ac\u0131 t\u00fcr\u00fc.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Bak\u0131m yakla\u015f\u0131m\u0131<\/th><th>Eylemi tetikleyen \u015fey<\/th><th>Ger\u00e7ekte ne izliyorsunuz<\/th><th>Yukar\u0131<\/th><th>Yakalama<\/th><\/tr><\/thead><tbody><tr><td>Reaktif bak\u0131m<\/td><td>Ba\u015far\u0131s\u0131zl\u0131k \u00e7oktan ger\u00e7ekle\u015fti<\/td><td>Son alarmlar, durma, hasar<\/td><td>Bug\u00fcn d\u00fc\u015f\u00fck planlama \u00e7abas\u0131<\/td><td>En y\u00fcksek makine duru\u015f s\u00fcresi, hurda ve fazla mesai riski<\/td><\/tr><tr><td>\u00d6nleyici bak\u0131m<\/td><td>Takvim saati, \u00e7al\u0131\u015fma saati, yak\u0131t yakma, servis aral\u0131\u011f\u0131<\/td><td>Programl\u0131 denetimler, standart yedek pencereler<\/td><td>Ar\u0131zaya g\u00f6re daha iyi kontrol<\/td><td>Hala iyi par\u00e7alar\u0131 de\u011fi\u015ftiriyorsunuz ve gizli bozulmalar\u0131 g\u00f6zden ka\u00e7\u0131r\u0131yorsunuz<\/td><\/tr><tr><td>Kestirimci bak\u0131m<\/td><td>\u00d6l\u00e7\u00fclen durum kaymas\u0131<\/td><td>Titre\u015fim, s\u0131cakl\u0131k, \u0394P, bas\u0131n\u00e7, ya\u011f d\u00f6k\u00fcnt\u00fcs\u00fc, ak\u0131m, trend sapmas\u0131<\/td><td>Daha erken m\u00fcdahale ve daha az at\u0131k<\/td><td>Temiz veriye, disipline ve sinyalleri yorumlayabilecek ki\u015filere ihtiya\u00e7 vard\u0131r<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Benim \u00f6nyarg\u0131m m\u0131? Bilinen a\u015f\u0131nma kalemleri i\u00e7in \u00f6nleyici bak\u0131m kullan\u0131n. Kestirimci bak\u0131m\u0131 ar\u0131zan\u0131n zarar verdi\u011fi yerlerde kullan\u0131n-\u00fcretim, g\u00fcvenlik, kirlenme, nakliye, m\u00fc\u015fteri cezalar\u0131, sorun noktas\u0131 her neyse. Reaktif bak\u0131m\u0131 yaln\u0131zca varl\u0131\u011f\u0131n ger\u00e7ekten kritik olmad\u0131\u011f\u0131 ve yede\u011fin zaten be\u015fikte oldu\u011fu durumlarda kullan\u0131n. \u201cSat\u0131c\u0131dan temin edilebilir\u201d de\u011fil. Yani&nbsp;<em>yerinde<\/em>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"vibration-analysis-works-right-up-until-you-use-it-lazily\">Titre\u015fim analizi i\u015fe yarar - ta ki siz onu tembelce kullanana kadar<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A\u00e7\u0131k\u00e7as\u0131 insanlar\u0131n ya\u015fad\u0131\u011f\u0131 hayal k\u0131r\u0131kl\u0131\u011f\u0131n\u0131n yar\u0131s\u0131n\u0131n&nbsp;<strong>Titre\u015fim Analizi<\/strong>&nbsp;fal kurabiyesi gibi kullanmaktan geliyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bir okumay\u0131 kap\u0131yorlar, i\u015fletme ba\u011flam\u0131n\u0131 g\u00f6rmezden geliyorlar, tarihi atl\u0131yorlar ve sonra sonucun neden zay\u0131f hissettirdi\u011fini merak ediyorlar. Elbette \u00f6yle. Tek bir veri noktas\u0131 dedikodudur. Trend ise kan\u0131tt\u0131r. Y\u00fck \u00f6nemlidir. Montaj \u00f6nemlidir. Ortam \u00f6nemlidir. H\u0131z \u00f6nemlidir. \u00c7al\u0131\u015fma ba\u011flam\u0131na sahip de\u011filseniz, ger\u00e7ekten kestirimci bak\u0131m yapm\u0131yorsunuzdur; sadece bir sens\u00f6r ta\u015f\u0131yor ve bunun sizi modern g\u00f6stermesini umuyorsunuzdur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu y\u00fczden buradaki yap\u0131y\u0131 sevdim.\u00a0<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1568494624006598\" rel=\"nofollow noopener\" target=\"_blank\">ScienceDirect titre\u015fim analizi ve derin \u00f6\u011frenmeye dayal\u0131 tahmini bak\u0131m \u00fczerine vaka \u00e7al\u0131\u015fmas\u0131<\/a>. Bu makale, ya m\u00fckemmellik ya da \u00e7\u00f6k\u00fc\u015f varm\u0131\u015f gibi davranmak yerine, ekipman sa\u011fl\u0131\u011f\u0131n\u0131 a\u015famal\u0131 olarak - uygun i\u015flev, alarm durumu ve ekipman ar\u0131zas\u0131 - \u00e7er\u00e7evelemektedir. Bu, g\u00fcverte plakalar\u0131nda olanlara \u00e7ok daha yak\u0131nd\u0131r. Makineler genellikle \u00f6nce kirli bir orta b\u00f6lgeden ge\u00e7er.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve hay\u0131r, her ma\u011fazan\u0131n yar\u0131n sabah tam bir yapay zeka y\u0131\u011f\u0131n\u0131na ihtiyac\u0131 oldu\u011funu s\u00f6ylemiyorum. Bu hype d\u00f6ng\u00fcs\u00fc \u00e7abuk eskiyor.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"960\" height=\"720\" src=\"https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/Komatsu-Travel-Motor-3.jpg\" alt=\"Komatsu Seyahat Motoru\" class=\"wp-image-2195\" title=\"\" srcset=\"https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/Komatsu-Travel-Motor-3.jpg 960w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/Komatsu-Travel-Motor-3-300x225.jpg 300w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/Komatsu-Travel-Motor-3-768x576.jpg 768w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/Komatsu-Travel-Motor-3-16x12.jpg 16w, https:\/\/ruipospareparts.com\/wp-content\/uploads\/2026\/04\/Komatsu-Travel-Motor-3-600x450.jpg 600w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ai-helps-some-shops-some-\">Yapay zeka baz\u0131 ma\u011fazalara yard\u0131mc\u0131 oluyor. Baz\u0131lar\u0131na.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Reuters, enerji sekt\u00f6r\u00fcyle ilgili 2023 makalesinde bu noktaya olduk\u00e7a iyi de\u011findi: evet, yapay zeka kestirimci bak\u0131m\u0131 destekleyebilir, sorunlar\u0131 b\u00fcy\u00fck hale gelmeden \u00f6nce yakalamaya yard\u0131mc\u0131 olabilir ve gereksiz par\u00e7a de\u011fi\u015fimini azaltabilir - ancak ayn\u0131 makale, \u00f6zellikle varl\u0131klar\u0131n, ko\u015fullar\u0131n veya bak\u0131m modellerinin karma\u015f\u0131kl\u0131\u011f\u0131 hakl\u0131 \u00e7\u0131karmad\u0131\u011f\u0131 durumlarda a\u015f\u0131r\u0131 m\u00fchendisli\u011fe kar\u015f\u0131 da uyard\u0131. Buna muhtemelen yaz\u0131l\u0131m sat\u0131c\u0131lar\u0131ndan daha fazla kat\u0131l\u0131yorum.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c7\u00fcnk\u00fc i\u015fte k\u00fc\u00e7\u00fck kirli s\u0131r: disiplinli bir pano, ger\u00e7ekten g\u00f6zden ge\u00e7irilen bir titre\u015fim rotas\u0131 ve a\u00e7l\u0131ktan \u00f6len bir motorun nas\u0131l ses \u00e7\u0131kard\u0131\u011f\u0131n\u0131 bilen bir tamirci, kimsenin g\u00fcvenmedi\u011fi g\u00f6steri\u015fli bir g\u00f6sterge panelini yenecektir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yeterince s\u0131k.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-a-serious-inspection-routine-actually-feels-like\">Ciddi bir denetim rutini asl\u0131nda nas\u0131l hissettirir<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Zarif de\u011fil. Tekrarlay\u0131c\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">G\u00fcnl\u00fck olarak, g\u00f6z\u00fcm ve kula\u011f\u0131m temel \u015feylerde olsun istiyorum: ba\u015flang\u0131\u00e7 davran\u0131\u015f\u0131, duman, s\u0131z\u0131nt\u0131lar, kay\u0131\u015f takibi, k\u0131s\u0131tlama g\u00f6stergeleri, gev\u015fek donan\u0131m, garip \u0131s\u0131, rahats\u0131z edici alarmlar ve d\u00fcnden beri de\u011fi\u015fen her \u015fey. \u201cFeci bir \u015fey\u201d de\u011fil. Farkl\u0131 olan her \u015fey.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Haftal\u0131k olarak, trendlerin biraz daha az tembellikle incelenmesini istiyorum: titre\u015fim rotalar\u0131, s\u0131cak noktalar, amper de\u011fi\u015fiklikleri, filtre durumu, voltaj davran\u0131\u015f\u0131 ve insanlar\u0131n zil sesini duymaktan b\u0131kt\u0131klar\u0131 i\u00e7in temizlemeye devam ettikleri t\u00fcm tekrar eden k\u00fc\u00e7\u00fck ar\u0131zalar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ayl\u0131k olarak, yeti\u015fkin i\u015fi istiyorum: ya\u011f numunesi incelemesi, emme ve yak\u0131t yolu incelemesi, kasnak hizalamas\u0131, g\u00f6rev d\u00f6ng\u00fcs\u00fc incelemesi, mevcut imza kar\u015f\u0131la\u015ft\u0131rmas\u0131 ve k\u00fc\u00e7\u00fck kusurlar\u0131n ger\u00e7ekten kapat\u0131l\u0131p kapat\u0131lmad\u0131\u011f\u0131 veya sadece elektronik tabloyu rahats\u0131z etmeyecek \u015fekilde yeniden adland\u0131r\u0131l\u0131p adland\u0131r\u0131lmad\u0131\u011f\u0131 hakk\u0131nda a\u00e7\u0131k bir konu\u015fma.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yaz.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c7\u00fcnk\u00fc haf\u0131za yalanc\u0131d\u0131r ve bak\u0131m ekipleri, onar\u0131m faturas\u0131 aksini s\u00f6ylemeden hemen \u00f6nce kendilerine bir makinenin \u201cher zaman b\u00f6yle ses \u00e7\u0131kard\u0131\u011f\u0131n\u0131\u201d s\u00f6ylemekte \u00e7ok iyidir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faqs\">SSS<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-is-predictive-maintenance-\">Kestirimci bak\u0131m nedir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kestirimci bak\u0131m; titre\u015fim, s\u0131cakl\u0131k, ya\u011f kalitesi, bas\u0131n\u00e7, amperaj, \u00e7al\u0131\u015fma s\u00fcresi davran\u0131\u015f\u0131 ve trend sapmas\u0131 gibi ger\u00e7ek ekipman durumu verilerini kullanarak bir makinenin ar\u0131zaya do\u011fru ilerledi\u011fini tahmin eden ve b\u00f6ylece ekiplerin plans\u0131z bir duru\u015f \u00fcretim kayb\u0131na, ikincil hasara veya acil onar\u0131m maliyetlerine neden olmadan \u00f6nce m\u00fcdahale edebildi\u011fi bir bak\u0131m stratejisidir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu temiz tan\u0131mdan sonra, i\u015fte benim versiyonum: tahmin etmeyi b\u0131rakman\u0131z anlam\u0131na geliyor. Takvim sizi buna zorlad\u0131\u011f\u0131 i\u00e7in par\u00e7alar\u0131 de\u011fi\u015ftirmeyi b\u0131rak\u0131rs\u0131n\u0131z. Makine kartlar\u0131n\u0131 g\u00f6stermeye ba\u015flad\u0131\u011f\u0131nda harekete ge\u00e7ersiniz.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-are-the-early-warning-signs-of-equipment-failure-\">Ekipman ar\u0131zas\u0131n\u0131n erken uyar\u0131 i\u015faretleri nelerdir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ekipman ar\u0131zas\u0131n\u0131n erken uyar\u0131 i\u015faretleri, bir makinenin nas\u0131l davrand\u0131\u011f\u0131na dair k\u00fc\u00e7\u00fck ama \u00f6l\u00e7\u00fclebilir de\u011fi\u015fikliklerdir; artan titre\u015fim, ekstra \u0131s\u0131, dengesiz bas\u0131n\u00e7, daha uzun ba\u015flatma s\u00fcreleri, artan ak\u0131m \u00e7eki\u015fi, filtre k\u0131s\u0131tlamas\u0131, ya\u011f kirlili\u011fi, ola\u011fand\u0131\u015f\u0131 g\u00fcr\u00fclt\u00fc, tekrarlanan rahats\u0131z edici alarmlar veya tam ar\u0131za meydana gelmeden \u00f6nce durumun k\u00f6t\u00fcle\u015fti\u011fine i\u015faret eden k\u00fcmelenmi\u015f operat\u00f6r \u015fikayetleri gibi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tecr\u00fcbelerime g\u00f6re, tek bir semptomu rasyonalize etmek kolayd\u0131r. Bir k\u00fcme farkl\u0131d\u0131r. Bir k\u00fcme, makinenin sizi kendinizden kurtarmaya \u00e7al\u0131\u015fmas\u0131d\u0131r - ilk ba\u015fta nazik\u00e7e.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-does-vibration-analysis-help-detect-equipment-failure-early-\">Titre\u015fim analizi ekipman ar\u0131zalar\u0131n\u0131 erken tespit etmeye nas\u0131l yard\u0131mc\u0131 olur?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Titre\u015fim analizi, genellikle g\u00f6r\u00fcn\u00fcr hasardan \u00f6nce ortaya \u00e7\u0131kan genlik, frekans ve tekrar eden ar\u0131za modellerindeki de\u011fi\u015fiklikleri \u00f6l\u00e7erek ekipman ar\u0131zas\u0131n\u0131n erken tespit edilmesine yard\u0131mc\u0131 olur ve teknisyenlerin dengesizli\u011fi, gev\u015fekli\u011fi, yanl\u0131\u015f hizalamay\u0131 ve rulman bozulmas\u0131n\u0131 varl\u0131k hala \u00e7al\u0131\u015f\u0131rken ve ar\u0131za bir kesinti veya g\u00fcvenlik olay\u0131na d\u00f6n\u00fc\u015fmeden \u00f6nce tespit etmelerini sa\u011flar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte bu y\u00fczden d\u00f6nen ekipmanlar, do\u011fru \u015fekilde modland\u0131\u011f\u0131nda \u00e7ok d\u00fcr\u00fcstt\u00fcr. Gevezelik eder. As\u0131l soru, kimsenin dinleyip dinlemedi\u011fi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-s-the-difference-between-preventive-maintenance-and-predictive-maintenance-\">\u00d6nleyici bak\u0131m ile kestirimci bak\u0131m aras\u0131ndaki fark nedir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00d6nleyici bak\u0131m zamana, saatlere, d\u00f6ng\u00fclere veya rutin politikaya dayal\u0131 olarak planlanm\u0131\u015f bir hizmettir; kestirimci bak\u0131m ise m\u00fcdahalenin ne zaman gerekli oldu\u011funa karar vermek i\u00e7in makineden al\u0131nan ger\u00e7ek durum verilerini kullan\u0131r ve ekiplerin bo\u015fa giden par\u00e7a de\u011fi\u015fimlerini azaltmas\u0131na ve sabit bir program\u0131n kolayca g\u00f6zden ka\u00e7\u0131rabilece\u011fi bozulma modellerini yakalamas\u0131na yard\u0131mc\u0131 olur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ben ikisini de kullan\u0131yorum. \u00c7o\u011fu yetkin at\u00f6lye kullan\u0131yor. Ancak ikisi ayn\u0131 ara\u00e7 de\u011fil ve \u00f6yleymi\u015f gibi davranmak insanlar\u0131n sa\u011fl\u0131kl\u0131 par\u00e7alara gere\u011finden fazla bak\u0131m yapmas\u0131na ya da zaten el sallayan ar\u0131zalar\u0131 g\u00f6zden ka\u00e7\u0131rmas\u0131na neden oluyor.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"stop-waiting-for-the-dramatic-failure\">Dramatik ba\u015far\u0131s\u0131zl\u0131\u011f\u0131 beklemeyi b\u0131rak\u0131n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte t\u00fcm bu konulara geldi\u011fim nokta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Etraf\u0131mda g\u00f6rd\u00fc\u011f\u00fcm en iyi bak\u0131m ekipleri biraz alayc\u0131, biraz tak\u0131nt\u0131l\u0131 ve kahramanl\u0131klardan hi\u00e7 etkilenmiyorlar. Gecenin 2'sinde yap\u0131lan kurtarmaya tapmazlar. Panik ile yetkinli\u011fi birbirine kar\u0131\u015ft\u0131rmazlar. S\u00fcr\u00fcklenmeyi erken yakalarlar, \u00e7irkin k\u00fc\u00e7\u00fck sinyallere g\u00fcvenirler ve s\u0131k\u0131c\u0131 \u015feyleri pahal\u0131 kesinti s\u00fcrelerine d\u00f6n\u00fc\u015fmeden \u00f6nce d\u00fczeltirler.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fimiz bu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu nedenle, makineniz zaten ipucu veriyorsa - daha fazla k\u0131s\u0131tlama, daha sert ba\u015flang\u0131\u00e7, daha s\u0131cak yatak kapa\u011f\u0131, titrek \u015farj, daha kirli yak\u0131t, daha g\u00fcr\u00fclt\u00fcl\u00fc \u00fcst u\u00e7 - romantikle\u015ftirmeyin. Rotay\u0131 s\u0131k\u0131la\u015ft\u0131r\u0131n. Trendi g\u00f6zden ge\u00e7irin. Sessizce risk biriktiren a\u015f\u0131nma par\u00e7alar\u0131n\u0131 de\u011fi\u015ftirin. Ve sonunda herkesin dikkatini \u00e7ekecek t\u00fcrden bir ar\u0131zay\u0131 beklemeyi b\u0131rak\u0131n.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u00c7o\u011fu makine ar\u0131zas\u0131 durup dururken ortaya \u00e7\u0131kmaz. Bu par\u00e7a, durum sinyallerinin nas\u0131l erken okunaca\u011f\u0131n\u0131, denetimlerin nas\u0131l s\u0131k\u0131la\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ve rutin a\u015f\u0131nman\u0131n makine duru\u015f s\u00fcresine d\u00f6n\u00fc\u015fmesinin nas\u0131l engellenece\u011fini g\u00f6stermektedir.<\/p>","protected":false},"author":1,"featured_media":2204,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[32],"tags":[813,816,815,812,817,814],"class_list":["post-2203","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-diesel-engine-reliability","tag-condition-monitoring","tag-equipment-failure-signs","tag-machine-downtime","tag-predictive-maintenance","tag-preventive-maintenance","tag-vibration-analysis"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/posts\/2203","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/comments?post=2203"}],"version-history":[{"count":1,"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/posts\/2203\/revisions"}],"predecessor-version":[{"id":2206,"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/posts\/2203\/revisions\/2206"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/media\/2204"}],"wp:attachment":[{"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/media?parent=2203"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/categories?post=2203"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ruipospareparts.com\/tr\/wp-json\/wp\/v2\/tags?post=2203"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}