{"id":5487,"date":"2026-01-14T09:45:23","date_gmt":"2026-01-14T09:45:23","guid":{"rendered":"https:\/\/pickandplacemachine.com\/?p=5487"},"modified":"2026-05-20T02:00:04","modified_gmt":"2026-05-20T02:00:04","slug":"computer-vision-advances-deep-learning-for-defect-detection","status":"publish","type":"post","link":"https:\/\/pickandplacemachine.com\/tr\/computer-vision-advances-deep-learning-for-defect-detection\/","title":{"rendered":"Bilgisayarla G\u00f6rme Geli\u015fmeleri: Kusur Tespiti \u0130\u00e7in Derin \u00d6\u011frenme"},"content":{"rendered":"<p class=\"wp-block-paragraph\">E\u011fer bir SMT hatt\u0131 i\u015fletiyorsan\u0131z, ger\u00e7e\u011fi zaten biliyorsunuzdur: <strong>kusurlar AOI'de ba\u015flamaz<\/strong>. Genellikle \u00e7ok daha erken ba\u015flarlar - genellikle <strong>lehim pastas\u0131 bask\u0131s\u0131<\/strong>. K\u00fc\u00e7\u00fck bir leke, t\u0131kanm\u0131\u015f bir \u015fablon a\u00e7\u0131kl\u0131\u011f\u0131 veya macun hacmindeki bir kayma kartopu gibi b\u00fcy\u00fcyerek mezar ta\u015flar\u0131na, k\u00f6pr\u00fclere ve \u00e7irkin bir yeniden \u00e7al\u0131\u015fmaya d\u00f6n\u00fc\u015febilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte bu y\u00fczden \u201chata tespiti i\u00e7in derin \u00f6\u011frenme\u201d sadece moda bir konu de\u011fil. Ger\u00e7ek hayat kar\u0131\u015ft\u0131\u011f\u0131nda (ayd\u0131nlatma de\u011fi\u015fti\u011finde, panolar de\u011fi\u015fti\u011finde, operat\u00f6rler de\u011fi\u015fti\u011finde ve \u201calt\u0131n kurulum\u201d alt\u0131n olmaktan \u00e7\u0131kt\u0131\u011f\u0131nda) hatt\u0131n\u0131z\u0131 sabit tutman\u0131n pratik bir yoludur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A\u00e7\u0131k <a href=\"https:\/\/pickandplacemachine.com\/brand\/meraif\/\">Meraif<\/a>\u2019in taraf\u0131nda, siteniz i\u015fi anahtar teslim SMT hatt\u0131 deste\u011fi olarak \u00e7er\u00e7eveliyor - dan\u0131\u015fmanl\u0131k, hat tasar\u0131m\u0131, entegrasyon, e\u011fitim, kurulum, kalibrasyon, devreye alma. Bu \u00f6nemli \u00e7\u00fcnk\u00fc vizyon bir eklenti ayg\u0131t\u0131 de\u011fil. T\u00fcm s\u00fcre\u00e7 d\u00f6ng\u00fcs\u00fcn\u00fcn bir par\u00e7as\u0131d\u0131r.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"smt-solder-paste-printer-and-stencil-printing-consistency\">SMT lehim pastas\u0131 yaz\u0131c\u0131s\u0131 ve \u015fablon bask\u0131 tutarl\u0131l\u0131\u011f\u0131<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">SMT'de bask\u0131, kap\u0131 bek\u00e7isidir. Sizin <a href=\"https:\/\/pickandplacemachine.com\/solder-paste-printer\/?utm_source=chatgpt.com\">Lehim Pastas\u0131 Yaz\u0131c\u0131s\u0131<\/a> kategorisi bunu a\u00e7\u0131kl\u0131yor: <strong>do\u011fru, tekrarlanabilir \u015fablon bask\u0131s\u0131<\/strong> yard\u0131mc\u0131 olur <strong>macun ses kontrol\u00fc<\/strong> ve asans\u00f6rler <strong>ilk ge\u00e7i\u015f verimi<\/strong>.<br>Meraif lehim pastas\u0131 yaz\u0131c\u0131 b\u00f6l\u00fcm\u00fc ise bask\u0131 tutarl\u0131l\u0131\u011f\u0131 i\u00e7in \u201cistikrarl\u0131 bask\u0131\u201d + \u201cs\u00fcre\u00e7 kontrol\u00fc\u201d \u00fczerine e\u011filiyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tart\u0131\u015fma \u015fu: Birle\u015ftirdi\u011finizde <strong><a href=\"https:\/\/pickandplacemachine.com\/process-quality\/\">s\u00fcre\u00e7 kontrol\u00fc<\/a><\/strong> ile <strong>kusurlar\u0131 ger\u00e7ekten anlayan vizyon<\/strong>, Yang\u0131nla m\u00fccadeleyi hatt\u0131n sonunda b\u0131rak\u0131rs\u0131n\u0131z. Ba\u015flang\u0131ca yak\u0131n k\u00f6k nedenleri d\u00fczeltmeye ba\u015flars\u0131n\u0131z.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ger\u00e7ek SMT konu\u015fmas\u0131nda, kontrol etmeye \u00e7al\u0131\u015f\u0131yorsunuz:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>macun depozit hacmi ve \u015fekli (\u201ciyi g\u00f6r\u00fcn\u00fcyor\u201d de\u011fil)<\/li>\n\n\n\n<li>\u015fablon silme zamanlamas\u0131 (\u00e7ok ge\u00e7 = leke \u015fehri)<\/li>\n\n\n\n<li>silecek bas\u0131nc\u0131 kaymas\u0131 (merhaba rastgele atlamalar)<\/li>\n\n\n\n<li>tahta deste\u011fi \/ \u00e7arp\u0131lma etkileri (pedler yalan s\u00f6ylemez)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Derin \u00f6\u011frenme yard\u0131mc\u0131 olur \u00e7\u00fcnk\u00fc sonsuza kadar elle kodlamak istemeyece\u011finiz kal\u0131plar\u0131 tespit edebilir.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=2471&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-2.jpg\" alt=\"Lehim Pastas\u0131 Yaz\u0131c\u0131s\u0131 \" class=\"wp-image-5506\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-2.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-2-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-2-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-2-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"deep-learning-defect-detection-vs-rule-based-machine-vision\">Derin \u00f6\u011frenme ile hata tespiti ve kural tabanl\u0131 yapay g\u00f6rme<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"deep-learning-beats-rule-based-machine-vision-on-complex-defects\">Derin \u00f6\u011frenme, karma\u015f\u0131k kusurlarda kural tabanl\u0131 yapay g\u00f6rmeyi yeniyor<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kural tabanl\u0131 vizyon i\u015fe yarar... ta ki i\u015fe yaramayana kadar. Anlad\u0131\u011f\u0131n\u0131z an:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>parlak pedler vs mat pedler<\/li>\n\n\n\n<li>farkl\u0131 lehim maskesi renkleri<\/li>\n\n\n\n<li>k\u00fc\u00e7\u00fck ad\u0131ml\u0131 par\u00e7alar<\/li>\n\n\n\n<li>Birisi lamban\u0131n yerini de\u011fi\u015ftirdi\u011fi i\u00e7in e\u015fit olmayan ayd\u0131nlatma (evet, olur)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">...e\u015fikleriniz garip davranmaya ba\u015flar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ara\u015ft\u0131rma anketleri ayn\u0131 temay\u0131 tekrarlamaya devam ediyor: derin modeller \u00f6zellik hiyerar\u015filerini do\u011frudan \u00f6\u011freniyor, bu nedenle bir\u00e7ok end\u00fcstriyel ortamda elle olu\u015fturulmu\u015f kurallardan daha karma\u015f\u0131k desenlerin \u00fcstesinden geliyorlar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">H\u0131zl\u0131 bir SMT \u00f6rne\u011fi:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Bir kural sistemi \u201cmacun s\u00fcrme\u201d ve \u201cmacun yayma \u201dy\u0131 ayn\u0131 blob olarak de\u011ferlendirebilir.<\/li>\n\n\n\n<li>Derin bir model, bir blobun yeniden ak\u0131\u015ftan sonra hala iyi sal\u0131nd\u0131\u011f\u0131n\u0131, di\u011ferinin ise ince hatvede \u201ck\u00f6pr\u00fc riski\u201d diye ba\u011f\u0131rd\u0131\u011f\u0131n\u0131 \u00f6\u011frenebilir.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Sihir de\u011fil. Sadece daha iyi kal\u0131p \u00f6\u011frenme.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"industrial-visual-anomaly-detection-and-open-set-defect-detection\">End\u00fcstriyel g\u00f6rsel anomali tespiti ve a\u00e7\u0131k set kusur tespiti<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"data-scarcity-and-label-cost-in-industrial-defect-detection\">End\u00fcstriyel hata tespitinde veri k\u0131tl\u0131\u011f\u0131 ve etiket maliyeti<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SMT hatalar\u0131 veriler i\u00e7in can s\u0131k\u0131c\u0131d\u0131r. Neden mi? \u00c7\u00fcnk\u00fc en k\u00f6t\u00fc hatalar\u0131n\u0131z <strong>nadir<\/strong> (iyi haber) ve <strong>etiketlemesi pahal\u0131<\/strong> (k\u00f6t\u00fc haber). Yani sizin veri k\u00fcmeniz <em>istiyorum<\/em> neredeyse hi\u00e7 yok.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu nedenle son anketler ger\u00e7ek d\u00fcnya k\u0131s\u0131tlamalar\u0131n\u0131 vurgulamaktad\u0131r: kusurlar seyrektir, etiketleme ac\u0131 vericidir ve \u00fcretim h\u0131zl\u0131 de\u011fi\u015fir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bir fabrikada, yaln\u0131zca d\u00fcn\u00fcn kusur k\u00fct\u00fcphanesini bilen bir model istemezsiniz. \u201cBu hatal\u0131 g\u00f6r\u00fcn\u00fcyor\u201d dedi\u011finde elini kald\u0131rabilecek bir \u015fey istersiniz.\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"open-set-defect-detection-and-anomaly-detection-in-manufacturing\">\u00dcretimde a\u00e7\u0131k set hata tespiti ve anormallik tespiti<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte buras\u0131 <strong>a\u00e7\u0131k set kusur tespiti<\/strong> ve <strong>end\u00fcstriyel g\u00f6rsel anomali tespiti<\/strong> ortaya \u00e7\u0131k.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2025 y\u0131l\u0131nda yap\u0131lan bir anket, fabrikalar\u0131n yeni kusur t\u00fcrleriyle kar\u015f\u0131la\u015fmaya devam etmesi nedeniyle kapal\u0131 set (bilinen kusur s\u0131n\u0131flar\u0131) y\u00f6ntemlerinden a\u00e7\u0131k set y\u00f6ntemlerine ge\u00e7ildi\u011fini vurgulamaktad\u0131r.<br>Bir ba\u015fka 2025 ara\u015ft\u0131rmas\u0131, b\u00fcy\u00fck bir anormallik tespit makalesi setini g\u00f6zden ge\u00e7irir ve y\u00f6ntemleri denetim seviyesine g\u00f6re d\u00fczenler (tamamen denetimli \u2192 denetimsiz), bu da \u00fcretim ger\u00e7ekli\u011fine uyar: genellikle \u201cnormal\u201d verilere sahip olursunuz, m\u00fckemmel kusur etiketlerine de\u011fil.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SMT bask\u0131 i\u00e7in, a\u00e7\u0131k set d\u00fc\u015f\u00fcncesi \u015f\u00f6yle g\u00f6r\u00fcn\u00fcr:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cBu macun birikintisi normal \u015fekil\/hacim davran\u0131\u015f\u0131n\u0131n d\u0131\u015f\u0131nda\u201d<\/li>\n\n\n\n<li>\u201cBu ped deseni bu \u015fablon revizyonu i\u00e7in yanl\u0131\u015f g\u00f6r\u00fcn\u00fcyor\u201d<\/li>\n\n\n\n<li>\u201cBu tahta kaplamas\u0131 yans\u0131malar yap\u0131yor, ancak <em>Bu<\/em> yans\u0131ma hala anormal g\u00f6r\u00fcn\u00fcyor\u201d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cA\/B\/C kusurunu s\u0131n\u0131fland\u0131rmak\u201d yerine \u201ctuhaf \u015feyleri erken yakalamak\u201d daha \u00f6nemlidir.\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=2434&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-1.jpg\" alt=\"Lehim Pastas\u0131 Yaz\u0131c\u0131s\u0131\" class=\"wp-image-5504\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-1.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-1-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"gan-based-data-augmentation-for-data-imbalance\">Veri dengesizli\u011fi i\u00e7in GAN tabanl\u0131 veri art\u0131r\u0131m\u0131<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"synthetic-anomalies-and-imbalanced-defect-classes\">Sentetik anomaliler ve dengesiz kusur s\u0131n\u0131flar\u0131<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SMT'de baz\u0131 kusurlar k\u0131rk y\u0131lda bir ortaya \u00e7\u0131kar. E\u011fer yeterince numune beklerseniz, sonsuza kadar beklersiniz.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Anketler ve makaleler \u015funlara i\u015faret etmektedir <strong>veri k\u0131tl\u0131\u011f\u0131<\/strong> ve tart\u0131\u015fmak <strong>sentetik anomali \u00fcretimi<\/strong> dengesizli\u011fi azaltman\u0131n bir yolu olarak.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00fc\u015fterileriniz i\u00e7in pratik \u00e7eviri:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Y\u00fcksek kar\u0131\u015f\u0131ml\u0131 hatlara sat\u0131\u015f yap\u0131yorsan\u0131z, sadece kusurlar\u0131 toplamak i\u00e7in \u00fcretimi duraklatamazlar.<\/li>\n\n\n\n<li>Sentetik veriler ve hedefli g\u00fc\u00e7lendirme, modellerin nadir ar\u0131za modlar\u0131n\u0131 daha erken \u201cg\u00f6rmesine\u201d yard\u0131mc\u0131 olabilir.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Hay\u0131r, ger\u00e7ek \u00fcretim verilerinin yerini tutmaz. Ancak modelin ilk g\u00fcnden k\u00f6r davranmamas\u0131na yard\u0131mc\u0131 olabilir.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"domain-shift-in-production-lighting-materials-and-line-changes\">\u00dcretim ayd\u0131nlatmas\u0131nda, malzemelerinde ve hat de\u011fi\u015fikliklerinde alan kaymas\u0131<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"domain-shift-and-generalization-in-real-smt-lines\">Ger\u00e7ek SMT hatlar\u0131nda alan kaymas\u0131 ve genelleme<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alan kaymas\u0131 sessiz katildir. Ayn\u0131 pano tasar\u0131m\u0131, farkl\u0131 g\u00fcn, farkl\u0131 sonu\u00e7:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>nem macun davran\u0131\u015f\u0131n\u0131 de\u011fi\u015ftirir<\/li>\n\n\n\n<li>\u015fablon biraz y\u0131pranm\u0131\u015f<\/li>\n\n\n\n<li>kamera pozlama kaymalar\u0131<\/li>\n\n\n\n<li>operat\u00f6r bir \u0131\u015f\u0131k \u00e7ubu\u011fu a\u00e7\u0131s\u0131n\u0131 de\u011fi\u015ftirir<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Anketler, modellerin laboratuvardan fabrikaya ge\u00e7erken zorlanmas\u0131n\u0131n en b\u00fcy\u00fck nedeni olarak alan kaymas\u0131n\u0131 g\u00f6steriyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu konuda ne yapars\u0131n\u0131z (ger\u00e7ek at\u00f6lye hareketleri):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ayd\u0131nlatma ve kamera ba\u011flant\u0131lar\u0131n\u0131 kilitleyin (\u201ch\u0131zl\u0131 ayarlama\u201d al\u0131\u015fkanl\u0131\u011f\u0131n\u0131 b\u0131rak\u0131n)<\/li>\n\n\n\n<li>kalibrasyon kontrollerini sadece a\u011fr\u0131 hissetti\u011finizde de\u011fil, belirli bir programa g\u00f6re yap\u0131n<\/li>\n\n\n\n<li>S\u00fcr\u00fcm kontrol\u00fcn\u00fc s\u00fcrd\u00fcr\u00fcn: \u015fablon revizyonu, yap\u0131\u015ft\u0131rma lotu, kart biti\u015fi, program revizyonu<\/li>\n\n\n\n<li>s\u00fcr\u00fcklenme ortaya \u00e7\u0131kt\u0131\u011f\u0131nda yeniden e\u011fitin veya ince ayar yap\u0131n (kendi kendine d\u00fczelecekmi\u015f gibi davranmay\u0131n)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bazen hat de\u011fi\u015fir ve model de de\u011fi\u015fmelidir. \u00c7ok basit.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"edge-deployment-and-throughput-constraints-in-smt-inspection\">SMT denetiminde u\u00e7 da\u011f\u0131t\u0131m\u0131 ve verim k\u0131s\u0131tlamalar\u0131<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"model-compression-and-real-time-inspection-on-the-line\">Hat \u00fczerinde model s\u0131k\u0131\u015ft\u0131rma ve ger\u00e7ek zamanl\u0131 denetim<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SMT modelinizin s\u00fcsl\u00fc olmas\u0131n\u0131 umursamaz. Hat takt s\u00fcresini \u00f6nemser.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Anomali tespiti ve yeni model aileleri \u00fczerine yap\u0131lan anketler bu gerilimi tart\u0131\u015fmaktad\u0131r: daha b\u00fcy\u00fck modeller birka\u00e7 at\u0131\u015f\/s\u0131f\u0131r at\u0131\u015f davran\u0131\u015f\u0131na yard\u0131mc\u0131 olabilir, ancak \u00e7\u0131kar\u0131m\u0131 yava\u015flatabilirler, bu nedenle insanlar hafif stratejileri ara\u015ft\u0131r\u0131rlar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SMT terimleriyle:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Konvey\u00f6rlere ayak uyduran bir alg\u0131lamaya ihtiyac\u0131n\u0131z var, \u201cdaha sonra toplu rapor\u201d de\u011fil\u201d<\/li>\n\n\n\n<li>\u0130stikrarl\u0131 kararlar istiyorsunuz, operat\u00f6rleri spamlayan titrek yanl\u0131\u015f alarmlar de\u011fil<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Yani sistemi hatt\u0131 ayarlad\u0131\u011f\u0131n\u0131z gibi ayarlars\u0131n\u0131z: do\u011fruluk ile verimi dengeleyin.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"key-arguments-table-smt-ready\">Anahtar arg\u00fcmanlar tablosu (SMT'ye haz\u0131r)<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Arg\u00fcman ba\u015fl\u0131\u011f\u0131 (anahtar kelime)<\/th><th>SMT'de ne anlama geliyor<\/th><th>Pratik hareket (kabartmas\u0131z)<\/th><th>Kan\u0131t kayna\u011f\u0131<\/th><\/tr><\/thead><tbody><tr><td>Derin \u00f6\u011frenme ve kural tabanl\u0131 yapay g\u00f6rme<\/td><td>Kurallar yans\u0131malar alt\u0131nda k\u0131r\u0131l\u0131r, renk de\u011fi\u015fikliklerini maskeler, ince aral\u0131kl\u0131 macun \u015fekilleri<\/td><td>Karma\u015f\u0131k g\u00f6rsel modeller i\u00e7in derin modeller kullan\u0131n; basit git\/gitme i\u00e7in kural kontrollerini s\u00fcrd\u00fcr\u00fcn<\/td><td>Kusur tespiti + temel modelleri \u00fczerine anketler<\/td><\/tr><tr><td>Veri k\u0131tl\u0131\u011f\u0131 ve etiket maliyeti<\/td><td>\u201cK\u00f6t\u00fc \u00f6rnekler\u201d nadirdir ve etiketleme yava\u015ft\u0131r<\/td><td>Normal veri anomali tespiti ile ba\u015flay\u0131n; zaman i\u00e7inde etiket ekleyin<\/td><td>Anomali tespit anketi + ger\u00e7ek d\u00fcnya kusur anketi<\/td><\/tr><tr><td>A\u00e7\u0131k set kusur tespiti<\/td><td>Yeni bir \u00fcr\u00fcn tan\u0131t\u0131m\u0131ndan sonra yeni kusur t\u00fcrleri ortaya \u00e7\u0131k\u0131yor<\/td><td>Bilinmeyenleri erken i\u015faretlemek i\u00e7in a\u00e7\u0131k set \/ anomali y\u00f6ntemlerini kullan\u0131n<\/td><td>A\u00e7\u0131k set ara\u015ft\u0131rmas\u0131 (kapal\u0131 set \u2192 a\u00e7\u0131k set e\u011filimi)<\/td><\/tr><tr><td>GAN tabanl\u0131 veri b\u00fcy\u00fctme<\/td><td>Baz\u0131 kusurlar neredeyse hi\u00e7 ortaya \u00e7\u0131kmaz, ancak yine de verimi \u00f6ld\u00fcr\u00fcr<\/td><td>Dengesizli\u011fi azaltmak i\u00e7in sentetik anomaliler + hedefe y\u00f6nelik b\u00fcy\u00fctme kullan\u0131n<\/td><td>Temel modeli kusur tespit ara\u015ft\u0131rmas\u0131 + anomali ara\u015ft\u0131rmas\u0131<\/td><\/tr><tr><td>Alan kayd\u0131rma<\/td><td>Ayn\u0131 program, farkl\u0131 g\u00fcn = farkl\u0131 sonu\u00e7lar<\/td><td>Ayd\u0131nlatmay\u0131 kilitleyin, s\u00fcre\u00e7 de\u011fi\u015fkenlerini izleyin, sapma oldu\u011funda yeniden e\u011fitin<\/td><td>A\u00e7\u0131k set et\u00fcd\u00fc + Transformat\u00f6rler\/temel modeli VAD et\u00fcd\u00fc<\/td><\/tr><tr><td>U\u00e7 da\u011f\u0131t\u0131m<\/td><td>H\u0131za ihtiyac\u0131n\u0131z var, yava\u015f bir \u201claboratuvar modeline\u201d de\u011fil\u201d<\/td><td>Da\u011f\u0131t\u0131labilir modelleri tercih edin, boru hatt\u0131n\u0131 optimize edin, yanl\u0131\u015f arama g\u00fcr\u00fclt\u00fcs\u00fcn\u00fc azalt\u0131n<\/td><td>Temel modeli kusur tespit anketi karma\u015f\u0131kl\u0131\u011fa kar\u015f\u0131 h\u0131z\u0131 tart\u0131\u015f\u0131yor<\/td><\/tr><tr><td>Lehim pastas\u0131 bask\u0131 tutarl\u0131l\u0131\u011f\u0131<\/td><td>Bask\u0131 tekrarlanabilirli\u011fi FPY'yi yukar\u0131 y\u00f6nde y\u00f6nlendirir<\/td><td>Yaz\u0131c\u0131 proses kontrol\u00fcn\u00fc SPI\/AOI geri bildirim d\u00f6ng\u00fcs\u00fc ile birle\u015ftirin<\/td><td>Meraif sitesi: tekrarlanabilir \u015fablon bask\u0131s\u0131, macun hacmi kontrol\u00fc, FPY<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=2411&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-3.jpg\" alt=\"Lehim Pastas\u0131 Yaz\u0131c\u0131s\u0131\" class=\"wp-image-5505\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-3.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-3-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-3-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/Solder-Paste-Printer-3-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"turnkey-smt-line-integration-with-meraif-how-to-sell-it-without-sounding-salesy\">Meraif ile anahtar teslim SMT hatt\u0131 entegrasyonu (sat\u0131c\u0131 gibi g\u00f6r\u00fcnmeden nas\u0131l sat\u0131l\u0131r)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">E\u011fer sat\u0131yorsan\u0131z <strong><a href=\"https:\/\/pickandplacemachine.com\/solution\/turnkey-smt-line-solutions\/\">Anahtar teslim SMT hatt\u0131 \u00e7\u00f6z\u00fcmleri<\/a><\/strong>, En iyi at\u0131\u015f basittir:<br><strong>\u201cBiz sadece makine g\u00f6ndermiyoruz. Hatt\u0131n\u0131z\u0131n d\u00fczg\u00fcn \u00e7al\u0131\u015fmas\u0131na yard\u0131mc\u0131 oluyoruz.\u201d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ana sayfan\u0131z zaten Meraif'i dan\u0131\u015fmanl\u0131k ve yerle\u015fim plan\u0131ndan ekipman entegrasyonu ve e\u011fitime kadar tam kapsaml\u0131 bir sa\u011flay\u0131c\u0131 olarak konumland\u0131r\u0131yor.<br>Lehim Pastas\u0131 Yaz\u0131c\u0131 kategoriniz ayr\u0131ca yaz\u0131c\u0131lar\u0131 daha geni\u015f bir anahtar teslimi hat ba\u011flam\u0131nda \u00e7er\u00e7eveler (<a href=\"https:\/\/pickandplacemachine.com\/pick-and-place-machines\/\">al ve yerle\u015ftir<\/a>, <a href=\"https:\/\/pickandplacemachine.com\/reflow-ovens\/\">yeniden ak\u0131\u015f<\/a>, <a href=\"https:\/\/pickandplacemachine.com\/smt-inspection-system\/\">AOI\/SPI<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00f6ylece ticari hikaye do\u011fal bir hal al\u0131yor:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Bir m\u00fc\u015fteri bir \u00fcr\u00fcn sat\u0131n al\u0131rsa <strong>lehim pastas\u0131 yaz\u0131c\u0131s\u0131<\/strong>, Ayr\u0131ca yukar\u0131 ak\u0131\u015f\/a\u015fa\u011f\u0131 ak\u0131\u015f uyumuna da ihtiya\u00e7lar\u0131 vard\u0131r: PCB ta\u015f\u0131ma, bask\u0131, SPI\/AOI, yerle\u015ftirme, yeniden ak\u0131\u015f, temizlik, yedek par\u00e7alar.<\/li>\n\n\n\n<li>Toptanc\u0131lar ve OEM\/ODM al\u0131c\u0131lar\u0131 i\u00e7in sadece teknik \u00f6zellikler de\u011fil, tutarl\u0131l\u0131k, \u00f6l\u00e7eklendirme ve hizmet ritmi de \u00f6nemlidir.<\/li>\n\n\n\n<li>Derin \u00f6\u011frenme ile hata tespiti, \u00f6zellikle m\u00fc\u015fteriler y\u00fcksek kar\u0131\u015f\u0131m, h\u0131zl\u0131 de\u011fi\u015fim ve s\u0131k\u0131 FPY hedefleri ile \u00e7al\u0131\u015ft\u0131klar\u0131nda, bu \u201cistikrarl\u0131 hat\u201d vaadinin bir par\u00e7as\u0131d\u0131r.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ve evet, a\u00e7\u0131k\u00e7a s\u00f6yleyebilirsin: <strong>daha az yeniden \u00e7al\u0131\u015fma, daha az ka\u00e7\u0131\u015f, daha sorunsuz h\u0131zlanma<\/strong>. Dramatik iddialar yok, sadece \u00fcretim y\u00f6neticilerinin ger\u00e7ekte ne istedikleri.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"closing-take\">Kapan\u0131\u015f \u00e7ekimi<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Derin \u00f6\u011frenme ile hata tespiti, en iyi \u015fekilde bir <strong>s\u00fcre\u00e7 kontrol arac\u0131<\/strong>, bir demo de\u011fil. Sa\u011flam bir bask\u0131 temeli ile e\u015fle\u015ftirin (\u015fablon bask\u0131 stabilitesi, macun kontrol\u00fc), ard\u0131ndan denetim sinyallerini hatta geri ba\u011flay\u0131n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu \u015fekilde yaparsan\u0131z sadece \u201ckusurlar\u0131 tespit etmekle\u201d kalmazs\u0131n\u0131z.\u201d<br>Bir\u00e7o\u011funu \u00f6nl\u00fcyorsun. B\u00fct\u00fcn mesele de bu zaten.<\/p>","protected":false},"excerpt":{"rendered":"<p>Derin \u00f6\u011frenme vizyonu, lehim pastas\u0131 bask\u0131 hatalar\u0131n\u0131 erkenden tespit eder, sapmaya uyum sa\u011flar, bilinmeyen sorunlar\u0131 i\u015faretler ve Meraif ile ger\u00e7ek SMT hatlar\u0131nda daha y\u00fcksek FPY'yi destekler.<\/p>","protected":false},"author":1,"featured_media":5506,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[839],"tags":[931,932,930,224,929,933],"class_list":["post-5487","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-turnkey-automation","tag-anomaly-detection","tag-deep-learning-vision","tag-defect-detection","tag-smt","tag-solder-paste-printer","tag-stencil-printing"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5487","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=5487"}],"version-history":[{"count":4,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5487\/revisions"}],"predecessor-version":[{"id":6404,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5487\/revisions\/6404"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/media\/5506"}],"wp:attachment":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/media?parent=5487"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/categories?post=5487"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/tags?post=5487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}