{"id":6223,"date":"2026-02-10T17:39:12","date_gmt":"2026-02-10T14:39:12","guid":{"rendered":"https:\/\/www.erdemmakinaltd.com\/?p=6223"},"modified":"2026-02-04T17:40:06","modified_gmt":"2026-02-04T14:40:06","slug":"endustriyel-otomasyonda-ar-ge-ve-inovasyon","status":"publish","type":"post","link":"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/endustriyel-otomasyonda-ar-ge-ve-inovasyon\/","title":{"rendered":"End\u00fcstriyel Otomasyonda Ar-Ge ve \u0130novasyon: Erdem Makina Yakla\u015f\u0131m\u0131"},"content":{"rendered":"<div id=\"pl-6223\"  class=\"panel-layout\" ><div id=\"pg-6223-0\"  class=\"panel-grid panel-has-style\" ><div style=\"padding: 100px 0; \" data-overlay=\"true\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-6223-0\" ><div id=\"pgc-6223-0-0\"  class=\"panel-grid-cell panel-grid-cell-empty\" ><\/div><div id=\"pgc-6223-0-1\"  class=\"panel-grid-cell panel-grid-cell-mobile-last\" ><div id=\"panel-6223-0-1-0\" class=\"widget_text so-panel widget widget_custom_html panel-first-child\" data-index=\"0\" ><div style=\"text-align: left;\" data-title-color=\"#443f3f\" data-headings-color=\"#443f3f\" class=\"widget_text panel-widget-style panel-widget-style-for-6223-0-1-0\" ><div class=\"textwidget custom-html-widget\"><style>\n  ul.breadcrumb {\n    padding: 10px 16px;\n    list-style: none;\n  }\n  ul.breadcrumb li {\n    display: inline;\n    font-size: 18px;\n  }\n  ul.breadcrumb li a {\n    text-decoration: none;\n  }\n  ul.breadcrumb li a:hover {\n    text-decoration: underline;\n  }\n<\/style>\n\n<div style=\"margin-bottom: 20px;\">\n  <div itemscope itemtype=\"http:\/\/schema.org\/BreadcrumbList\">\n    <ul class=\"breadcrumb\">\n      <li itemprop=\"itemListElement\" itemscope itemtype=\"http:\/\/schema.org\/ListItem\">\n        <a itemprop=\"item\" title=\"Machine de moulage par injection de l&#039;aluminium\" href=\"http:\/\/www.erdemmakinaltd.com\/fr\/robots-dinjection-daluminium\/\">\n          <span itemprop=\"name\">Machine de moulage par injection de l'aluminium<\/span>\n        <\/a>\n        <meta itemprop=\"position\" content=\"1\">\n      <\/li>\n      <li>\n        <span style=\"font-size: 16px !important\">\/<\/span>\n      <\/li>\n      <li itemprop=\"itemListElement\" itemscope itemtype=\"http:\/\/schema.org\/ListItem\">\n        <a itemprop=\"item\" title=\"Qu&#039;est-ce qu&#039;un robot de pulv\u00e9risation de moules ?\" href=\"http:\/\/www.erdemmakinaltd.com\/fr\/blog\/kalip-spreyleme-robotu-nedir\/\">\n          <span itemprop=\"name\">Qu'est-ce qu'un robot de pulv\u00e9risation de moules ?<\/span>\n        <\/a>\n        <meta itemprop=\"position\" content=\"2\">\n      <\/li>\n    <\/ul>\n  <\/div>\n<\/div><\/div><\/div><\/div><div id=\"panel-6223-0-1-1\" class=\"so-panel widget widget_sow-editor\" data-index=\"1\" ><div style=\"text-align: left;\" data-title-color=\"#443f3f\" data-headings-color=\"#443f3f\" class=\"panel-widget-style panel-widget-style-for-6223-0-1-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><span style=\"font-weight: 400;\">\u00dcretimde h\u0131z bask\u0131s\u0131 art\u0131yor, toleranslar daral\u0131yor, enerji maliyeti y\u00fckseliyor; ayn\u0131 hatta hem kaliteyi korumak hem de g\u00fcvenli\u011fi art\u0131rmak art\u0131k \u201cfazla mesai\u201dyle \u00e7\u00f6z\u00fclm\u00fcyor. Bu noktada <\/span><b>R&amp;D<\/b><span style=\"font-weight: 400;\"> ve inovasyon, end\u00fcstriyel otomasyonun sadece daha h\u0131zl\u0131 de\u011fil, daha \u00f6ng\u00f6r\u00fclebilir ve \u00f6l\u00e7\u00fclebilir \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011fl\u0131yor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u00fcrkiye\u2019de 2026 itibar\u0131yla yapay zeka destekli kestirimci bak\u0131m, IoT tabanl\u0131 ger\u00e7ek zamanl\u0131 izleme, robotik uygulamalar ve s\u00fcrd\u00fcr\u00fclebilirlik odakl\u0131 iyile\u015ftirmeler \u00f6ne \u00e7\u0131k\u0131yor. Basit bir \u00f6rnekle, sens\u00f6r verisiyle kal\u0131p s\u0131cakl\u0131\u011f\u0131 ve \u00e7evrim s\u00fcresi stabil tutuldu\u011funda hurda oran\u0131 d\u00fc\u015f\u00fcyor, duru\u015flar azal\u0131yor, operat\u00f6r\u00fcn riskli alana girmesi daha az gerekiyor.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Bu yaz\u0131da, Ar-Ge\u2019nin sahaya nas\u0131l indi\u011fini, inovasyonun hangi a\u015famada ger\u00e7ek de\u011fer \u00fcretti\u011fini ve bunun \u00fcretim h\u0131z\u0131, kalite, maliyet ve i\u015f g\u00fcvenli\u011fine etkisini net \u00f6rneklerle ele alaca\u011f\u0131z. Erdem Makina yakla\u015f\u0131m\u0131n\u0131 da \u201cmarka s\u00f6ylemi\u201d \u00fczerinden de\u011fil, problem tan\u0131m\u0131, deneme do\u011frulama, veriyle karar verme ve standardizasyon mant\u0131\u011f\u0131 \u00fczerinden okuyacaks\u0131n\u0131z. Konuya yak\u0131n bir \u00e7er\u00e7eve i\u00e7in<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/2025te-aluminyum-dokum-sektorunde-devrim-yaratacak-teknolojiler\/\" target=\"_self\"> <span style=\"font-weight: 400;\">End\u00fcstri 4.0 ve al\u00fcminyum d\u00f6k\u00fcm inovasyonlar\u0131<\/span><\/a><span style=\"font-weight: 400;\"> i\u00e7eri\u011fi de iyi bir ba\u015flang\u0131\u00e7 sunar.<\/span><\/p>\n<h2><b>End\u00fcstriyel otomasyonda Ar-Ge\u2019nin somut katk\u0131s\u0131: h\u0131z, kalite ve daha az duru\u015f<\/b><\/h2>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Ar-Ge, otomasyonda \u201cdaha h\u0131zl\u0131 \u00e7al\u0131\u015fs\u0131n\u201d iste\u011fini, \u00f6l\u00e7\u00fclebilir sonu\u00e7lara \u00e7eviren k\u00f6pr\u00fcd\u00fcr. \u00dcretimde h\u0131z dedi\u011fimiz \u015fey \u00e7o\u011fu zaman <\/span><b>\u00e7evrim s\u00fcresi<\/b><span style=\"font-weight: 400;\">dir, yani bir par\u00e7an\u0131n ba\u015ftan sona ka\u00e7 saniyede \u00e7\u0131kt\u0131\u011f\u0131. Kalite ise \u201cg\u00f6zle iyi g\u00f6r\u00fcn\u00fcyor\u201ddan \u00e7ok, <\/span><b>\u00f6l\u00e7\u00fcyle do\u011frulanan tolerans<\/b><span style=\"font-weight: 400;\"> ve d\u00fc\u015f\u00fck <\/span><b>hurda oran\u0131<\/b><span style=\"font-weight: 400;\">d\u0131r. Duru\u015f da makinenin \u00fcretimi durdurdu\u011fu s\u00fcredir, her dakika kay\u0131p par\u00e7a ve kay\u0131p enerji demektir. Ar-Ge do\u011fru yap\u0131ld\u0131\u011f\u0131nda bu \u00fc\u00e7 ba\u015fl\u0131k ayn\u0131 anda iyile\u015fir, \u00e7\u00fcnk\u00fc s\u00fcre\u00e7 daha stabil hale gelir.<\/span><\/p>\n<h3><b>Ar-Ge olmadan otomasyon neden k\u0131sa s\u00fcrede t\u0131kan\u0131r?<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">\u0130lk kurulumda her \u015fey iyi g\u00f6r\u00fcn\u00fcr, fakat s\u00fcre\u00e7 b\u00fcy\u00fcd\u00fck\u00e7e sorunlar birikir. En yayg\u0131n t\u0131kanma, <\/span><b>bak\u0131m maliyetlerinin artmas\u0131d\u0131r<\/b><span style=\"font-weight: 400;\">. \u00c7\u00fcnk\u00fc sistem, ar\u0131zaya neden olan k\u00f6k problemi \u00e7\u00f6zmek yerine \u201c\u00e7al\u0131\u015fs\u0131n yeter\u201d mant\u0131\u011f\u0131yla yamalan\u0131r. Bu da daha s\u0131k duru\u015f, daha fazla yedek par\u00e7a ve daha fazla servis \u00e7a\u011fr\u0131s\u0131 demektir.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">\u0130kinci sorun <\/span><b>eski kontrol sistemleri<\/b><span style=\"font-weight: 400;\">dir. PLC, s\u00fcr\u00fcc\u00fcler veya operat\u00f6r paneli g\u00fcncel de\u011filse, yaz\u0131l\u0131m de\u011fi\u015fikli\u011fi zorla\u015f\u0131r. En k\u00fc\u00e7\u00fck revizyon bile \u201chat durmas\u0131n\u201d korkusuyla ertelenir. Zamanla hat, yeni \u00fcr\u00fcn veya yeni kalite standard\u0131na uyum sa\u011flayamaz.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">\u00dc\u00e7\u00fcnc\u00fc ba\u015fl\u0131k <\/span><b>yedek par\u00e7a bulunurlu\u011fu<\/b><span style=\"font-weight: 400;\">dur. Piyasada bulunmayan bir mod\u00fcl, k\u00fc\u00e7\u00fck bir ar\u0131zay\u0131 g\u00fcnlerce s\u00fcren duru\u015fa \u00e7evirebilir. Ar-Ge burada sadece par\u00e7a se\u00e7imi de\u011fil, kritik par\u00e7alar\u0131n alternatifleri, standartla\u015ft\u0131rma ve dok\u00fcmantasyon demektir.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Son olarak <\/span><b>operat\u00f6r hatalar\u0131<\/b><span style=\"font-weight: 400;\"> gelir. Karma\u015f\u0131k ekranlar, belirsiz alarmlar ve standart olmayan ayarlar, ayn\u0131 i\u015fin her vardiyada farkl\u0131 yap\u0131lmas\u0131na neden olur.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Burada kritik fark \u015fudur: <\/span><b>Mevcut sistemi kopyalamak<\/b><span style=\"font-weight: 400;\"> ayn\u0131 hatalar\u0131 da kopyalar. <\/span><b>S\u00fcreci iyile\u015ftirmek<\/b><span style=\"font-weight: 400;\"> ise \u00f6l\u00e7\u00fcm ekler, kontrol\u00fc g\u00fc\u00e7lendirir, insan ba\u011f\u0131ml\u0131l\u0131\u011f\u0131n\u0131 azalt\u0131r ve sistemi gelece\u011fe haz\u0131rlar.<\/span><\/p>\n<h3><b>\u0130novasyonun pratik kar\u015f\u0131l\u0131\u011f\u0131: daha az hata, daha stabil \u00fcretim<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0130novasyon \u00e7o\u011fu tesiste \u201cyeni makine almak\u201d diye anla\u015f\u0131l\u0131r. Oysa sahadaki kar\u015f\u0131l\u0131\u011f\u0131 daha basittir: do\u011fru sens\u00f6r, do\u011fru alarm, do\u011fru kontrol.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">\u00d6rne\u011fin sens\u00f6r se\u00e7imi. Yanl\u0131\u015f yerde veya yanl\u0131\u015f tip sens\u00f6r kullan\u0131rsan, sistem k\u00f6r kal\u0131r. Do\u011fru sens\u00f6r ise s\u0131cakl\u0131k, bas\u0131n\u00e7, ak\u0131\u015f, titre\u015fim gibi verileri d\u00fczenli toplar; proses \u201cayn\u0131 ko\u015fulu\u201d tekrar eder. Bu da <\/span><b>stabil \u00fcretim<\/b><span style=\"font-weight: 400;\"> demektir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Otomatik kontrol de g\u00fcnl\u00fck dile \u00e7evrilince \u015fudur: Usta her seferinde el yordam\u0131yla ayar yapmas\u0131n, sistem hedef de\u011feri kendi tutsun. Veri takibi ise \u201csorun oldu\u011funda ge\u00e7mi\u015fe bak\u0131p nedenini bulmak\u201dt\u0131r.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">K\u00fc\u00e7\u00fck ba\u015flay\u0131p b\u00fcy\u00fck fayda getiren net bir \u00f6rnek: Kritik bir noktaya <\/span><b>ek bir \u00f6l\u00e7\u00fcm noktas\u0131<\/b><span style=\"font-weight: 400;\"> koymak ve buna ba\u011fl\u0131 <\/span><b>otomatik alarm<\/b><span style=\"font-weight: 400;\"> tan\u0131mlamak. Diyelim ki ya\u011flama bas\u0131nc\u0131 d\u00fc\u015f\u00fcyor. Operat\u00f6r bunu ge\u00e7 fark ederse, par\u00e7a kalitesi bozulur ve makine durabilir. Alarm erken gelirse, duru\u015f k\u0131sa s\u00fcrer, hurda olu\u015fmadan m\u00fcdahale edilir. Bu yakla\u015f\u0131m, robotlu uygulamalarda da hatay\u0131 azalt\u0131r; \u00f6rne\u011fin<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/ar\/blog\/otomatik-kalip-spreyleme-ile-dokum-kalitesini-artirmanin-yollari\/\" target=\"_self\"> <span style=\"font-weight: 400;\">Lineer d\u00f6k\u00fcm robotlar\u0131yla hassas \u00fcretim<\/span><\/a><span style=\"font-weight: 400;\"> gibi sistemlerde tekrarlanabilirlik, do\u011fru izleme ve kontrolle ger\u00e7ek de\u011ferine ula\u015f\u0131r.<\/span><\/p>\n<h3><b>Ar-Ge\u2019nin ba\u015far\u0131s\u0131n\u0131 nas\u0131l \u00f6l\u00e7ersiniz? Takip edilmesi gereken 6 g\u00f6sterge<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ar-Ge\u2019nin \u201ciyi hissettirmesi\u201d yetmez, say\u0131 konu\u015fmal\u0131d\u0131r. A\u015fa\u011f\u0131daki 6 g\u00f6sterge, h\u0131z, kalite ve duru\u015f etkisini net g\u00f6sterir:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Kullan\u0131labilirlik (OEE\u2019nin 1. par\u00e7as\u0131)<\/b><span style=\"font-weight: 400;\">: Makine planlanan s\u00fcrede ger\u00e7ekten \u00e7al\u0131\u015ft\u0131 m\u0131? Duru\u015flar d\u00fc\u015ferse artar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Performans (OEE\u2019nin 2. par\u00e7as\u0131)<\/b><span style=\"font-weight: 400;\">: Makine hedef h\u0131z\u0131nda \u00fcretti mi? \u00c7evrim s\u00fcresi iyile\u015fince y\u00fckselir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Kalite (OEE\u2019nin 3. par\u00e7as\u0131)<\/b><span style=\"font-weight: 400;\">: \u00dcretilen par\u00e7alar\u0131n ka\u00e7\u0131 hatas\u0131z \u00e7\u0131kt\u0131? Hurda ve yeniden i\u015fleme azal\u0131nca artar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Ar\u0131za s\u0131kl\u0131\u011f\u0131<\/b><span style=\"font-weight: 400;\">: Ar\u0131zalar ne kadar s\u0131k oluyor? S\u0131k ar\u0131za, zay\u0131f tasar\u0131m veya yanl\u0131\u015f bak\u0131m i\u015faretidir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>MTTR (onar\u0131m i\u00e7in ortalama s\u00fcre)<\/b><span style=\"font-weight: 400;\">: Ar\u0131za olunca ne kadar h\u0131zl\u0131 toparl\u0131yorsun? \u0130yi tasarlanm\u0131\u015f otomasyon, ar\u0131zay\u0131 h\u0131zl\u0131 te\u015fhis ettirir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Enerji\/\u00fcr\u00fcn<\/b><span style=\"font-weight: 400;\">: Bir par\u00e7ay\u0131 \u00fcretmek i\u00e7in ka\u00e7 kWh harc\u0131yorsun? \u0130zleme ve proses stabilitesi, gereksiz t\u00fcketimi azalt\u0131r.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Bu g\u00f6stergeleri d\u00fczenli izledi\u011finde, Ar-Ge\u2019nin katk\u0131s\u0131 netle\u015fir: daha k\u0131sa duru\u015f, daha d\u00fc\u015f\u00fck hurda, daha \u00f6ng\u00f6r\u00fclebilir \u00fcretim.<\/span><\/p>\n<h2><b>Erdem Makina yakla\u015f\u0131m\u0131: sahadan gelen problemi, m\u00fchendislikle \u00e7\u00f6z\u00fcme \u00e7evirmek<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Sahada ya\u015fanan sorunlar genelde kendini g\u00fcr\u00fclt\u00fcyle belli eder; duru\u015f artar, kalite dalgalan\u0131r, operat\u00f6r \u201cayn\u0131 ayar\u0131\u201d tutturamaz. Masada \u00e7izilen \u00e7\u00f6z\u00fcm ise bazen ger\u00e7ek hayatta kar\u015f\u0131l\u0131\u011f\u0131n\u0131 bulmaz. Erdem Makina yakla\u015f\u0131m\u0131n\u0131n fark\u0131 burada ba\u015flar: problemi ar\u0131za an\u0131nda de\u011fil, \u00fcretim ak\u0131\u015f\u0131n\u0131n i\u00e7inde yakalar, \u00f6l\u00e7er, k\u00f6k nedenini netle\u015ftirir, sonra da m\u00fchendislikle kal\u0131c\u0131 bir \u00e7\u00f6z\u00fcme d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu, tek seferlik bir \u201ciyile\u015ftirme i\u015fi\u201d de\u011fil; tekrar edilebilir bir Ar-Ge rutini kurmak demektir.<\/span><\/p>\n<h3><b>Ar-Ge k\u00fclt\u00fcr\u00fc nas\u0131l kurulur? Ekip, test d\u00fczeni ve net hedefler<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Ar-Ge k\u00fclt\u00fcr\u00fc, b\u00fcy\u00fck c\u00fcmlelerden de\u011fil, k\u00fc\u00e7\u00fck ama disiplinli bir d\u00fczenekten do\u011far. \u0130lk ad\u0131m, herkesin ayn\u0131 dili konu\u015fmas\u0131d\u0131r. Bak\u0131m \u201car\u0131za\u201d, \u00fcretim \u201cduru\u015f\u201d, kalite \u201churda\u201d der; Ar-Ge bu \u00fc\u00e7 kelimeyi tek bir soruya indirger: <\/span><b>Sorun nerede, ne zaman, hangi ko\u015fulda olu\u015fuyor?<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Bunun i\u00e7in i\u015fe yarayan pratik bir yap\u0131 \u015fudur:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Problem havuzu<\/b><span style=\"font-weight: 400;\">: Saha ekipleri, \u201ccan yakan\u201d konular\u0131 kayda al\u0131r. K\u0131sa bir format yeterlidir; tarih, hat, semptom, etkisi (duru\u015f s\u00fcresi, hurda adedi, i\u015f g\u00fcvenli\u011fi riski).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>K\u00f6k neden analizi<\/b><span style=\"font-weight: 400;\">: Semptomla yetinilmez. \u201cSens\u00f6r bozuluyor\u201d demek sonu\u00e7tur; as\u0131l soru \u201cneden bozuluyor\u201ddur. Yanl\u0131\u015f montaj yeri, s\u0131cakl\u0131k etkisi, kablo g\u00fczergah\u0131, yaz\u0131l\u0131m filtresi, titre\u015fim, operat\u00f6r al\u0131\u015fkanl\u0131\u011f\u0131 gibi ba\u015fl\u0131klar masaya yat\u0131r\u0131l\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Prototip ve kontroll\u00fc deneme<\/b><span style=\"font-weight: 400;\">: \u00c7\u00f6z\u00fcm \u00f6nce k\u00fc\u00e7\u00fck \u00f6l\u00e7ekte denenir. Ama\u00e7, \u00fcretimi riske atmadan fikir do\u011frulamakt\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Saha testi<\/b><span style=\"font-weight: 400;\">: Test, ger\u00e7ek \u00e7evrimde yap\u0131l\u0131r. \u00c7\u00fcnk\u00fc baz\u0131 hatalar yaln\u0131zca \u0131s\u0131, toz, vardiya ritmi ve ger\u00e7ek par\u00e7a ak\u0131\u015f\u0131 i\u00e7inde ortaya \u00e7\u0131kar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Revizyon ve standarda ba\u011flama<\/b><span style=\"font-weight: 400;\">: \u0130\u015fin en kritik noktas\u0131 buras\u0131d\u0131r. \u00c7\u00f6z\u00fcm \u00e7al\u0131\u015ft\u0131ysa \u201custan\u0131n bildi\u011fi ayar\u201d olarak kalmamal\u0131, standart hale gelmelidir.<\/span><\/li>\n<\/ol>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Bu k\u00fclt\u00fcr\u00fc kal\u0131c\u0131 yapan iki \u015fey var: <\/span><b>dok\u00fcmantasyon<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>standartla\u015ft\u0131rma<\/b><span style=\"font-weight: 400;\">. Dok\u00fcmantasyon, sonraki ar\u0131zada \u201ckim hat\u0131rl\u0131yor\u201d sorununu bitirir. Standartla\u015ft\u0131rma ise ayn\u0131 tip makinede ayn\u0131 dilin konu\u015fulmas\u0131n\u0131 sa\u011flar; alarm adlar\u0131, kablo etiketleri, yedek par\u00e7a listesi, yaz\u0131l\u0131m versiyonlar\u0131 gibi detaylar, MTTR\u2019yi do\u011frudan d\u00fc\u015f\u00fcr\u00fcr. K\u0131sacas\u0131 Ar-Ge, iyi fikri de\u011fil, iyi tekrar\u0131 sever.<\/span><\/p>\n<h3><b>\u00dcniversite ve kurum destekleriyle (\u00f6r. T\u00dcB\u0130TAK) projeyi b\u00fcy\u00fctmek<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Baz\u0131 problemler vard\u0131r, \u015firket i\u00e7i imkanlarla \u00e7\u00f6z\u00fcl\u00fcr. Baz\u0131lar\u0131 ise daha uzun test, daha fazla \u00f6l\u00e7\u00fcm, daha s\u0131k\u0131 raporlama ister. T\u00dcB\u0130TAK-TEYDEB gibi destekler tam bu noktada devreye girer. Bu t\u00fcr programlar\u0131n en b\u00fcy\u00fck katk\u0131s\u0131 \u201cpara\u201ddan \u00f6nce <\/span><b>disiplin<\/b><span style=\"font-weight: 400;\">dir; hedefi, y\u00f6ntemi ve \u00e7\u0131kt\u0131y\u0131 netle\u015ftirir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Genel \u00e7er\u00e7evede desteklerin sa\u011flad\u0131\u011f\u0131 ba\u015fl\u0131klar \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>B\u00fct\u00e7e ve kaynak plan\u0131<\/b><span style=\"font-weight: 400;\">: Sens\u00f6r, test ekipman\u0131, yaz\u0131l\u0131m geli\u015ftirme, do\u011frulama \u00e7al\u0131\u015fmalar\u0131 gibi kalemler i\u00e7in daha rahat bir \u00e7er\u00e7eve olu\u015fur.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Test ve do\u011frulama yakla\u015f\u0131m\u0131<\/b><span style=\"font-weight: 400;\">: \u201c\u00c7al\u0131\u015ft\u0131\u201d demek yetmez; \u00f6l\u00e7\u00fcm plan\u0131, kabul kriteri ve kar\u015f\u0131la\u015ft\u0131rma metoduyla ilerlenir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Raporlama disiplini<\/b><span style=\"font-weight: 400;\">: D\u00fczenli rapor, ekip i\u00e7inde ortak haf\u0131za olu\u015fturur. Sonraki projelerde de h\u0131z kazand\u0131r\u0131r.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Peki hangi t\u00fcr sorunlar destekli projeye daha uygundur? \u00dc\u00e7 i\u015faret varsa destekli model mant\u0131kl\u0131d\u0131r: (1) sorunun etkisi y\u00fcksekse (duru\u015f, enerji, kalite), (2) \u00e7\u00f6z\u00fcm birden fazla disiplini i\u00e7eriyorsa (mekanik, otomasyon, proses, yaz\u0131l\u0131m), (3) do\u011frulama i\u00e7in uzun s\u00fcreli saha verisi gerekiyorsa. \u00d6rne\u011fin proses kararl\u0131l\u0131\u011f\u0131n\u0131 art\u0131racak kontrol stratejileri, enerji t\u00fcketimini azaltacak kapal\u0131 sistem tasar\u0131mlar\u0131, insan m\u00fcdahalesini d\u00fc\u015f\u00fcrecek g\u00fcvenlik ve otomasyon iyile\u015ftirmeleri bu kapsama girer.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Erdem Makina\u2019n\u0131n tamamlad\u0131\u011f\u0131 projeler i\u00e7inde <\/span><b>T\u00dcB\u0130TAK-TEYDEB taraf\u0131ndan desteklenmeye de\u011fer bulunan \u00e7al\u0131\u015fmalar<\/b><span style=\"font-weight: 400;\"> oldu\u011funun, resmi site i\u00e7eri\u011finde a\u00e7\u0131k bi\u00e7imde ifade edilmesi bu yakla\u015f\u0131m\u0131n sahaya inen bir kar\u015f\u0131l\u0131\u011f\u0131 oldu\u011funu g\u00f6sterir. Bu tip proje ve Ar-Ge i\u00e7eriklerini takip etmek i\u00e7in<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/\" target=\"_self\"> <span style=\"font-weight: 400;\">Erdem Makina blogundaki Ar-Ge ve projeler<\/span><\/a><span style=\"font-weight: 400;\"> sayfas\u0131 iyi bir referans alan\u0131 sunar.<\/span><\/p>\n<h3><b>Ar-Ge sayfas\u0131ndan g\u00f6r\u00fcnen odak: s\u00fcrekli yat\u0131r\u0131m ve inovasyon mant\u0131\u011f\u0131<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Ar-Ge\u2019nin s\u00fcrd\u00fcr\u00fclebilir olmas\u0131, \u201cbu y\u0131l da bir \u015fey yapal\u0131m\u201d motivasyonuyla de\u011fil, d\u00fczenli yat\u0131r\u0131m mant\u0131\u011f\u0131yla m\u00fcmk\u00fcn olur. Erdem Makina\u2019n\u0131n Ar-Ge anlat\u0131s\u0131nda \u00f6ne \u00e7\u0131kan nokta, <\/span><b>her y\u0131l Ar-Ge ve inovasyona yat\u0131r\u0131m<\/b><span style=\"font-weight: 400;\"> yakla\u015f\u0131m\u0131d\u0131r. Bu, sahadaki problemleri bir sonraki y\u0131l\u0131n b\u00fct\u00e7esine ertelemek yerine, s\u00fcrekli iyile\u015ftirme d\u00f6ng\u00fcs\u00fcne ba\u011flar.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Ayr\u0131ca Ar-Ge\u2019nin tek ba\u015f\u0131na kapal\u0131 bir oda i\u015fi olmad\u0131\u011f\u0131 da net: m\u00fchendis ve teknik kadro yan\u0131nda <\/span><b>\u00fcniversite i\u015f birlikleri<\/b><span style=\"font-weight: 400;\"> vurgulan\u0131r. \u00dcniversite taraf\u0131, \u00f6zellikle \u00f6l\u00e7\u00fcm y\u00f6ntemi, deney tasar\u0131m\u0131, malzeme ve proses bilgisi gibi alanlarda derinlik kazand\u0131r\u0131r. Saha taraf\u0131 ise \u201claboratuvarda \u00e7al\u0131\u015fan\u201d fikri, \u00fcretimde \u00e7al\u0131\u015facak hale getirir. Bu ikisi birle\u015fmedi\u011finde ortaya ya pahal\u0131 ama k\u0131r\u0131lgan \u00e7\u00f6z\u00fcmler \u00e7\u0131kar, ya da ucuz ama ge\u00e7ici yamalar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130novasyonun burada pratik kar\u015f\u0131l\u0131\u011f\u0131 \u015fudur: m\u00fc\u015fterinin ihtiyac\u0131na g\u00f6re tasarlamak, test etmek, do\u011frulamak ve sahada standarda ba\u011flamak. Ar-Ge yakla\u015f\u0131m\u0131n\u0131n ana \u00e7er\u00e7evesini do\u011frudan kayna\u011f\u0131ndan g\u00f6rmek istersen,<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/en\/r-d\/\"> <span style=\"font-weight: 400;\">Erdem Makina\u2019n\u0131n Ar-Ge yakla\u015f\u0131m\u0131<\/span><\/a><span style=\"font-weight: 400;\"> sayfas\u0131 bu s\u00fcreklilik, \u00fcniversite i\u015f birlikleri ve destekli projeler vurgusunu bir arada sunar.<\/span><\/p>\n<h2><b>Fikirden devreye almaya: otomasyon projelerinde inovasyon s\u00fcreci ad\u0131m ad\u0131m<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Bir otomasyon projesinde inovasyon, \u201cyeni bir \u015fey yapmak\u201d kadar, do\u011fru s\u0131rayla ilerlemek demektir. Sahada her dakika \u00fcretim ak\u0131yor, duru\u015fun ve hatan\u0131n maliyeti b\u00fcy\u00fcyor. Bu y\u00fczden fikir a\u015famas\u0131ndan devreye almaya giderken yal\u0131n bir ya\u015fam d\u00f6ng\u00fcs\u00fc kurmak gerekir: <\/span><b>ihtiyac\u0131 netle\u015ftir, k\u00fc\u00e7\u00fck \u00f6l\u00e7ekte dene, sahada g\u00fcvenli \u015fekilde devreye al, stabilize et<\/b><span style=\"font-weight: 400;\">. 2026\u2019da T\u00fcrkiye\u2019de \u00f6ne \u00e7\u0131kan yakla\u015f\u0131m da buna yak\u0131n, robotik, sens\u00f6rler ve veri takibinin birlikte d\u00fc\u015f\u00fcn\u00fclmesi, kararlar\u0131n veriyle desteklenmesi, enerji ve kalite hedeflerinin ayn\u0131 tabloda ele al\u0131nmas\u0131 bekleniyor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu ak\u0131\u015f oturunca \u201cen pahal\u0131 \u00e7\u00f6z\u00fcm\u201d tuza\u011f\u0131ndan \u00e7\u0131kars\u0131n. \u00c7\u00fcnk\u00fc pahal\u0131 olan \u00e7o\u011fu zaman ekipman de\u011fil, yanl\u0131\u015f problem i\u00e7in yap\u0131lan yat\u0131r\u0131md\u0131r.<\/span><\/p>\n<h3><b>\u0130htiya\u00e7 analizi: do\u011fru problemi se\u00e7mek, yanl\u0131\u015f yat\u0131r\u0131m\u0131 \u00f6nler<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0130yi bir ihtiya\u00e7 analizi, otomasyonun en kritik sigortas\u0131d\u0131r. \u0130lk ad\u0131m \u201cne yapaca\u011f\u0131z\u201d de\u011fil, <\/span><b>hangi problemi \u00e7\u00f6zece\u011fiz<\/b><span style=\"font-weight: 400;\"> sorusudur. \u00d6rne\u011fin hedefin \u00e7evrim s\u00fcresini k\u0131saltmak m\u0131, hurday\u0131 azaltmak m\u0131, operat\u00f6r\u00fc riskli alandan \u00e7ekmek mi, yoksa enerji t\u00fcketimini kontrol alt\u0131na almak m\u0131? Bu hedeflerden biri netle\u015fmeden yap\u0131lan proje, sahada s\u00fcrekli revizyona d\u00f6ner.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Burada pratik bir \u00e7er\u00e7eve i\u015fe yarar:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Problem tan\u0131m\u0131<\/b><span style=\"font-weight: 400;\">: Belirtiyi de\u011fil k\u00f6k etkiyi yaz. \u201cRobot s\u0131k duruyor\u201d yerine \u201cX istasyonunda kavrama hatas\u0131 nedeniyle vardiya ba\u015f\u0131na Y kez duru\u015f\u201d gibi.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kapsam<\/b><span style=\"font-weight: 400;\">: Hangi makine, hangi istasyon, hangi \u00fcr\u00fcn grubu? Kapsam b\u00fcy\u00fcd\u00fck\u00e7e risk ve s\u00fcre uzar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ba\u015far\u0131 \u00f6l\u00e7\u00fctleri (KPI)<\/b><span style=\"font-weight: 400;\">: Projeyi bitirince neyi \u00f6l\u00e7\u00fcp \u201ctamam\u201d diyeceksin? OEE, \u00e7evrim s\u00fcresi, hurda oran\u0131, MTTR, enerji\/\u00fcr\u00fcn gibi metrikleri ba\u015ftan se\u00e7.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u00fct\u00e7e ve s\u00fcre beklentisi<\/b><span style=\"font-weight: 400;\">: \u201cNe kadar s\u00fcrede geri d\u00f6necek\u201d sorusu burada cevaplan\u0131r. B\u00fct\u00e7eyi kalem kalem yazmak, s\u00fcrprizi azalt\u0131r.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">En \u00e7ok fayda sa\u011flayan \u00e7\u00f6z\u00fcm mant\u0131\u011f\u0131 \u015fudur: Yat\u0131r\u0131m\u0131n b\u00fcy\u00fckl\u00fc\u011f\u00fcnden \u00f6nce <\/span><b>etki alan\u0131na<\/b><span style=\"font-weight: 400;\"> bak. Bir sens\u00f6r ekleyip do\u011fru alarm kurgulamak, bazen yeni robot almaktan daha \u00e7ok duru\u015f d\u00fc\u015f\u00fcr\u00fcr. Benzer \u015fekilde, prosesin stabil olmad\u0131\u011f\u0131 bir hatta \u201cdaha h\u0131zl\u0131\u201d otomasyon kurmak, sadece hatay\u0131 h\u0131zland\u0131r\u0131r. Bu y\u00fczden analiz a\u015famas\u0131nda k\u0131sa bir \u201cmevcut durum foto\u011fraf\u0131\u201d \u00e7ekmek \u015fartt\u0131r: son 3-6 ay duru\u015f kay\u0131tlar\u0131, hurda sebepleri, vardiya farkl\u0131l\u0131klar\u0131, kritik g\u00fcvenlik riskleri.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u00fcre\u00e7 ve kalite dayan\u0131m\u0131 gibi temel hedefler, d\u00f6k\u00fcm hatlar\u0131nda da belirleyicidir. Bu perspektifi geni\u015fletmek istersen,<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/aluminyum-dokumde-dayanikliligin-sirri-erdem-makina-ile-tanisin\/\"> <span style=\"font-weight: 400;\">Al\u00fcminyum d\u00f6k\u00fcmde dayan\u0131kl\u0131l\u0131k art\u0131rma<\/span><\/a><span style=\"font-weight: 400;\"> yakla\u015f\u0131m\u0131, proses istikrar\u0131n\u0131n otomasyondaki etkisini iyi anlat\u0131r.<\/span><\/p>\n<h3><b>Tasar\u0131m ve prototip: k\u00fc\u00e7\u00fck dene, h\u0131zl\u0131 \u00f6\u011fren<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0130htiya\u00e7 netle\u015fince tasar\u0131m ba\u015flar, ama tasar\u0131m\u0131n amac\u0131 \u201cen \u015f\u0131k \u00e7\u00f6z\u00fcm\u201d de\u011fildir. Ama\u00e7, <\/span><b>en d\u00fc\u015f\u00fck riskle<\/b><span style=\"font-weight: 400;\"> hedef KPI\u2019lara y\u00fcr\u00fcmektir. Bu y\u00fczden prototip, otomasyon projelerinde bir masraf de\u011fil, maliyeti d\u00fc\u015f\u00fcren bir erken uyar\u0131 sistemidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Prototipi basit d\u00fc\u015f\u00fcn: \u00dcretimi durdurmadan, ger\u00e7ek hat ko\u015fullar\u0131n\u0131 taklit eden k\u00fc\u00e7\u00fck bir deneme.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sim\u00fclasyon<\/b><span style=\"font-weight: 400;\">: Robot eri\u015fimi, \u00e7evrim zaman\u0131, \u00e7ak\u0131\u015fma riskleri gibi konular\u0131 bilgisayar \u00fczerinde g\u00f6rmek.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>K\u00fc\u00e7\u00fck test stand\u0131<\/b><span style=\"font-weight: 400;\">: Bir kavray\u0131c\u0131, bir sens\u00f6r, bir akt\u00fcat\u00f6r ve temel yaz\u0131l\u0131m. Ama\u00e7 \u201c\u00e7al\u0131\u015f\u0131yor mu\u201dyu g\u00f6rmek, detaylar\u0131 de\u011fil.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Pilot hat<\/b><span style=\"font-weight: 400;\">: T\u00fcm sistemi ana hatta ta\u015f\u0131madan \u00f6nce dar kapsaml\u0131 bir istasyonda denemek.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bu a\u015famada en \u00e7ok kazand\u0131ran \u015fey, \u201cs\u00fcrprizleri\u201d erkenden yakalamakt\u0131r. \u00d6rne\u011fin par\u00e7a tolerans\u0131 sahada sim\u00fclasyondan farkl\u0131 \u00e7\u0131kabilir, ortam s\u0131cakl\u0131\u011f\u0131 sens\u00f6r okumalar\u0131n\u0131 kayd\u0131rabilir, operat\u00f6r al\u0131\u015fkanl\u0131\u011f\u0131 i\u015f ak\u0131\u015f\u0131n\u0131 de\u011fi\u015ftirebilir. Prototip bunlar\u0131 \u00fcretime yaymadan g\u00f6sterir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Prototipte hedefi tek c\u00fcmleye indir: <\/span><b>Riski erken g\u00f6r, revizyonu ucuzken yap.<\/b><span style=\"font-weight: 400;\"> Sonra tasar\u0131m\u0131 buna g\u00f6re olgunla\u015ft\u0131r. 2026 trendlerinde de bu bak\u0131\u015f g\u00fc\u00e7leniyor; sens\u00f6r verisini ve izlenebilirli\u011fi ba\u015ftan kurgulayan tasar\u0131mlar, sonradan eklenen \u00e7\u00f6z\u00fcmlere g\u00f6re daha h\u0131zl\u0131 toparl\u0131yor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kal\u0131p y\u00fczey i\u015flemleri gibi tekrarlanabilirlik isteyen i\u015flerde, k\u00fc\u00e7\u00fck denemeler \u00f6zellikle fayda sa\u011flar. \u00d6rne\u011fin otomatik spreyleme gibi alt s\u00fcre\u00e7lerde, ayarlar\u0131n standartla\u015fmas\u0131 hem kaliteyi hem de t\u00fcketimi etkiler. Bu ba\u015fl\u0131kta<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/pnomatik-kalip-spreyleme-ile-maliyet-tasarrufu-nasil-saglanir\/\"> <span style=\"font-weight: 400;\">Pn\u00f6matik kal\u0131p spreyleme maliyet tasarrufu<\/span><\/a><span style=\"font-weight: 400;\"> odakl\u0131 \u00f6rnekler, \u201ck\u00fc\u00e7\u00fck de\u011fi\u015fiklik, b\u00fcy\u00fck etki\u201d mant\u0131\u011f\u0131n\u0131 somutla\u015ft\u0131r\u0131r.<\/span><\/p>\n<h3><b>Saha testleri ve devreye alma: g\u00fcvenlik, e\u011fitim ve stabilizasyon<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Devreye alma, projenin en g\u00f6r\u00fcn\u00fcr an\u0131d\u0131r, ama en \u00e7ok risk de buradad\u0131r. Bu y\u00fczden iyi ekipler, devreye almay\u0131 \u201cgidelim ba\u011flayal\u0131m \u00e7al\u0131\u015fs\u0131n\u201d diye de\u011fil, <\/span><b>planl\u0131 bir ge\u00e7i\u015f<\/b><span style=\"font-weight: 400;\"> olarak y\u00f6netir. \u00d6zellikle g\u00fcvenlik, e\u011fitim ve ilk iki haftal\u0131k stabilizasyon d\u00f6nemi, projenin kal\u0131c\u0131 olmas\u0131n\u0131 belirler.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ba\u015far\u0131l\u0131 bir devreye alma plan\u0131nda \u015fu par\u00e7alar bulunur:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Devreye alma plan\u0131 ve duru\u015f penceresi<\/b><span style=\"font-weight: 400;\">: Hangi g\u00fcn, hangi vardiya, hangi s\u0131rayla? Geri d\u00f6n\u00fc\u015f (rollback) senaryosu tan\u0131ml\u0131 m\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>G\u00fcvenlik kontrol\u00fc<\/b><span style=\"font-weight: 400;\">: Acil stop, kilitleme etiketleme (LOTO) prosed\u00fcrleri, emniyet r\u00f6leleri, g\u00fcvenlik sens\u00f6rleri, riskli alan eri\u015fimleri. G\u00fcvenlik \u201cson kontrol\u201d de\u011fil, test plan\u0131n\u0131n par\u00e7as\u0131d\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Operat\u00f6r e\u011fitimi<\/b><span style=\"font-weight: 400;\">: Ekranlar, alarmlar, \u00fcr\u00fcn de\u011fi\u015fimi, temel ar\u0131za ad\u0131mlar\u0131. Operat\u00f6r \u201cniye durdu\u011funu\u201d anlarsa do\u011fru tepki verir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Bak\u0131m ekibiyle ortak dil<\/b><span style=\"font-weight: 400;\">: Alarm isimleri, I\/O listesi, yedek par\u00e7a kodlar\u0131, yaz\u0131l\u0131m versiyonu. Bu uyum, MTTR\u2019yi do\u011frudan d\u00fc\u015f\u00fcr\u00fcr.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Yedek par\u00e7a listesi<\/b><span style=\"font-weight: 400;\">: Kritik sens\u00f6r, valf, s\u00fcr\u00fcc\u00fc, ba\u011flant\u0131 elemanlar\u0131. \u201cBulunurluk\u201d yoksa en iyi sistem bile durur.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Kabul testleri (FAT\/SAT mant\u0131\u011f\u0131)<\/b><span style=\"font-weight: 400;\">: Hedef KPI\u2019lar, \u00e7evrim s\u00fcresi, g\u00fcvenlik senaryolar\u0131, kalite \u00f6l\u00e7\u00fcm\u00fc, izlenebilirlik. Kabul kriteri yaz\u0131l\u0131 olursa tart\u0131\u015fma azal\u0131r.<\/span><\/li>\n<\/ol>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Devreye alma sonras\u0131 ilk 2 hafta, ger\u00e7ek anlamda <\/span><b>stabilizasyon<\/b><span style=\"font-weight: 400;\"> d\u00f6nemidir. Bu d\u00f6nemde k\u00fc\u00e7\u00fck ayarlar normaldir, hatta beklenmelidir. Burada dikkat edilmesi gereken, \u201cayar yapmak\u201d ile \u201ckapsam kayd\u0131rmak\u201d aras\u0131ndaki fark\u0131 korumakt\u0131r. Stabilizasyonu y\u00f6netmek i\u00e7in g\u00fcnl\u00fck k\u0131sa bir rutin i\u015fe yarar: bir \u00f6nceki g\u00fcn\u00fcn duru\u015flar\u0131, en s\u0131k gelen 3 alarm, ilk m\u00fcdahale s\u00fcresi, hurda sebepleri ve operat\u00f6r geri bildirimi. Bu verilerle yaz\u0131l\u0131m filtreleri, sens\u00f6r e\u015fikleri, robot h\u0131z profilleri ve proses parametreleri kontroll\u00fc \u015fekilde toparlan\u0131r.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Sonu\u00e7ta hedef net olur: Sistem \u00e7al\u0131\u015fs\u0131n diye de\u011fil, <\/span><b>stabil \u00e7al\u0131\u015fs\u0131n<\/b><span style=\"font-weight: 400;\"> diye devreye al\u0131n\u0131r. Bu disiplin oturunca, inovasyon sahada \u201ctek seferlik proje\u201d de\u011fil, tekrar eden bir iyile\u015ftirme d\u00f6ng\u00fcs\u00fcne d\u00f6n\u00fc\u015f\u00fcr.<\/span><\/p>\n<h2><b>Ocak 2026 trendleri: otomasyonda Ar-Ge g\u00fcndemini belirleyen 5 konu<\/b><\/h2>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Ocak 2026\u2019ya girerken otomasyonda Ar-Ge\u2019yi iten ana g\u00fc\u00e7 de\u011fi\u015fmedi: <\/span><b>maliyet bask\u0131s\u0131<\/b><span style=\"font-weight: 400;\">, <\/span><b>kalite dalgalanmas\u0131<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>duru\u015f riski<\/b><span style=\"font-weight: 400;\">. De\u011fi\u015fen \u015fey, bu sorunlara yakla\u015f\u0131m\u0131n daha \u00f6l\u00e7\u00fclebilir hale gelmesi. Trendler, \u201cdaha \u00e7ok veri\u201d ya da \u201cdaha yeni cihaz\u201d etraf\u0131nda de\u011fil, <\/span><b>do\u011fru hedef i\u00e7in do\u011fru teknik se\u00e7im<\/b><span style=\"font-weight: 400;\"> etraf\u0131nda \u015fekilleniyor.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Sahada en \u00e7ok kar\u015f\u0131l\u0131k bulan 5 ba\u015fl\u0131k \u015funlar: enerji verimlili\u011fi, izlenebilirlik, siber g\u00fcvenlik, esnek \u00fcretim, bir de gecikmeyi azaltan <\/span><b>u\u00e7 bili\u015fim (edge)<\/b><span style=\"font-weight: 400;\"> yakla\u015f\u0131m\u0131. U\u00e7 bili\u015fim, veriyi her zaman buluta ta\u015f\u0131madan, makinenin yan\u0131nda i\u015fleyerek hem tepki s\u00fcresini k\u0131salt\u0131yor hem de a\u011f y\u00fck\u00fcn\u00fc azalt\u0131yor. A\u015fa\u011f\u0131daki d\u00f6rt konu ise, Ar-Ge g\u00fcndeminin en s\u0131k \u201ci\u015fe d\u00f6n\u00fc\u015fen\u201d k\u0131sm\u0131.<\/span><\/p>\n<h3><b>Enerji verimlili\u011fi ve s\u00fcrd\u00fcr\u00fclebilir \u00fcretim hedefleri<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Enerji maliyeti y\u00fckseldik\u00e7e Ar-Ge\u2019nin y\u00f6n\u00fc netle\u015fiyor: Ayn\u0131 \u00fcretimi daha az kWh ile yapmak. Burada en pratik kazan\u0131m, enerji t\u00fcketimini tek bir saya\u00e7la izlemek de\u011fil, <\/span><b>istasyon baz\u0131nda<\/b><span style=\"font-weight: 400;\"> g\u00f6rmektir. \u00c7\u00fcnk\u00fc kay\u0131p, \u00e7o\u011fu zaman \u201cmakine \u00e7al\u0131\u015f\u0131rken\u201d de\u011fil, bo\u015fta bekleme, gereksiz \u0131s\u0131tma, hatal\u0131 bas\u0131n\u00e7 ayar\u0131 gibi ara durumlarda olu\u015fur.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Ar-Ge\u2019nin sahada s\u0131k kulland\u0131\u011f\u0131 \u00fc\u00e7 kald\u0131ra\u00e7 var. Birincisi <\/span><b>enerji izleme<\/b><span style=\"font-weight: 400;\">: pres, f\u0131r\u0131n, kompres\u00f6r, so\u011futma gibi ana t\u00fcketicileri ayr\u0131 ayr\u0131 takip edince, hangi ad\u0131m\u0131n maliyeti \u015fi\u015firdi\u011fi ortaya \u00e7\u0131kar. \u0130kincisi <\/span><b>motor s\u00fcr\u00fcc\u00fcleri (VFD\/servo)<\/b><span style=\"font-weight: 400;\">: sabit h\u0131zla d\u00f6nen fan veya pompay\u0131 ihtiyaca g\u00f6re h\u0131zland\u0131r\u0131p yava\u015flatmak, \u00f6zellikle k\u0131smi y\u00fckte ciddi fark yarat\u0131r. \u00dc\u00e7\u00fcnc\u00fcs\u00fc <\/span><b>proses optimizasyonu<\/b><span style=\"font-weight: 400;\">: \u00e7evrim s\u00fcresini k\u0131saltmak tek ba\u015f\u0131na yetmez, \u0131s\u0131, bas\u0131n\u00e7 ve zaman pencerelerini daralt\u0131p stabil tutmak gerekir.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Bu yakla\u015f\u0131m, robotik uygulamalarda da do\u011frudan etki eder. \u00d6rne\u011fin do\u011fru senkron ve do\u011fru parametre seti, hem \u00e7evrimi k\u0131salt\u0131r hem de gereksiz hava ve enerji kullan\u0131m\u0131n\u0131 azalt\u0131r. Robotlu \u00e7\u00f6z\u00fcmlerin proses disiplinine nas\u0131l ba\u011fland\u0131\u011f\u0131n\u0131 g\u00f6rmek i\u00e7in<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/fr\/robots-dinjection-daluminium\/\" target=\"_self\"> <span style=\"font-weight: 400;\">Al\u00fcminyum enjeksiyon robotlar\u0131yla end\u00fcstriyel otomasyon<\/span><\/a><span style=\"font-weight: 400;\"> sayfas\u0131ndaki sistem mant\u0131\u011f\u0131 iyi bir \u00f6rnek sunar.<\/span><\/p>\n<h3><b>Veri toplama ve izlenebilirlik: ar\u0131zay\u0131 olmadan g\u00f6rmek<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">\u0130zlenebilirlik, ar\u0131za olduktan sonra rapor almak de\u011fildir. Ama\u00e7, ar\u0131za olu\u015fmadan \u00f6nce \u201csesini k\u0131s\u0131k\u201d veren i\u015faretleri yakalamakt\u0131r. Bunun yolu da \u201cveri topla\u201d demek de\u011fil, <\/span><b>do\u011fru veriyi do\u011fru s\u0131kl\u0131kta<\/b><span style=\"font-weight: 400;\"> toplamakt\u0131r. Her sinyali milisaniyede kaydetmek \u00e7o\u011fu tesiste sadece g\u00fcr\u00fclt\u00fc \u00fcretir.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Basit bir kurgu yeterli olur: sens\u00f6r verisi (s\u0131cakl\u0131k, bas\u0131n\u00e7, ak\u0131m, titre\u015fim), buna ba\u011fl\u0131 <\/span><b>alarm mant\u0131\u011f\u0131<\/b><span style=\"font-weight: 400;\"> ve operat\u00f6r\u00fcn anlayaca\u011f\u0131 <\/span><b>trend ekranlar\u0131<\/b><span style=\"font-weight: 400;\">. Alarm\u0131 da ikiye ay\u0131rmak pratik sonu\u00e7 verir: \u201chemen durdur\u201d alarmlar\u0131 ve \u201ctakip et\u201d uyar\u0131lar\u0131. \u00d6rne\u011fin ya\u011flama bas\u0131nc\u0131 anl\u0131k d\u00fc\u015f\u00fc\u015f yap\u0131yorsa, \u00f6nce uyar\u0131 verip trendi g\u00f6sterirsin; d\u00fc\u015f\u00fc\u015f devam ederse durdurma devreye girer. B\u00f6ylece hem gereksiz duru\u015f azal\u0131r, hem de ger\u00e7ek risk ka\u00e7maz.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ar-Ge a\u00e7\u0131s\u0131ndan kazan\u0131m nettir: ayn\u0131 hatada herkes ayn\u0131 yorumu yapar, k\u00f6k neden daha h\u0131zl\u0131 bulunur, MTTR d\u00fc\u015fer.<\/span><\/p>\n<h3><b>Siber g\u00fcvenlik ve g\u00fcvenilirlik: hat durmas\u0131n diye temel \u00f6nlemler<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">\u00dcretimde siber g\u00fcvenlik, \u00e7o\u011fu zaman \u201cveri \u00e7al\u0131nmas\u0131n\u201d kadar basit de\u011fildir; as\u0131l risk <\/span><b>hat dursun<\/b><span style=\"font-weight: 400;\"> problemidir. Bu y\u00fczden teknik detaya bo\u011fulmadan, uygulanabilir bir temel set i\u015fe yarar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">K\u0131sa bir pratik kontrol listesi:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>A\u011f ayr\u0131m\u0131<\/b><span style=\"font-weight: 400;\">: \u00dcretim a\u011f\u0131 ile ofis a\u011f\u0131n\u0131 ay\u0131r, uzaktan eri\u015fimi kontroll\u00fc bir noktadan ver.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Yetkilendirme<\/b><span style=\"font-weight: 400;\">: PLC, HMI ve SCADA\u2019da rol bazl\u0131 kullan\u0131c\u0131 tan\u0131mla, varsay\u0131lan \u015fifreleri kald\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>Yedekleme<\/b><span style=\"font-weight: 400;\">: PLC program\u0131, HMI projesi ve re\u00e7eteleri d\u00fczenli yedekle, geri d\u00f6n\u00fc\u015f testini de yap.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\" class=\"translation-block\"><b>G\u00fcncelleme plan\u0131<\/b><span style=\"font-weight: 400;\">: \u201cG\u00fcncelleme yap\u0131nca durur\u201d korkusunu y\u00f6netmek i\u00e7in, planl\u0131 duru\u015f penceresi ve test ad\u0131m\u0131 koy.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Bu d\u00f6rt ad\u0131m, \u00e7o\u011fu tesiste g\u00fcvenilirli\u011fi hissedilir bi\u00e7imde art\u0131r\u0131r.<\/span><\/p>\n<h3><b>Esnek \u00fcretim: farkl\u0131 \u00fcr\u00fcnlere h\u0131zl\u0131 uyum sa\u011flayan hatlar<\/b><\/h3>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Esneklik, sadece b\u00fcy\u00fck fabrikalar\u0131n konusu de\u011fil. K\u00fc\u00e7\u00fck i\u015fletmede \u00fcr\u00fcn karmas\u0131 daha h\u0131zl\u0131 de\u011fi\u015fir; bir g\u00fcn k\u0131sa seri, ertesi g\u00fcn farkl\u0131 par\u00e7a gelir. Bu y\u00fczden Ar-Ge\u2019nin hedefi, hatt\u0131 ba\u015ftan a\u015fa\u011f\u0131 de\u011fi\u015ftirmek de\u011fil, <\/span><b>de\u011fi\u015fimi h\u0131zl\u0131 ve g\u00fcvenli yapmak<\/b><span style=\"font-weight: 400;\"> olmal\u0131.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Burada \u00fc\u00e7 pratik \u00e7\u00f6z\u00fcm \u00f6ne \u00e7\u0131k\u0131yor. <\/span><b>Mod\u00fcler fikst\u00fcr<\/b><span style=\"font-weight: 400;\">, ayn\u0131 istasyonda farkl\u0131 par\u00e7ay\u0131 minimum mekanik m\u00fcdahaleyle ba\u011flamay\u0131 sa\u011flar. <\/span><b>H\u0131zl\u0131 re\u00e7ete de\u011fi\u015fimi<\/b><span style=\"font-weight: 400;\">, operat\u00f6r\u00fcn ekrandan do\u011fru parametre setini se\u00e7mesiyle hatay\u0131 azalt\u0131r (yanl\u0131\u015f ayar, yanl\u0131\u015f \u00fcr\u00fcn). <\/span><b>Standart par\u00e7alar<\/b><span style=\"font-weight: 400;\"> ise bak\u0131m ve stok y\u00f6netimini kolayla\u015ft\u0131r\u0131r; ayn\u0131 sens\u00f6r, ayn\u0131 valf, ayn\u0131 s\u00fcr\u00fcc\u00fc ailesi demek daha k\u0131sa duru\u015f demektir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Esnekli\u011fin i\u015fletmeye etkisi \u00f6l\u00e7\u00fclebilir: \u00fcr\u00fcn de\u011fi\u015fim s\u00fcreleri k\u0131sal\u0131r, ilk par\u00e7a onay\u0131 h\u0131zlan\u0131r, operat\u00f6r ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 azal\u0131r. Ar-Ge burada \u201cdaha karma\u015f\u0131k\u201d de\u011fil, daha tekrar edilebilir bir d\u00fczen kurar.<\/span><\/p>\n<h2><b>Conclusion<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">End\u00fcstriyel otomasyonda Ar-Ge ve inovasyon, h\u0131zl\u0131 \u00fcretim kadar stabil \u00fcretimi de garanti eder. 2026 g\u00fcndeminde robotik entegrasyon, yapay zeka ile analiz, izlenebilirlik ve enerji verimlili\u011fi ayn\u0131 hedefe \u00e7al\u0131\u015f\u0131yor, daha az duru\u015f, daha d\u00fc\u015f\u00fck hurda, daha net karar.<\/span><\/p>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Erdem Makina yakla\u015f\u0131m\u0131, sahadan gelen problemi \u00f6l\u00e7\u00fclebilir bir hedefe \u00e7evirip, k\u00fc\u00e7\u00fck denemelerle do\u011frulayan, saha geri bildirimiyle olgunla\u015ft\u0131ran ve standarda ba\u011flayan bir y\u00f6ntemdir. Bu disiplin, projeyi ekipman al\u0131m\u0131ndan \u00e7\u0131kar\u0131r, <\/span><b>tekrarlanabilir<\/b><span style=\"font-weight: 400;\"> bir iyile\u015ftirme d\u00f6ng\u00fcs\u00fcne d\u00f6n\u00fc\u015ft\u00fcr\u00fcr.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ana \u00e7\u0131kar\u0131mlar:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00d6l\u00e7\u00fclebilir hedef koy, KPI\u2019\u0131 ba\u015ftan se\u00e7 (OEE, hurda, MTTR, enerji\/\u00fcr\u00fcn).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u00fc\u00e7\u00fck pilotla ba\u015fla, riski erken g\u00f6r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Saha geri bildirimini g\u00fcnl\u00fck rutine ba\u011fla (duru\u015f, alarm, hurda nedeni).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Operat\u00f6r ve bak\u0131m e\u011fitimini devreye alma plan\u0131n\u0131n par\u00e7as\u0131 yap.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Dok\u00fcmantasyon, yedek par\u00e7a ve versiyon y\u00f6netimiyle standard\u0131 koru.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u00fcrekli iyile\u015ftirmeyi ayl\u0131k g\u00f6zden ge\u00e7irme toplant\u0131s\u0131na kilitle.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Yar\u0131n ne yapabilirsin?<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Son 30 g\u00fcn\u00fcn en s\u0131k 3 duru\u015f nedenini \u00e7\u0131kar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Her biri i\u00e7in tek bir sens\u00f6r veya alarm iyile\u015ftirmesi se\u00e7.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">2 haftal\u0131k pilot hedefi koy, sonucu say\u0131 ile raporla.<\/span><\/li>\n<\/ul>\n<p class=\"translation-block\"><span style=\"font-weight: 400;\">Kal\u0131p taraf\u0131nda h\u0131zl\u0131 kazan\u0131m ar\u0131yorsan,<\/span><a href=\"https:\/\/www.erdemmakinaltd.com\/de\/blog\/pnomatik-kalip-spreyleme-ile-maliyet-tasarrufu-nasil-saglanir\/\" target=\"_self\"> <span style=\"font-weight: 400;\">Pn\u00f6matik kal\u0131p spreyleme teknolojisi ile maliyet tasarrufu<\/span><\/a><span style=\"font-weight: 400;\"> \u00f6rneklerini inceleyip kendi hatt\u0131na uyarlayabilirsin.<\/span><\/p>\n<\/div>\n<\/div><\/div><\/div><div id=\"panel-6223-0-1-2\" class=\"so-panel widget widget_sow-post-carousel panel-last-child\" data-index=\"2\" ><div style=\"text-align: left;\" data-title-color=\"#443f3f\" data-headings-color=\"#443f3f\" class=\"panel-widget-style panel-widget-style-for-6223-0-1-2\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-post-carousel so-widget-sow-post-carousel-base-0471499d4c66-6223\"\n\t\t\t\n\t\t>\t<div\n\t\tclass=\"sow-post-carousel-wrapper sow-post-carousel-theme-base\"\n\t\tstyle=\"overflow: hidden; max-width: 100%; min-height: 182px\"\n\t>\n\t\t<div class=\"sow-carousel-title\">\n\t\t\t<div class=\"sow-carousel-navigation\">\n\t\t\t\t\t\t<a href=\"#\" class=\"sow-carousel-next\" title=\"Suivant\" aria-label=\"Next Posts\" role=\"button\"><\/a>\n\t\t\t\t\t\t<a href=\"#\" class=\"sow-carousel-previous\" title=\"Pr\u00e9c\u00e9dent\" aria-label=\"Previous Posts\" role=\"button\"><\/a>\n\t\t\t\t\t<\/div>\n\t<\/div>\n\n<div class=\"sow-carousel-container\">\n\t\t<div class=\"sow-carousel-wrapper\"\n\t\tdata-dir=\"ltr\"\n\t\tstyle=\"opacity: 0;\"\n\t\tdata-widget=\"post\" data-fetching=\"false\" data-page=\"1\" data-ajax-url=\"https:\/\/www.erdemmakinaltd.com\/wp-admin\/admin-ajax.php?_widgets_nonce=1cc6b03d6d\" data-item_count=\"13\" data-carousel_settings=\"{&quot;loop&quot;:true,&quot;animation&quot;:&quot;Ease&quot;,&quot;animation_speed&quot;:800,&quot;autoplay&quot;:&quot;off&quot;,&quot;pauseOnHover&quot;:false,&quot;autoplaySpeed&quot;:8000,&quot;item_overflow&quot;:true,&quot;autoplay_continuous_scroll&quot;:false}\" data-responsive=\"{&quot;desktop_slides_to_scroll&quot;:1,&quot;tablet_landscape_breakpoint&quot;:1366,&quot;tablet_landscape_slides_to_scroll&quot;:2,&quot;tablet_portrait_breakpoint&quot;:1025,&quot;tablet_portrait_slides_to_scroll&quot;:2,&quot;mobile_breakpoint&quot;:480,&quot;mobile_slides_to_scroll&quot;:1}\" data-variable_width=\"true\" \t>\n\t\t<div\n\t\t\tclass=\"sow-carousel-items\"\n\t\t\t\t\t>\n\t\t\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/07\/ff4ebd7e-c0ab-4b69-b6bf-6c716047eabb-2-272x182.png )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6117\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\tid=\"sow-carousel-id-6117\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tAl\u00fcminyum D\u00f6k\u00fcm Otomasyonunda %30 Verimlilik Art\u0131\u015f\u0131 Sa\u011flama\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/07\/ff4ebd7e-c0ab-4b69-b6bf-6c716047eabb-1-272x182.png )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6114\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\tid=\"sow-carousel-id-6114\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tAl\u00fcminyum F\u0131r\u0131n Verimlili\u011fini Art\u0131rman\u0131n 7 Etkili Yolu\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/07\/ff4ebd7e-c0ab-4b69-b6bf-6c716047eabb-272x182.png )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6111\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\tid=\"sow-carousel-id-6111\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tYerli D\u00f6k\u00fcm Makineleri ile D\u0131\u015fa Ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 Azaltman\u0131n Yollar\u0131\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/06\/Gemini_Generated_Image_9p9qg69p9qg69p9q-272x182.png )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6107\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/surdurulebilir-uretim%3A-aluminyum-dokumde-enerji-verimliligi-ve-cevreci-yaklasimlar\"\n\t\t\t\tid=\"sow-carousel-id-6107\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tS\u00fcrd\u00fcr\u00fclebilir \u00dcretim: Al\u00fcminyum D\u00f6k\u00fcmde Enerji Verimlili\u011fi ve \u00c7evreci Yakla\u015f\u0131mlar\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/aluminyum-dokum-makinesi-secerken-dikkat-edilmesi-gereken-5-kritik-faktor\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/06\/Gemini_Generated_Image_rkgg2vrkgg2vrkgg-272x182.png )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6104\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/aluminyum-dokum-makinesi-secerken-dikkat-edilmesi-gereken-5-kritik-faktor\"\n\t\t\t\tid=\"sow-carousel-id-6104\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tAl\u00fcminyum D\u00f6k\u00fcm Makinesi Se\u00e7erken Dikkat Edilmesi Gereken 5 Kritik Fakt\u00f6r\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/2025-yilinda-aluminyum-dokum-sektorundeki-yenilikler-ve-erdem-makina%27nin-cozumleri\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/06\/Gemini_Generated_Image_d7uvxnd7uvxnd7uv-272x182.png )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6101\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/2025-yilinda-aluminyum-dokum-sektorundeki-yenilikler-ve-erdem-makina%27nin-cozumleri\"\n\t\t\t\tid=\"sow-carousel-id-6101\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\t2025 Y\u0131l\u0131nda Al\u00fcminyum D\u00f6k\u00fcm Sekt\u00f6r\u00fcndeki Yenilikler ve Erdem Makina&#8217;n\u0131n \u00c7\u00f6z\u00fcmleri\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/erdem-makina-ile-yenilikci-endustriyel-cozumler\/\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/04\/2149408311-272x182.jpg )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6096\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/erdem-makina-ile-yenilikci-endustriyel-cozumler\/\"\n\t\t\t\tid=\"sow-carousel-id-6096\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tErdem Makina \u0130le Yenilik\u00e7i End\u00fcstriyel \u00c7\u00f6z\u00fcmler\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/endustriyel-makinelerle-uretim-verimliligini-artirma-rehberi\/\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2025\/04\/2148886883-272x182.jpg )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-6093\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/endustriyel-makinelerle-uretim-verimliligini-artirma-rehberi\/\"\n\t\t\t\tid=\"sow-carousel-id-6093\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tEnd\u00fcstriyel Makinelerle \u00dcretim Verimlili\u011fini Art\u0131rma Rehberi\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div class=\"sow-carousel-thumbnail\">\n\t\t\t\t\t\t\t<a\n\t\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/kalip-spreyleme-robotu-nedir\/\"\n\t\t\t\t\t\t\t\t\t\tstyle=\"background-image: url( https:\/\/www.erdemmakinaltd.com\/wp-content\/uploads\/2023\/12\/Kalip-Spreyleme-Robotu\u200b-272x182.png )\"\n\t\t\t\t\taria-labelledby=\"sow-carousel-id-5830\"\n\t\t\t\t\ttabindex=\"-1\"\n\t\t\t\t>\n\t\t\t\t\t<span class=\"overlay\"><\/span>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t<h3 class=\"sow-carousel-item-title\">\n\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.erdemmakinaltd.com\/fr\/blog\/kalip-spreyleme-robotu-nedir\/\"\n\t\t\t\tid=\"sow-carousel-id-5830\"\n\t\t\t\t\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\n\t\t\t\tQu'est-ce qu'un robot de pulv\u00e9risation de moules ?\t\t\t<\/a>\n\t\t<\/h3>\n\t<\/div>\n\t\t<div class=\"sow-carousel-item\" tabindex=\"-1\" style=\"float: left;\">\n\t\t<div 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id=\"pgc-6223-0-2\"  class=\"panel-grid-cell panel-grid-cell-empty\" ><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>\u00dcretimde h\u0131z bask\u0131s\u0131 art\u0131yor, toleranslar daral\u0131yor, enerji maliyeti y\u00fckseliyor; ayn\u0131 hatta hem kaliteyi korumak hem de g\u00fcvenli\u011fi art\u0131rmak art\u0131k \u201cfazla mesai\u201dyle \u00e7\u00f6z\u00fclm\u00fcyor. [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":6183,"comment_status":"closed","ping_status":"open","sticky":false,"template":"post-templates\/post_full.php","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-6223","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>End\u00fcstriyel Otomasyonda Ar-Ge ve \u0130novasyon | Erdem Makina<\/title>\n<meta name=\"description\" content=\"End\u00fcstriyel otomasyonda Ar-Ge ve inovasyonun rol\u00fc nedir? 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