{"id":4968,"date":"2026-04-27T18:23:34","date_gmt":"2026-04-27T18:23:34","guid":{"rendered":"https:\/\/odakhaber.site\/?p=4968"},"modified":"2026-04-27T18:23:34","modified_gmt":"2026-04-27T18:23:34","slug":"tesla-kokenli-girisimciden-madencilikte-devrim-tam-otomasyonla-bakir-uretimi","status":"publish","type":"post","link":"https:\/\/odakhaber.site\/?p=4968","title":{"rendered":"Tesla K\u00f6kenli Giri\u015fimciden Madencilikte Devrim: Tam Otomasyonla Bak\u0131r \u00dcretimi"},"content":{"rendered":"\n<p>Eski bir Tesla y\u00f6neticisi olan&nbsp;<strong>Turner Caldwell<\/strong>&nbsp;taraf\u0131ndan kurulan&nbsp;<strong>Mariana Minerals<\/strong>, madencilik sekt\u00f6r\u00fcnde ta\u015flar\u0131 yerinden oynatacak bir ad\u0131m att\u0131. \u015eirket, Utah\u2019taki CopperOne sahas\u0131nda d\u00fcnyan\u0131n ilk u\u00e7tan uca&nbsp;<strong>tam otonom bak\u0131r madenini<\/strong>&nbsp;devreye ald\u0131\u011f\u0131n\u0131 duyurdu. Yapay zeka destekli bu sistemlerin, geleneksel y\u00f6ntemlere k\u0131yasla maliyetleri&nbsp;<strong>y\u00fczde 50<\/strong>&nbsp;oran\u0131nda d\u00fc\u015f\u00fcrmesi bekleniyor.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Yapay Zeka Sahaya \u0130ndi: MarianaOS<\/h3>\n\n\n\n<p>Caldwell\u2019a g\u00f6re yapay zekan\u0131n as\u0131l potansiyeli chatbot\u2019larda de\u011fil, a\u011f\u0131r sanayi ve madencilikte yat\u0131yor. \u015eirketin geli\u015ftirdi\u011fi&nbsp;<strong>MarianaOS<\/strong>&nbsp;adl\u0131 platform, t\u00fcm maden s\u00fcrecini ger\u00e7ek zamanl\u0131 olarak y\u00f6netiyor:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Otonom Kaz\u0131:<\/strong>\u00a0Kaz\u0131 i\u015flemleri, insan m\u00fcdahalesi gerektirmeyen ak\u0131ll\u0131 sondaj makineleriyle yap\u0131l\u0131yor.<\/li>\n\n\n\n<li><strong>S\u00fcr\u00fcc\u00fcs\u00fcz Lojistik:<\/strong>\u00a0\u00c7\u0131kar\u0131lan cevher, Pronto imzal\u0131 s\u00fcr\u00fcc\u00fcs\u00fcz dev kamyonlarla ta\u015f\u0131n\u0131yor.<\/li>\n\n\n\n<li><strong>Robotik Denetim:<\/strong>\u00a0Boston Dynamics\u2019in me\u015fhur robot k\u00f6pe\u011fi\u00a0<strong>Spot<\/strong>, sens\u00f6rleriyle sahada g\u00fcvenlik ve denetim turlar\u0131n\u0131 ger\u00e7ekle\u015ftiriyor.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Maliyetlerde Radikal D\u00fc\u015f\u00fc\u015f<\/h3>\n\n\n\n<p>Projenin tam kapasiteye ula\u015fmas\u0131yla birlikte sa\u011flanacak tasarruf oranlar\u0131 \u015fu \u015fekilde \u00f6ng\u00f6r\u00fcl\u00fcyor:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Rafinasyon Maliyetleri:<\/strong>\u00a0%30 azalma.<\/li>\n\n\n\n<li><strong>Madencilik Operasyonlar\u0131:<\/strong>\u00a0%40 ile %50 aras\u0131nda azalma.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Neden Otomasyon? \u0130\u015f G\u00fcc\u00fc ve Arz Krizi<\/h3>\n\n\n\n<p>Utah&#8217;taki bu saha, daha \u00f6nce i\u015f g\u00fcc\u00fc eksikli\u011fi ve y\u00fcksek maliyetler nedeniyle kapat\u0131lm\u0131\u015ft\u0131. Caldwell, ABD&#8217;de madencilik uzmanl\u0131\u011f\u0131n\u0131n son 20 y\u0131lda yar\u0131 yar\u0131ya azald\u0131\u011f\u0131n\u0131 belirterek \u015fu \u00e7arp\u0131c\u0131 tespiti yap\u0131yor:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;Bu a\u00e7\u0131\u011f\u0131 kapatmak i\u00e7in iki nesil bekleyecek zaman\u0131m\u0131z yok. Altyap\u0131 tasarlayacak ve rafineri kimyas\u0131n\u0131 \u00f6l\u00e7ekleyecek m\u00fchendis bulmakta zorlan\u0131yoruz.&#8221;<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Stratejik Hedefler ve Geri D\u00f6n\u00fc\u015f\u00fcm<\/h3>\n\n\n\n<p>Bak\u0131r\u0131n ton fiyat\u0131n\u0131n&nbsp;<strong>13 bin dolar<\/strong>&nbsp;seviyelerinde seyretti\u011fi ve ABD&#8217;nin bu metalde b\u00fcy\u00fck oranda ithalata (\u00f6zellikle \u00c7in&#8217;deki rafinasyon s\u00fcre\u00e7lerine) ba\u011f\u0131ml\u0131 oldu\u011fu bir d\u00f6nemde, Mariana Minerals \u015fu hedefleri \u00f6n plana \u00e7\u0131kar\u0131yor:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u00dcretim Kapasitesi:<\/strong>\u00a02030 y\u0131l\u0131na kadar y\u0131ll\u0131k\u00a0<strong>50 bin ton<\/strong>\u00a0rafine bak\u0131r.<\/li>\n\n\n\n<li><strong>Hibrit Kaynak:<\/strong>\u00a0Hem yeni \u00e7\u0131kar\u0131lan cevher hem de geri d\u00f6n\u00fc\u015ft\u00fcr\u00fclm\u00fc\u015f bak\u0131r hurdas\u0131 i\u015flenecek.<\/li>\n\n\n\n<li><strong>Lityum Yat\u0131r\u0131m\u0131:<\/strong>\u00a0Texas\u2019ta petrol at\u0131k sular\u0131ndan lityum geri kazan\u0131m\u0131 i\u00e7in ayr\u0131 bir tesis kurulumu.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Teknoloji ve Yat\u0131r\u0131m\u0131n G\u00fcc\u00fc<\/h3>\n\n\n\n<p>Andreessen Horowitz gibi devlerden&nbsp;<strong>100 milyon dolar<\/strong>&nbsp;fon toplayan giri\u015fim, madencilik sekt\u00f6r\u00fcn\u00fcn teknoloji konusundaki &#8220;ataletini&#8221; k\u0131rmay\u0131 hedefliyor. Daha \u00f6nce Tesla&#8217;n\u0131n batarya metalleri ekibini y\u00f6neten Caldwell, ara\u00e7 \u00fcretimindeki otomasyon vizyonunu \u015fimdi yerin alt\u0131na ta\u015f\u0131yor.<\/p>\n\n\n\n<p>Sistem, otonom ara\u00e7larda da kullan\u0131lan&nbsp;<strong>peki\u015ftirmeli \u00f6\u011frenme (reinforcement learning)<\/strong>&nbsp;modelleriyle s\u00fcrekli kendini geli\u015ftirerek operasyonel hatalar\u0131 minimize ediyor.<\/p>\n\n\n\n<p><a href=\"https:\/\/gazeteoksijen.com\/dunya\/tesla-kokenli-girisimciden-tam-otonom-maden-yapay-zeka-robotlarla-bakir-uretiyor-273637\">https:\/\/gazeteoksijen.com\/dunya\/tesla-kokenli-girisimciden-tam-otonom-maden-yapay-zeka-robotlarla-bakir-uretiyor-273637<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Eski bir Tesla y\u00f6neticisi olan&nbsp;Turner Caldwell&nbsp;taraf\u0131ndan kurulan&nbsp;Mariana Minerals, madencilik sekt\u00f6r\u00fcnde ta\u015flar\u0131 yerinden oynatacak bir ad\u0131m att\u0131. \u015eirket, Utah\u2019taki CopperOne sahas\u0131nda d\u00fcnyan\u0131n ilk u\u00e7tan uca&nbsp;tam otonom bak\u0131r madenini&nbsp;devreye ald\u0131\u011f\u0131n\u0131 duyurdu. Yapay zeka destekli bu sistemlerin, geleneksel y\u00f6ntemlere k\u0131yasla maliyetleri&nbsp;y\u00fczde 50&nbsp;oran\u0131nda d\u00fc\u015f\u00fcrmesi bekleniyor. Yapay Zeka Sahaya \u0130ndi: MarianaOS Caldwell\u2019a g\u00f6re yapay zekan\u0131n as\u0131l potansiyeli chatbot\u2019larda de\u011fil, a\u011f\u0131r [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":4969,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[37],"tags":[],"class_list":["post-4968","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dunya-haberleri"],"jetpack_featured_media_url":"https:\/\/odakhaber.site\/wp-content\/uploads\/2026\/04\/tesla-kokenli-girisimciden-tam-otonom-maden-yapay-zeka-robotlarla-bakir-uretiyor-pdvd.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/odakhaber.site\/index.php?rest_route=\/wp\/v2\/posts\/4968","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/odakhaber.site\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/odakhaber.site\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/odakhaber.site\/index.php?rest_route=\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/odakhaber.site\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4968"}],"version-history":[{"count":1,"href":"https:\/\/odakhaber.site\/index.php?rest_route=\/wp\/v2\/posts\/4968\/revisions"}],"predecessor-version":[{"id":4970,"href":"https:\/\/odakhaber.site\/index.php?rest_route=\/wp\/v2\/posts\/4968\/revisions\/4970"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/odakhaber.site\/index.php?rest_route=\/wp\/v2\/media\/4969"}],"wp:attachment":[{"href":"https:\/\/odakhaber.site\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4968"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/odakhaber.site\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4968"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/odakhaber.site\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4968"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}