{"id":3040,"date":"2021-12-08T17:45:38","date_gmt":"2021-12-08T12:15:38","guid":{"rendered":"https:\/\/www.datalabelify.com\/?p=3040"},"modified":"2023-11-02T20:03:07","modified_gmt":"2023-11-02T14:33:07","slug":"what-is-ai-powered-lidar-and-how-does-it-work","status":"publish","type":"post","link":"https:\/\/www.datalabelify.com\/tr\/yapay-zeka-destekli-lidar-nedir-ve-nasil-calisir\/","title":{"rendered":"Yapay Zeka Destekli LiDAR Nedir ve Nas\u0131l \u00c7al\u0131\u015f\u0131r?"},"content":{"rendered":"<h5>Yapay zeka destekli LiDAR nedir?<\/h5>\n<p>LiDAR bir olmas\u0131na ra\u011fmen <a href=\"https:\/\/www.datalabelify.com\/tr\/\">de\u011ferli ara\u00e7<\/a> onlarca y\u0131ld\u0131r bir\u00e7ok sekt\u00f6rde, yapay zeka (AI destekli) tam potansiyelini ortaya \u00e7\u0131karmaya yeni ba\u015fl\u0131yor. LiDAR (\u0131\u015f\u0131k alg\u0131lama ve uzakl\u0131k belirleme olarak da bilinir) bir uzaktan alg\u0131lama tekni\u011fidir. Lazer taray\u0131c\u0131lar, bir yaya veya bina gibi hedef nesne ile sens\u00f6r aras\u0131ndaki mesafeleri \u00f6l\u00e7mek i\u00e7in kullan\u0131l\u0131r. Ekipler, bir dizi uygulamada benzeri g\u00f6r\u00fclmemi\u015f h\u0131z ve hassasiyet i\u00e7in teknolojiyi optimize etmek \u00fczere LiDAR ile birlikte yapay zekay\u0131 kullan\u0131yor.<\/p>\n<p>LiDAR&#039;\u0131n araziyi taramak i\u00e7in u\u00e7aklara kuruldu\u011fu 1960&#039;lardan beri, LiDAR bir \u015fekilde var olmu\u015ftur. LiDAR, 1980&#039;lerde GPS&#039;in ortaya \u00e7\u0131kmas\u0131yla daha pop\u00fcler hale geldi. GPS, LiDAR taramalar\u0131ndan elde edilen verilerin 3D modeller olu\u015fturmak i\u00e7in kullan\u0131lmas\u0131na izin verdi. LiDAR maliyetleri d\u00fc\u015ferken ve LiDAR verilerinin miktar\u0131 mevcutken, LiDAR&#039;\u0131n yak\u0131n zamanda yapay zeka\/makine \u00f6\u011frenimi (ML) ile e\u015fle\u015fmesi, b\u00fcy\u00fck yenilik f\u0131rsatlar\u0131n\u0131n kap\u0131lar\u0131n\u0131 aral\u0131yor.<\/p>\n<h3>LiDAR nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/h3>\n<p>Bir LiDAR sistemi tipik olarak d\u00f6rt temel bile\u015fenden olu\u015fur:<\/p>\n<ul>\n<li>Lazer: Hedeflere (binalar, ara\u00e7lar, yayalar vb.) \u0131\u015f\u0131k dalgalar\u0131 g\u00f6ndermek i\u00e7in \u0131\u015f\u0131k at\u0131mlar\u0131n\u0131 kullan\u0131r. Kullan\u0131lan LiDAR tipi, g\u00f6nderilen \u0131\u015f\u0131k dalgalar\u0131n\u0131n tipini belirleyecektir.<\/li>\n<li>Taray\u0131c\u0131: Lazerin hedef nesneleri ne kadar h\u0131zl\u0131 tarad\u0131\u011f\u0131n\u0131 ve lazerin ne kadar uza\u011fa ula\u015fabilece\u011fini kontrol eder.<\/li>\n<li>Sens\u00f6r: Bu sens\u00f6r, \u0131\u015f\u0131k huzmesinin ilgilenilen nesneden yans\u0131y\u0131p LiDAR sistemine geri d\u00f6nmesi i\u00e7in ge\u00e7en s\u00fcreyi \u00f6l\u00e7er.<\/li>\n<li>GPS: Bu, hedef nesne (veya sistem) aras\u0131ndaki mesafe \u00f6l\u00e7\u00fcmlerinin do\u011fru oldu\u011fundan emin olmak i\u00e7in LiDAR sisteminin konumunu izler.<\/li>\n<\/ul>\n<p>Modern LiDAR sistemleri saniyede 500.000 darbeye kadar g\u00f6nderebilir. Bu darbeler daha sonra bir nokta bulutunda derlenir. Bu, uzaydaki nesneleri temsil eden bir koordinat koleksiyonudur. Nokta bulutu daha sonra alan\u0131n 3 boyutlu bir modelini olu\u015fturmak i\u00e7in kullan\u0131labilir.<\/p>\n<h3><span style=\"text-decoration: underline;\">LiDAR&#039;\u0131n iki ana t\u00fcr\u00fc vard\u0131r.<\/span><\/h3>\n<ul>\n<li>Havadan LiDAR<\/li>\n<\/ul>\n<p>Airborne LiDAR, ad\u0131ndan da anla\u015f\u0131laca\u011f\u0131 gibi, sistemin drone veya u\u00e7ak gibi u\u00e7an bir cihaza monte edilmesini gerektirir. LiDAR, ilgili ko\u015fullar\u0131 izlemek i\u00e7in yere darbeler g\u00f6nderir. \u0130ki tip havadan LiDAR mevcuttur:<\/p>\n<p>batimetrik: <a href=\"https:\/\/www.tesladigitalhq.com\/\" target=\"_blank\" rel=\"noopener\">Miktar<\/a> ye\u015fil \u0131\u015f\u0131k kullanarak su k\u00fctlelerinin derinli\u011fi.<\/p>\n<p>Topografik: Bu, arazinin y\u00fczeyini haritalamak i\u00e7in kullan\u0131l\u0131r.<\/p>\n<ul>\n<li>karasal LiDAR<\/li>\n<\/ul>\n<p>LiDAR sistemi, bir araca veya yere ba\u011fl\u0131 bir tripoda monte edilebilir. Her y\u00f6ne tarar ve nokta bulutlar\u0131ndan 3B modeller olu\u015fturmak i\u00e7in kullan\u0131labilir. \u0130ki tip var:<\/p>\n<p>Mobil: Bir trene veya tekneye bir LiDAR kurulabilir. Yollar\u0131, yayalar\u0131, i\u015faretleri ve ko\u015fullar\u0131 ve di\u011fer altyap\u0131y\u0131 izlemek i\u00e7in kullan\u0131\u015fl\u0131d\u0131r.<\/p>\n<p>Statik: LiDAR, zemindeki sabit bir noktan\u0131n etraf\u0131ndaki alan\u0131 veya bir binan\u0131n i\u00e7i gibi belirli bir \u00f6zelli\u011fi tarar.<\/p>\n<h3><span style=\"text-decoration: underline;\">LiDAR ve AI:<\/span><\/h3>\n<p>LiDAR ve AI do\u011fal bir e\u015fle\u015fmedir. LiDAR, bir nokta bulutu olu\u015fturmak i\u00e7in 3B noktalar\u0131 toplar. AI, veri i\u015flemeyi geli\u015ftirir. LiDAR&#039;\u0131n darbe h\u0131z\u0131, ayn\u0131 lazer darbesinden birden \u00e7ok d\u00f6n\u00fc\u015f \u00fcretebilir ve saniyede 10.000 ila 200.000 darbe aras\u0131nda de\u011fi\u015fir. AI modelleri, bir ortam\u0131 (\u00f6rne\u011fin topografik haritalar) anlamland\u0131rmak i\u00e7in LiDAR d\u00f6n\u00fc\u015f\u00fcn\u00fcn \u00e7\u0131kt\u0131s\u0131n\u0131 i\u015fleyebilir.<\/p>\n<p>Taramadaki anahtar nesneleri belirlemek i\u00e7in ekipler, LiDAR verilerini manuel olarak etiketledi. \u00c7aba, \u00f6zel bilgi gerektiriyordu ve zaman al\u0131c\u0131, zahmetli ve s\u0131k\u0131c\u0131yd\u0131. AI art\u0131k bilgisayarla g\u00f6rme ve g\u00f6r\u00fcnt\u00fc i\u015fleme sayesinde etiketlemeyi otomatikle\u015ftirebiliyor. Yap\u0131land\u0131r\u0131lmam\u0131\u015f girdi verilerini i\u015fleyebilir ve daha fazla analiz i\u00e7in hedef nesneleri (\u00f6rn. ara\u00e7lar, altyap\u0131 vb.) \u00e7\u0131karabilir.<\/p>\n<p>Yapay zekan\u0131n sundu\u011fu zaman tasarrufunu kullanarak art\u0131k do\u011fru ve g\u00fcncel 3B modeller olu\u015fturabiliyoruz. Bu geli\u015fmeler, t\u00fcm end\u00fcstrilerde ge\u00e7erli olan bir\u00e7ok AI ve LiDAR uygulamas\u0131na yol a\u00e7m\u0131\u015ft\u0131r.<\/p>\n<h3><span style=\"text-decoration: underline;\">AI destekli LiDAR: Ger\u00e7ek D\u00fcnya Uygulamalar\u0131<\/span><\/h3>\n<p>LiDAR, mimarl\u0131k, imalat ve o\u015finografi dahil olmak \u00fczere bir\u00e7ok end\u00fcstri i\u00e7in hayati \u00f6neme sahiptir. Bunlar, LiDAR&#039;\u0131n kullan\u0131labilece\u011fi yapay zeka uygulamalar\u0131ndan yaln\u0131zca birka\u00e7 \u00f6rnek:<\/p>\n<p><strong>Otonom Arabalar<\/strong><\/p>\n<p>Kendi kendine giden arabalar hen\u00fcz yollarda yayg\u0131n olmasa da yak\u0131n gelecekte olacaklar. Bu ara\u00e7lar, alan\u0131n 3B modellerini taray\u0131p olu\u015fturmak ve nas\u0131l ilerleyece\u011fine dair kararlar vermek i\u00e7in yapay zeka destekli LiDAR&#039;a ihtiya\u00e7 duyacak. Bu, kameralardan ve RADAR&#039;dan veri giri\u015fine ek olarak yap\u0131l\u0131r. Yolcular\u0131n g\u00fcvenli\u011fi i\u00e7in do\u011fru LiDAR gereklidir.<\/p>\n<p><strong>Tar\u0131m<\/strong><\/p>\n<p>Ekipler, tar\u0131m i\u00e7in topografik haritalar olu\u015fturmak \u00fczere insans\u0131z hava ara\u00e7lar\u0131nda yapay zeka destekli LiDAR sistemlerini kullan\u0131yor. Bu haritalar, \u00e7ift\u00e7iler taraf\u0131ndan ekinler i\u00e7in en iyi alanlar\u0131 ve g\u00fcbrenin nereye uygulanaca\u011f\u0131n\u0131 belirlemek i\u00e7in kullan\u0131l\u0131r. LiDAR, \u00e7ift\u00e7iler taraf\u0131ndan tohum da\u011f\u0131t\u0131m\u0131ndan sonra \u00fcr\u00fcn verimini izlemek i\u00e7in kullan\u0131labilir.<\/p>\n<p><strong>\u0130n\u015faat ve Askeriyede G\u00fcvenlik<\/strong><\/p>\n<p>Onlarca y\u0131ld\u0131r bir\u00e7ok ordu, \u015f\u00fcpheli nesneleri tespit etmek ve s\u0131n\u0131r hatlar\u0131n\u0131 ke\u015ffetmek i\u00e7in LiDAR&#039;\u0131 kulland\u0131. Yapay zekan\u0131n artan f\u0131rsatlar\u0131 sayesinde yak\u0131nda potansiyel tehlike alanlar\u0131n\u0131n otonom olarak ara\u015ft\u0131r\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6rebiliriz. Tehlikeli in\u015faat i\u015flerinde veya ilgili alanlarda \u00e7al\u0131\u015fan i\u015f\u00e7iler, otonom robotlar taraf\u0131ndan korunabilir.<\/p>\n<p>Bilgisayar i\u015flem g\u00fcc\u00fcndeki geli\u015fmeler ve yapay zeka f\u0131rsatlar\u0131na yat\u0131r\u0131m yapmak i\u00e7in daha fazla kaynak tahsis edilmesi nedeniyle, LiDAR ve yapay zeka ortakl\u0131k i\u00e7inde b\u00fcy\u00fcmeye devam ediyor. LiDAR hali haz\u0131rda pek \u00e7ok sekt\u00f6rde kullan\u0131ld\u0131\u011f\u0131 i\u00e7in inovasyon \u00e7ok yak\u0131nda hayat\u0131m\u0131z\u0131n her alan\u0131nda yer alacak. Bu, AI destekli teknolojiyi zevk ald\u0131\u011f\u0131m\u0131z bir \u015fekilde deneyimlememize yard\u0131mc\u0131 olacakt\u0131r.<\/p>\n<p><strong>Uzamsal Hesaplama Uygulamalar\u0131: Ak\u0131ll\u0131 Arabalardan Ak\u0131ll\u0131 Telefonlara<\/strong><\/p>\n<p>Taranm\u0131\u015f nesnelerin ve \u00e7evrelerinin tam 3 boyutlu bilgilerine LiDAR kullan\u0131larak eri\u015filebilir. Bu, \u00f6zellikle derinlik, mesafe, geometri ve boyut gibi uzamsal bilgilerin sizin \u00f6zel kullan\u0131m durumunuz i\u00e7in \u00f6nemli oldu\u011fu durumlarda geni\u015f bir uygulama yelpazesi a\u00e7ar. Perakendede envanter y\u00f6netimi veya in\u015faatta kalite g\u00fcvencesi olabilir. Bu y\u0131l \u00e7ok ilgi g\u00f6ren harika bir kullan\u0131m \u00f6rne\u011fi, ADAS uygulamalar\u0131n\u0131 (Geli\u015fmi\u015f S\u00fcr\u00fcc\u00fc Yard\u0131m Sistemi) geli\u015ftirmek i\u00e7in yollardaki nesneleri alg\u0131lamak i\u00e7in LiDAR kullanan otomobil \u015firketleridir. Ak\u0131ll\u0131 telefonlar bile LiDAR kullanabilir -iPhone 12 Pro, arka plan\u0131 \u00f6n plandan ay\u0131rmaya ve daha iyi portre modu foto\u011fraflar\u0131 \u00e7ekmeye yard\u0131mc\u0131 olmak i\u00e7in LiDAR ile birlikte gelir. Bu, \u00e7e\u015fitli end\u00fcstrilerde bulunabilen bir\u00e7ok LiDAR uygulamas\u0131n\u0131n yaln\u0131zca k\u00fc\u00e7\u00fck bir k\u0131sm\u0131d\u0131r.<\/p>\n<p><strong>Uzamsal bilgi i\u015flem i\u00e7in 3D Derin \u00d6\u011frenme<\/strong><\/p>\n<p>Derin \u00d6\u011frenme (DL), 3B taranm\u0131\u015f verileri anlamak i\u00e7in t\u00fcm sekt\u00f6rlerden uzmanlar taraf\u0131ndan kullan\u0131l\u0131r. AI olmadan t\u00fcm veri noktalar\u0131n\u0131 anlamak neredeyse imkans\u0131zd\u0131r. AI ayr\u0131ca size 2D g\u00f6r\u00fcnt\u00fcleri geni\u015f \u00f6l\u00e7ekte analiz etme yetene\u011fi verir. DL algoritmalar\u0131, DL \u00e7\u00f6z\u00fcmlerini tek boyutta (\u00f6rn. konu\u015fma tan\u0131ma) ve 2B&#039;de (g\u00f6r\u00fcnt\u00fc sinyalleri i\u00e7in) kar\u015f\u0131la\u015ft\u0131rabilir. Ayr\u0131ca eklenen ek boyutlarla ger\u00e7ek zamanl\u0131 performans\u0131 ve d\u00fc\u015f\u00fck bellek ayak izini koruyabilirler. Uzmanlar, d\u00fczensiz verilerden en iyi \u015fekilde yararlanmaya ve kesinli\u011fi korumaya \u00e7al\u0131\u015f\u0131yor. Bu kolay bir i\u015f de\u011fil. Kusurlu taramalardan g\u00fcvenilir muhakeme \u00fcretebilen bir yapay zekay\u0131 nas\u0131l olu\u015fturabilirler? Ve bu yeni uygulamalara nas\u0131l g\u00fc\u00e7 veriyorlar? Bunlar\u0131n hepsi ara\u015ft\u0131rmaya devam etmemiz gereken b\u00fcy\u00fcleyici konular ve LiDAR DL modellerinin kullan\u0131labilirli\u011fini geli\u015ftirmeye yard\u0131mc\u0131 olabilir.<\/p>\n<p>Platformumuz hakk\u0131nda daha fazla bilgi edinin veya do\u011frudan birisiyle konu\u015fmak i\u00e7in bizimle ileti\u015fime ge\u00e7in.<\/p>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>What Is AI-powered LiDAR ? Although LiDAR has been a valuable tool in many industries for decades now, artificial intelligence (AI-powered) is only beginning to unlock its full potential. LiDAR (also known as light detection &amp; ranging) is a remote sensing technique. Laser scanners are used to measure distances between the target object and the [&hellip;]<\/p>","protected":false},"author":3,"featured_media":14326,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3040","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-annotation"],"blocksy_meta":[],"featured_image_urls":{"full":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR.jpg",2240,1260,false],"thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-150x150.jpg",150,150,true],"medium":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-300x169.jpg",300,169,true],"medium_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-768x432.jpg",768,432,true],"large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-1024x576.jpg",1024,576,true],"1536x1536":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-1536x864.jpg",1536,864,true],"2048x2048":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-2048x1152.jpg",2048,1152,true],"trp-custom-language-flag":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-18x10.jpg",18,10,true],"ultp_layout_landscape_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-1200x800.jpg",1200,800,true],"ultp_layout_landscape":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-870x570.jpg",870,570,true],"ultp_layout_portrait":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-600x900.jpg",600,900,true],"ultp_layout_square":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-600x600.jpg",600,600,true],"yarpp-thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/12\/AI-powered-LiDAR-120x120.jpg",120,120,true]},"post_excerpt_stackable":"<p>What Is AI-powered LiDAR ? Although LiDAR has been a valuable tool in many industries for decades now, artificial intelligence (AI-powered) is only beginning to unlock its full potential. LiDAR (also known as light detection &amp; ranging) is a remote sensing technique. Laser scanners are used to measure distances between the target object and the sensor, such as a pedestrian or building. Teams are using AI in conjunction with LiDAR to optimize the technology for unprecedented speed and precision across a range of applications. Since the 1960s when LiDAR was installed on planes for scanning terrain, LiDAR has existed in&hellip;<\/p>\n","category_list":"<a href=\"https:\/\/www.datalabelify.com\/tr\/category\/data-annotation\/\" rel=\"category tag\">Data Annotation<\/a>","author_info":{"name":"Parth P","url":"https:\/\/www.datalabelify.com\/tr\/author\/soeuidhae\/"},"comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/posts\/3040","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/comments?post=3040"}],"version-history":[{"count":1,"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/posts\/3040\/revisions"}],"predecessor-version":[{"id":3041,"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/posts\/3040\/revisions\/3041"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/media\/14326"}],"wp:attachment":[{"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/media?parent=3040"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/categories?post=3040"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.datalabelify.com\/tr\/wp-json\/wp\/v2\/tags?post=3040"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}