{"id":12991,"date":"2021-06-17T11:00:00","date_gmt":"2021-06-17T14:00:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/?p=12991"},"modified":"2022-10-18T08:09:15","modified_gmt":"2022-10-18T11:09:15","slug":"urban-computing-challenges-big-cities","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/tr\/kentsel-bilisim-zorluklar-buyuk-sehirler\/","title":{"rendered":"Kentsel Bili\u015fim: B\u00fcy\u00fck \u015eehirlerin B\u00fcy\u00fck Zorluklar\u0131yla Y\u00fczle\u015fmek"},"content":{"rendered":"<p>G\u00fcn\u00fcm\u00fczde b\u00fcy\u00fck \u015fehirler trafik s\u0131k\u0131\u015f\u0131kl\u0131\u011f\u0131, hava kirlili\u011fi ve enerji t\u00fcketimi gibi b\u00fcy\u00fck sorunlarla kar\u015f\u0131 kar\u015f\u0131yad\u0131r. B\u00fcy\u00fck \u015fehirlerdeki bu b\u00fcy\u00fck sorunlar\u0131n \u00fcstesinden gelmek i\u00e7in <a href=\"https:\/\/en.wikipedia.org\/wiki\/Big_data\"><strong>b\u00fcy\u00fck veri<\/strong><\/a> (bu da b\u00fcy\u00fck hacimli verilerin i\u015flenmesi anlam\u0131na gelir).<\/p>\n\n\n\n<p>Kentsel bili\u015fim tam olarak budur. Basit\u00e7e \u015fu \u015fekilde tan\u0131mlanabilir <em>b\u00fcy\u00fck \u015fehi\u0307rleri\u0307n b\u00fcy\u00fck sorunlariyla ba\u015fa \u00e7ikmak i\u0307\u00e7i\u0307n b\u00fcy\u00fck veri\u0307 kullanimi<\/em>.<\/p>\n\n\n\n<p>Bu konuyu biraz daha detayland\u0131ral\u0131m.<\/p>\n\n\n\n<p>Kentsel Bili\u015fim, kentsel alanlarda \u00e7e\u015fitli kaynaklar taraf\u0131ndan \u00fcretilen b\u00fcy\u00fck ve heterojen verilerin elde edilmesi, entegrasyonu ve analizi s\u00fcrecini i\u00e7erir. Bu veri kaynaklar\u0131 aras\u0131nda sens\u00f6rler, mobil cihazlar, ara\u00e7lar, binalar ve insanlar yer almaktad\u0131r.<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>Kentsel Bili\u015fim Nedir?<\/strong><\/p>\n\n\n\n<p>\" ba\u015fl\u0131kl\u0131 makalede<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/2629592\">Kentsel bili\u015fim: kavramlar, metodolojiler ve uygulamalar<\/a>\" ba\u015fl\u0131kl\u0131 makalede yazarlar, Kentsel Bili\u015fimin uygulanmas\u0131 i\u00e7in genel bir \u00e7er\u00e7eve sunmaktad\u0131r.<\/p>\n\n\n\n<p>Kentsel Bili\u015fim, kentsel \u00e7evreyi, insan ya\u015fam kalitesini ve \u015fehir i\u015fletim sistemlerini iyile\u015ftiren \u00e7\u00f6z\u00fcmler olu\u015fturmak i\u00e7in m\u00fcdahaleci olmayan ve her yerde bulunan alg\u0131lama teknolojilerini, geli\u015fmi\u015f veri y\u00f6netimini, analitik modelleri ve yeni g\u00f6rselle\u015ftirme y\u00f6ntemlerini birbirine ba\u011flar.<\/p>\n\n\n\n<p>Kentsel Bili\u015fimin disiplinler aras\u0131 bir alan oldu\u011funu da vurgulamal\u0131y\u0131z. Kentsel mekanlar ba\u011flam\u0131nda bili\u015fim bilimini ula\u015f\u0131m, in\u015faat m\u00fchendisli\u011fi, ekonomi, ekoloji ve sosyoloji gibi di\u011fer alanlarla b\u00fct\u00fcnle\u015ftirir.<\/p>\n\n\n\n<p>Muhtemelen akl\u0131n\u0131zdaki en b\u00fcy\u00fck soru \u015fu: B\u00fcy\u00fck \u015fehirlerin sorunlar\u0131n\u0131n \u00fcstesinden gelmek i\u00e7in Kentsel bili\u015fim nas\u0131l uygulan\u0131r?<\/p>\n\n\n\n<p>\u0130yi haber, bunun i\u00e7in bir \u00e7er\u00e7eve var!<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>Kentsel Bilgi \u0130\u015flem \u00c7er\u00e7evesi<\/strong><\/p>\n\n\n\n<p>\" ba\u015fl\u0131kl\u0131 makalede<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/2629592\">Kentsel bili\u015fim: kavramlar, metodolojiler ve uygulamalar<\/a>\" ba\u015fl\u0131kl\u0131 makalede yazarlar, Kentsel Bili\u015fimin uygulanmas\u0131 i\u00e7in genel bir \u00e7er\u00e7eve sunmaktad\u0131r.<\/p>\n\n\n\n<p>\u00c7er\u00e7eve d\u00f6rt katmandan olu\u015fmaktad\u0131r: Kentsel Alg\u0131lama, Kentsel Veri Y\u00f6netimi, Veri Analiti\u011fi ve Hizmet Sa\u011flama. Her katman\u0131n belirli bir i\u015flevi vard\u0131r.<\/p>\n\n\n\n<p>Bu <strong>Kentsel Alg\u0131lama<\/strong> katman\u0131 kentsel alanlardan veri toplamakla g\u00f6revlidir. Bu veri toplama i\u015flemi kat\u0131l\u0131mc\u0131 alg\u0131lama, kitlesel alg\u0131lama ve mobil alg\u0131lama gibi farkl\u0131 tekniklerle ger\u00e7ekle\u015ftirilebilir.<\/p>\n\n\n\n<p>Bu <strong>Kentsel Veri Y\u00f6netimi<\/strong> katman\u0131, verimli veri analiti\u011fini desteklemek i\u00e7in hem Uzam-zamansal bilgileri hem de metinleri i\u00e7eren baz\u0131 indeksleme yap\u0131lar\u0131yla verilerin d\u00fczenlenmesine olanak tan\u0131r.<\/p>\n\n\n\n<p>\u0130\u00e7inde<strong> Veri Analiti\u011fi katman\u0131<\/strong>gibi farkl\u0131 teknikler kullan\u0131labilir. <a href=\"https:\/\/en.wikipedia.org\/wiki\/Data_mining\">Veri Madencili\u011fi<\/a>, <a href=\"https:\/\/en.wikipedia.org\/wiki\/Machine_learning\">Makine \u00d6\u011frenimi<\/a>ve <a href=\"https:\/\/en.wikipedia.org\/wiki\/Data_visualization\">Veri G\u00f6rselle\u015ftirme<\/a> verilerdeki \u00f6r\u00fcnt\u00fcleri tan\u0131mlamak ve daha sonra karar vermek i\u00e7in bunlardan de\u011ferli bilgiler elde etmek i\u00e7in kullan\u0131l\u0131r.<\/p>\n\n\n\n<p>Bu <strong>Hizmet Sa\u011flama<\/strong> katman\u0131, insanlar\u0131n s\u00fcr\u00fc\u015f deneyimlerini iyile\u015ftirmeyi, trafik s\u0131k\u0131\u015f\u0131kl\u0131\u011f\u0131n\u0131, hava kirlili\u011fini ve enerji t\u00fcketimini azaltmay\u0131 ama\u00e7layan \u00e7e\u015fitli \u00e7\u00f6z\u00fcm ve hizmetleri i\u00e7ermektedir.  \u00d6rne\u011fin, herhangi bir trafik anomalisinin tespit edilmesi durumunda, bu bilgi trafi\u011fin da\u011f\u0131t\u0131lmas\u0131 ve anomalinin te\u015fhis edilmesi i\u00e7in ula\u015f\u0131m otoritesine iletilecektir.<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>Peki, Kentsel Bili\u015fim ne gibi zorluklarla kar\u015f\u0131 kar\u015f\u0131ya?<\/strong><\/p>\n\n\n\n<p>\u0130deal bir uygulama i\u00e7in Kentsel Bili\u015fim \u00fc\u00e7 b\u00fcy\u00fck zorlukla kar\u015f\u0131 kar\u015f\u0131yad\u0131r: <\/p>\n\n\n\n<p class=\"has-medium-font-size\">1.<strong>Alg\u0131lama ve veri toplama.<\/strong><\/p>\n\n\n\n<p>Bu zorluk, \u015fehirde da\u011f\u0131t\u0131lan sens\u00f6rlerin say\u0131s\u0131ndaki s\u0131n\u0131rlamalar g\u00f6z \u00f6n\u00fcnde bulundurularak kentsel verilerin m\u00fcdahaleci olmayan ve s\u00fcrekli bir \u015fekilde nas\u0131l toplanaca\u011f\u0131 ile ilgilidir.&nbsp;<\/p>\n\n\n\n<p>Yeni alg\u0131lama altyap\u0131lar\u0131 in\u015fa etmek hedefe ula\u015fmay\u0131 sa\u011flayabilir, ancak \u015fehirlerin y\u00fck\u00fcn\u00fc art\u0131racakt\u0131r.<\/p>\n\n\n\n<p>Bir sens\u00f6r olarak insanlar, \u00e7evrelerinde meydana gelen olaylar\u0131 anlamak i\u00e7in sosyal medyadaki payla\u015f\u0131mlar\u0131n\u0131 veya GPS izlerini kullanarak bu zorlu\u011fun \u00fcstesinden gelmeye yard\u0131mc\u0131 olabilecek yeni bir kavramd\u0131r.<\/p>\n\n\n\n<p>Bir sens\u00f6r olarak insanlar, a\u015fa\u011f\u0131daki gibi yeni zorluklar\u0131 beraberinde getirmektedir:<\/p>\n\n\n\n<ul><li>Cihazlar\u0131n enerji kullan\u0131m\u0131n\u0131n artmas\u0131;<\/li><li>Ki\u015fisel bilgilerin gizlili\u011fi;<\/li><li>Kullan\u0131c\u0131lar e\u015fit da\u011f\u0131lmad\u0131\u011f\u0131 ve ayn\u0131 s\u0131kl\u0131kta alg\u0131lama okumalar\u0131 g\u00f6ndermedikleri i\u00e7in tarafl\u0131 veriler;<\/li><li>Kullan\u0131c\u0131lar taraf\u0131ndan katk\u0131da bulunulan yap\u0131land\u0131r\u0131lmam\u0131\u015f, \u00f6rt\u00fck ve g\u00fcr\u00fclt\u00fcl\u00fc veriler. Buna kar\u015f\u0131l\u0131k, geleneksel sens\u00f6rler taraf\u0131ndan \u00fcretilen veriler iyi yap\u0131land\u0131r\u0131lm\u0131\u015f, a\u00e7\u0131k, temiz ve anla\u015f\u0131lmas\u0131 kolayd\u0131r.&nbsp;<\/li><\/ul>\n\n\n\n<p class=\"has-medium-font-size\">2. <strong>Heterojen veri.<\/strong><\/p>\n\n\n\n<p>Veri Madencili\u011fi ve Makine \u00d6\u011frenimi teknikleri genellikle tek t\u00fcr veriyi ele al\u0131r. Ancak, kentsel sorunlar\u0131n \u00e7\u00f6z\u00fcm\u00fc \u00e7ok \u00e7e\u015fitli fakt\u00f6rleri i\u00e7erir (\u00f6rne\u011fin, hava kirlili\u011finin ara\u015ft\u0131r\u0131lmas\u0131 trafik ak\u0131\u015f\u0131, meteoroloji ve arazi kullan\u0131mlar\u0131n\u0131n e\u015fzamanl\u0131 olarak incelenmesini gerektirir).<\/p>\n\n\n\n<p class=\"has-medium-font-size\">3. <strong>Hibrit sistemler.<\/strong><\/p>\n\n\n\n<p>Verilerin dijital d\u00fcnyada \u00fcretildi\u011fi ve t\u00fcketildi\u011fi bir arama motoru veya dijital oyundan farkl\u0131 olarak, kentsel bili\u015fim genellikle her iki d\u00fcnyadan gelen verileri entegre eder (trafi\u011fi sosyal medya ile birle\u015ftirerek).<\/p>\n\n\n\n<p>Sistemin ayn\u0131 anda bir\u00e7ok cihaz ve kullan\u0131c\u0131yla ileti\u015fim kurmas\u0131 ve farkl\u0131 formatlarda veri g\u00f6nderip almas\u0131 gerekti\u011finden, hibrit sistemlerin tasar\u0131m\u0131 geleneksel sistemlere g\u00f6re \u00e7ok daha zordur.<\/p>\n\n\n\n<p class=\"has-large-font-size\"><strong>Kentsel Bili\u015fimin ana uygulamalar\u0131 nelerdir?<\/strong><\/p>\n\n\n\n<p>Kentsel Bili\u015fim uygulamalar\u0131 say\u0131s\u0131z olabilir.<\/p>\n\n\n\n<p>Uygulamalar yedi kategoride grupland\u0131r\u0131labilir: kentsel planlama, ula\u015f\u0131m, \u00e7evre, kamu g\u00fcvenli\u011fi ve emniyeti, enerji, ekonomi, ekoloji ve sosyal.<\/p>\n\n\n\n<p>\u0130\u015fte her birinin \u00e7ok k\u0131sa bir a\u00e7\u0131klamas\u0131:<\/p>\n\n\n\n<ul><li><strong>Kentsel planlama<\/strong>.&nbsp;<\/li><\/ul>\n\n\n\n<p>Planlama, ak\u0131ll\u0131 \u015fehirler in\u015fa etmek i\u00e7in \u00f6nemlidir. Bu kategori, ula\u015f\u0131m a\u011flar\u0131ndaki temel sorunlar\u0131n tespitini, bir \u015fehirdeki i\u015flevsel b\u00f6lgelerin ke\u015ffini (insanlar\u0131n farkl\u0131 ihtiya\u00e7lar\u0131n\u0131 destekleyen ve e\u011fitim alanlar\u0131 veya i\u015f b\u00f6lgeleri gibi bir d\u00fczenleme tekni\u011fi olarak hizmet eden alanlar gibi) ve \u015fehrin geli\u015fimini anlamak i\u00e7in \u015fehrin s\u0131n\u0131rlar\u0131n\u0131n tespitini i\u00e7erir.<\/p>\n\n\n\n<ul><li><strong>Ula\u015f\u0131m.<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>Bu kategori \u015funlar\u0131 i\u00e7erir: s\u00fcr\u00fc\u015f deneyiminin iyile\u015ftirilmesi, taksi hizmetleri ve toplu ta\u015f\u0131ma sistemleri.<\/p>\n\n\n\n<ul><li><strong>\u00c7evre.<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>Kentle\u015fmenin h\u0131zl\u0131 ilerleyi\u015fi, \u015fehirlerin \u00e7evresi i\u00e7in potansiyel bir tehdit haline gelecektir. \u00c7evre i\u00e7in kentsel bili\u015fim \u015funlar\u0131 i\u00e7erir: \u015fehirlerdeki hava kalitesinin iyile\u015ftirilmesi ve g\u00fcr\u00fclt\u00fc kirlili\u011finin azalt\u0131lmas\u0131.<\/p>\n\n\n\n<ul><li><strong>Kamu g\u00fcvenli\u011fi ve emniyeti.<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>Burada \u015fu uygulamalar\u0131 s\u0131ralayabiliriz: trafik anormalliklerinin tespiti, felaketlerin tespiti ve kazalar\u0131n tespiti.<\/p>\n\n\n\n<ul><li><strong>Enerji t\u00fcketimi.<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>Kentle\u015fmenin h\u0131zla ilerlemesi giderek daha fazla enerji t\u00fcketmektedir. Bu kategorideki uygulamalar gaz ve elektrik t\u00fcketiminin azalt\u0131lmas\u0131d\u0131r.<\/p>\n\n\n\n<ul><li><strong>Ekonomi.<\/strong>&nbsp;<\/li><\/ul>\n\n\n\n<p>Bir \u015fehrin dinamikleri, \u015fehrin ekonomisinin e\u011filimini g\u00f6sterebilir. Bu kategorideki bir uygulama \u00f6rne\u011fi, bir borsan\u0131n e\u011filimini tahmin etmektir.<\/p>\n\n\n\n<ul><li><strong>Sosyal.<\/strong><\/li><\/ul>\n\n\n\n<p>Bu kategorideki uygulamalar konum tavsiyeleri, g\u00fczergah planlama, konum-aktivite tavsiyesi ve \u015fehir dinamiklerini anlamad\u0131r.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518.png\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"768\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-1024x768.png\" alt=\"YE\u015e\u0130L \u015eEH\u0130R\" class=\"wp-image-13003\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-1024x768.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-300x225.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-768x576.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-1536x1152.png 1536w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/preview-348518-2048x1536.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-large-font-size\"><strong>Kentsel Bili\u015fim'i etkinle\u015ftirmek i\u00e7in baz\u0131 teknolojiler var m\u0131?<\/strong><\/p>\n\n\n\n<p>Kentsel Bilgi \u0130\u015flem i\u00e7in kategoriler halinde grupland\u0131r\u0131lm\u0131\u015f \u00e7e\u015fitli etkinle\u015ftirici teknolojiler vard\u0131r. Daha s\u0131k kullan\u0131lan kategoriler \u015funlard\u0131r:&nbsp;<\/p>\n\n\n\n<p>Kentsel Alg\u0131lama teknikleri. Sens\u00f6rlerin yerle\u015ftirilmesi yoluyla geleneksel alg\u0131lama ve \u00f6l\u00e7\u00fcm, kalabal\u0131klar taraf\u0131ndan \u00fcretilen verileri toplamak i\u00e7in mevcut altyap\u0131y\u0131 kullanan pasif kalabal\u0131k alg\u0131lama ve insanlar\u0131n \u00e7evrelerindeki bilgilere aktif olarak katk\u0131da bulunduklar\u0131 kat\u0131l\u0131mc\u0131 alg\u0131lama;<\/p>\n\n\n\n<p>Kentsel Veri Y\u00f6netimi teknikleri, a\u015fa\u011f\u0131daki Veri Madencili\u011fi s\u00fcreci i\u00e7in birden fazla heterojen veri kayna\u011f\u0131n\u0131n d\u00fczenlenmesine olanak tan\u0131r;<\/p>\n\n\n\n<p>Bilgi F\u00fczyonu teknikleri, birden fazla heterojen veri kayna\u011f\u0131ndan \u00f6\u011frenilen bilginin etkili bir \u015fekilde birle\u015ftirilmesini sa\u011flar;<\/p>\n\n\n\n<p>Kentsel Veri G\u00f6rselle\u015ftirme teknikleri yaln\u0131zca ham verileri g\u00f6r\u00fcnt\u00fclemek ve sonu\u00e7lar\u0131 sunmakla kalmamal\u0131, ayn\u0131 zamanda verilerdeki \u00f6r\u00fcnt\u00fcleri, e\u011filimleri ve ili\u015fkileri tespit etmeye ve tan\u0131mlamaya da izin vermelidir.<\/p>\n\n\n\n<p>G\u00f6rd\u00fc\u011f\u00fcn\u00fcz gibi Kentsel Bili\u015fim, modern \u015fehirlerin temel sorunlar\u0131n\u0131 \u00e7\u00f6zmek i\u00e7in \u00e7ok faydal\u0131 bir ara\u00e7 olabilir.<\/p>\n\n\n\n<p>Kentsel Bili\u015fimin kar\u015f\u0131 kar\u015f\u0131ya oldu\u011fu zorluklar eninde sonunda a\u015f\u0131lacak ve b\u00f6ylece \u015fehirlerimiz i\u00e7in daha iyi bir gelece\u011fe sahip olmam\u0131z\u0131 sa\u011flayacakt\u0131r.<\/p>\n\n\n\n<p><strong>Referanslar<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/2629592\">Zheng, Y., Capra, L., Wolfson, O., &amp; Yang, H. (2014). Kentsel bili\u015fim: kavramlar, metodolojiler ve uygulamalar. <em>ACM Transactions on Intelligent Systems and Technology (TIST)<\/em>, <em>5<\/em>(3), 1-55.<\/a><\/p>\n\n\n\n<p>T.  Kindberg, M. Chalmers ve E. Paulos.  2007.  Konuk edit\u00f6rlerin giri\u015f yaz\u0131s\u0131:  Kentsel bili\u015fim. Pervasive Computing 6, 3, 18-20<\/p>\n\n\n\n<p><a href=\"https:\/\/ideas.repec.org\/a\/igg\/jksr00\/v7y2016i1p113-119.html\">Torres-Ruiz, Miguel &amp; Lytras, Miltiadis. (2016). Bilgi Toplumu i\u00e7in Kentsel Bili\u015fim ve Ak\u0131ll\u0131 \u015eehirler Uygulamalar\u0131. Uluslararas\u0131 Bilgi Toplumu Ara\u015ft\u0131rmalar\u0131 Dergisi. 7. 113-119. 10.4018\/IJKSR.2016010108.<\/a><\/p>\n\n\n\n<p>Mind the Graph for urban computing ill\u00fcstrasyonlar\u0131m\u0131z\u0131 incelemek i\u00e7in a\u015fa\u011f\u0131daki resme t\u0131klay\u0131n.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/mindthegraph.com\/app\/illustrations?search=urban%20computing\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"643\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-1024x643.png\" alt=\"\" class=\"wp-image-13046\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-1024x643.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-300x188.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1-768x482.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2021\/06\/image-1.png 1286w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>G\u00fcn\u00fcm\u00fczde b\u00fcy\u00fck \u015fehirler trafik s\u0131k\u0131\u015f\u0131kl\u0131\u011f\u0131, hava kirlili\u011fi ve enerji t\u00fcketimi gibi b\u00fcy\u00fck sorunlarla kar\u015f\u0131 kar\u015f\u0131yad\u0131r. B\u00fcy\u00fck \u015fehirlerdeki bu b\u00fcy\u00fck sorunlar\u0131n \u00fcstesinden b\u00fcy\u00fck veri (b\u00fcy\u00fck hacimli verilerin i\u015flenmesi anlam\u0131na gelir) kullan\u0131larak gelinebilir. Kentsel bili\u015fim tam olarak budur. Basit\u00e7e b\u00fcy\u00fck verinin [...] i\u00e7in kullan\u0131lmas\u0131 olarak tan\u0131mlanabilir.<\/p>","protected":false},"author":18,"featured_media":13002,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[554,250],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Urban Computing Challenges in Big Cities<\/title>\n<meta name=\"description\" content=\"Urban Computing gathers a large amount of data with the purpose to create solutions that improve the big cities&#039; environment and human life quality.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/tr\/kentsel-bilisim-zorluklar-buyuk-sehirler\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta 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