{"id":6123,"date":"2025-07-25T07:47:06","date_gmt":"2025-07-25T13:47:06","guid":{"rendered":"https:\/\/www.dreiym.com\/?p=6123"},"modified":"2025-07-27T08:35:15","modified_gmt":"2025-07-27T14:35:15","slug":"katodi%cc%87k-koruma-si%cc%87stemleri%cc%87nde-ongorucu-bakim-i%cc%87ci%cc%87n-maki%cc%87ne-ogrenmesi%cc%87ni%cc%87n-uygulanmasi","status":"publish","type":"post","link":"https:\/\/vm6fr4whzn6.c.updraftclone.com\/tr\/2025\/07\/25\/katodi%cc%87k-koruma-si%cc%87stemleri%cc%87nde-ongorucu-bakim-i%cc%87ci%cc%87n-maki%cc%87ne-ogrenmesi%cc%87ni%cc%87n-uygulanmasi\/","title":{"rendered":"Katodik Koruma Sistemlerinde Kestirimci Bak\u0131m i\u00e7in Makine \u00d6\u011freniminin Uygulanmas\u0131"},"content":{"rendered":"<p>Makine \u00f6\u011frenimi, Amerika Birle\u015fik Devletleri'ndeki \u00e7o\u011fu sekt\u00f6rdeki sistemlere entegre edilmi\u015ftir. 2024 y\u0131l\u0131nda \u00fclkemizin makine \u00f6\u011frenimi pazar\u0131 <a href=\"https:\/\/www.statista.com\/forecasts\/1473246\/ml-market-size-in-various-countries\" target=\"_blank\" rel=\"noreferrer noopener\">$21 milyar<\/a> otomasyon ve \"\u00f6\u011fretilmi\u015f\" sistemlere y\u00f6nelik y\u00fcksek talep nedeniyle de\u011fer kazanm\u0131\u015ft\u0131r.<\/p>\n\n\n\n<p>Dreiym M\u00fchendislik'te, yang\u0131n \u00f6nlemeden risk y\u00f6netimine kadar her \u015fey i\u00e7in kullan\u0131lan baz\u0131 ML sistemleri g\u00f6rd\u00fck. Entegrasyonun heyecan verici bir alan\u0131 da katodik koruma sistemleridir.<\/p>\n\n\n\n<p>Bu koruma sistemlerine y\u00f6nelik geleneksel yakla\u015f\u0131mlar, makine \u00f6\u011freniminin g\u00f6lgesinde kalmamas\u0131 gereken bir dizi manuel izleme ve bak\u0131m\u0131 i\u00e7erir. Bununla birlikte, boru hatlar\u0131n\u0131z\u0131, depolama tanklar\u0131n\u0131z\u0131, deniz yap\u0131lar\u0131n\u0131z\u0131 ve g\u00f6m\u00fcl\u00fc tesislerinizi g\u00fcvence alt\u0131na almak i\u00e7in hem geleneksel hem de geli\u015fmi\u015f teknolojileri kullanman\u0131n baz\u0131 avantajlar\u0131 vard\u0131r <a href=\"https:\/\/vm6fr4whzn6.c.updraftclone.com\/tr\/2024\/09\/30\/dogru-akim-geri%cc%87li%cc%87m-gradyani-arastirmasi-yapmak-korozyonu-onlemek-i%cc%87ci%cc%87n-bi%cc%87lmeni%cc%87z-gerekenler\/\">korozif maddelerden ka\u00e7\u0131n\u0131n<\/a> Hasar.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Geleneksel Katodik Koruma Bak\u0131m\u0131n\u0131n S\u0131n\u0131rlar\u0131<\/h2>\n\n\n\n<p>Tipik katodik koruma sistemi (ister galvanik ister bas\u0131n\u00e7l\u0131 ak\u0131m olsun) korozyonu metal y\u00fczeyden uza\u011fa y\u00f6nlendirerek \u00e7al\u0131\u015f\u0131r. Bu, iyi tasarland\u0131\u011f\u0131 ve uygun \u015fekilde bak\u0131m\u0131 yap\u0131ld\u0131\u011f\u0131 s\u00fcrece olduk\u00e7a etkili bir ara\u00e7 olabilir.<\/p>\n\n\n\n<p>Sorun, geleneksel modelde ger\u00e7ekle\u015ftirilen rutin denetimlerin zamana dayal\u0131 denetimlere ve reaktif hizmete dayanmas\u0131d\u0131r. Bir \u015firket ayl\u0131k \"gezici\" g\u00f6rsel denetimler veya y\u0131ll\u0131k denetimler ger\u00e7ekle\u015ftirebilir. <a href=\"https:\/\/vm6fr4whzn6.c.updraftclone.com\/tr\/danismanlik-alanlari\/korozyon\/katodi%cc%87k-koruma-potansi%cc%87yel-arastirmalari\/yakin-aralikli-anketler-cis\/\">yak\u0131n aral\u0131kl\u0131 anketler<\/a> (CIS).<\/p>\n\n\n\n<p>Bunlar etkili olsa da, ger\u00e7ek zamanl\u0131 izleme sa\u011flayan bir sistemden ka\u00e7\u0131r\u0131lan \u00e7ok \u015fey vard\u0131r. Ortaya \u00e7\u0131kan bozulma modellerinin veya performans d\u00fc\u015f\u00fc\u015flerinin zaman\u0131nda fark edilmesi halinde ne kadar \u00e7ok kayna\u011f\u0131n tasarruf edilebilece\u011fini bir d\u00fc\u015f\u00fcn\u00fcn. \u0130\u015fte bu noktada makine \u00f6\u011frenimi ve IoT (Nesnelerin \u0130nterneti) sens\u00f6rlerinin g\u00fcc\u00fc \u00f6nemli bir fark yaratabilir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kestirimci Bak\u0131m Nedir?<\/h2>\n\n\n\n<p>Kestirimci bak\u0131m kavram\u0131 basittir. Halihaz\u0131rda ger\u00e7ekle\u015fmi\u015f olanlara tepki vermek yerine, ger\u00e7ek zamanl\u0131 izleme ve analiti\u011fe dayal\u0131 olarak olabilecekleri \u00f6nceden g\u00f6ren bir katodik koruma sistemi geli\u015ftirirsiniz.<\/p>\n\n\n\n<p>Makine \u00f6\u011frenimi algoritmalar\u0131, ge\u00e7mi\u015f performans trendleri, \u00e7evresel de\u011fi\u015fkenler (s\u0131cakl\u0131k, nem, su seviyesi ve toprak direnci gibi) ve sens\u00f6r verileri gibi \u00e7e\u015fitli ara\u00e7lar\u0131 kullanarak potansiyel sonu\u00e7lar\u0131 hesaplar. Bu bir nevi \"haz\u0131r istasyonda\" uykuya ihtiya\u00e7 duymayan ve sadece g\u00f6zlemlenen verilerle \u00e7al\u0131\u015fan bir m\u00fchendisin olmas\u0131 gibidir. Bu \u015fekilde, herhangi bir anormallik veya bozulma e\u011filimi fark edilirse, bunlar derhal i\u015faretlenir ve uygun bak\u0131m veya y\u00f6netim ekiplerine bildirilmek \u00fczere g\u00f6nderilir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">CP Sistemlerinde Makine \u00d6\u011frenimi Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\n\n\n\n<p>Kestirimci bak\u0131m i\u00e7in bu t\u00fcr sistemlere g\u00fcvenmeden \u00f6nce ML entegrasyonunun ger\u00e7ekle\u015fmesi gereken birka\u00e7 a\u015fama vard\u0131r. \u00d6rne\u011fin, katodik koruma i\u00e7in makine \u00f6\u011frenimi dijitalle\u015ftirilmi\u015f bir altyap\u0131 i\u00e7ermelidir. Veri noktalar\u0131n\u0131 yakalamak i\u00e7in IoT monit\u00f6rlerinin kurulmas\u0131 gerekir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Boru-toprak potansiyeli (PSP)<\/li>\n\n\n\n<li>Do\u011frultuculardan ak\u0131m \u00e7\u0131k\u0131\u015f\u0131<\/li>\n\n\n\n<li>Anot ak\u0131m yo\u011funlu\u011fu<\/li>\n\n\n\n<li>Referans h\u00fccre gerilimleri<\/li>\n\n\n\n<li>Yerel toprak ko\u015fullar\u0131<\/li>\n\n\n\n<li>\u00c7evresel fakt\u00f6rler (s\u0131cakl\u0131k, pH, nem)<\/li>\n<\/ul>\n\n\n\n<p>T\u00fcm bu sens\u00f6rler verileri bulut tabanl\u0131 veya intranet platformlar\u0131na besler. PSP'de ani bir d\u00fc\u015f\u00fc\u015f gibi anomali tespiti i\u00e7in hesapland\u0131klar\u0131 ve analiz edildikleri yer buras\u0131d\u0131r. Makine \u00f6\u011frenimi, gelecekteki de\u011ferleri tahmin etmek i\u00e7in regresyon modelleri veya koruman\u0131n nerede olmas\u0131 gerekti\u011fine dair bir \"tahmin\" geli\u015ftirecektir. Ayr\u0131ca her bir sens\u00f6r\u00fc ya da bile\u015feni s\u0131n\u0131fland\u0131rarak incelenmesi gerekip gerekmedi\u011fini ya da ar\u0131zalanma ihtimalinin olup olmad\u0131\u011f\u0131n\u0131 belirler.<\/p>\n\n\n\n<p>Baz\u0131 son teknoloji uygulamalarda, makine \u00f6\u011frenimi ve sens\u00f6rlerin \u00e7o\u011falmas\u0131, koruma altyap\u0131n\u0131z\u0131n etraf\u0131nda geli\u015fmi\u015f sinir a\u011flar\u0131na yol a\u00e7abilir. Bu, \u00fclkeler aras\u0131 boru hatt\u0131 gibi daha b\u00fcy\u00fck, daha karma\u015f\u0131k sistemler i\u00e7in \u00f6nemli bir avantajd\u0131r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ger\u00e7ek D\u00fcnyadan Bir \u00d6rnek: Boru Hatt\u0131 <a href=\"https:\/\/vm6fr4whzn6.c.updraftclone.com\/tr\/2025\/02\/17\/varliklari-ve-calisanlari-korumak-icin-duzenli-mekanik-butunluk-degerlendirmelerinin-planlanmasi\/\" title=\"\">B\u00fct\u00fcnl\u00fck \u0130zleme<\/a><\/h2>\n\n\n\n<p>Sistemlerin yerinde g\u00f6zlemlenmesinin de\u011feri ortadan kalkm\u0131yor. Makine \u00f6\u011frenimi m\u00fchendislerin manuel olarak yerini almayacak <a href=\"https:\/\/vm6fr4whzn6.c.updraftclone.com\/tr\/2019\/11\/14\/boru-hatti-denetiminin-amaci\/\">boru hatlar\u0131n\u0131n denetlenmesi<\/a>. ML'nin yapt\u0131\u011f\u0131 \u015fey s\u00fcreci basitle\u015ftirmek ve ba\u015fka bir koruma katman\u0131 eklemektir.<\/p>\n\n\n\n<p>Etkilenmi\u015f ak\u0131m katodik koruma sistemine sahip 200 millik bir petrol boru hatt\u0131 d\u00fc\u015f\u00fcn\u00fcn. Sistemin bu kapsam\u0131, voltaj sorunlar\u0131n\u0131 ve test istasyonlar\u0131n\u0131 iki kez kontrol etmek i\u00e7in \u00e7ok say\u0131da ekibin manuel olarak mil mil gitmesini gerektirecektir.<\/p>\n\n\n\n<p>IoT sens\u00f6rleri ile makine \u00f6\u011frenimi, t\u00fcm sistem genelinde ger\u00e7ek zamanl\u0131 izleme sa\u011flar. Ekipler sistematik olarak mil mil gitmek yerine, sens\u00f6r ve analiz edilen veriler sayesinde en \"riskli\" alanlara odaklanabilirler.<\/p>\n\n\n\n<p>Bu t\u00fcr entegrasyonlar \u015firketlere zaman ve para tasarrufu sa\u011flar. Katodik koruma sistemleri i\u00e7in makine \u00f6\u011frenimini uygulamak, bir \u015firketi uyumluluk odakl\u0131 bir zihniyetten stratejik varl\u0131k optimizasyonuna ta\u015f\u0131r. Rapor olu\u015fturma ve en g\u00fcncel te\u015fhisler uygun dok\u00fcmantasyonu sa\u011flad\u0131\u011f\u0131ndan yasal kayg\u0131lar azal\u0131r. Petrol ve gaz gibi end\u00fcstriler i\u00e7in bu, \u00f6nemli tasarruflar ve daha istikrarl\u0131 bir risk profili anlam\u0131na gelir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">CP i\u00e7in Makine \u00d6\u011frenimini Uygulamada Kar\u015f\u0131la\u015f\u0131lan Zorluklar ve Dikkat Edilmesi Gereken Hususlar<\/h2>\n\n\n\n<p>Makine \u00f6\u011freniminin modern katodik koruma sistemlerine entegrasyonu baz\u0131 deneme yan\u0131lma s\u00fcre\u00e7lerini de beraberinde getirecektir. \u015eirketiniz geli\u015fmi\u015f izleme ve sens\u00f6r bak\u0131m\u0131na uyum sa\u011flad\u0131k\u00e7a b\u00fcy\u00fcyen sanc\u0131lar olacakt\u0131r.<\/p>\n\n\n\n<p>Birincisi, makine \u00f6\u011frenimi algoritmalar\u0131 b\u00fcy\u00fck miktarda y\u00fcksek kaliteli veri gerektirir. Bu bilgiler olmadan, model gelecekteki ihtiya\u00e7lar\u0131 do\u011fru bir \u015fekilde tahmin edemez veya etkili bir \u015fekilde \u00e7al\u0131\u015famaz. Baz\u0131 eski \u015firketler, birbirleriyle ileti\u015fim kurmayan veya tarihsel analiz i\u00e7in hen\u00fcz dijitalle\u015ftirilmemi\u015f bilgiler i\u00e7eren veri silolar\u0131na sahip olabilir. Makine \u00f6\u011freniminin ba\u015far\u0131s\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde do\u011fru ve g\u00fcvenilir sens\u00f6r bilgilerine dayan\u0131r.<\/p>\n\n\n\n<p>Bir di\u011feri i\u00e7in, makine \u00f6\u011frenimi modellerinin e\u011fitilmesi gerekir. Bu t\u00fcr sistemlerin yetenekleri zaman i\u00e7inde geli\u015fir. Bu da entegrasyonun uzmanl\u0131k ve hedeflere a\u015final\u0131k temelinde insan dokunu\u015fuyla yap\u0131lmas\u0131 gerekti\u011fi anlam\u0131na gelir. <a href=\"https:\/\/vm6fr4whzn6.c.updraftclone.com\/tr\/2020\/07\/14\/iki-tip-katodik-koruma-sistemi\/\">katodik sistem<\/a>. En g\u00fc\u00e7l\u00fc makine \u00f6\u011frenimi sistemleri bile, referans noktas\u0131 olarak kullan\u0131labilecek ilgili normal ve anormal davran\u0131\u015f \u00f6rnekleri yoksa etkili bir \u015fekilde \u00e7al\u0131\u015famaz.<\/p>\n\n\n\n<p>Eski sistemler de makine \u00f6\u011frenimi entegrasyonuna izin vermelidir. Halihaz\u0131rda mevcut olan katodik koruma, uyumluluk sorunlar\u0131 nedeniyle di\u011fer sistemlerden ba\u011f\u0131ms\u0131z olarak \u00e7al\u0131\u015fabilir. Makine \u00d6\u011freniminin belirli bir sistemle \u00e7al\u0131\u015fabilmesini sa\u011flamak i\u00e7in API k\u00f6pr\u00fcleri in\u015fa edilmeli veya bulut altyap\u0131s\u0131na sahip u\u00e7 bilgi i\u015flem birimleri gerekebilir. Bu, belirli \u015firketler veya sekt\u00f6rler i\u00e7in engelleyici olabilecek baz\u0131 \u00f6n maliyetler gerektirecektir.<\/p>\n\n\n\n<p>Son olarak, siber g\u00fcvenlik ve uyumluluk konusunda bir endi\u015fe var. IoT sens\u00f6rlerinden olu\u015fan bir ordunun devreye sokulmas\u0131, bir \u015firketi siber sald\u0131r\u0131 riskine maruz b\u0131rak\u0131r. Baz\u0131 k\u00f6t\u00fc niyetli akt\u00f6rlerin potansiyel sald\u0131r\u0131 hedefi olarak altyap\u0131 ile ilgili kurulu\u015flar\u0131 arayaca\u011f\u0131 bir s\u0131r de\u011fildir. Hangi makine \u00f6\u011frenimi kullan\u0131l\u0131rsa kullan\u0131ls\u0131n, uyumlulu\u011fu sa\u011flamak i\u00e7in end\u00fcstriyel d\u00fczeyde \u015fifreleme, \u00e7ok katmanl\u0131 kimlik do\u011frulama ve d\u00fczenli g\u00fcvenlik a\u00e7\u0131\u011f\u0131 testleri i\u00e7ermelidir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">M\u00fchendislik Uzmanlar\u0131 Olarak Rol\u00fcm\u00fcz<\/h2>\n\n\n\n<p>Evet, kestirimci bak\u0131m\u0131 iyile\u015ftiren katodik koruma sistemleri i\u00e7in makine \u00f6\u011frenimini uygulamak, bir \u015firket i\u00e7in riski azaltmada ve finansal performans\u0131 iyile\u015ftirmede g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r. Ancak, bu t\u00fcr sistemleri uygulamak i\u00e7in yaln\u0131zca veri bilimcilere veya BT uzmanlar\u0131na g\u00fcvenemezsiniz.<\/p>\n\n\n\n<p>Bu alanda uzun bir ba\u015far\u0131 ge\u00e7mi\u015fine sahip m\u00fchendislere ihtiya\u00e7 duyulmaktad\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Toprak kimyas\u0131n\u0131n korozyon \u00fczerindeki potansiyel etkisinin test edilmesi<\/li>\n\n\n\n<li>Elektriksel parazitin \u00f6l\u00e7\u00fclmesi ve hangi ekranlaman\u0131n gerekli olabilece\u011fi<\/li>\n\n\n\n<li>Farkl\u0131 tipte katodik koruma sistemlerinin tasarlanmas\u0131<\/li>\n\n\n\n<li>Mevzuata tam uyumun ve g\u00fcvenlik kontrollerinin sa\u011flanmas\u0131<\/li>\n\n\n\n<li>Ar\u0131za modu analizi sunma<\/li>\n<\/ul>\n\n\n\n<p>Uygun korozyon m\u00fchendisli\u011fi, katodik koruma tasar\u0131m\u0131 ve adli elektrik m\u00fchendisli\u011fi anlay\u0131\u015f\u0131n\u0131 sa\u011flamak i\u00e7in Dreiym Engineering'deki gibi \u00e7ok yetenekli ekipler istersiniz. Bu, makine \u00f6\u011frenimi ve IoT sens\u00f6r y\u00f6netimi gibi yeni teknolojilerin devreye al\u0131nmas\u0131ndan kaynaklanan bo\u015flu\u011fu dolduracakt\u0131r. Profesyonel ekiplerimiz, en do\u011fru ve etkili veri analizini sa\u011flamak i\u00e7in sens\u00f6r yerle\u015fimi konusunda tavsiyelerde bulunarak mevcut CP sistemlerinizi makine \u00f6\u011frenimine haz\u0131r olma a\u00e7\u0131s\u0131ndan denetleyebilir ve de\u011ferlendirebilir.<\/p>\n\n\n\n<p>Ayr\u0131ca, kaliteli bir m\u00fchendislik firmas\u0131 kestirimci bak\u0131m\u0131n uygulanmas\u0131 i\u00e7in a\u015fa\u011f\u0131dakileri i\u00e7eren bir yol haritas\u0131 sunabilir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mevcut katodik koruma altyap\u0131s\u0131n\u0131n de\u011ferlendirilmesi<\/li>\n\n\n\n<li>Y\u00fcksek de\u011ferli bir varl\u0131kla pilot program ba\u015flatmak<\/li>\n\n\n\n<li>Ekiplerden gelen geri bildirimleri kullanarak model do\u011frulama ve ayarlama<\/li>\n\n\n\n<li>Makine \u00f6\u011freniminin bak\u0131m programlar\u0131na entegrasyonu ve \u00e7al\u0131\u015fanlar\u0131n e\u011fitimi<\/li>\n\n\n\n<li>Kapsam\u0131n geni\u015fletilmesi gerekti\u011finde sistemin \u00f6l\u00e7eklenebilir olmas\u0131n\u0131 sa\u011flamak<\/li>\n<\/ul>\n\n\n\n<p>Makine \u00f6\u011frenimi uygulamas\u0131n\u0131n ilk a\u015famalar\u0131nda ne kadar \u00e7ok uzman rehberli\u011fine sahip olursan\u0131z, sistem uzun vadede o kadar iyi performans g\u00f6sterecektir. <a href=\"https:\/\/vm6fr4whzn6.c.updraftclone.com\/tr\/en_ca\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dreiym M\u00fchendislik ile \u00c7al\u0131\u015fmak<\/a> baz\u0131 \u015firketlerin katodik koruma i\u00e7in makine \u00f6\u011frenimini ba\u015flat\u0131rken ya\u015fad\u0131\u011f\u0131 b\u00fcy\u00fcme sanc\u0131lar\u0131n\u0131n \u00e7o\u011funu \u00f6nlemeye yard\u0131mc\u0131 olur.<\/p>\n\n\n\n<p>Korozyon Korumas\u0131 i\u00e7in Daha Ak\u0131ll\u0131 Bir Gelecek<\/p>\n\n\n\n<p>Korozyonun kritik altyap\u0131lara y\u00f6nelik en pahal\u0131 ve kal\u0131c\u0131 tehditlerden biri oldu\u011funa \u015f\u00fcphe yoktur. Katodik koruma uzun zamand\u0131r bu t\u00fcr tehditlere kar\u015f\u0131 birincil savunma g\u00f6revi g\u00f6rmektedir. Geli\u015fmi\u015f kestirimci bak\u0131m i\u00e7in makine \u00f6\u011frenimini entegre etmek, korumay\u0131 geli\u015ftirmek i\u00e7in m\u00fckemmel bir yoldur.<\/p>\n\n\n\n<p>Yeni teknolojilere y\u00f6nelik baz\u0131 ayarlamalar ve \u00e7al\u0131\u015fanlar\u0131n g\u00f6revlerinin yeniden de\u011ferlendirilmesi s\u00f6z konusu olsa da risk azaltma, maliyet analizi ve kaynak tahsisinin faydalar\u0131 g\u00f6z ard\u0131 edilemez. Makine \u00f6\u011frenimi, insan g\u00f6zetimini tamamlayan ve boru hatlar\u0131n\u0131n, tanklar\u0131n ve di\u011fer yap\u0131lar\u0131n gelecekte de iyi korunmas\u0131n\u0131 sa\u011flamaya yard\u0131mc\u0131 olan de\u011ferli bir ara\u00e7t\u0131r.<\/p>","protected":false},"excerpt":{"rendered":"<p>Machine learning is integrated into systems across most industries within the United States. In 2024, our country\u2019s ML market reached over $21 billion in valuation due to high demand for automation and \u201ctaught\u201d systems. At Dreiym Engineering, we have seen some ML systems used for everything from fire prevention to risk management. One exciting area [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":6124,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_mbp_gutenberg_autopost":false,"_pgmb_is_evergreen":true,"_pgmb_ap_template_id":0,"iawp_total_views":41,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-6123","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-corrosion-and-cathodic-protection"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.6.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"Machine learning is integrated into systems across most industries within the United States. 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