{"id":5834,"date":"2026-03-17T09:41:23","date_gmt":"2026-03-17T09:41:23","guid":{"rendered":"https:\/\/pickandplacemachine.com\/?p=5834"},"modified":"2026-05-19T15:45:31","modified_gmt":"2026-05-19T15:45:31","slug":"placement-sequence-optimization-reducing-cycle-time-through-smart-algorithms","status":"publish","type":"post","link":"https:\/\/pickandplacemachine.com\/tr\/placement-sequence-optimization-reducing-cycle-time-through-smart-algorithms\/","title":{"rendered":"Yerle\u015ftirme S\u0131ras\u0131 Optimizasyonu: Ak\u0131ll\u0131 Algoritmalarla \u00c7evrim S\u00fcresinin Azalt\u0131lmas\u0131"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u00c7o\u011fu SMT ekibi yanl\u0131\u015f \u015feyi \u00f6l\u00e7er. CPH derecelendirmesine bakarlar, bro\u015f\u00fcrleri kar\u015f\u0131la\u015ft\u0131r\u0131rlar, belki de kafa say\u0131s\u0131 veya besleyici kapasitesi hakk\u0131nda tart\u0131\u015f\u0131rlar ve sonra levha kar\u0131\u015f\u0131m\u0131 \u00e7irkinle\u015fti\u011finde, noz\u00fcl de\u011fi\u015fimleri y\u0131\u011f\u0131ld\u0131\u011f\u0131nda ve seyahat yolu sarho\u015f bir zikzak gibi g\u00f6r\u00fcnmeye ba\u015flad\u0131\u011f\u0131nda ger\u00e7ek hatt\u0131n neden hala s\u00fcr\u00fcklendi\u011fini merak ederler.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ac\u0131 ger\u00e7ek bu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve zamanlama \u015fu anda bir ya da iki y\u0131l \u00f6ncesine k\u0131yasla \u00e7ok daha \u00f6nemli. T\u00fcrkiye'deki&nbsp;<a href=\"https:\/\/www.semiconductors.org\/global-semiconductor-sales-increase-19-1-in-2024-double-digit-growth-projected-in-2025\/\" target=\"_blank\" rel=\"noopener\">Yar\u0131 \u0130letken End\u00fcstrisi Birli\u011fi<\/a>, k\u00fcresel yar\u0131 iletken sat\u0131\u015flar\u0131 2023 y\u0131l\u0131na g\u00f6re 19,1% art\u0131\u015fla 2024 y\u0131l\u0131nda $627,6 milyara ula\u015fm\u0131\u015ft\u0131r. Ayn\u0131 zamanda, ABD \u00c7al\u0131\u015fma \u0130statistikleri B\u00fcrosu'nun bilgisayar ve elektronik \u00fcr\u00fcnler i\u00e7in yay\u0131nlad\u0131\u011f\u0131 verimlilik serisi&nbsp;<a href=\"https:\/\/fred.stlouisfed.org\/series\/MPU5250062\" target=\"_blank\" rel=\"noopener\">FRED<\/a>, 2023'te 106.624'ten 2024'te 109.528'e y\u00fckselerek yakla\u015f\u0131k 2.7%'lik bir art\u0131\u015f kaydetmi\u015ftir. Daha fazla \u00e7\u0131kt\u0131 bask\u0131s\u0131. \u0130sraf i\u00e7in daha az tolerans. Ve evet, yerle\u015ftirme programlar\u0131 i\u00e7inde bo\u015fa harcanan hareket art\u0131k ger\u00e7ek paraya mal oluyor. (<a href=\"https:\/\/www.semiconductors.org\/global-semiconductor-sales-increase-19-1-in-2024-double-digit-growth-projected-in-2025\/\" target=\"_blank\" rel=\"noopener\">Yar\u0131 \u0130letken End\u00fcstrisi Birli\u011fi<\/a>)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-industry-keeps-chasing-speed-in-the-wrong-place\">Sekt\u00f6r yanl\u0131\u015f yerde h\u0131z pe\u015finde ko\u015fmaya devam ediyor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bunu pek \u00e7ok kez g\u00f6rd\u00fcm: al\u0131c\u0131lar ham makine h\u0131z\u0131n\u0131, belki besleyici miktar\u0131n\u0131, belki g\u00f6r\u00fc\u015f \u00f6zelliklerini kar\u015f\u0131la\u015ft\u0131r\u0131yor ve asl\u0131nda verimi belirleyen \u00e7irkin soruyu, yani makinenin ne kadar ak\u0131ll\u0131ca se\u00e7im yapt\u0131\u011f\u0131n\u0131 atl\u0131yor&nbsp;<em>ne<\/em>&nbsp;Se\u00e7mek i\u00e7in,&nbsp;<em>ne zaman<\/em>&nbsp;onu almak i\u00e7in,&nbsp;<em>nerede<\/em>&nbsp;yerle\u015ftirmek i\u00e7in ve&nbsp;<em>nas\u0131l<\/em>&nbsp;Arada anlams\u0131z seyahatlerden ka\u00e7\u0131nmak i\u00e7in.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Al\u0131\u015fveri\u015f yapan insanlar&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/pick-and-place-machines\/\">alma ve yerle\u015ftirme makineleri<\/a>&nbsp;Genellikle d\u00f6ng\u00fc s\u00fcresinin \u00e7o\u011funlukla bir donan\u0131m sorunu oldu\u011funu d\u00fc\u015f\u00fcn\u00fcrler. Ben \u00f6yle d\u00fc\u015f\u00fcnm\u00fcyorum. Donan\u0131m tavan\u0131 belirler. Yakla\u015f\u0131p yakla\u015famayaca\u011f\u0131n\u0131za yaz\u0131l\u0131m karar verir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A 2024&nbsp;<a href=\"https:\/\/www.mdpi.com\/2673-4591\/75\/1\/18\" target=\"_blank\" rel=\"noopener\">Spin-head y\u00fczey montaj cihaz\u0131 optimizasyonu \u00fczerine MDPI \u00e7al\u0131\u015fmas\u0131<\/a>&nbsp;noktay\u0131 net bir \u015fekilde ortaya koymaktad\u0131r: nozul atamas\u0131, besleyici atamas\u0131 ve bile\u015fen s\u0131ralamas\u0131 birbirine ba\u011fl\u0131d\u0131r ve yazarlar problemi a\u00e7\u0131k\u00e7a NP-zor olarak \u00e7er\u00e7evelemektedir. Bu \u00f6nemli \u00e7\u00fcnk\u00fc \u201c\u00f6nce en yak\u0131n bile\u015fen\u201d veya \u201csoldan sa\u011fa yerle\u015ftirme\u201d gibi basit bir kural\u0131n modern bir hatta yeterince iyi oldu\u011fu hayalini \u00f6ld\u00fcr\u00fcyor. Genelde \u00f6yle de\u011fildir. (<a href=\"https:\/\/www.mdpi.com\/2673-4591\/75\/1\/18\" target=\"_blank\" rel=\"noopener\">MDPI<\/a>)<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=3021&amp;action=edit\"><img decoding=\"async\" width=\"950\" height=\"633\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease1-1.jpg\" alt=\"SMT Gres\" class=\"wp-image-5835\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease1-1.jpg 950w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease1-1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease1-1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease1-1-18x12.jpg 18w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-smart-algorithms-are-really-optimizing\">Ak\u0131ll\u0131 algoritmalar ger\u00e7ekte neyi optimize ediyor?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cAk\u0131ll\u0131 algoritma\u201d, sat\u0131c\u0131lar\u0131n hi\u00e7bir anlam ifade etmeyene kadar k\u00f6t\u00fcye kulland\u0131\u011f\u0131 ifadelerden biridir. Bu y\u00fczden a\u00e7\u0131k konu\u015fal\u0131m. Ger\u00e7ek bir SMT ortam\u0131nda, yerle\u015ftirme s\u0131ras\u0131 optimizasyonu sihirli bir yapay zeka tozu de\u011fildir. Birbiriyle ba\u011flant\u0131l\u0131 \u00e7e\u015fitli de\u011fi\u015fkenler aras\u0131nda toplam s\u00fcreyi azaltmaya \u00e7al\u0131\u015fan bir karar motorudur:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Optimizasyon katman\u0131<\/th><th>K\u00f6t\u00fc bir kural<\/th><th>Daha ak\u0131ll\u0131 algoritma davran\u0131\u015f\u0131<\/th><th>D\u00f6ng\u00fc s\u00fcresini neden k\u0131salt\u0131r?<\/th><\/tr><\/thead><tbody><tr><td>Besleyici d\u00fczenlemesi<\/td><td>Ortak makaralar\u0131 s\u0131\u011fd\u0131klar\u0131 her yere koyun<\/td><td>Y\u00fcksek frekansl\u0131 par\u00e7alar\u0131 kafa eri\u015fimi ve seyahat yoluna g\u00f6re k\u00fcmeleyin<\/td><td>Uzun eksenli hareketi azalt\u0131r<\/td><\/tr><tr><td>Yerle\u015ftirme s\u0131ras\u0131<\/td><td>Yaln\u0131zca PCB koordinatlar\u0131na g\u00f6re yerle\u015ftirin<\/td><td>Birle\u015ftirilmi\u015f toplama, seyahat, rotasyon ve g\u00f6r\u00fc\u015f y\u00fck\u00fcne g\u00f6re s\u0131ralama<\/td><td>\u00d6l\u00fc hareketi ve dur-kalk hareketini \u00f6nler<\/td><\/tr><tr><td>Nozul kullan\u0131m\u0131<\/td><td>Gerekti\u011finde nozullar\u0131 de\u011fi\u015ftirin<\/td><td>Toplu uyumlu par\u00e7alar ve de\u011fi\u015fim s\u0131kl\u0131\u011f\u0131n\u0131 en aza indirme<\/td><td>Yerle\u015ftirme d\u0131\u015f\u0131 i\u015flem s\u00fcresini k\u0131salt\u0131r<\/td><\/tr><tr><td>Kurul imar<\/td><td>Panoyu tek bir d\u00fcz harita olarak ele al\u0131n<\/td><td>Ula\u015f\u0131labilir b\u00f6lgelere ve kafa verimlili\u011fine g\u00f6re b\u00f6l\u00fcn<\/td><td>\u00c7apraz at\u0131klar\u0131 \u00f6nler<\/td><\/tr><tr><td>Hat planlamas\u0131<\/td><td>Her seferinde bir panoyu optimize edin<\/td><td>\u0130\u015fler aras\u0131nda kart ailelerini, de\u011fi\u015fimleri ve makara ortakl\u0131\u011f\u0131n\u0131 optimize edin<\/td><td>Sadece bir d\u00f6ng\u00fc de\u011fil, bir vardiya boyunca verimi korur<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Bu tablo kas\u0131tl\u0131 olarak basittir. Ger\u00e7ek ise daha karma\u015f\u0131kt\u0131r. Ancak prensip ge\u00e7erlidir: en iyi algoritma en s\u00fcsl\u00fc etikete sahip olan de\u011fildir. Binlerce k\u00fc\u00e7\u00fck kararda k\u00fcm\u00fclatif israf\u0131 azaltan algoritmad\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve evet, bu kararlar \u00fcst \u00fcste y\u0131\u011f\u0131l\u0131yor. Yo\u011fun bir t\u00fcketici panosunda veya otomotiv kontrol\u00f6r\u00fcnde, tekrarlanan yerle\u015ftirmelerden saniyenin kesirleri kadar tasarruf etmek, bir lotun sonunda dakikalara d\u00f6n\u00fc\u015febilir. \u0130nsanlar bunu unutuyor \u00e7\u00fcnk\u00fc her kay\u0131p kendi ba\u015f\u0131na zarars\u0131z g\u00f6r\u00fcn\u00fcyor. Ama \u00f6yle de\u011fildir.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=3015&amp;action=edit\"><img decoding=\"async\" width=\"950\" height=\"633\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease2-1.jpg\" alt=\"SMT Gres\" class=\"wp-image-5836\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease2-1.jpg 950w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease2-1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease2-1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease2-1-18x12.jpg 18w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-published-evidence-is-better-than-the-brochure-talk\">Yay\u0131nlanan kan\u0131tlar bro\u015f\u00fcr konu\u015fmalar\u0131ndan daha iyidir<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte konu\u015fman\u0131n ilgin\u00e7le\u015fti\u011fi yer buras\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A 2024&nbsp;<a href=\"https:\/\/www.mdpi.com\/2673-4591\/75\/1\/34\" target=\"_blank\" rel=\"noopener\">PCB montaj hatlar\u0131 i\u00e7in Derin Q-A\u011f\u0131 \u00e7izelgelemesi \u00fczerine M\u00fchendislik Bildirileri makalesi<\/a>&nbsp;DQN tabanl\u0131 bir y\u00f6ntemi birka\u00e7 sabit sezgisel kuralla kar\u015f\u0131la\u015ft\u0131rm\u0131\u015ft\u0131r. Raporlanan deneylerde, DQN y\u00f6ntemi k\u00fc\u00e7\u00fck, orta ve b\u00fcy\u00fck \u00f6rneklerde daha d\u00fc\u015f\u00fck tamamlanma s\u00fcreleri \u00fcretti; k\u00fc\u00e7\u00fck bir \u00f6rnekte, en iyi sezgisel y\u00f6nteme k\u0131yasla toplam tamamlanma s\u00fcresini yakla\u015f\u0131k 0,79% azaltt\u0131. Bu say\u0131, sadece dramatik pazarlama iddialar\u0131n\u0131 takip eden insanlar\u0131 etkilemeyecektir. M\u00fchendisleri etkilemelidir, \u00e7\u00fcnk\u00fc olgun bir s\u00fcre\u00e7te do\u011frulanm\u0131\u015f 1%'nin alt\u0131nda bir d\u00f6ng\u00fc s\u00fcresi kazanc\u0131, genellikle kimsenin sahada yeniden \u00fcretmedi\u011fi g\u00f6steri\u015fli bir teorik 20%'den daha zor ve daha k\u00e2rl\u0131d\u0131r. (<a href=\"https:\/\/www.mdpi.com\/2673-4591\/75\/1\/34\" target=\"_blank\" rel=\"noopener\">MDPI<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bir de daha g\u00fc\u00e7l\u00fc bir operasyonel sinyal var. A 2024&nbsp;<a href=\"https:\/\/link.springer.com\/article\/10.1186\/s10033-024-01100-x\" target=\"_blank\" rel=\"noopener\">Ger\u00e7ek zamanl\u0131 OEE kullanarak SMT hatlar\u0131n\u0131n i\u015fbirli\u011fine dayal\u0131 optimizasyonu \u00fczerine Springer makalesi<\/a>&nbsp;i\u015fbirli\u011fine dayal\u0131 optimizasyondan sonra \u00fc\u00e7 hatt\u0131n OEE'yi 8,6%, 15,7% ve 18,6% art\u0131rd\u0131\u011f\u0131 sekiz hatl\u0131k bir \u00f6rne\u011fi anlatt\u0131. Bu k\u00fc\u00e7\u00fck bir de\u011fi\u015fiklik de\u011fil. Programlama mant\u0131\u011f\u0131 her bir hatt\u0131 izole bir ada gibi ele almay\u0131 b\u0131rak\u0131p sistem d\u00fczeyinde kararlar almaya ba\u015flad\u0131\u011f\u0131nda olan budur. (<a href=\"https:\/\/link.springer.com\/article\/10.1186\/s10033-024-01100-x\" target=\"_blank\" rel=\"noopener\">Springer<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yani, hay\u0131r, \u201cyerle\u015ftirme s\u0131ras\u0131n\u0131n marjinal oldu\u011fu\u201d ve sadece makine h\u0131z\u0131n\u0131n \u00f6nemli oldu\u011fu \u015feklindeki eski g\u00f6r\u00fc\u015fe inanm\u0131yorum. Yay\u0131nlanan 2024 \u00e7al\u0131\u015fmas\u0131 aksini s\u00f6yl\u00fcyor. Ve a\u00e7\u0131k\u00e7as\u0131, fabrika matemati\u011fi de aksini s\u00f6yl\u00fcyor. (<a href=\"https:\/\/www.mdpi.com\/2673-4591\/75\/1\/34\" target=\"_blank\" rel=\"noopener\">MDPI<\/a>)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"where-cycle-time-actually-disappears\">D\u00f6ng\u00fc s\u00fcresinin ger\u00e7ekten ortadan kalkt\u0131\u011f\u0131 yer<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tek bir yerde de\u011fil. Her yerde.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Uzun eri\u015fimleri zorlayan besleyici bankas\u0131 d\u00fczenlerinde kaybolur. Yaz\u0131l\u0131mda verimli g\u00f6r\u00fcnen ancak kar\u0131\u015f\u0131k paketlerde \u00e7\u00f6ken nozul de\u011fi\u015ftirme mant\u0131\u011f\u0131nda kaybolur. Kamera duraklar\u0131n\u0131, merkezleme d\u00fczeltmelerini ve ek y\u00fck rotasyonunu g\u00f6z ard\u0131 eden yol planlamas\u0131nda kaybolur. Ve bir hat i\u00e7in in\u015fa edildi\u011finde kaybolur&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/high-speed-mass-production-lines\/\">y\u00fcksek h\u0131zl\u0131 seri \u00fcretim hatlar\u0131<\/a>&nbsp;insanlar\u0131n kulland\u0131\u011f\u0131 ayn\u0131 al\u0131\u015fkanl\u0131klarla programlan\u0131r.&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/prototype-small-batch-lines\/\">prototip k\u00fc\u00e7\u00fck parti hatlar\u0131<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bunlar ayn\u0131 i\u015f de\u011fil. Yak\u0131n bile de\u011fil.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Y\u00fcksek hacimli hatlar amans\u0131z tekrara, besleyici stabilitesine ve b\u00fcy\u00fck yerle\u015ftirme say\u0131lar\u0131nda tekrarlayan hareketin en aza indirilmesine \u00f6nem verir. Y\u00fcksek kar\u0131\u015f\u0131ml\u0131 ortamlar ise daha \u00e7ok aile planlamas\u0131na, makara ortakl\u0131\u011f\u0131na, de\u011fi\u015fimden sonra h\u0131zl\u0131 toparlanmaya ve kazanc\u0131n yar\u0131s\u0131n\u0131 kurulum karma\u015fas\u0131na harcamamaya \u00f6nem verir. Optimizasyon mant\u0131\u011f\u0131n\u0131z bunu yans\u0131tm\u0131yorsa, bu optimizasyon de\u011fildir. Bu sadece yaz\u0131l\u0131m tiyatrosudur.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-vendors-oversell-one-thing-and-ignore-another\">Sat\u0131c\u0131lar bir \u015feyi a\u015f\u0131r\u0131 satarken di\u011ferini g\u00f6rmezden geliyor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte benim pop\u00fcler olmayan g\u00f6r\u00fc\u015f\u00fcm: SMT'de algoritma kalitesi genellikle bir yaz\u0131l\u0131m \u00f6zelli\u011fi gibi sat\u0131l\u0131r, oysa pratikte daha \u00e7ok bir i\u015fletim disiplini gibi davran\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CAD verileri kirliyse, besleyici konumlar\u0131 tutars\u0131zsa, nozul k\u00fct\u00fcphaneleri \u00f6zensizse, centroid rotasyon verileri da\u011f\u0131n\u0131ksa veya proses m\u00fchendisi ilk \u201cyeterince iyi\u201d s\u00fcr\u00fcmden sonra kurallar\u0131 asla g\u00f6zden ge\u00e7irmiyorsa, bir makine sayg\u0131n bir yol planlama mant\u0131\u011f\u0131na sahip olabilir ve yine de k\u00f6t\u00fc performans g\u00f6sterebilir. Bu nedenle veri hijyeni, operat\u00f6r e\u011fitimi ve servis derinli\u011fini tart\u0131\u015fmadan h\u0131z vaat eden her t\u00fcrl\u00fc sat\u0131\u015f konu\u015fmas\u0131na g\u00fcvenmiyorum.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu y\u00fczden de bir sat\u0131c\u0131n\u0131n \u015fu konular hakk\u0131nda ciddi bir \u015fekilde konu\u015fmas\u0131n\u0131 tercih ederim&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/training-after-sales-support\/\">e\u011fitim ve sat\u0131\u015f sonras\u0131 destek<\/a>&nbsp;\u201cAI\u201d kelimesini on be\u015f kez kullanmaktan daha iyidir. S\u00fcsl\u00fc optimizasyon \u00f6zellikleri, sahada kimse bunlar\u0131n nas\u0131l s\u00fcrd\u00fcr\u00fclece\u011fini anlamad\u0131\u011f\u0131nda h\u0131zla \u00f6l\u00fcr.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve e\u011fer etrafta in\u015fa ediyorsan\u0131z&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/turnkey-smt-line-solutions\/\">Anahtar teslim SMT hatt\u0131 \u00e7\u00f6z\u00fcmleri<\/a>, sorun tek bir yerle\u015ftirme program\u0131ndan daha b\u00fcy\u00fckt\u00fcr. Bask\u0131 makinesinin, montaj makinesinin, denetim mant\u0131\u011f\u0131n\u0131n, besleyici stratejisinin ve de\u011fi\u015fim i\u015f ak\u0131\u015f\u0131n\u0131n birbiriyle sava\u015fmay\u0131 b\u0131rakmas\u0131 gerekir. Aksi takdirde \u201coptimize edilmi\u015f\u201d makine darbo\u011faz\u0131 ba\u015fka bir yere iter.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=3008&amp;action=edit\"><img decoding=\"async\" width=\"950\" height=\"633\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease3-1.jpg\" alt=\"SMT Gres\" class=\"wp-image-5837\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease3-1.jpg 950w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease3-1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease3-1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/03\/SMT-Grease3-1-18x12.jpg 18w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-i-would-do-on-a-real-factory-floor\">Ger\u00e7ek bir fabrika zemininde ne yapard\u0131m<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130lk olarak, \u201cMakinenin nominal h\u0131z\u0131 nedir?\u201d diye sormay\u0131 b\u0131rak\u0131r ve \u201cSon 12 saniye nereye gitti?\u201d diye sormaya ba\u015flard\u0131m.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Daha sonra sabit bir \u00fcr\u00fcn ailesi kullanarak hatt\u0131 temel al\u0131r ve d\u00f6ng\u00fcy\u00fc seyahat, teslim alma, yerle\u015ftirme, nozul de\u011fi\u015fimi, g\u00f6r\u00fc\u015f ve de\u011ferli olmayan beklemeler olarak ay\u0131r\u0131rd\u0131m. Tahmini de\u011fil. \u00d6l\u00e7\u00fcld\u00fc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sonra, verileri temizlerdim. Bu k\u0131s\u0131m s\u0131k\u0131c\u0131d\u0131r ve s\u0131k\u0131c\u0131 i\u015fler \u00e7o\u011fu ger\u00e7ek kazanc\u0131n ba\u015flad\u0131\u011f\u0131 yerdir. Besleyici kimliklerini normalle\u015ftirin. Nozul uyumluluk tablolar\u0131n\u0131 denetleyin. Centroid rotasyonlar\u0131n\u0131 do\u011frulay\u0131n. Tekrarlanan g\u00f6r\u00fc\u015f d\u00fczeltmelerinin ayn\u0131 paket ailelerine isabet edip etmedi\u011fini kontrol edin. Yol planlay\u0131c\u0131n\u0131n ger\u00e7ek optimizasyon yapmak yerine k\u00f6t\u00fc ana verileri telafi edip etmedi\u011fini \u00f6\u011frenin.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bundan sonra, \u00fcretim moduna g\u00f6re ayarlama yapard\u0131m. Y\u00fcksek kar\u0131\u015f\u0131ml\u0131 hatlar i\u00e7in makara ortakl\u0131\u011f\u0131na, aile gruplamas\u0131na ve de\u011fi\u015fim s\u0131k\u0131\u015ft\u0131rmas\u0131na \u00f6ncelik verin. Tekrarlanan hacimli hatlar i\u00e7in, besleyici k\u00fcmelemesi ve seyahat yolu minimizasyonunu zorlay\u0131n. Karma ortamlar i\u00e7in do\u011fru cevap genellikle en h\u0131zl\u0131 tek pano demosunu kovalamak yerine vardiya d\u00fczeyinde verimi koruyan bir uzla\u015fmad\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ve sonra sonucu sat\u0131c\u0131 ekran g\u00f6r\u00fcnt\u00fcleriyle de\u011fil, ger\u00e7ekle kar\u015f\u0131la\u015ft\u0131rarak do\u011frulayaca\u011f\u0131m. Hurda oran\u0131 sabit mi? \u0130lk ge\u00e7i\u015f verimi sabit mi? Operat\u00f6r m\u00fcdahaleleri azald\u0131 m\u0131? Saat ba\u015f\u0131na ger\u00e7ek pano say\u0131s\u0131 sadece bir \u00f6\u011fleden sonra de\u011fil, bir hafta boyunca artt\u0131 m\u0131? G\u00fczel. \u015eimdi kazan\u00e7 ger\u00e7ek.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130\u015fte buras\u0131&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/resource\/customer-cases\/\">m\u00fc\u015fteri vakalar\u0131<\/a>&nbsp;cilal\u0131 iddialardan daha \u00f6nemlidir. Ger\u00e7ek i\u015fler \u00fczerinde istikrarl\u0131 bir d\u00f6ng\u00fc s\u00fcresi iyile\u015ftirmesi g\u00f6sterebilen bir fabrikan\u0131n dinlemeye de\u011fer bir \u015feyi vard\u0131r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-real-takeaway\">Ger\u00e7ek \u00e7\u0131kar\u0131m<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Yerle\u015ftirme s\u0131ras\u0131 optimizasyonu seksi de\u011fildir. \u00dcretim bask\u0131s\u0131 alt\u0131nda matematiksel bir temizliktir. Ancak 2026'da, elektronik talebi hala y\u00fcksek ve verimlilik bask\u0131s\u0131 hala artarken, bu temizlik tam olarak paran\u0131n s\u0131zd\u0131\u011f\u0131 veya hayatta kald\u0131\u011f\u0131 yerdir. (<a href=\"https:\/\/www.semiconductors.org\/global-semiconductor-sales-increase-19-1-in-2024-double-digit-growth-projected-in-2025\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">Yar\u0131 \u0130letken End\u00fcstrisi Birli\u011fi<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu y\u00fczden a\u00e7\u0131k\u00e7a s\u00f6yleyece\u011fim: SMT stratejiniz hala makine h\u0131z\u0131n\u0131 yaln\u0131zca donan\u0131mla ilgili bir soru olarak ele al\u0131yorsa, kapasiteyi masada b\u0131rak\u0131yorsunuz demektir. Teorik olarak de\u011fil. G\u00fcnl\u00fck olarak.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faqs\">SSS<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-is-placement-sequence-optimization-in-smt-manufacturing-\">SMT \u00fcretiminde yerle\u015ftirme s\u0131ras\u0131 optimizasyonu nedir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Yerle\u015ftirme s\u0131ras\u0131 optimizasyonu, bir SMT makinesinin do\u011frulu\u011fa, do\u011frulama ak\u0131\u015f\u0131na veya hat stabilitesine zarar vermeden ayn\u0131 montaj i\u015fini daha k\u0131sa s\u00fcrede tamamlamas\u0131 i\u00e7in bile\u015fen alma s\u0131ras\u0131n\u0131, besleyici eri\u015fimini, noz\u00fcl kullan\u0131m\u0131n\u0131, kafa hareketini ve kart yerle\u015ftirme s\u0131ras\u0131n\u0131 d\u00fczenleme i\u015flemidir. Basit bir ifadeyle, makinenizin amaca uygun hareket edip etmedi\u011fine veya hareketi bo\u015fa harcay\u0131p harcamad\u0131\u011f\u0131na karar veren matematiktir. \u0130yi bir program \u00f6l\u00fc hareketi azalt\u0131r, gereksiz nozul de\u011fi\u015fikliklerini d\u00fczeltir ve y\u00fcksek frekansl\u0131 yerle\u015ftirmeleri en k\u0131sa \u00e7al\u0131\u015f\u0131labilir yolda tutar.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-much-cycle-time-can-smart-algorithms-really-reduce-\">Ak\u0131ll\u0131 algoritmalar d\u00f6ng\u00fc s\u00fcresini ger\u00e7ekten ne kadar azaltabilir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ak\u0131ll\u0131 yerle\u015ftirme algoritmalar\u0131, sorunun makine d\u00fczeyinde yol planlamas\u0131 m\u0131 yoksa birden fazla SMT hatt\u0131nda hat d\u00fczeyinde i\u015fbirlik\u00e7i \u00e7izelgeleme mi oldu\u011funa ba\u011fl\u0131 olarak marjinal kazan\u00e7lardan \u00e7ift haneli sistem iyile\u015ftirmelerine kadar her \u015feyi \u00fcretebilir. 2024 DQN \u00e7izelgeleme \u00e7al\u0131\u015fmas\u0131nda, rapor edilen tamamlanma s\u00fcreleri test edilen t\u00fcm \u00f6rnek boyutlar\u0131nda sabit sezgisel y\u00f6ntemlerin \u00f6n\u00fcne ge\u00e7erken, ayr\u0131 bir 2024 Springer \u00e7al\u0131\u015fmas\u0131nda sekiz hatl\u0131 bir kurulumda optimize edilmi\u015f \u00fc\u00e7 hatta 8,6%, 15,7% ve 18,6% OEE kazan\u0131mlar\u0131 rapor edilmi\u015ftir. Bu nedenle d\u00fcr\u00fcst m\u00fchendisler bir say\u0131dan bahsetmeden \u00f6nce \u201ctek programl\u0131 iyile\u015ftirme\u201d ile \u201ct\u00fcm sat\u0131r optimizasyonunu\u201d birbirinden ay\u0131r\u0131rlar. (<a href=\"https:\/\/www.mdpi.com\/2673-4591\/75\/1\/34\" target=\"_blank\" rel=\"noopener\">MDPI<\/a>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"is-placement-sequence-optimization-only-useful-for-high-volume-production-\">Yerle\u015ftirme s\u0131ras\u0131 optimizasyonu yaln\u0131zca y\u00fcksek hacimli \u00fcretim i\u00e7in mi yararl\u0131d\u0131r?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Yerle\u015ftirme s\u0131ras\u0131 optimizasyonu hem y\u00fcksek hacimli hem de y\u00fcksek kar\u0131\u015f\u0131ml\u0131 SMT \u00fcretiminde faydal\u0131d\u0131r, ancak kazanc\u0131n kayna\u011f\u0131 \u00fcretim modeline g\u00f6re de\u011fi\u015fir, \u00e7\u00fcnk\u00fc tekrarlanan i\u015fler seyahat yolu verimlili\u011fini \u00f6d\u00fcllendirirken, de\u011fi\u015fken i\u015fler de\u011fi\u015fim kontrol\u00fcn\u00fc, besleyici ortakl\u0131\u011f\u0131n\u0131 ve zamanlama disiplinini \u00f6d\u00fcllendirir. Tekrarlanan hacimli panolarda genellikle seyahat mesafesi ve noz\u00fcl mant\u0131\u011f\u0131n\u0131 takip edersiniz. Kar\u0131\u015f\u0131k i\u015flerde ise kurulum s\u0131k\u0131\u015ft\u0131rmas\u0131 ve i\u015f ailesi gruplamas\u0131 pe\u015finde ko\u015fars\u0131n\u0131z. Ayn\u0131 kavram. Farkl\u0131 sava\u015f alan\u0131.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-is-the-difference-between-feeder-optimization-and-placement-sequence-optimization-\">Besleyici optimizasyonu ile yerle\u015ftirme s\u0131ras\u0131 optimizasyonu aras\u0131ndaki fark nedir?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Besleyici optimizasyonu, makaralar\u0131n ve bile\u015fenlerin fiziksel olarak nereye atand\u0131\u011f\u0131na odaklanan daha dar bir g\u00f6revken, yerle\u015ftirme s\u0131ras\u0131 optimizasyonu, toplama s\u0131ras\u0131, yerle\u015ftirme s\u0131ras\u0131, nozul de\u011fi\u015fiklikleri, pano b\u00f6lgelendirmesi ve bazen \u00e7ok hatl\u0131 programlama kararlar\u0131n\u0131 da i\u00e7eren daha geni\u015f bir stratejidir. Yani, besleyici d\u00fczeni bir kald\u0131ra\u00e7t\u0131r. Makinenin tamam\u0131 de\u011fil. Besleyici yerle\u015fiminin tek ba\u015f\u0131na d\u00f6ng\u00fc s\u00fcresini \u00e7\u00f6zd\u00fc\u011f\u00fcn\u00fc iddia eden herkes k\u0131smi bir cevap sat\u0131yor demektir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu d\u00fc\u015f\u00fcnceyi bir ekipman veya hat planlama karar\u0131na d\u00f6n\u00fc\u015ft\u00fcrmek istiyorsan\u0131z, mevcut&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/solution\/\">\u00e7\u00f6z\u00fcm sayfalar\u0131<\/a>&nbsp;ve bunlar\u0131 \u00fcr\u00fcn karman\u0131zla kar\u015f\u0131la\u015ft\u0131r\u0131n veya&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/contact\/\">ileti\u015fim sayfas\u0131<\/a>&nbsp;Do\u011fru optimizasyon yakla\u015f\u0131m\u0131n\u0131 genel bir demo yerine ger\u00e7ek panolar\u0131n\u0131zla e\u015fle\u015ftirmek i\u00e7in.<\/p>","protected":false},"excerpt":{"rendered":"<p>Yerle\u015ftirme h\u0131z\u0131 sadece bir makine \u00f6zelli\u011fi de\u011fildir. Besleyici d\u00fczeni, kafa hareketi, nozul de\u011fi\u015fiklikleri ve programlama mant\u0131\u011f\u0131 i\u00e7inde saklanan bir matematik problemidir. Bu makalede, ak\u0131ll\u0131 algoritmalar\u0131n ger\u00e7ekte nerede zaman kazand\u0131rd\u0131\u011f\u0131, sat\u0131c\u0131lar\u0131n nerede abartt\u0131\u011f\u0131 ve m\u00fchendislerin bir verim kazanc\u0131 iddia etmeden \u00f6nce neleri \u00f6l\u00e7mesi gerekti\u011fi a\u00e7\u0131klanmaktad\u0131r.<\/p>","protected":false},"author":1,"featured_media":5835,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[838],"tags":[1171,1172,1089,1169,1173,1170],"class_list":["post-5834","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-maintenance-spares","tag-feeder-arrangement","tag-pcb-assembly-efficiency","tag-pick-and-place-optimization","tag-placement-sequence-optimization","tag-smart-manufacturing-algorithms","tag-smt-cycle-time-reduction"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5834","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=5834"}],"version-history":[{"count":2,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5834\/revisions"}],"predecessor-version":[{"id":6353,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/posts\/5834\/revisions\/6353"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/media\/5835"}],"wp:attachment":[{"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/media?parent=5834"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/categories?post=5834"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/tr\/wp-json\/wp\/v2\/tags?post=5834"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}