{"id":11817,"date":"2023-03-30T08:00:00","date_gmt":"2023-03-30T05:00:00","guid":{"rendered":"https:\/\/suymerbir.org.tr\/?p=11817"},"modified":"2025-08-19T09:12:45","modified_gmt":"2025-08-19T06:12:45","slug":"su-urunleri-yetistiriciliginde-yapay-zeka-bolum-1","status":"publish","type":"post","link":"https:\/\/www.suymerbir.org.tr\/en\/su-urunleri-yetistiriciliginde-yapay-zeka-bolum-1.html","title":{"rendered":"Su \u00fcr\u00fcnleri yeti\u015ftiricili\u011finde yapay zeka &#8211; B\u00f6l\u00fcm 1"},"content":{"rendered":"<style>.kadence-column_f82aee-da > .kt-inside-inner-col{border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;}.kadence-column_f82aee-da > .kt-inside-inner-col,.kadence-column_f82aee-da > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_f82aee-da > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column_f82aee-da > .kt-inside-inner-col{flex-direction:column;}.kadence-column_f82aee-da > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column_f82aee-da > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_f82aee-da{position:relative;}@media all and (max-width: 1024px){.kadence-column_f82aee-da > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column_f82aee-da > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column inner-column-1 kadence-column_f82aee-da\"><div class=\"kt-inside-inner-col\">\n<p class=\"wp-block-paragraph\">Su, insanlar i\u00e7in d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcm\u00fczde insanlar\u0131n onunla \u00e7al\u0131\u015fmas\u0131 yada onun i\u00e7inde \u00e7al\u0131\u015fmas\u0131 i\u00e7in olduk\u00e7a ekstrem ko\u015fullara sahip. Ayn\u0131 zamanda birbiri ile ba\u011flant\u0131l\u0131 \u015fekilde ya da de\u011fil, kontrol alt\u0131nda tutulmas\u0131 gereken \u00e7ok fazla parametre, yeti\u015ftiricilik operasyonu hangi boyutta olursa olsun dikkatli bir \u015fekilde takip edilmeli.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI<\/strong>; <em>artificial intelligence<\/em>, yani yapay zeka; g\u00fcn\u00fcm\u00fczde \u00fczerinde \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131z en \u00f6nemli teknolojilerden birisi. <strong>Fintech<\/strong> olarak tan\u0131mlanan finansal teknolojiler ve \u201cprogram gibi hizmet\u201d olarak tan\u0131mlayabilece\u011fimizi <strong>SaS<\/strong> hizmetleri s\u00f6z konusu oldu\u011funda daha fazla dikkat \u00e7eken yapay zekadan her g\u00fcn daha fazla alanda faydalan\u0131yor ve ondan hizmet al\u0131yoruz.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Su \u00fcr\u00fcnleri yeti\u015ftiricili\u011fi ile ilintili yapay zeka alan\u0131nda \u00e7al\u0131\u015fmak i\u00e7in temel \u015fey gereksinimimiz halihaz\u0131rda bal\u0131k\u00e7\u0131l\u0131k hakk\u0131nda i\u015f yapabilecek kadar okur yazarl\u0131\u011f\u0131m\u0131z\u0131n olmas\u0131. Pratikten yada teorikten, hi\u00e7 fark etmez. Yapay zekan\u0131n kullan\u0131labilece\u011fi alanlara dair temel konu ba\u015fl\u0131klar\u0131nda ve bu konu ba\u015fl\u0131klar\u0131nda \u00e7al\u0131\u015fan \u015firketlerin \u00e7\u00f6z\u00fcm \u00f6nerilerinde de listelendi\u011fi gibi, yapay zeka destekli bir ara\u015ft\u0131rmay\u0131 ba\u015far\u0131yla sonu\u00e7land\u0131rmak, \u00fcr\u00fcn\u00fc piyasaya \u00e7\u0131karmak yada en basitinden bir prototipi denemek i\u00e7in bile suya, suyla olan etkile\u015fime, suda ya\u015fama ve suyla ilgili pek \u00e7ok dinami\u011fe hakim olmak, bir olmazsa olmazd\u0131r.<\/p>\n\n\n<style>#kt-layout-id_a9dd6b-24 > .kt-row-column-wrap{align-content:start;}:where(#kt-layout-id_a9dd6b-24 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}#kt-layout-id_a9dd6b-24 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var( --global-kb-row-default-top, 25px );padding-bottom:var( --global-kb-row-default-bottom, 25px );padding-top:0px;grid-template-columns:repeat(2, minmax(0, 1fr));}#kt-layout-id_a9dd6b-24 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){#kt-layout-id_a9dd6b-24 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){#kt-layout-id_a9dd6b-24 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style>\n<div class=\"wp-block-kadence-rowlayout alignnone\"><div id=\"kt-layout-id_a9dd6b-24\" class=\"kt-row-layout-inner kt-layout-id_a9dd6b-24\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-gutter-default kt-v-gutter-default kt-row-valign-top kt-row-layout-equal kt-tab-layout-inherit kt-m-colapse-left-to-right kt-mobile-layout-row\"><style>.kadence-column_ad566b-f8 > .kt-inside-inner-col{border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;}.kadence-column_ad566b-f8 > .kt-inside-inner-col,.kadence-column_ad566b-f8 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_ad566b-f8 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column_ad566b-f8 > .kt-inside-inner-col{flex-direction:column;}.kadence-column_ad566b-f8 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column_ad566b-f8 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_ad566b-f8{position:relative;}@media all and (max-width: 1024px){.kadence-column_ad566b-f8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column_ad566b-f8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column inner-column-1 kadence-column_ad566b-f8\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-text-align-center has-small-font-size wp-block-paragraph\"><em>Yapay zekay\u0131 su \u00fcr\u00fcnleri yeti\u015ftiricili\u011fi tesislerinde verimi artt\u0131rmak ve tesisleri daha iyi bir hale getirmek i\u00e7in nas\u0131l kullan\u0131yoruz?<\/em><\/p>\n\n\n\n<div aria-label=\"Carousel Gallery\" class=\"wp-block-coblocks-gallery-carousel alignfull\"><div class=\"coblocks-gallery-carousel-swiper-container is-cropped coblocks-gallery has-caption-style-dark has-horizontal-gutter has-lightbox\"><div class=\"has-carousel has-carousel-xlrg swiper-container has-aligned-cells has-responsive-height \" data-swiper=\"{\"alignCells\":true,\"autoPlay\":true,\"autoPlaySpeed\":\"3000\",\"draggable\":true,\"freeMode\":false,\"loop\":true,\"navigation\":false,\"pageDots\":false,\"pauseHover\":true,\"responsiveHeight\":true,\"slidesPerView\":1,\"thumbnails\":true,\"uuid\":\"12345\"}\" style=\"height:400px\"><div class=\"swiper-wrapper\"><div class=\"swiper-slide\"><div class=\"coblocks-gallery--item\" role=\"button\" tabindex=\"0\"><figure class=\"coblocks-gallery--figure 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src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/buyume-ve-gelismenin-takip-edilmesi-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\"\/><\/figure><figcaption class=\"coblocks-gallery--caption coblocks-gallery--primary-caption\"><\/figcaption><\/div><\/div><div class=\"swiper-slide\"><div class=\"coblocks-gallery--item\" role=\"button\" tabindex=\"2\"><figure class=\"coblocks-gallery--figure has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\"><img decoding=\"async\" alt=\"\" class=\"wp-image-11820\" data-id=\"11820\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11820\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/operasyon-ve-ekipmanlari-optimize-etmek-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\"\/><\/figure><figcaption class=\"coblocks-gallery--caption coblocks-gallery--primary-caption\"><\/figcaption><\/div><\/div><div class=\"swiper-slide\"><div 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src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/saglik-gozetimi-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\"\/><\/figure><figcaption class=\"coblocks-gallery--caption coblocks-gallery--primary-caption\"><\/figcaption><\/div><\/div><div class=\"swiper-slide\"><div class=\"coblocks-gallery--item\" role=\"button\" tabindex=\"5\"><figure class=\"coblocks-gallery--figure has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\"><img decoding=\"async\" alt=\"\" class=\"wp-image-11823\" data-id=\"11823\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11823\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/stok-sayimi-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\"\/><\/figure><figcaption class=\"coblocks-gallery--caption coblocks-gallery--primary-caption\"><\/figcaption><\/div><\/div><div class=\"swiper-slide\"><div class=\"coblocks-gallery--item\" role=\"button\" 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src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/tedavi-optimizasyonu-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\"\/><\/figure><figcaption class=\"coblocks-gallery--caption coblocks-gallery--primary-caption\"><\/figcaption><\/div><\/div><\/div><\/div><div class=\"wp-block-coblocks-gallery-carousel-thumbnail-pagination has-margin-top-5 has-margin-top-mobile-5\"><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-0 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11818\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11818\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/boylama-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-1 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11819\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11819\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/buyume-ve-gelismenin-takip-edilmesi-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-2 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11820\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11820\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/operasyon-ve-ekipmanlari-optimize-etmek-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-3 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11821\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11821\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/olcum-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-4 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11822\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11822\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/saglik-gozetimi-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-5 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11823\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11823\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/stok-sayimi-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-6 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11824\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11824\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/su-kalitesi-ve-kimyasinin-kontrolu-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><button aria-label=\"gallery thumbnail\" class=\"wp-block-coblocks-gallery-carousel-thumbnail wp-block-coblocks-gallery-carousel-thumbnail-7 has-margin-left-5 has-margin-left-mobile-5 has-margin-right-5 has-margin-right-mobile-5\" style=\"height:80px;width:100px\" tabindex=\"0\"><img decoding=\"async\" alt=\"\" data-id=\"11825\" data-link=\"https:\/\/suymerbir.org.tr\/?attachment_id=11825\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/03\/tedavi-optimizasyonu-su-urunleri-yetistiriciliginde-yapay-zeka-kullanimi-1024x1024.png\" style=\"height:100%;width:100%\"\/><\/button><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column_f344bf-1a > .kt-inside-inner-col{border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;}.kadence-column_f344bf-1a > .kt-inside-inner-col,.kadence-column_f344bf-1a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column_f344bf-1a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column_f344bf-1a > .kt-inside-inner-col{flex-direction:column;}.kadence-column_f344bf-1a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column_f344bf-1a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column_f344bf-1a{position:relative;}@media all and (max-width: 1024px){.kadence-column_f344bf-1a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column_f344bf-1a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column inner-column-2 kadence-column_f344bf-1a\"><div class=\"kt-inside-inner-col\">\n<p class=\"wp-block-paragraph\">Bal\u0131k\u00e7\u0131l\u0131k ve bal\u0131k yeti\u015ftiricili\u011fi hakk\u0131nda kapsaml\u0131 bilgiye sahip olduktan sonra, yapay zeka alan\u0131nda uzman olabilece\u011finiz y\u00fcksek lisans ve doktora programlar\u0131 var. Bu programlar, bilgisayar bilimleriyle \u00e7ok g\u00fc\u00e7l\u00fc \u015fekilde i\u00e7 i\u00e7e ge\u00e7mi\u015ftir hatta birbirine g\u00f6bekten ba\u011fl\u0131d\u0131r. \u00c7evrimi\u00e7i izleyebilece\u011finiz bir kurstan veya kat\u0131ld\u0131\u011f\u0131n\u0131z bir e\u011fitim kamp\u0131ndan farkl\u0131 olarak olaya b\u00fct\u00fcnsel ve kapsaml\u0131 bir yakla\u015f\u0131m sunar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">E\u011fer bu alanda \u00e7al\u0131\u015fmak konusunda biraz daha deneysel ve deneyime dayal\u0131 bir modelde ilerlemek istiyorsan\u0131z \u00e7evrimi\u00e7i kurslar ve e\u011fitim kamplar\u0131na kat\u0131larak konu hakk\u0131nda temel ve kariyerinizi ilerletecek becerileri \u00f6\u011frenmeye ba\u015flayabilirsiniz.&nbsp; E\u011fer \u00e7evrimi\u00e7i \u00fccretli yada \u00fccretsiz kurslar ar\u0131yorsan\u0131z Coursera, edx, Udemy ve Google\u2019\u0131n kaynaklar\u0131na g\u00f6z atabilirsiniz.<\/p>\n<\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Girdileri ve \u00e7\u0131kt\u0131lar\u0131yla, suya dayal\u0131 bir \u00fcretim operasyonunda kontrol alt\u0131nda tutulmas\u0131 gereken \u00e7ok fazla \u015fey vard\u0131r. Bunlar tesise giri\u015f yapacak olan suyun kimyasal yap\u0131s\u0131ndan tesisten ayr\u0131lacak olan kullan\u0131lm\u0131\u015f suyun i\u00e7indeki Azot ve Fosfor bile\u015fiklerinin ak\u0131betine kadar y\u00fcz binlerce <em>yap\u0131lacak<\/em> demektir ve insan g\u00fcc\u00fcyle bunlar\u0131n hepsinin <em>olmas\u0131 gerekti\u011fi gibi<\/em> devaml\u0131 olarak kontol alt\u0131nda tutulmas\u0131n\u0131n imkan\u0131 yoktur. Artan insan pop\u00fclasyonuna ba\u011fl\u0131 olarak kara \u00fczerinde yerle\u015filen yerlerin artmas\u0131 ve sular\u0131n da iklim de\u011fi\u015fikli\u011fine ba\u011fl\u0131 olarak eskisinden daha farkl\u0131 \u00f6zellikler ta\u015f\u0131mas\u0131, gitgide daha asidik e\u011filime sahip olmas\u0131 ve canl\u0131 ya\u015fam\u0131 i\u00e7in elveri\u015fsiz hale gelmesi, verim alman\u0131n ve \u00fcretkenli\u011fin \u00fczerindeki bask\u0131y\u0131 artt\u0131rmaktad\u0131r. \u015eu an i\u00e7in en az\u0131ndan su kalitesinin ve kimyas\u0131n\u0131n kontrol\u00fcn\u00fcn g\u00f6zlemlenmesi, yemlemenin g\u00f6r\u00fcnt\u00fcleme teknolojileriyle entegre \u015fekilde otomatikle\u015ftirilmesi, erken uyar\u0131 sistemleriyle alg patlamalar\u0131ndan \u00f6nceden haberdar olarak kafeslerde \u00f6nlemler al\u0131nmas\u0131 ve hatta f\u0131rt\u0131nalara ba\u011fl\u0131 olarak kafeslerin bat\u0131r\u0131lmas\u0131 yada su y\u00fczeyine yakla\u015ft\u0131r\u0131lmas\u0131n\u0131n sa\u011flanmas\u0131, \u00fcretimde ya\u015fanan kay\u0131plar\u0131 azaltmakta ve tesisin refah\u0131n\u0131 iyle\u015ftirmekte etkili olacakt\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zeka ile desteklenmi\u015f ve g\u00fc\u00e7lendirilmi\u015f su \u00fcr\u00fcnleri yeti\u015ftiricili\u011finin en fazla ihtiya\u00e7 duyuldu\u011fu alanlardan birisinin kapal\u0131 devre yeti\u015ftiricilik tesisleri oldu\u011funu g\u00f6zden ka\u00e7\u0131rmamam\u0131z gerekiyor. Dinamiklerin tamam\u0131n\u0131n kontrol alt\u0131nda tutulmas\u0131n\u0131n bir zorunluluk oldu\u011fu bu t\u00fcr tesislerde, vir\u00fcs ve patojenlerin neden oldu\u011fu hastal\u0131klara kar\u015f\u0131 m\u00fccadele en dikkat \u00e7ekici ba\u015fl\u0131klardan biridir. Bilgisayar destekli ve yapay zekan\u0131n g\u00f6zetimindeki alg\u0131lay\u0131c\u0131lar, sens\u00f6rler ve&nbsp; g\u00f6zetme ara\u00e7lar\u0131 ile bu ara\u00e7larla tespit edilen herhangi bir olumsuz durum kar\u015f\u0131s\u0131nda reaksiyon alma yetene\u011fi olan ara\u00e7lar \u00fcretime ba\u011fl\u0131 kay\u0131p riskini artt\u0131rabilecek olan salg\u0131nlar\u0131n \u00f6n\u00fcne ge\u00e7menin do\u011fru anahtarlar\u0131 olacak.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yeti\u015ftiricilik i\u015finde de art\u0131k zaman her \u015fey ve su \u00fcr\u00fcnleri yeti\u015ftiricili\u011fi yaparken zaman\u0131 do\u011fru bir \u015fekilde y\u00f6netmek verimi artt\u0131r\u0131r. Zaman\u0131 do\u011fru y\u00f6netmeyi ba\u015farman\u0131n en h\u0131zl\u0131 yollar\u0131ndan birisi de veriye do\u011fru \u015fekilde ve do\u011fru zamanda ula\u015fabilmektir.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/suymerbir.org.tr\/wp-content\/uploads\/2023\/04\/su-urunleri-yetistiriciligince-ai-1024x576.png\" alt=\"\" class=\"wp-image-11853\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u015eimdi arkan\u0131za yaslan\u0131n ve g\u00f6zlerinizi kapatarak d\u00fc\u015f\u00fcn\u00fcn; \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z tesiste ka\u00e7 yerden birden bildirim al\u0131yorsunuz?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Durmadan \u00fczerinize ya\u011fan bu verilerin bir k\u0131sm\u0131 kulland\u0131\u011f\u0131n\u0131z ara\u00e7lar vas\u0131tas\u0131yla organize edilmi\u015f haldeyken \u00e7o\u011fu hamd\u0131r. Yani i\u015flenmemi\u015f, d\u00fczenlenmemi\u015f ve ger\u00e7ekten size ula\u015fmal\u0131 m\u0131 ula\u015fmamal\u0131 m\u0131, karar\u0131 verilmemi\u015f. Yapay zeka, ham veriyi i\u015flemek ve bunlar\u0131 bir d\u00fczene sokma kabiliyeti ile zaman\u0131 verimli kullanmam\u0131za yard\u0131mc\u0131 olur. Her tesisin kendi i\u00e7inden gelen ham verilerle olu\u015fturdu\u011fu bir <em>big data<\/em> havuzu vard\u0131r. Tesise giren sudan, ar\u0131tma sisteminden, tanklardan, yemden, oksijenlendirme sisteminden, sterilizat\u00f6rden daima veri akar ve bunlardan gelen anl\u0131k veriyi anlaml\u0131 bir \u015fekle sokmak ger\u00e7ekten zordur. Veri elinizde olsa bile onu okumad\u0131ktan sonra bunun, verinin elinizde olmamas\u0131yla aras\u0131nda bir fark yoktur. Veri i\u015flemek ise her zaman kolay ve zahmetsiz bir i\u015f de\u011fildir, maliyeti ise hi\u00e7 az de\u011fildir. Bu nedenle tesis i\u00e7indeki sistemlerden gelen veriyi i\u015fleyebilen ve bu verileri anlayarak gerekli reaksiyonlar\u0131 alabilen bir yapay zeka modeli d\u00fczenli ve verimli bir \u00fcretim tesisinin vazge\u00e7ilmez bile\u015fenlerinden birisi olacak.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bir sonraki yaz\u0131da kapsaml\u0131 \u015fekilde su \u00fcr\u00fcnleri yeti\u015ftiricili\u011finde yapay zekan\u0131n kullan\u0131m\u0131n\u0131 ve yapay zeka i\u015f yapan \u015firketlerden baz\u0131lar\u0131n\u0131 tan\u0131yaca\u011f\u0131z.<\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Su, insanlar i\u00e7in d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcm\u00fczde insanlar\u0131n onunla \u00e7al\u0131\u015fmas\u0131 yada onun i\u00e7inde \u00e7al\u0131\u015fmas\u0131 i\u00e7in olduk\u00e7a ekstrem ko\u015fullara sahip. Ayn\u0131 zamanda&#8230;<\/p>\n","protected":false},"author":2,"featured_media":11836,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","_uag_custom_page_level_css":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[33,35,36,37],"tags":[70,186,199],"class_list":["post-11817","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-su-urunleri-teknolojisi","category-su-urunleri-yetistiriciligi","category-yapay-zeka","tag-ai","tag-su-urunleri-yetistiriciliginde-yapay-zeka","tag-yapay-zeka"],"featured_image_src":null,"author_info":{"display_name":"Kaan Ugrasiz","author_link":"https:\/\/www.suymerbir.org.tr\/en\/author\/travego"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Su \u00fcr\u00fcnleri yeti\u015ftiricili\u011finde yapay zeka - B\u00f6l\u00fcm 1<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.suymerbir.org.tr\/en\/su-urunleri-yetistiriciliginde-yapay-zeka-bolum-1.html\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:locale:alternate\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Su \u00fcr\u00fcnleri yeti\u015ftiricili\u011finde yapay zeka - B\u00f6l\u00fcm 1\" \/>\n<meta property=\"og:description\" content=\"Su, insanlar i\u00e7in d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcm\u00fczde insanlar\u0131n onunla \u00e7al\u0131\u015fmas\u0131 yada onun i\u00e7inde \u00e7al\u0131\u015fmas\u0131 i\u00e7in olduk\u00e7a ekstrem ko\u015fullara sahip. 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