{"id":52063,"date":"2026-01-08T08:37:38","date_gmt":"2026-01-08T08:37:38","guid":{"rendered":"https:\/\/artesis.com\/?p=52063"},"modified":"2026-01-22T08:43:18","modified_gmt":"2026-01-22T08:43:18","slug":"kestirimci-bakim","status":"publish","type":"post","link":"https:\/\/artesis.com\/tr\/kestirimci-bakim\/","title":{"rendered":"Kestirimci Bak\u0131m Nedir? Avantajlar\u0131 Nelerdir?"},"content":{"rendered":"<p>Son 10 y\u0131lda ba\u015f d\u00f6nd\u00fcr\u00fcc\u00fc bir \u015fekilde artan dijitalle\u015fme bak\u0131m s\u00fcre\u00e7lerini de yak\u0131ndan ilgilendiriyor. Dijitalle\u015fmenin i\u015fletmelere getirdi\u011fi faydalar\u0131n ba\u015f\u0131nda \u015f\u00fcphesiz uzaktan eri\u015fim, kontrol ve verimlilik art\u0131\u015f\u0131 geliyor. Son y\u0131llarda s\u0131k\u00e7a duydu\u011fumuz <strong>kestirimci bak\u0131m (predictive maintenance) verinin g\u00fcc\u00fcn\u00fc ortaya koyan bir y\u00f6ntem. <\/strong>Kestirimci bak\u0131m sayesinde elektrik motorlar\u0131 ve d\u00f6ner ekipmanlardan al\u0131nan veriler analiz edilerek ortaya \u00e7\u0131kabilecek ar\u0131zalar \u00f6nceden tespit edilir. Bu da ortaya \u00e7\u0131kabilecek bir ar\u0131zan\u0131n ya da plans\u0131z duru\u015fun engellenmesi anlam\u0131na gelir.<\/p>\n<figure id=\"attachment_52072\" aria-describedby=\"caption-attachment-52072\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-52072 size-medium\" src=\"https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/s-768x456.jpg\" alt=\"\" width=\"768\" height=\"456\" title=\"\" srcset=\"https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/s-768x456.jpg 768w, https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/s-1170x694.jpg 1170w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-52072\" class=\"wp-caption-text\"><strong>Kestirimci bak\u0131m sayesinde i\u015fletmelerde plans\u0131z duru\u015flar\u0131n \u00f6n\u00fcne ge\u00e7ilmesi ama\u00e7lan\u0131r.<\/strong><\/figcaption><\/figure>\n<h2>Elektrik Motorlar\u0131 ve Kestirimci Bak\u0131m<\/h2>\n<p>Elektrik motorlar\u0131 ve d\u00f6ner ekipmanlar sanayide t\u00fcketilen enerjinin \u00e7o\u011funlu\u011funu olu\u015ftururlar. \u00dcstelik tahrik ve d\u00f6ner sistemler \u00fcretim sistemlerinin ak\u0131\u015f\u0131ndaki temel unsurlardan biridir. Bug\u00fcn t\u00fcm d\u00fcnyada 300 milyondan fazla elektrik motoru aktif olarak \u00e7al\u0131\u015f\u0131yor. Bu motorlarda sa\u011flanacak %1lik verimlilik art\u0131\u015f\u0131n\u0131n dahi ne kadar b\u00fcy\u00fck tasarruf oldu\u011funu s\u00f6ylemeye gerek yok san\u0131r\u0131m.<\/p>\n<blockquote>\n<p style=\"text-align: center;\"><strong>\u00dclkemizinde i\u00e7inde bulunan Avrupa b\u00f6lgesinde plans\u0131z duru\u015flar\u0131n %6.3&#8217;\u00fc elektrik motorlar\u0131 nedeniyle meydana geliyor. Bu plans\u0131z duru\u015flar nedeni ile olu\u015fan \u00fcretim kayb\u0131 ise 1 trilyon Euro&#8217;yu buluyor.<\/strong><\/p>\n<\/blockquote>\n<p>T\u00fcm bak\u0131m \u00e7e\u015fitlerinin nihai hedefi asl\u0131nda ortakt\u0131r. Bunlar\u0131 \u00fcretimi maksimum seviyeye \u00e7\u0131karma, kaynaklar\u0131 verimli bir bi\u00e7imde kullanma, i\u015f\u00e7ilik maliyetlerini azalt\u0131rken, enerji tasarrufu sa\u011flama vb sayabiliriz. <strong>Reaktif ve \u00f6nleyici bak\u0131m<\/strong> i\u015fletmeler taraf\u0131ndan uzun s\u00fcredir kullan\u0131lan metodlar olmas\u0131na ra\u011fmen yukar\u0131 da sayd\u0131\u011f\u0131m\u0131z hedefleri ger\u00e7ekle\u015ftirme konusunda eksiklikleri bulunur. <strong>Kestirimci bak\u0131m<\/strong> ise veri ve analizin g\u00fcc\u00fcn\u00fc kullanarak \u00e7ok geni\u015f kapsaml\u0131 bir bak\u0131m ve \u00fcretim stratejisi olu\u015fturman\u0131z\u0131 sa\u011flar. Asl\u0131nda Kestirimci bak\u0131m 1939 y\u0131l\u0131na kadar ge\u00e7mi\u015fi olan bir y\u00f6ntem. Titre\u015fim ve ya\u011f analizi ile ba\u015flayan kestirimci bak\u0131m son y\u0131llarda nesnelerin interneti ve yapay zeka (AI) ile \u00e7ok daha geni\u015f bir uygulama alan\u0131 buldu.<\/p>\n<figure id=\"attachment_52080\" aria-describedby=\"caption-attachment-52080\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-52080 size-medium\" src=\"https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/Electrical-Digital-Twin-1024x576-1-768x456.jpg\" alt=\"\" width=\"768\" height=\"456\" title=\"\"><figcaption id=\"caption-attachment-52080\" class=\"wp-caption-text\"><strong>Geli\u015fen teknoloji ile birlikte b\u00fcy\u00fck verinin toplanmas\u0131nda ve analizinde ya\u015fanan teknolojiler kestirimci bak\u0131m\u0131 \u00fcst\u00fcn ve \u00e7ok yararl\u0131 bir teknoloji haline getirdi.<\/strong><\/figcaption><\/figure>\n<blockquote>\n<p style=\"text-align: center;\">Teknoloji bize daha iyi ara\u00e7lar sa\u011flad\u0131k\u00e7a, nihai hedefe ula\u015fma kabiliyetimiz b\u00fcy\u00fcyor. Yapay zeka (AI) ve IIoT alan\u0131ndaki geli\u015fmeler b\u00fcy\u00fck miktarda veriyi neredeyse ger\u00e7ek zamanl\u0131 olarak analiz etmemize izin veriyor. Bu da geli\u015fen ar\u0131zalar\u0131 daha erken bulmay\u0131 ve k\u00f6k nedeni otomatikle\u015ftirmeyi m\u00fcmk\u00fcn k\u0131l\u0131yor.<\/p>\n<\/blockquote>\n<h2><strong>Kestirimci Bak\u0131m ve Avantajlar\u0131<\/strong><\/h2>\n<p>Peki kestirimci bak\u0131m di\u011fer bak\u0131m t\u00fcrlerine g\u00f6re ne gibi avantajlar sa\u011flan\u0131yor. Bir kere \u00f6ncelikle \u015funu belirtmekte fayda var. G\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131ndaki rekabeti ve teslim s\u00fcreleri \u00fczerindeki bask\u0131y\u0131 d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcm\u00fcz zaman her i\u015fletme \u00fcretim verimlili\u011fini maksimize etmek ve plans\u0131z duru\u015flar\u0131 en aza indirmek zorundad\u0131r. Bu nedenle <strong>ar\u0131zalanmadan dokunma<\/strong> anlay\u0131\u015f\u0131 yerini <strong>ar\u0131zalanmadan \u00f6nce dokun<\/strong> anlay\u0131\u015f\u0131na b\u0131rakm\u0131\u015ft\u0131r.<\/p>\n<ul>\n<li>Plans\u0131z duru\u015f ve ar\u0131zalar\u0131n \u00f6n\u00fcne ge\u00e7menin en iyi y\u00f6ntemidir.<\/li>\n<li>D\u00f6ner ekipman ve motorlar\u0131n ve yard\u0131mc\u0131 aksesuarlar\u0131n \u00e7al\u0131\u015fma \u00f6m\u00fcrlerinde art\u0131\u015f.<\/li>\n<li>D\u00f6ner ekipman ve motorlar\u0131n harcad\u0131\u011f\u0131 enerji d\u00fc\u015f\u00fcn\u00fcld\u00fc\u011f\u00fcnde <strong><em>kestirimci bak\u0131m<\/em><\/strong> \u00e7ok iyi bir enerji tasarruf y\u00f6ntemidir.<\/li>\n<li>Bak\u0131m maliyetlerini en aza indirir.<\/li>\n<li>Gereksiz yedek ve stok par\u00e7a maliyetlerini ortadan kald\u0131r\u0131r.<\/li>\n<\/ul>\n<blockquote>\n<p style=\"text-align: center;\"><strong>\u0130lginizi \u00c7ekebilir: <a href=\"https:\/\/www.artesis.com\/tr\/urunlerimiz\/e-mcm\/\">Artesis e-MCM<\/a><\/strong><\/p>\n<\/blockquote>\n<h2><strong>Kestirimci Bak\u0131mla Hangi Ar\u0131zalar\u0131n \u00d6n\u00fcne Ge\u00e7ilir?<\/strong><\/h2>\n<p>D\u00f6ner ekipmanlarda ar\u0131zalar elektriksel ve mekaniksel olmak \u00fczere 2 k\u0131s\u0131mda inceleyebiliriz. Modern kestirimci bak\u0131m y\u00f6ntemleri hem elektrik hem de mekanik ar\u0131zalar\u0131n te\u015fhisinde ba\u015far\u0131l\u0131d\u0131r.<\/p>\n<h3><strong>Genel elektrik ve mekanik ar\u0131zalar<\/strong><\/h3>\n<ul>\n<li>Gev\u015fek temel \/ bile\u015fenleri<\/li>\n<li>Mekanik dengesizlik \/ yanl\u0131\u015f hizalama<\/li>\n<li>\u0130letim (transmission) ar\u0131zalar\u0131<\/li>\n<li>Tahrik edilen ekipman ar\u0131zalar\u0131<\/li>\n<li>Di\u015fli kutusu, kay\u0131\u015f, kaplin ve rulman ar\u0131zalar\u0131<\/li>\n<li>Stator ve rotor ar\u0131zalar\u0131<\/li>\n<li>Dahili elektrik ar\u0131zalar\u0131<\/li>\n<li>Harici elektrik ar\u0131zalar\u0131<\/li>\n<\/ul>\n<figure id=\"attachment_2090\" aria-describedby=\"caption-attachment-2090\" style=\"width: 777px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-2090\" src=\"https:\/\/www.artesis.com\/wp-content\/uploads\/2021\/03\/bearing-1.jpeg\" alt=\"Rulmanlar elektrik motoru ar\u0131zalar\u0131n\u0131n %40\u0131n\u0131 olu\u015ftururlar.\" width=\"777\" height=\"518\" title=\"\"><figcaption id=\"caption-attachment-2090\" class=\"wp-caption-text\"><strong>Rulmanlar elektrik motoru ar\u0131zalar\u0131n\u0131n %40\u0131n\u0131 olu\u015ftururlar.<\/strong><\/figcaption><\/figure>\n<h3><strong>Proses Ar\u0131zalar\u0131<\/strong><\/h3>\n<ul>\n<li>Y\u00fcksek enerji t\u00fcketimi<\/li>\n<li>D\u00fc\u015f\u00fck verimlilik<\/li>\n<li>Pompalarda kavitasyon<\/li>\n<li>Fanlarda, \u00fcfleyicilerde ak\u0131\u015f t\u00fcrb\u00fclans\u0131<\/li>\n<li>Filtre ve \u0131s\u0131 e\u015fanj\u00f6r\u00fcnde kirlenme<\/li>\n<li>Ya\u011flama<\/li>\n<li>A\u015f\u0131r\u0131 y\u00fcklenme<\/li>\n<\/ul>\n<figure id=\"attachment_3545\" aria-describedby=\"caption-attachment-3545\" style=\"width: 641px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" class=\"&lt;strong&gt;Kestirimci bak\u0131m&lt;\/strong&gt; art\u0131k i\u015fletmeler i\u00e7in bir tercih de\u011fil, zorunluluktur. \u00dcretim ve enerji verimlili\u011fi rekabeti belirleyen en \u00f6nemli unsurlar\u0131n ba\u015f\u0131nda gelmektedir. wp-image-3545\" title=\"Kestirimci bak\u0131m art\u0131k i\u015fletmeler i\u00e7in bir tercih de\u011fil, zorunluluktur. \u00dcretim ve enerji verimlili\u011fi rekabeti belirleyen en \u00f6nemli unsurlar\u0131n ba\u015f\u0131nda gelmektedir.\" src=\"https:\/\/www.artesis.com\/wp-content\/uploads\/2021\/04\/cover.jpeg\" alt=\"&lt;strong&gt;Kestirimci bak\u0131m&lt;\/strong&gt; art\u0131k i\u015fletmeler i\u00e7in bir tercih de\u011fil, zorunluluktur. \u00dcretim ve enerji verimlili\u011fi rekabeti belirleyen en \u00f6nemli unsurlar\u0131n ba\u015f\u0131nda gelmektedir.\" width=\"641\" height=\"427\" \/><figcaption id=\"caption-attachment-3545\" class=\"wp-caption-text\"><strong>Kestirimci bak\u0131m<\/strong> art\u0131k i\u015fletmeler i\u00e7in bir tercih de\u011fil, zorunluluktur. \u00dcretim ve enerji verimlili\u011fi rekabeti belirleyen en \u00f6nemli unsurlar\u0131n ba\u015f\u0131nda gelmektedir.<\/figcaption><\/figure>\n<h2>Artesis Kestirimci Bak\u0131m \u00c7\u00f6z\u00fcmleri<\/h2>\n<p><strong>Artesis e-MCM<\/strong>, kritik AC d\u00f6nen ekipman i\u00e7in tasarlanm\u0131\u015f g\u00fc\u00e7l\u00fc bir online durum izleme, kestirimci bak\u0131m ve enerji analiz\u00f6r\u00fcd\u00fcr. e-MCM\u2019nin patentli makine \u00f6\u011frenme algoritmas\u0131, 6 aya kadar kapsaml\u0131 ar\u0131za tespiti sa\u011flar. 24 saat izleme ve ger\u00e7ek zamanl\u0131 model tabanl\u0131 gerilim ve ak\u0131m analizi ile e-MCM, sabit, de\u011fi\u015fken h\u0131zl\u0131 motorlar\u0131n ve jenerat\u00f6rlerin elektriksel, mekanik ve proses ar\u0131zalar\u0131n\u0131 tespit edebilir ve t\u00fcm bunlar\u0131 zahmetsizce ger\u00e7ekle\u015ftirir.<\/p>\n<h2><strong>Artesis e-MCM Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/strong><\/h2>\n<p><span class=\"JLqJ4b ChMk0b\" data-language-for-alternatives=\"tr\" data-language-to-translate-into=\"en\" data-phrase-index=\"0\">e-MCM, d\u00f6nen ekipman\u0131n\u0131z\u0131 s\u00fcrekli olarak izler, \u00f6l\u00e7\u00fcmler al\u0131r ve bunlar\u0131 kendi kendine \u00f6\u011frenme s\u00fcrecinde olu\u015fturdu\u011fu dijital ikiz ile kar\u015f\u0131la\u015ft\u0131r\u0131r.<\/span>\u00a0<span class=\"JLqJ4b ChMk0b\" data-language-for-alternatives=\"tr\" data-language-to-translate-into=\"en\" data-phrase-index=\"1\">Benzersiz makine \u00f6\u011frenimi algoritmas\u0131, farkl\u0131 h\u0131zlar veya y\u00fckler gibi \u00e7ok \u00e7e\u015fitli ko\u015fullarda normal \u00e7al\u0131\u015fmay\u0131 tan\u0131mas\u0131na olanak tan\u0131r ve yanl\u0131\u015f alarmlar olmadan\u00a0 kontrol sa\u011flar.<\/span>\u00a0<span class=\"JLqJ4b ChMk0b\" data-language-for-alternatives=\"tr\" data-language-to-translate-into=\"en\" data-phrase-index=\"2\">e-MCM, kendi kendine \u00f6\u011frenme a\u015famas\u0131nda deneyimlenmeyen yeni bir \u00e7al\u0131\u015fma durumu belirlerse, size bu durumu gelecekteki t\u00fcm izlemelere dahil etme se\u00e7ene\u011fi sunar.<\/span><\/p>\n<h2>Hangi Ekipmanlarda Kullan\u0131labilir?<\/h2>\n<p><strong>Artesis kestirimci bak\u0131m<\/strong> \u00e7\u00f6z\u00fcmleri t\u00fcm motorlu ekipmanlarda g\u00fcvenilir bir kestirimci bak\u0131m \u00e7\u00f6z\u00fcm\u00fcd\u00fcr.<\/p>\n<ul>\n<li>Kompres\u00f6rler<\/li>\n<li>Fanlar<\/li>\n<li>Pompalar<\/li>\n<li>Konvey\u00f6rler<\/li>\n<li>Jenerat\u00f6rler<\/li>\n<li>Motorlu Ekipmanlar<\/li>\n<li>AHU<\/li>\n<li>Mikser<\/li>\n<\/ul>\n<figure id=\"attachment_52088\" aria-describedby=\"caption-attachment-52088\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-52088 size-medium\" src=\"https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/motor-pump-768x456.jpeg\" alt=\"\" width=\"768\" height=\"456\" title=\"\" srcset=\"https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/motor-pump-768x456.jpeg 768w, https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/motor-pump-1170x694.jpeg 1170w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-52088\" class=\"wp-caption-text\"><strong>Elektrik motorlar\u0131nda ya\u015fan\u0131lacak verimlilik art\u0131\u015f\u0131 t\u00fcm tesisi etkiler. Kestirimci bak\u0131m verimlilik art\u0131\u015f\u0131 i\u00e7in \u00e7ok etkindir.<\/strong><\/figcaption><\/figure>\n<h2><strong>Kestirimci Bak\u0131m \u0130statistikleri<\/strong><\/h2>\n<p>1-\u0130\u015fletmelerin %39u bak\u0131m hatalar\u0131n\u0131 kaydetmek i\u00e7in ka\u011f\u0131t kalem kullan\u0131yor.<\/p>\n<p>2-Bak\u0131m ekibinin zaman\u0131n %20sini fabrika i\u00e7inde bir yerden bir yere giderken harc\u0131yor.<\/p>\n<p>3-Plans\u0131z duru\u015flar\u0131n y\u0131ll\u0131k maliyeti t\u00fcm d\u00fcnyada 50 milyar dolar\u0131 buluyor.<\/p>\n<p>4-Bir ekipman\u0131n bozulmas\u0131n\u0131n saatlik maliyeti 260.000 dolar\u0131 bulabiliyor.<\/p>\n<p>5-<strong>Kestirimci\u00a0bak\u0131m<\/strong>, makine ar\u0131za s\u00fcresini %30-50 oran\u0131nda azaltabilir ve makine \u00f6mr\u00fcn\u00fc %20-40 oran\u0131nda art\u0131rabilir.<\/p>\n<p>6-K\u00fcresel <strong>kestirimci bak\u0131m pazar b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fcn<\/strong> 2020&#8217;de 4.0 milyar USD&#8217;den 2025&#8217;e kadar 12.3 milyar USD&#8217;ye \u00e7\u0131kmas\u0131 bekleniyor.<\/p>\n<p>7-\u00d6n\u00fcm\u00fczdeki 15 y\u0131lda IoT projelerine 30 milyar dolar harcanmas\u0131 bekleniyor.<\/p>\n<p>8-Kestirimci bak\u0131m iyi bir yat\u0131r\u0131m opsiyonudur. \u00d6nleyici bak\u0131ma g\u00f6re yakla\u015f\u0131k %8 ila %12 ve reaktif bak\u0131ma g\u00f6re %40&#8217;a kadar tasarruf sa\u011flar. <a href=\"https:\/\/www.mckinsey.com\/tr\/overview\" rel=\"nofollow noopener\" target=\"_blank\"><strong>Kaynak<\/strong><\/a><\/p>\n<p>9-ABD&#8217;de bulunan fabrikalar\u0131n \u00a0%80&#8217;i \u00f6nleyici bak\u0131m kullan\u0131yor. Yar\u0131s\u0131ndan fazlas\u0131 analitik ara\u00e7larla <em>kestirimci bak\u0131m<\/em> kullan\u0131yor.<\/p>\n<p>10- \u0130malat end\u00fcstrisi 2025 y\u0131l\u0131na kadar 630 milyar dolara kadar tasarruf sa\u011flayabilir.<\/p>\n<figure id=\"attachment_52096\" aria-describedby=\"caption-attachment-52096\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-52096 size-medium\" src=\"https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/elektrik-1-768x456.jpeg\" alt=\"\" width=\"768\" height=\"456\" title=\"\" srcset=\"https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/elektrik-1-768x456.jpeg 768w, https:\/\/artesis.com\/wp-content\/uploads\/2025\/01\/elektrik-1-1170x694.jpeg 1170w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-52096\" class=\"wp-caption-text\"><strong>Kestirimci bak\u0131m iyi bir yat\u0131r\u0131m opsiyonudur. \u00d6nleyici bak\u0131ma g\u00f6re yakla\u015f\u0131k %8 ila %12 ve reaktif bak\u0131ma g\u00f6re %40&#8217;a kadar tasarruf sa\u011flar.<\/strong><\/figcaption><\/figure>\n<h2><strong>Sonu\u00e7<\/strong><\/h2>\n<p><strong>Kestirimci bak\u0131m<\/strong> geli\u015fen yapay zeka ve nesnelerin interneti teknolojisi ile \u00e7ok daha etkin bir ve verimli bir y\u00f6ntem olarak giderek yayg\u0131nla\u015f\u0131yor. Artesis sundu\u011fu <strong>sens\u00f6rs\u00fcz kestirimci bak\u0131m<\/strong> teknolojisi ile i\u015fletmeler i\u00e7in zahmetsiz ve kolay bir kestirimci bak\u0131m \u00e7\u00f6z\u00fcm\u00fc sunuyor. Siz de i\u015fletmenizde plans\u0131z duru\u015flar\u0131n \u00f6n\u00fcne ge\u00e7mek, enerji verimlili\u011fini maksimum seviyeye \u00e7\u0131karmak ve ekipmanlar\u0131n\u0131z\u0131 izlemek i\u00e7in hemen bizimle ileti\u015fime ge\u00e7in.<\/p>\n<p><strong>Kaynaklar<\/strong><\/p>\n<p>&#8211;<strong>Mckinsey.com<\/strong><\/p>\n<p>&#8211;<strong>Deloitte<\/strong><\/p>\n<p>&#8211;<strong>Plant Service Manager<\/strong><\/p>\n<p><strong>-Researchgate<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Son 10 y\u0131lda ba\u015f d\u00f6nd\u00fcr\u00fcc\u00fc bir \u015fekilde artan dijitalle\u015fme bak\u0131m s\u00fcre\u00e7lerini de yak\u0131ndan ilgilendiriyor. Dijitalle\u015fmenin i\u015fletmelere getirdi\u011fi faydalar\u0131n ba\u015f\u0131nda \u015f\u00fcphesiz uzaktan eri\u015fim, kontrol ve verimlilik art\u0131\u015f\u0131 geliyor&#8230;<\/p>\n","protected":false},"author":2,"featured_media":52064,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","inline_featured_image":false,"footnotes":""},"categories":[75],"tags":[],"class_list":["post-52063","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artesis-2"],"_links":{"self":[{"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/posts\/52063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/comments?post=52063"}],"version-history":[{"count":2,"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/posts\/52063\/revisions"}],"predecessor-version":[{"id":53910,"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/posts\/52063\/revisions\/53910"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/media\/52064"}],"wp:attachment":[{"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/media?parent=52063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/categories?post=52063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/artesis.com\/tr\/wp-json\/wp\/v2\/tags?post=52063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}