{"id":19114,"date":"2025-11-19T16:33:42","date_gmt":"2025-11-19T13:33:42","guid":{"rendered":"https:\/\/lima.com.tr\/?p=19114"},"modified":"2025-11-19T19:38:34","modified_gmt":"2025-11-19T16:38:34","slug":"newton-yapayzeka","status":"publish","type":"post","link":"https:\/\/lima.com.tr\/en\/newton-yapayzeka\/","title":{"rendered":"Isaac Newton ve Yapay Zeka"},"content":{"rendered":"
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Isaac Newton, Modelleme ve Yapay Zeka<\/br>\nYazan: Cem \u00c7elik<\/br>(Lima End\u00fcstriyel Bilgisayar - Kurucu Ortak)<\/font>\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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\u0130nsano\u011flunun temel g\u00fcd\u00fclerinden biri; ya\u015fad\u0131\u011f\u0131 evreni g\u00f6zlemlemek, becerebildi\u011fi kadar \u00f6l\u00e7\u00fcp kaydetmek, \u00e7al\u0131\u015fma kurallar\u0131n\u0131 sorgulama, anlay\u0131p kontrol edebildikleriyle de kendi fiziksel g\u00fcvenlik ve refah\u0131n\u0131 artt\u0131rmaya \u00e7al\u0131\u015fmakt\u0131r. Anlay\u0131p \u00f6l\u00e7emediklerini ise \u00e7o\u011fu zaman ruhani evren kapsam\u0131nda \u00e7\u00f6z\u00fcmlemeye gayret eder.<\/p>

Yapay zeka i\u00e7in yak\u0131n gelecekte \u00f6ng\u00f6r\u00fclen ilgi alan\u0131 h\u0131zl\u0131 bir \u015fekilde insanl\u0131\u011f\u0131n bu g\u00fcd\u00fcs\u00fcn\u00fcn b\u00fct\u00fcn a\u015famalar\u0131n\u0131 kapsayacak gibi g\u00f6z\u00fck\u00fcyor. B\u00f6ylesine soyut bir giri\u015ften sonra konuyu Isaac Newton\u2019la ba\u015flay\u0131p biraz somutla\u015ft\u0131rmak isterim:<\/p>

Rivayet o ki; Isaac Newton 1665 y\u0131l\u0131nda, hen\u00fcz 23 ya\u015f\u0131ndad\u0131r ve s\u00fcrmekte olan kara veba salg\u0131n\u0131 dolay\u0131s\u0131yla Linconshire\u2019daki evinde karantinad\u0131r.\u00a0 Evinin bah\u00e7esindeki istiare seanslar\u0131ndan birinde a\u011fa\u00e7lardan (kimilerine g\u00f6re kafas\u0131na) d\u00fc\u015fen elmalar\u0131n niye hep dik olarak d\u00fc\u015ft\u00fc\u011f\u00fcne kafay\u0131 takar, olay\u0131 g\u00f6zlemler, ge\u00e7mi\u015f k\u00fclliyat\u0131 inceler, bulgular\u0131n\u0131 genelleyerek bir Model <\/b>kurar. Her fiziksel model gibi bu da bir Denklem<\/b>le ifade edilir. Bu denkleme g\u00f6re nesneler aras\u0131nda; k\u00fctleleriyle do\u011fru orant\u0131l\u0131, aralar\u0131ndaki mesafenin karesiyle ters orant\u0131l\u0131 bir \u00e7ekim g\u00fcc\u00fc vard\u0131r.<\/span><\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Newton\u2019un Evrensel K\u00fctle\u00e7ekim Yasas\u0131<\/strong> diye an\u0131lan bu ifadenin modern hali ise F<\/em>\u00a0=\u00a0G<\/em>(m<\/em>1<\/sub>m<\/em>2<\/sub>)\/R<\/em>2 <\/sup>\u00a0 \u015feklinde ifade edilir.\u00a0 Denklemde Newton sabiti olarak an\u0131lan \u201cG\u201d k\u00fctle\u00e7ekim sabitinin de\u011feri ise Isaac Newton\u2019un \u00f6l\u00fcm\u00fcnden ancak 71 y\u0131l sonra hesaplanabilmi\u015ftir.<\/p>

G\u00fcn\u00fcm\u00fczdeki \u201cDijital \u0130kizler\u201de benzetebilece\u011finiz bu \u201cDenklem \u0130kizi\u201dni yani modelini pratik ya\u015famda yani yery\u00fcz\u00fcnde yer alan bir nesne \u00fczerindeki K\u00fctle\u00e7ekim G\u00fcc\u00fcn\u00fc<\/strong>, nam\u0131 de\u011fer A\u011f\u0131rl\u0131\u011f\u0131n\u0131 <\/strong>hesaplamak i\u00e7in gezegenimizin yar\u0131\u00e7ap\u0131, k\u00fctlesi ve Newton sabiti kullan\u0131rsak W=m g<\/em> denklemine eri\u015filir.<\/p>

‘g\u2019 \u00a0b\u00fct\u00fcn h\u0131z (daha do\u011frusu t\u00fcrevi olan ivme) severlerin yakinen tan\u0131d\u0131\u011f\u0131\u00a0 9.807m\/s2<\/sup>\u00a0 de\u011feridir. Yani 100 kg. k\u00fctlesi olan bir elma sepetinin a\u011f\u0131rl\u0131\u011f\u0131\u00a0 980.7 Newton\u2019dur. G\u00fcnl\u00fck hayatta a\u011f\u0131rl\u0131k kelimesi kullan\u0131lsa da kilogram cinsinden k\u00fctlelerden konu\u015fulur.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Temel bir b\u00fcy\u00fckl\u00fck \u00d6l\u00e7\u00fcm\u00fc<\/strong> yaparken Hangi Birimle<\/strong>, Ne Hassasiyetle<\/strong> ve Hangi Ara\u00e7la<\/strong> \u00f6l\u00e7t\u00fc\u011f\u00fcm\u00fcze dikkat etmek gerekir. Eski tip kefeli, manav terazileri k\u00fctleyi \u00f6l\u00e7erken, yayl\u0131 veya elektronik tart\u0131lar a\u011f\u0131rl\u0131\u011f\u0131 \u00f6l\u00e7\u00fcp \u201cg\u201d yani 9.807 ile b\u00f6lerek k\u00fctle de\u011ferini g\u00f6sterir.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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K\u00fctle, a\u011f\u0131rl\u0131k (k\u00fctle\u00e7ekim g\u00fcc\u00fc) ili\u015fkisini denklemimizi kullanan bir algoritma kullanmadan, y\u00fczlerce \u00f6rnek veriyle (\u00f6l\u00e7\u00fcmlenen d\u00f6n\u00fc\u015ft\u00fcr\u00fclm\u00fc\u015f k\u00fctle, enlem, boylam) \u201cMakine \u00d6\u011frenimi\u201d kullanan yapay zekaya tan\u0131t\u0131rsak ba\u015far\u0131l\u0131 sonu\u00e7lar al\u0131nabilece\u011fini d\u00fc\u015f\u00fcn\u00fcyorum:<\/p>

Yani 100kg\u2019l\u0131k elma sepetimizi farkl\u0131 y\u00fcksekliklerde ve farkl\u0131 enlemlerdeki konumlarda \u00e7ok hassas bir elektronik tart\u0131<\/strong> ile tartsak k\u00fctlemiz de\u011fi\u015fmese de a\u011f\u0131rl\u0131k \u00f6l\u00e7\u00fcm\u00fcnde ne gibi sapmalarla kar\u015f\u0131la\u015faca\u011f\u0131m\u0131z\u0131 denklemden biliyoruz.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t

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Bu nedenle elektronik tart\u0131m\u0131z\u0131n Uluda\u011f eteklerinde a\u011f\u0131rl\u0131k-k\u00fctle d\u00f6n\u00fc\u015f\u00fcm\u00fcnde \u00fc\u00e7 gram kaybederek 99.97kg \u00f6l\u00e7ece\u011fimizi biliyoruz. Ayr\u0131ca \u201cDijital \u0130kiz\u201dimizde d\u00fcnyan\u0131n merkezka\u00e7 etkisinin a\u011f\u0131rl\u0131k \u00fczerindeki etkisi de yer almamakta. Elmalar\u0131m\u0131z ekvatora yak\u0131n Frans\u0131z Ginesi\u2019nde 99.73kg gelecektir. Bu vesileyle belirteyim ekvatora yak\u0131n kurulan uzay \u00fcsleri; bu minik a\u011f\u0131rl\u0131k kazanc\u0131 i\u00e7in de\u011fil, d\u00fcnyan\u0131n d\u00f6nme h\u0131z\u0131ndan maksimum yararlanmak i\u00e7in tercih edilmektedir.ChatGPT\u2019ye gezegenimizin sergiledi\u011fi bu iki co\u011frafi etki do\u011fru olarak \u00f6\u011fretilmi\u015f gibi g\u00f6z\u00fck\u00fcyor. G\u00fczel bir makina \u00f6\u011frenimi seans\u0131 sonras\u0131nda da do\u011fru sonu\u00e7lar elde edilebilir. Makine \u00f6\u011frenimi s\u00fcre\u00e7leri me\u015fhur elmalar\u0131m\u0131z\u0131n s\u0131n\u0131fland\u0131r\u0131lmas\u0131, olgunlu\u011fu gibi s\u00fcre\u00e7lerde zaten yayg\u0131n olarak kullan\u0131lmaktad\u0131r.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Newton, K\u00fctle\u00e7ekim Yasas\u0131n\u0131 yere d\u00fc\u015fen elmalara uygulanan k\u00fctle\u00e7ekim g\u00fcc\u00fcn\u00fc Galileo\u2019dan daha iyi a\u00e7\u0131klaman\u0131n \u00f6tesinde bir vizyonla geli\u015ftirmi\u015ftir: G\u00fcne\u015f sistemindeki gezegenlerin hareket mekanizmalar\u0131yla ilgili olarak Kepler\u2019in geli\u015ftirdi\u011fi teoremi geli\u015ftirerek ay\u0131n d\u00fcnya etraf\u0131ndaki hareketine ve elmalar\u0131n yere d\u00fc\u015fmesine uygulanacak evrensel bir Model<\/strong> kurmu\u015ftur.<\/p>

Salt makina veya derin \u00f6\u011frenim yapm\u0131\u015f \u00fcretken yapay zekan\u0131n, bu modeli (veya g\u00fcncelini) kullanmadan gezegenlerin hareketleri i\u00e7in benzer sonu\u00e7lar verip veremeyece\u011fini a\u00e7\u0131k\u00e7a kestiremiyorum.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t

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K\u00fctle\u00e7ekim yasas\u0131n\u0131n m\u00fcsebbibi ilk elmadan sonra (benim teorime g\u00f6re) Newton\u2019un kafas\u0131na \u00fc\u00e7 elma daha d\u00fc\u015fer ve o da Kepler k\u00fclliyat\u0131ndan hareketle fizi\u011fin \u00fc\u00e7 me\u015fhur hareket yasas\u0131n\u0131 kaleme al\u0131r: Eylemsizlik, Dinami\u011fin Temel Prensibi, Etki-Tepki<\/strong>. Bu yasalar\u0131n me\u015fhur eseri Principia<\/strong>\u2019daki baz\u0131 ifadeleri t\u00fcm insanl\u0131k taraf\u0131ndan o kadar \u00e7ok kabul g\u00f6r\u00fcr ki fizi\u011fin d\u0131\u015f\u0131nda finans ve sosyoloji gibi alakas\u0131z alanlarda da s\u0131k s\u0131k kullan\u0131l\u0131r olur.<\/p>

Newton\u2019un K\u00fctle\u00e7ekim yasas\u0131n\u0131 geli\u015ftirirken Aristo\u2019dan ba\u015flay\u0131p, Galileo ve Kepler\u2019in kimileri yanl\u0131\u015f b\u00fct\u00fcn \u00e7al\u0131\u015fmalar\u0131n\u0131 hatmetti\u011fini, kendi g\u00f6zlemlerini yapt\u0131\u011f\u0131n\u0131, ard\u0131ndan yapt\u0131\u011f\u0131 analizlere uygun bir model in\u015fa etti\u011fini bir kez daha hat\u0131rlatmak isterim.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Bilimin temel ta\u015flar\u0131ndan olan g\u00f6zlem konusunda Newton d\u00f6rt d\u00f6rtl\u00fck bir \u00f6rnektir. Opticks<\/strong> adl\u0131 kitab\u0131nda toplad\u0131\u011f\u0131 \u0131\u015f\u0131k konusundaki \u00e7al\u0131\u015fmalar\u0131, ilk aynal\u0131 teleskop, prizma yard\u0131m\u0131yla k\u0131r\u0131larak beyaz \u0131\u015f\u0131\u011f\u0131n g\u00f6r\u00fcn\u00fcr \u0131\u015f\u0131k spektrumuna a\u00e7\u0131lmas\u0131n\u0131 kullanan renk teorisini kapsar. Newton tekrarl\u0131 prizma testleri sonucunda (hatal\u0131 olarak) \u0131\u015f\u0131\u011f\u0131n par\u00e7ac\u0131k k\u00f6kenli oldu\u011fu sonucuna varm\u0131\u015ft\u0131r.<\/p>

K\u00fctle\u00e7ekim yasas\u0131nda nesnelerin fiziksel bir varl\u0131\u011f\u0131 olamayan nedenlerle birbirini \u00e7ekmesi kavram\u0131 Newton\u2019u da rahats\u0131z etse de 200 y\u0131l kadar ge\u00e7erlili\u011fini korumu\u015ftur. S\u00fcrekli g\u00f6zlem ve g\u00f6zlemlerde artan hassasiyet sonucunda hesaplarla g\u00f6zlemler aras\u0131nda a\u00e7\u0131klanamayan farkl\u0131l\u0131klar g\u00f6zlemlenmi\u015ftir:<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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  1. Merk\u00fcr\u2019\u00fcn y\u00f6r\u00fcngesinde y\u00fcz y\u0131lda bir, derecenin 43\/3600\u2019\u0131 kadar sapma oluyor,<\/li>
  2. Astronomlar\u0131n \u0131\u015f\u0131\u011f\u0131n k\u00fctlesel \u00e7ekim sonras\u0131 g\u00f6zlemledikleri a\u00e7\u0131sal sapmalar Newton\u2019un teoreminin \u00f6ng\u00f6rd\u00fc\u011f\u00fcn\u00fcn yar\u0131s\u0131 kadar \u00e7\u0131k\u0131yor,<\/li><\/ol>


    Bu sapmalar ancak Einstein\u2019\u0131n K\u00fctle\u00e7ekim (Genel G\u00f6relilik) Yasas\u0131 ile a\u00e7\u0131klanabilmi\u015ftir.<\/p>

    Elimizdeki \u00f6l\u00e7me teknolojileri hassasiyet, \u00f6rnekleme, \u00f6l\u00e7eklendirme, depolama becerileri olarak \u00e7ok ilerlemi\u015ftir. Ayr\u0131ca \u00f6l\u00e7\u00fcmlenen dalga boyu, renk derinli\u011fi gibi \u00f6zellikler de \u00e7ok daha kapsaml\u0131 hale gelmi\u015ftir. \u00dcst\u00fcne \u00fcstl\u00fck bu i\u015flemleri otomatik olarak yapabilen bilgisayarlar \u00fcrettik. En \u00f6nemlisi art\u0131k bunca veriyi boca edip \u00fcretken sonu\u00e7lar alabilece\u011fimiz derin \u00f6\u011frenme platformlar\u0131m\u0131z var.<\/p>

    A\u00e7\u0131k\u00e7as\u0131 Newton\u2019un yasas\u0131ndaki g\u00f6zlemlenen bu iki farktan hareketle (bug\u00fcnk\u00fc seviyesiyle) yapay zeka platformlar\u0131n\u0131n \u00fcretken algoritmalarla a\u00e7\u0131klayabilece\u011fini d\u00fc\u015f\u00fcnm\u00fcyorum.
    Yapay zekayla ilgili benim d\u00f6rt g\u00f6zle bekledi\u011fim a\u015fama; insanl\u0131\u011f\u0131n anlayabildi\u011fi kadar\u0131yla fiziksel evreni a\u00e7\u0131klad\u0131\u011f\u0131n\u0131 d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fc, binlerce y\u0131ll\u0131k bilimsel birikimin \u00f6zeti olan ve k\u00fctle\u00e7ekim dahil d\u00f6rt (kimilerine g\u00f6re be\u015f) kuvveti modelleyen denklemlerdeki sapmalar\u0131 belirleyip yeni modeller olu\u015fturabilmesidir.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

    \n\t\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"\"\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
    \n\t\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t\t\t

    Buraya kadar okuma sabr\u0131n\u0131 g\u00f6sterenlere te\u015fekk\u00fcr ederken, yaz\u0131m\u0131 \u015firketimizin faaliyetleriyle ilgili iki paragrafla bitiriyorum:<\/p>

    Lima Endustriyel Bilgisayar<\/strong> olarak; insanl\u0131\u011f\u0131n ya\u015fam kalitesini, \u00fcretim becerilerini geli\u015ftiren makinalar\u0131n tan\u0131ml\u0131 bir ama\u00e7 \u00e7er\u00e7evesinde d\u00fcnyam\u0131z\u0131 alg\u0131lamas\u0131n\u0131, \u00f6l\u00e7\u00fcmlemesi, \u00e7\u00f6z\u00fcmleyip karar vermesini olanakl\u0131 k\u0131lmak \u00fczere \u00e7al\u0131\u015f\u0131yoruz:<\/p>

    G\u00f6rsel alg\u0131lama i\u00e7in Basler AG<\/a><\/strong> ile i\u015f birli\u011fimiz \u00e7er\u00e7evesinde farkl\u0131 spektrumlar kullanan, alan tarama ve 3D kameralar sa\u011fl\u0131yoruz. Zebra Technologies<\/a><\/strong> \u00fcr\u00fcnleriyle lazer profil taramalar\u0131 yap\u0131yor,\u00a0Aurora Yaz\u0131l\u0131m<\/b><\/a>\u00a0K\u00fct\u00fcphaneleriyle yapay s\u00fcre\u00e7lerini h\u0131zland\u0131r\u0131yoruz. Neousys<\/a><\/strong> ve Advantech<\/a><\/strong> taraf\u0131ndan \u00fcretilen Edge (Kenar) Yapay Zeka platformlar\u0131yla \u00f6l\u00e7\u00fcmleme, \u00e7\u00f6z\u00fcmleyip, otomatik karar verme i\u015flevlerinin ger\u00e7ekle\u015ftirilmesini sa\u011fl\u0131yoruz.<\/p>

    Kaynak\u00e7a:<\/strong><\/p>