{"id":5592,"date":"2026-02-03T06:29:28","date_gmt":"2026-02-03T06:29:28","guid":{"rendered":"https:\/\/pickandplacemachine.com\/?p=5592"},"modified":"2026-05-20T01:51:48","modified_gmt":"2026-05-20T01:51:48","slug":"vision-systems-in-pick-and-place-machines-component-recognition-and-alignment","status":"publish","type":"post","link":"https:\/\/pickandplacemachine.com\/tr\/vision-systems-in-pick-and-place-machines-component-recognition-and-alignment\/","title":{"rendered":"Alma ve Yerle\u015ftirme Makinelerinde G\u00f6rme Sistemleri: Bile\u015fen Tan\u0131ma ve Hizalama"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u00dc\u00e7 kelime:&nbsp;<strong>vi\u0307zyon maki\u0307ne satiyor<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ancak \u201cvizyon\u201d ayn\u0131 zamanda teknik olarak yalan s\u00f6ylemeden yalan s\u00f6ylemenin en kolay oldu\u011fu yerdir, \u00e7\u00fcnk\u00fc m\u00fc\u015fteri \u201ckamera\u201d kelimesini duyar ve \u201cs\u0131f\u0131r kusur\u201d hayal eder, sat\u0131c\u0131 ise sessizce \u201c\u0131\u015f\u0131kland\u0131rmay\u0131 bebek gibi yaparsan\u0131z ve tahta e\u011frilmezse bir fiducial bulabiliriz\u201d demek ister.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ba\u015ftan zor olan\u0131 s\u00f6yleyece\u011fim: bir se\u00e7 ve yerle\u015ftir g\u00f6r\u00fc\u015f sistemi bir \u00f6zellik de\u011fildir. Bu bir&nbsp;<em>D\u0130S\u0130PL\u0130N<\/em>. Ve e\u011fer disiplin yoksa -kalibrasyon, k\u00fct\u00fcphaneler, ayd\u0131nlatma kontrol\u00fc, kay\u0131tlar- her Sal\u0131 \u00f6\u011fleden sonra ayn\u0131 hatt\u0131n \u201crastgele\u201d 0201'leri ka\u00e7\u0131rd\u0131\u011f\u0131n\u0131 izleyeceksiniz ve kimse nedenini bilmeyecek.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Peki ger\u00e7ekten nedir bu? Neden ba\u015far\u0131s\u0131z oluyor? Ve imzalamadan \u00f6nce ne talep etmelisiniz?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A\u00e7\u0131k konu\u015fal\u0131m.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-two-jobs-vision-must-do-and-people-confuse-them-\">Vizyonun yapmas\u0131 gereken iki i\u015f (ve insanlar bunlar\u0131 kar\u0131\u015ft\u0131r\u0131yor)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte benim kulland\u0131\u011f\u0131m temiz zihinsel model:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Bile\u015fen tan\u0131ma<\/strong>: \u201cBu par\u00e7a nedir ve nas\u0131l d\u00f6nd\u00fcr\u00fcl\u00fcr?\u201d<\/li>\n\n\n\n<li><strong>Hizalama<\/strong>: \u201cPCB koordinat sistemi nerede&nbsp;<em>Hemen \u015fimdi.<\/em>, ve nozul nerede&nbsp;<em>Hemen \u015fimdi.<\/em>?\u201d<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Farkl\u0131 kameralar. Farkl\u0131 matematik. Farkl\u0131 ar\u0131za modlar\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve evet, pazarlama b\u00fcltenleri onlar\u0131 bilerek kar\u0131\u015ft\u0131r\u0131yor.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"component-recognition-top-vision-vs-bottom-vision\">Bile\u015fen tan\u0131ma: \u00fcst g\u00f6r\u00fc\u015f vs alt g\u00f6r\u00fc\u015f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alt g\u00f6r\u00fc\u015f, isabetlilik i\u00e7in en \u00f6nemli unsurdur. Tam durak. Nozul taraf\u0131ndan tutulan par\u00e7aya bakar, kenarlar\u0131\/u\u00e7lar\u0131\/toplar\u0131 bulur, ard\u0131ndan teta (rotasyon) ve bazen XY ofsetini d\u00fczeltir&nbsp;<em>\u00f6nce<\/em>&nbsp;Yerle\u015ftirme.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00dcst g\u00f6r\u00fc\u015f genellikle yakla\u015f\u0131k&nbsp;<strong>besleyici se\u00e7im pozisyonu akl\u0131<\/strong>&nbsp;ve&nbsp;<strong>tek \u015fekilli kullan\u0131m<\/strong>. Yard\u0131mc\u0131 olabilir. Ayr\u0131ca bir onay kutusu \u00f6zelli\u011fi olarak eklenirse zaman kaybettirebilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alt vizyona kar\u015f\u0131 \u00fcst vizyonu se\u00e7mek ve yerle\u015ftirmek \u201changisi daha iyi\u201d tart\u0131\u015fmas\u0131 de\u011fildir. Bu bir \u201cdo\u011fru sorunu \u00e7\u00f6z\u00fcyor musunuz\u201d sorusudur.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"alignment-fiducials-are-not-optional-unless-you-like-pain-\">Hizalama: referanslar iste\u011fe ba\u011fl\u0131 de\u011fildir (ac\u0131 \u00e7ekmeyi sevmiyorsan\u0131z)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SMT'de referans hizalama, koordinat s\u0131f\u0131rlama d\u00fc\u011fmesidir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Fiducial olmadan \u00e7al\u0131\u015f\u0131yorsan\u0131z, veriminizi mekanik tekrarlanabilirlik, m\u00fckemmel kart kullan\u0131m\u0131, sabit s\u0131cakl\u0131k, sabit titre\u015fim ve kameradan noz\u00fcle kalibrasyonda sapma olmamas\u0131na ba\u011fl\u0131yorsunuz demektir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu k\u00f6t\u00fc bir bahis.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=3070&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease1.jpg\" alt=\"SMT Gres\" class=\"wp-image-5595\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease1.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease1-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-money-trail-tells-you-why-vision-keeps-improving\">Para izi, vizyonun neden geli\u015fmeye devam etti\u011fini anlat\u0131yor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kristal k\u00fcreye ihtiyac\u0131n\u0131z yok. Paran\u0131n nereye gitti\u011fini izleyin.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Reuters taraf\u0131ndan 25 Haziran 2024 tarihinde yay\u0131nlanan bir raporda Bright Machines'in&nbsp;<strong>$106M<\/strong>&nbsp;NVIDIA ve Microsoft'un da aralar\u0131nda bulundu\u011fu yat\u0131r\u0131mc\u0131larla Seri C'de. Bu t\u00fcr bir finansman \u201csahip olunmas\u0131 g\u00fczel\u201d \u00f6zellikler i\u00e7in de\u011fil; fabrikalar otomasyon i\u00e7in \u00f6deme yapmaya devam etti\u011fi i\u00e7in ortaya \u00e7\u0131k\u0131yor.&nbsp;<em>bkz.<\/em>&nbsp;ve ger\u00e7ek zamanl\u0131 olarak d\u00fczeltin.&nbsp;<a href=\"https:\/\/www.reuters.com\/technology\/artificial-intelligence\/ai-focused-manufacturing-startup-raises-106-million-nvidia-others-2024-06-25\/\" target=\"_blank\" rel=\"noopener\">Reuters'\u0131n 25 Haziran 2024 turuna ili\u015fkin haberi<\/a>. (<a href=\"https:\/\/www.reuters.com\/technology\/artificial-intelligence\/ai-focused-manufacturing-startup-raises-106-million-nvidia-others-2024-06-25\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">Reuters<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Biraz daha uzakla\u015ft\u0131\u011f\u0131n\u0131zda makro sinyali al\u0131rs\u0131n\u0131z: Uluslararas\u0131 Robotik Federasyonu'nun raporuna g\u00f6re ilk be\u015f robot pazar\u0131&nbsp;<strong>78%<\/strong>&nbsp;2023'te k\u00fcresel kurulumlar\u0131n (ve sadece \u00c7in'in&nbsp;<strong>51%<\/strong>). Bu \u201csadece SMT\u201d de\u011fil, ancak vizyon, kalibrasyon ve kapal\u0131 d\u00f6ng\u00fc d\u00fczeltmenin neden b\u00fct\u00e7e ald\u0131\u011f\u0131n\u0131 a\u00e7\u0131kl\u0131yor: otomasyon yo\u011funlu\u011fu art\u0131yor ve kolay kazan\u00e7lar \u00e7oktan gitti.&nbsp;<a href=\"https:\/\/ifr.org\/img\/worldrobotics\/Executive_Summary_WR_2024_Industrial_Robots.pdf\" target=\"_blank\" rel=\"noopener\">IFR D\u00fcnya Robotik 2024 y\u00f6netici \u00f6zeti<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-uncomfortable-truth-about-accuracy-specs\">\u201cDo\u011fruluk\u201d spesifikasyonlar\u0131 hakk\u0131ndaki rahats\u0131z edici ger\u00e7ek<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Burada iki kez okuman\u0131z gereken uzun bir c\u00fcmle var, \u00e7\u00fcnk\u00fc al\u0131c\u0131lar\u0131n tuza\u011fa d\u00fc\u015ft\u00fc\u011f\u00fc yer buras\u0131:&nbsp;<strong>Yerle\u015ftirme do\u011frulu\u011fu rakamlar\u0131 genellikle kontroll\u00fc ko\u015fullar alt\u0131nda verilir (test kart\u0131, temiz referanslar, sabit s\u0131cakl\u0131k, bilinen bile\u015fen seti, ayarlanm\u0131\u015f k\u00fct\u00fcphane, ayarlanm\u0131\u015f ayd\u0131nlatma, ideal nozullar), ancak fabrikan\u0131z kart e\u011frili\u011fi, lehim pastas\u0131 de\u011fi\u015fkenli\u011fi, besleyici a\u015f\u0131nmas\u0131, lens kirlili\u011fi ve operat\u00f6r k\u0131sayollar\u0131n\u0131 ekler - b\u00f6ylece ger\u00e7ek yerle\u015ftirme hatan\u0131z bir g\u00f6r\u00fc\u015f sorunu de\u011fil, bir sistem sorunu haline gelir.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u015eimdi k\u0131sa versiyonu. \u00d6zellikler yalan s\u00f6yler. Genellikle.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Peki ne yapacaks\u0131n?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">G\u00f6r\u00fc\u015f sistemini bir al\u0131\u015fveri\u015f\u00e7i gibi de\u011fil, bir m\u00fchendis gibi denetliyorsunuz.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-a-real-pick-and-place-vision-system-includes-beyond-a-camera-\">Ger\u00e7ek bir se\u00e7me ve yerle\u015ftirme g\u00f6r\u00fc\u015f sistemi neleri i\u00e7erir (\u201cbir kameran\u0131n\u201d \u00f6tesinde)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">D\u00fczg\u00fcn bir sistem bunlar\u0131n hepsine sahiptir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Kararl\u0131 optikler<\/strong>: lens, sens\u00f6r, montaj sertli\u011fi, s\u0131cakl\u0131\u011fa g\u00f6re odak davran\u0131\u015f\u0131<\/li>\n\n\n\n<li><strong>Ayd\u0131nlatma kontrol\u00fc<\/strong>: halka \u0131\u015f\u0131k, koaksiyel, arka \u0131\u015f\u0131k, programlanabilir yo\u011funluk, parlama i\u015fleme<\/li>\n\n\n\n<li><strong>Kalibrasyon zinciri<\/strong>: kameradan kafaya, kafadan gantriye, gantriden panoya (ve bunu do\u011frulamak i\u00e7in tekrarlanabilir bir yol)<\/li>\n\n\n\n<li><strong>K\u00fct\u00fcphaneler<\/strong>: toleranslarla birlikte paket ba\u015f\u0131na tan\u0131ma modelleri (\u00e7ip, QFN, BGA, tek \u015fekil)<\/li>\n\n\n\n<li><strong>Karar mant\u0131\u011f\u0131<\/strong>: ne zaman yeniden se\u00e7meli, ne zaman reddetmeli, ne zaman yava\u015flamal\u0131, ne zaman uyarmal\u0131<\/li>\n\n\n\n<li><strong>Kullanabilece\u011finiz g\u00fcnl\u00fckler<\/strong>: yerle\u015ftirme ba\u015f\u0131na d\u00fczeltme deltalar\u0131, dayanak g\u00fcven, bulan\u0131kl\u0131k puan\u0131, reddetme nedenleri<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">E\u011fer bir makine bu g\u00fcnl\u00fckleri d\u0131\u015fa aktaram\u0131yorsa, \u201cak\u0131ll\u0131\u201d de\u011fildir. Sadece sessizdir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve sessiz makineler pahal\u0131d\u0131r.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=3062&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease2.jpg\" alt=\"SMT Gres\" class=\"wp-image-5596\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease2.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease2-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease2-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease2-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"table-what-goes-wrong-and-what-you-should-measure\">Tablo: Neler yanl\u0131\u015f gider ve neleri \u00f6l\u00e7melisiniz<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>G\u00f6rme g\u00f6revi<\/th><th>Ne kullan\u0131yor<\/th><th>Hesaplamaya \u00e7al\u0131\u015ft\u0131\u011f\u0131 \u015fey<\/th><th>Tipik ba\u015far\u0131s\u0131zl\u0131k<\/th><th>Neleri g\u00fcnl\u00fc\u011fe kaydetmeli\/kontrol etmelisiniz<\/th><\/tr><\/thead><tbody><tr><td>Fiducial tan\u0131ma<\/td><td>PCB g\u00f6r\u00fc\u015f hizalama kameras\u0131 + ayd\u0131nlatma<\/td><td>Pano orijini + d\u00f6nd\u00fcrme (+ bazen \u00f6l\u00e7eklendirme\/e\u011fme)<\/td><td>Lehim maskesi parlamas\u0131, kirli fiducialler, d\u00fc\u015f\u00fck kontrast<\/td><td>Fiducial g\u00fcven puan\u0131, piksel kal\u0131nt\u0131 hatas\u0131, yeniden deneme say\u0131s\u0131<\/td><\/tr><tr><td>Alt g\u00f6r\u00fc\u015f merkezleme<\/td><td>Yukar\u0131 bakan kamera + arka \u0131\u015f\u0131k<\/td><td>Bile\u015fen centroid + teta vs nozul merkezi<\/td><td>\u015eeffaf par\u00e7alar, parlak u\u00e7lar, k\u0131smi okl\u00fczyon<\/td><td>XY\/theta d\u00fczeltme deltalar\u0131, reddetme nedeni, g\u00f6r\u00fcnt\u00fc bulan\u0131kl\u0131\u011f\u0131 \u00f6l\u00e7\u00fct\u00fc<\/td><\/tr><tr><td>Nozul-ped hizalamas\u0131<\/td><td>G\u00f6r\u00fc\u015f + hareket modeli<\/td><td>Nihai yerle\u015ftirme ofset telafisi<\/td><td>Nozul a\u015f\u0131nmas\u0131, vakum kaymas\u0131, nozul \u00fczerinde bile\u015fen kaymas\u0131<\/td><td>Vakum seviyesi trendi, kayma alg\u0131lama bayraklar\u0131, zaman i\u00e7inde d\u00fczeltme sapmas\u0131<\/td><\/tr><tr><td>Besleyici toplama do\u011frulamas\u0131<\/td><td>\u00dcst kamera (iste\u011fe ba\u011fl\u0131)<\/td><td>Varl\u0131k + kaba konum\/y\u00f6nelim<\/td><td>Yanl\u0131\u015f toplama, ikiye katlanm\u0131\u015f par\u00e7alar, bant sorunlar\u0131<\/td><td>Besleyici \u015feridine g\u00f6re toplama hatas\u0131 oran\u0131, yeniden deneme s\u0131kl\u0131\u011f\u0131, besleyici hata kodlar\u0131<\/td><\/tr><tr><td>Kamera kalibrasyon sa\u011fl\u0131\u011f\u0131<\/td><td>Kalibrasyon hedefi + rutin<\/td><td>Haritalama do\u011frulu\u011fu (piksel \u2192 mikron)<\/td><td>S\u0131cakl\u0131k kaymas\u0131, \u00e7arpan kamera, lens kirlenmesi<\/td><td>Kalibrasyon zaman damgas\u0131, yeniden yans\u0131tma hatas\u0131, ba\u015far\u0131l\u0131\/ba\u015far\u0131s\u0131z ge\u00e7mi\u015fi<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"-but-why-is-it-still-failing-if-we-have-fiducials-\">\u201cPeki ama g\u00fcvenilir belgelerimiz varsa neden hala ba\u015far\u0131s\u0131z oluyor?\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c7\u00fcnk\u00fc fiducialler&nbsp;<em>pano koordinat \u00e7er\u00e7evesi<\/em>. Tamir etmiyorlar:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Par\u00e7alar\u0131 merkezde tutmayan a\u015f\u0131nm\u0131\u015f bir nozul<\/li>\n\n\n\n<li>Par\u00e7alar\u0131n u\u00e7u\u015fun ortas\u0131nda hafif\u00e7e d\u00f6nmesine izin veren bir vakum ka\u00e7a\u011f\u0131<\/li>\n\n\n\n<li>Odak d\u0131\u015f\u0131 bir alt kamera<\/li>\n\n\n\n<li>Pah\u0131 \u201ck\u00f6\u015fe\u201d olarak de\u011ferlendiren bir bile\u015fen k\u00fct\u00fcphanesi\u201d<\/li>\n\n\n\n<li>Yeniden ak\u0131tma veya ta\u015f\u0131ma sonras\u0131nda e\u011filen bir kart<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ve evet, i\u015fte burada fikirlerimi a\u00e7\u0131kl\u0131yorum:&nbsp;<strong>\u201cg\u00f6rme \u201dye ba\u011flanan yerle\u015ftirme sorunlar\u0131n\u0131n \u00e7o\u011fu asl\u0131nda g\u00f6rme maskesi takmaktan kaynaklanan bak\u0131m sorunlar\u0131d\u0131r.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At\u00f6lyede daha az tart\u0131\u015fma istiyorsan\u0131z, vizyonu s\u00fcre\u00e7 disiplini ile e\u015fle\u015ftirin.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Buna e\u011fitim de dahildir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yeni bir hat kuruyorsan\u0131z veya sallanan bir hatt\u0131 yeniden in\u015fa ediyorsan\u0131z, deste\u011fi besleyicileri planlad\u0131\u011f\u0131n\u0131z gibi planlay\u0131n. Ben olsam sat\u0131c\u0131n\u0131z\u0131n&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/training-after-sales-support\/\">SMT ekipleri i\u00e7in e\u011fitim ve sat\u0131\u015f sonras\u0131 destek<\/a>&nbsp;ve sadece \u201c\u00e7al\u0131\u015f\u0131yor\u201d de\u011fil, referanslar, alt g\u00f6r\u00fc\u015f retleri ve noz\u00fcl s\u00fcr\u00fcklenmesi ile ilgili kabul testleri yapman\u0131za yard\u0131mc\u0131 olacaklar\u0131ndan emin olun.\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-nist-clue-smart-factories-are-moving-to-monitored-testable-vision\">NIST ipucu: ak\u0131ll\u0131 fabrikalar izlenebilir, test edilebilir vizyona do\u011fru ilerliyor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bu ni\u015f bir tak\u0131nt\u0131 de\u011fil. Sekt\u00f6r\u00fcn gitti\u011fi yer buras\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">May\u0131s 2024'te, Ulusal Standartlar ve Teknoloji Enstit\u00fcs\u00fc a\u015fa\u011f\u0131dakileri i\u00e7eren bir \u00fcretim izleme platformu tan\u0131mlad\u0131&nbsp;<strong>denetim kameralar\u0131<\/strong>&nbsp;ve proses hatalar\u0131n\u0131 erkenden (hurdaya d\u00f6n\u00fc\u015fmeden \u00f6nce) yakalamay\u0131 ama\u00e7layan sens\u00f6rler. SMT hatlar\u0131n\u0131n da ihtiya\u00e7 duydu\u011fu zihniyet budur: s\u00fcreci enstr\u00fcmante edin, \u00f6l\u00e7\u00fcn, sonra d\u00fczeltin.&nbsp;<a href=\"https:\/\/www.nist.gov\/news-events\/news\/2024\/05\/nist-pursues-ai-enhanced-monitoring-manufacturing-processes\" target=\"_blank\" rel=\"noopener\">NIST \u00fcretimde yapay zeka destekli izleme \u00fczerine (1 May\u0131s 2024)<\/a>. (<a href=\"https:\/\/www.nist.gov\/news-events\/news\/2024\/05\/nist-pursues-ai-enhanced-monitoring-manufacturing-processes?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">NIST<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Farkl\u0131 fabrika. Ayn\u0131 ders.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Toplama ve yerle\u015ftirme g\u00f6r\u00fc\u015f sisteminiz \u00f6l\u00e7\u00fclemiyorsa, y\u00f6netilemez.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=3066&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease3.jpg\" alt=\"SMT Gres\" class=\"wp-image-5597\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease3.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease3-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease3-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/02\/SMT-Grease3-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"where-buyers-should-focus-features-that-actually-matter\">Al\u0131c\u0131lar\u0131n odaklanmas\u0131 gereken yer: ger\u00e7ekten \u00f6nemli olan \u201c\u00f6zellikler\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Siz sordunuz: alma ve yerle\u015ftirme makineleri i\u00e7in en iyi g\u00f6r\u00fcnt\u00fc sistemi \u00f6zellikleri.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte benim k\u0131sa listem. K\u00fcnt olmas\u0131n\u0131n bir sebebi var.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tekrarlanabilir kalibrasyon i\u015f ak\u0131\u015f\u0131<\/strong>&nbsp;(\u201cfabrikada kalibre edilmi\u015f\u201d de\u011fil, \u201csahada do\u011frulanabilir\u201d)<\/li>\n\n\n\n<li><strong>Alt g\u00f6r\u00fc\u015f sa\u011flaml\u0131\u011f\u0131<\/strong>&nbsp;ger\u00e7ek paketlerde (QFN, BGA, tek \u015fekilli, parlak)<\/li>\n\n\n\n<li><strong>Fiducial tolerans<\/strong>&nbsp;kusurlu panolar i\u00e7in (kontrast, kontaminasyon, k\u0131smi okl\u00fczyon)<\/li>\n\n\n\n<li><strong>Eyleme ge\u00e7irilebilir g\u00fcnl\u00fckler<\/strong>&nbsp;(d\u0131\u015fa aktar\u0131labilir, zaman damgal\u0131, besleyici\/nozul\/pano kimli\u011fine ba\u011fl\u0131)<\/li>\n\n\n\n<li><strong>Reddetme i\u015flemi<\/strong>&nbsp;verimi yok etmeyen (ak\u0131ll\u0131 yeniden denemeler, sonsuz d\u00f6ng\u00fcler de\u011fil)<\/li>\n\n\n\n<li><strong>Servis Kolayl\u0131\u011f\u0131<\/strong>&nbsp;(lensleri ne kadar h\u0131zl\u0131 temizleyebilir, \u0131\u015f\u0131klar\u0131 de\u011fi\u015ftirebilir, yeniden kalibre edebilirsiniz)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Prototipler yap\u0131yorsan\u0131z, s\u0131k\u0131nt\u0131n\u0131z de\u011fi\u015fim ve k\u00fct\u00fcphane ayarlamas\u0131d\u0131r; bu nedenle esneklik ve g\u00f6r\u00fcn\u00fcrl\u00fc\u011fe \u00f6ncelik verin. Bu nedenle genellikle k\u00fc\u00e7\u00fck ekipleri a\u015fa\u011f\u0131daki gibi kurulumlara y\u00f6nlendiriyorum&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/prototype-small-batch-lines\/\">prototip ve k\u00fc\u00e7\u00fck parti SMT hatlar\u0131<\/a>&nbsp;Garip \u015fekilli bir konnekt\u00f6r y\u00fckledi\u011finiz anda k\u0131r\u0131lgan bir diva haline gelen bir \u201ch\u0131z canavar\u0131\u201d sat\u0131n almak yerine.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hacim yap\u0131yorsan\u0131z, verim \u00f6nemlidir, ancak yaln\u0131zca stabiliteden sonra. \u015euna bak\u0131n&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/high-speed-mass-production-lines\/\">y\u00fcksek h\u0131zl\u0131 seri \u00fcretim SMT hatt\u0131 konfig\u00fcrasyonlar\u0131<\/a>&nbsp;ve zor bir soru sor:&nbsp;<strong>hat bi\u0307raz ki\u0307rli\u0307, bi\u0307raz sicak ve bi\u0307raz aceleci\u0307 oldu\u011funda g\u00f6r\u00fc\u015f si\u0307stemi\u0307 hizla nasil davraniyor?<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faqs\">SSS<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-does-a-pick-and-place-vision-system-work-\">Bir se\u00e7 ve yerle\u015ftir g\u00f6r\u00fc\u015f sistemi nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Bir alma ve yerle\u015ftirme g\u00f6r\u00fc\u015f sistemi, PCB referanslar\u0131n\u0131 bulan ve her bir bile\u015fenin ger\u00e7ek konumunu ve d\u00f6n\u00fc\u015f\u00fcn\u00fc \u00f6l\u00e7en bir dizi kamera, ayd\u0131nlatma, kalibrasyon rutini ve algoritmad\u0131r, b\u00f6ylece makine, genellikle noz\u00fcl par\u00e7ay\u0131 d\u00fc\u015f\u00fcrmeden \u00f6nce XY \/ teta ofsetleri uygulayarak yerle\u015ftirme hatalar\u0131n\u0131 ger\u00e7ek zamanl\u0131 olarak d\u00fczeltebilir. Uygulamada, iki d\u00f6ng\u00fc \u00e7al\u0131\u015f\u0131r: kart hizalama (referanslar) ve bile\u015fen hizalama (\u00fcst\/alt g\u00f6r\u00fc\u015f). Her iki d\u00f6ng\u00fcde de zay\u0131f ayd\u0131nlatma kontrol\u00fc veya zay\u0131f kalibrasyon hijyeni varsa, \u201cg\u00f6r\u00fc\u015f\u00fcn\u00fcz\u201d bir kamera tak\u0131l\u0131 rastgele say\u0131 \u00fcreteci haline gelir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-is-fiducial-alignment-in-smt-\">SMT'de fiducial hizalama nedir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SMT'de referans hizalama, kart\u0131n mevcut koordinat sistemini (orijin, rotasyon ve bazen bozulma) hesaplamak i\u00e7in bir PCB \u00fczerindeki referans i\u015faretlerini tespit etme i\u015flemidir, b\u00f6ylece alma ve yerle\u015ftirme makinesi, kart ta\u015f\u0131ma s\u0131ras\u0131nda kaysa veya d\u00f6nse bile CAD yerle\u015ftirme verilerini ger\u00e7ek kart konumuna e\u015fleyebilir. \u0130yi sistemler size g\u00fcven, kalan hata ve yeniden denemeleri g\u00f6sterir. K\u00f6t\u00fc sistemler ise hata vermeyene kadar \u201cge\u00e7er\u201d.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-s-the-difference-between-bottom-vision-and-top-vision-on-a-pick-and-place-machine-\">Bir alma ve yerle\u015ftirme makinesinde alt g\u00f6r\u00fc\u015f ile \u00fcst g\u00f6r\u00fc\u015f aras\u0131ndaki fark nedir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alttan g\u00f6r\u00fc\u015f, yerle\u015ftirmeden \u00f6nce merkezlemeyi ve d\u00f6n\u00fc\u015f\u00fc d\u00fczeltmek i\u00e7in noz\u00fcl taraf\u0131ndan tutulurken bile\u015feni \u00f6l\u00e7en yukar\u0131 bakan bir kamera sistemiyken, \u00fcstten g\u00f6r\u00fc\u015f, toplama konumunu do\u011frulamak, yanl\u0131\u015f se\u00e7imleri tespit etmek ve makine tasar\u0131m\u0131na ve i\u015f ak\u0131\u015f\u0131na ba\u011fl\u0131 olarak baz\u0131 garip \u015fekil tan\u0131ma g\u00f6revlerini yerine getirmek i\u00e7in kullan\u0131lan a\u015fa\u011f\u0131 bakan bir kamera sistemidir. \u0130nce hatveye ve tutarl\u0131 teta de\u011ferine \u00f6nem veriyorsan\u0131z, y\u00fck\u00fc alt g\u00f6r\u00fc\u015f sistemi ta\u015f\u0131r.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-causes-nozzle-to-pad-alignment-errors-even-with-good-vision-\">\u0130yi bir g\u00f6r\u00fc\u015fle bile nozul-pad hizalama hatalar\u0131na ne sebep olur?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Noz\u00fcl-ped hizalama hatas\u0131, \u00f6l\u00e7\u00fcm ve yerle\u015ftirme aras\u0131nda par\u00e7an\u0131n fiziksel kullan\u0131m\u0131 de\u011fi\u015febilece\u011finden, mekanik kayma, vakum kaymas\u0131, noz\u00fcl a\u015f\u0131nmas\u0131 veya g\u00f6r\u00fcnt\u00fc sistemi d\u00fczeltmeleri hesaplad\u0131\u011f\u0131nda bile devam eden kalibrasyon ofsetleri nedeniyle ama\u00e7lanan ped konumu ile ger\u00e7ek bile\u015fen ini\u015f konumu aras\u0131ndaki uyumsuzluktur. Vakum e\u011filimlerini, noz\u00fcl durumunu ve zaman i\u00e7inde d\u00fczeltme sapmalar\u0131n\u0131 izleyin. Kamera anl\u0131k g\u00f6r\u00fcnt\u00fcs\u00fcnden sonra d\u00f6nen bir par\u00e7ay\u0131 g\u00f6r\u00fc\u015f sistemi \u201cg\u00f6remez\u201d.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-should-i-test-before-buying-a-machine-for-component-recognition-and-alignment-\">Bile\u015fen tan\u0131ma ve hizalama i\u00e7in bir makine sat\u0131n almadan \u00f6nce neleri test etmeliyim?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Bile\u015fen tan\u0131ma ve hizalama i\u00e7in pratik bir sat\u0131n alma testi, fiducial alg\u0131lama kararl\u0131l\u0131\u011f\u0131n\u0131, alt g\u00f6r\u00fc\u015f reddetme oranlar\u0131n\u0131, d\u00fczeltme deltalar\u0131n\u0131 ve vardiyalar aras\u0131nda tekrarlanabilirli\u011fi \u00f6l\u00e7mek i\u00e7in en k\u00f6t\u00fc durumdaki bile\u015fenlerinizi ve kartlar\u0131n\u0131z\u0131 kullanarak kontroll\u00fc bir \u00e7al\u0131\u015fmad\u0131r ve makinenin g\u00fcnl\u00fcklerinin ve kalibrasyon rutinlerinin, kusurlar ortaya \u00e7\u0131kt\u0131\u011f\u0131nda tahmin etmek yerine sapmay\u0131 te\u015fhis etmenize izin verdi\u011fini do\u011frular. Parlak par\u00e7alar, k\u00fc\u00e7\u00fck pasifler ve m\u00fckemmel olmayan fiducial'lar i\u00e7eren bir pano getirin. Kaba davranm\u0131yorsunuz, ger\u00e7ek\u00e7i davran\u0131yorsunuz.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">Sonu\u00e7<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bir konfig\u00fcrasyon se\u00e7mek i\u00e7in yard\u0131m istiyorsan\u0131z (veya bir sat\u0131c\u0131n\u0131n teknik \u00f6zellik sayfas\u0131nda ger\u00e7eklik kontrol\u00fc yapmak istiyorsan\u0131z)&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/turnkey-smt-line-solutions\/\">Anahtar teslim SMT hatt\u0131 \u00e7\u00f6z\u00fcmlerine genel bak\u0131\u015f<\/a>&nbsp;ve kapmak&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/resource\/download-catalog\/\">alma ve yerle\u015ftirme makinesi katalo\u011fu indir<\/a>. Haz\u0131r oldu\u011funuzda,&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/contact\/\">eki\u0307bi\u0307mi\u0307zle i\u0307leti\u0307\u015fi\u0307me ge\u00e7i\u0307n<\/a>&nbsp;ve bize en zor bile\u015fenlerinizi (01005? 0,4 mm QFN? tek \u015fekil?) ve hedef Cpk'nizi s\u00f6yleyin - o zaman bro\u015f\u00fcr\u00fcn iddia ettiklerini de\u011fil, g\u00f6r\u00fc\u015f sisteminin neyi kan\u0131tlamas\u0131 gerekti\u011fini konu\u015faca\u011f\u0131z.<\/p>","protected":false},"excerpt":{"rendered":"<p>Al ve yerle\u015ftir bro\u015f\u00fcrlerindeki \u00e7o\u011fu \u201cg\u00f6r\u00fc\u015f\u201d iddias\u0131 \u00e7irkin k\u0131sm\u0131 gizler: kalibrasyon sapmas\u0131, ayd\u0131nlatma hileleri ve k\u00f6t\u00fc k\u00fct\u00fcphaneler. Bu k\u0131lavuz bile\u015fen tan\u0131ma ve hizalamay\u0131 a\u00e7\u0131klamaktad\u0131r, b\u00f6ylece \u00f6deme yapmadan \u00f6nce ger\u00e7ek kapasiteyi tespit edebilirsiniz.<\/p>","protected":false},"author":1,"featured_media":5595,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[838],"tags":[1005,1004,1007,1003,1006],"class_list":["post-5592","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-maintenance-spares","tag-bottom-vision","tag-fiducial-recognition","tag-nozzle-calibration","tag-pick-and-place-vision-system","tag-smt-alignment"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5592","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/comments?post=5592"}],"version-history":[{"count":4,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5592\/revisions"}],"predecessor-version":[{"id":6391,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5592\/revisions\/6391"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/media\/5595"}],"wp:attachment":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/media?parent=5592"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/categories?post=5592"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/tags?post=5592"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}