{"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\/vi\/computer-vision-advances-deep-learning-for-defect-detection\/","title":{"rendered":"C\u00e1c ti\u1ebfn b\u1ed9 trong Nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh: H\u1ecdc s\u00e2u trong ph\u00e1t hi\u1ec7n l\u1ed7i"},"content":{"rendered":"<p class=\"wp-block-paragraph\">N\u1ebfu b\u1ea1n v\u1eadn h\u00e0nh m\u1ed9t d\u00e2y chuy\u1ec1n SMT, b\u1ea1n \u0111\u00e3 bi\u1ebft s\u1ef1 th\u1eadt: <strong>L\u1ed7i kh\u00f4ng b\u1eaft \u0111\u1ea7u t\u1eeb AOI<\/strong>. H\u1ecd th\u01b0\u1eddng b\u1eaft \u0111\u1ea7u s\u1edbm h\u01a1n nhi\u1ec1u\u2014th\u01b0\u1eddng l\u00e0 v\u00e0o <strong>In m\u1ef1c h\u00e0n<\/strong>. M\u1ed9t v\u1ebft b\u1ea9n nh\u1ecf, l\u1ed7 stencil b\u1ecb t\u1eafc ngh\u1ebdn ho\u1eb7c s\u1ef1 thay \u0111\u1ed5i th\u1ec3 t\u00edch c\u1ee7a h\u1ed7n h\u1ee3p c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c v\u1ebft n\u1ee9t, c\u1ea7u n\u1ed1i v\u00e0 c\u00f4ng vi\u1ec7c s\u1eeda ch\u1eefa kh\u00f4ng \u0111\u1eb9p m\u1eaft.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao \u201ch\u1ecdc s\u00e2u cho ph\u00e1t hi\u1ec7n l\u1ed7i\u201d kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t ch\u1ee7 \u0111\u1ec1 hot. \u0110\u00f3 l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c ti\u1ec5n \u0111\u1ec3 duy tr\u00ec s\u1ef1 \u1ed5n \u0111\u1ecbnh c\u1ee7a d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t khi th\u1ef1c t\u1ebf tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p\u2014\u00e1nh s\u00e1ng thay \u0111\u1ed5i, b\u1ea3ng m\u1ea1ch thay \u0111\u1ed5i, nh\u00e2n vi\u00ean v\u1eadn h\u00e0nh thay \u0111\u1ed5i, v\u00e0 \u201cc\u00e0i \u0111\u1eb7t l\u00fd t\u01b0\u1edfng\u201d kh\u00f4ng c\u00f2n l\u00fd t\u01b0\u1edfng n\u1eefa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1ec1 <a href=\"https:\/\/pickandplacemachine.com\/brand\/meraif\/\">Meraif<\/a>\u2019Ph\u00eda b\u00ean kia, trang web c\u1ee7a b\u1ea1n gi\u1edbi thi\u1ec7u d\u1ecbch v\u1ee5 h\u1ed7 tr\u1ee3 d\u00e2y chuy\u1ec1n SMT tr\u1ecdn g\u00f3i \u2014 t\u01b0 v\u1ea5n, thi\u1ebft k\u1ebf d\u00e2y chuy\u1ec1n, t\u00edch h\u1ee3p, \u0111\u00e0o t\u1ea1o, l\u1eafp \u0111\u1eb7t, hi\u1ec7u chu\u1ea9n, v\u00e0 v\u1eadn h\u00e0nh. \u0110i\u1ec1u n\u00e0y quan tr\u1ecdng v\u00ec h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t thi\u1ebft b\u1ecb c\u1eafm s\u1eb5n. N\u00f3 l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a quy tr\u00ecnh t\u1ed5ng th\u1ec3.<\/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\">M\u00e1y in keo h\u00e0n SMT v\u00e0 \u0111\u1ed9 nh\u1ea5t qu\u00e1n c\u1ee7a qu\u00e1 tr\u00ecnh in khu\u00f4n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Trong SMT, in \u1ea5n l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh. C\u1ee7a b\u1ea1n <a href=\"https:\/\/pickandplacemachine.com\/solder-paste-printer\/?utm_source=chatgpt.com\">M\u00e1y in keo h\u00e0n<\/a> Danh m\u1ee5c gi\u1ea3i th\u00edch r\u00f5 r\u00e0ng: <strong>In \u1ea5n khu\u00f4n m\u1eabu ch\u00ednh x\u00e1c, c\u00f3 th\u1ec3 l\u1eb7p l\u1ea1i<\/strong> gi\u00fap <strong>\u0110i\u1ec1u ch\u1ec9nh \u00e2m l\u01b0\u1ee3ng<\/strong> v\u00e0 thang m\u00e1y <strong>Hi\u1ec7u su\u1ea5t l\u1ea7n \u0111\u1ea7u<\/strong>.<br>V\u00e0 ph\u1ea7n m\u00e1y in keo h\u00e0n Meraif t\u1eadp trung v\u00e0o \u201cin \u1ed5n \u0111\u1ecbnh\u201d + \u201cki\u1ec3m so\u00e1t quy tr\u00ecnh\u201d \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n trong qu\u00e1 tr\u00ecnh in.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 l\u1eadp lu\u1eadn: khi b\u1ea1n k\u1ebft h\u1ee3p <strong><a href=\"https:\/\/pickandplacemachine.com\/process-quality\/\">Ki\u1ec3m so\u00e1t qu\u00e1 tr\u00ecnh<\/a><\/strong> v\u1edbi <strong>T\u1ea7m nh\u00ecn th\u1ef1c s\u1ef1 hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c khuy\u1ebft \u0111i\u1ec3m<\/strong>, B\u1ea1n ng\u1eebng d\u1eadp t\u1eaft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh \u1edf cu\u1ed1i quy tr\u00ecnh. Thay v\u00e0o \u0111\u00f3, b\u1ea1n b\u1eaft \u0111\u1ea7u kh\u1eafc ph\u1ee5c nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 ngay t\u1eeb \u0111\u1ea7u.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong ng\u00f4n ng\u1eef chuy\u00ean m\u00f4n v\u1ec1 SMT, b\u1ea1n \u0111ang c\u1ed1 g\u1eafng ki\u1ec3m so\u00e1t:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Th\u1ec3 t\u00edch v\u00e0 h\u00ecnh d\u1ea1ng c\u1ee7a l\u1edbp keo (kh\u00f4ng ph\u1ea3i \u201ctr\u00f4ng \u1ed5n\u201d)<\/li>\n\n\n\n<li>Th\u1eddi gian lau khu\u00f4n (qu\u00e1 mu\u1ed9n = v\u1ebft nh\u00f2e)<\/li>\n\n\n\n<li>\u00c1p l\u1ef1c c\u1ee7a c\u00e2y lau k\u00ednh b\u1ecb l\u1ec7ch (ch\u00e0o nh\u1eefng v\u1ebft nh\u1ea3y ng\u1eabu nhi\u00ean)<\/li>\n\n\n\n<li>H\u1ed7 tr\u1ee3 b\u1ea3ng m\u1ea1ch \/ Hi\u1ec7u \u1ee9ng cong v\u00eanh (c\u00e1c mi\u1ebfng \u0111\u1ec7m kh\u00f4ng n\u00f3i d\u1ed1i)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">H\u1ecdc s\u00e2u gi\u00fap \u00edch v\u00ec n\u00f3 c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu m\u00e0 b\u1ea1n kh\u00f4ng mu\u1ed1n ph\u1ea3i l\u1eadp tr\u00ecnh th\u1ee7 c\u00f4ng m\u00e3i m\u00e3i.<\/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=\"M\u00e1y in keo h\u00e0n \" 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\">Ph\u00e1t hi\u1ec7n l\u1ed7i b\u1eb1ng h\u1ecdc s\u00e2u so v\u1edbi th\u1ecb gi\u00e1c m\u00e1y t\u00ednh d\u1ef1a tr\u00ean quy t\u1eafc<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"deep-learning-beats-rule-based-machine-vision-on-complex-defects\">H\u1ecdc s\u00e2u v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi th\u1ecb gi\u00e1c m\u00e1y t\u00ednh d\u1ef1a tr\u00ean quy t\u1eafc trong vi\u1ec7c ph\u00e1t hi\u1ec7n c\u00e1c khuy\u1ebft t\u1eadt ph\u1ee9c t\u1ea1p.<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">H\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c d\u1ef1a tr\u00ean quy t\u1eafc ho\u1ea1t \u0111\u1ed9ng\u2026 cho \u0111\u1ebfn khi n\u00f3 kh\u00f4ng c\u00f2n ho\u1ea1t \u0111\u1ed9ng. Khi b\u1ea1n g\u1eb7p ph\u1ea3i:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mi\u1ebfng \u0111\u1ec7m b\u00f3ng so v\u1edbi mi\u1ebfng \u0111\u1ec7m m\u1edd<\/li>\n\n\n\n<li>C\u00e1c m\u00e0u kh\u00e1c nhau c\u1ee7a l\u1edbp ph\u1ee7 h\u00e0n<\/li>\n\n\n\n<li>C\u00e1c b\u1ed9 ph\u1eadn c\u00f3 k\u00edch th\u01b0\u1edbc nh\u1ecf<\/li>\n\n\n\n<li>\u00c1nh s\u00e1ng kh\u00f4ng \u0111\u1ec1u v\u00ec ai \u0111\u00f3 \u0111\u00e3 di chuy\u1ec3n \u0111\u00e8n (\u0111\u00fang v\u1eady, \u0111i\u1ec1u \u0111\u00f3 x\u1ea3y ra)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u2026c\u00e1c ng\u01b0\u1ee1ng c\u1ee7a b\u1ea1n b\u1eaft \u0111\u1ea7u ho\u1ea1t \u0111\u1ed9ng b\u1ea5t th\u01b0\u1eddng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c cu\u1ed9c kh\u1ea3o s\u00e1t nghi\u00ean c\u1ee9u li\u00ean t\u1ee5c nh\u1ea5n m\u1ea1nh c\u00f9ng m\u1ed9t ch\u1ee7 \u0111\u1ec1: c\u00e1c m\u00f4 h\u00ecnh s\u00e2u h\u1ecdc tr\u1ef1c ti\u1ebfp c\u00e1c c\u1ea5u tr\u00fac ph\u00e2n c\u1ea5p \u0111\u1eb7c tr\u01b0ng, do \u0111\u00f3 ch\u00fang c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p h\u01a1n so v\u1edbi c\u00e1c quy t\u1eafc \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf th\u1ee7 c\u00f4ng trong nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng c\u00f4ng nghi\u1ec7p.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t v\u00ed d\u1ee5 nhanh v\u1ec1 SMT:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u1ec7 th\u1ed1ng quy t\u1eafc c\u00f3 th\u1ec3 coi \u201cv\u1ebft b\u00f4i keo\u201d v\u00e0 \u201cv\u1ebft keo lan r\u1ed9ng\u201d l\u00e0 c\u00f9ng m\u1ed9t kh\u1ed1i.<\/li>\n\n\n\n<li>M\u00f4 h\u00ecnh s\u00e2u c\u00f3 th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c r\u1eb1ng m\u1ed9t v\u00f9ng nh\u1ecf v\u1eabn ho\u1ea1t \u0111\u1ed9ng t\u1ed1t sau qu\u00e1 tr\u00ecnh t\u00e1i ch\u1ea3y, trong khi v\u00f9ng kh\u00e1c c\u1ea3nh b\u00e1o \u201cnguy c\u01a1 c\u1ea7u n\u1ed1i\u201d \u1edf kho\u1ea3ng c\u00e1ch nh\u1ecf.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng ph\u1ea3i ph\u00e9p thu\u1eadt. Ch\u1ec9 l\u00e0 kh\u1ea3 n\u0103ng h\u1ecdc m\u1eabu t\u1ed1t h\u01a1n.<\/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\">Ph\u00e1t hi\u1ec7n d\u1ecb th\u01b0\u1eddng h\u00ecnh \u1ea3nh trong c\u00f4ng nghi\u1ec7p v\u00e0 ph\u00e1t hi\u1ec7n l\u1ed7i trong t\u1eadp m\u1edf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"data-scarcity-and-label-cost-in-industrial-defect-detection\">S\u1ef1 thi\u1ebfu h\u1ee5t d\u1eef li\u1ec7u v\u00e0 chi ph\u00ed g\u1eafn nh\u00e3n trong ph\u00e1t hi\u1ec7n l\u1ed7i c\u00f4ng nghi\u1ec7p<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">L\u1ed7i SMT g\u00e2y phi\u1ec1n to\u00e1i cho d\u1eef li\u1ec7u. T\u1ea1i sao? B\u1edfi v\u00ec nh\u1eefng l\u1ed7i nghi\u00eam tr\u1ecdng nh\u1ea5t c\u1ee7a b\u1ea1n l\u00e0 <strong>hi\u1ebfm<\/strong> (tin vui) v\u00e0 <strong>\u0110\u1eaft \u0111\u1ecf \u0111\u1ec3 d\u00e1n nh\u00e3n<\/strong> (tin x\u1ea5u). V\u00ec v\u1eady, b\u1ed9 d\u1eef li\u1ec7u m\u00e0 b\u1ea1n <em>mu\u1ed1n<\/em> g\u1ea7n nh\u01b0 kh\u00f4ng t\u1ed3n t\u1ea1i.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao c\u00e1c cu\u1ed9c kh\u1ea3o s\u00e1t g\u1ea7n \u0111\u00e2y nh\u1ea5n m\u1ea1nh v\u00e0o c\u00e1c h\u1ea1n ch\u1ebf trong th\u1ef1c t\u1ebf: l\u1ed7i hi\u1ebfm g\u1eb7p, vi\u1ec7c g\u1eafn nh\u00e3n t\u1ed1n nhi\u1ec1u c\u00f4ng s\u1ee9c v\u00e0 qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t thay \u0111\u1ed5i nhanh ch\u00f3ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong m\u1ed9t nh\u00e0 m\u00e1y, b\u1ea1n kh\u00f4ng mu\u1ed1n m\u1ed9t h\u1ec7 th\u1ed1ng ch\u1ec9 bi\u1ebft \u0111\u1ebfn th\u01b0 vi\u1ec7n l\u1ed7i c\u1ee7a ng\u00e0y h\u00f4m qua. B\u1ea1n mu\u1ed1n m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ra khi n\u00f3 nh\u1eadn th\u1ea5y \u201c\u0111i\u1ec1u n\u00e0y c\u00f3 v\u1ebb kh\u00f4ng \u1ed5n\u201d.\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"open-set-defect-detection-and-anomaly-detection-in-manufacturing\">Ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt v\u00e0 ph\u00e1t hi\u1ec7n s\u1ef1 c\u1ed1 b\u1ea5t th\u01b0\u1eddng trong s\u1ea3n xu\u1ea5t<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 n\u01a1i <strong>Ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt t\u1eadp m\u1edf<\/strong> v\u00e0 <strong>Ph\u00e1t hi\u1ec7n d\u1ecb th\u01b0\u1eddng h\u00ecnh \u1ea3nh trong c\u00f4ng nghi\u1ec7p<\/strong> Xu\u1ea5t hi\u1ec7n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t n\u0103m 2025 nh\u1ea5n m\u1ea1nh s\u1ef1 chuy\u1ec3n \u0111\u1ed5i t\u1eeb ph\u01b0\u01a1ng ph\u00e1p t\u1eadp \u0111\u00f3ng (c\u00e1c l\u1edbp l\u1ed7i \u0111\u00e3 bi\u1ebft) sang ph\u01b0\u01a1ng ph\u00e1p t\u1eadp m\u1edf, v\u00ec c\u00e1c nh\u00e0 m\u00e1y li\u00ean t\u1ee5c g\u1eb7p ph\u1ea3i c\u00e1c lo\u1ea1i l\u1ed7i m\u1edbi.<br>M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t kh\u00e1c v\u00e0o n\u0103m 2025 \u0111\u00e3 xem x\u00e9t m\u1ed9t t\u1eadp h\u1ee3p l\u1edbn c\u00e1c b\u00e0i b\u00e1o v\u1ec1 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng v\u00e0 ph\u00e2n lo\u1ea1i c\u00e1c ph\u01b0\u01a1ng ph\u00e1p theo m\u1ee9c \u0111\u1ed9 gi\u00e1m s\u00e1t (gi\u00e1m s\u00e1t ho\u00e0n to\u00e0n \u2192 kh\u00f4ng gi\u00e1m s\u00e1t), \u0111i\u1ec1u n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi th\u1ef1c t\u1ebf s\u1ea3n xu\u1ea5t: b\u1ea1n th\u01b0\u1eddng c\u00f3 d\u1eef li\u1ec7u \u201cb\u00ecnh th\u01b0\u1eddng\u201d, kh\u00f4ng ph\u1ea3i l\u00e0 nh\u00e3n l\u1ed7i ho\u00e0n h\u1ea3o.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi in SMT, t\u01b0 duy m\u1edf r\u1ed9ng tr\u00f4ng nh\u01b0 sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cL\u1edbp l\u1eafng \u0111\u1ecdng n\u00e0y n\u1eb1m ngo\u00e0i ph\u1ea1m vi h\u00ecnh d\u1ea1ng\/th\u1ec3 t\u00edch b\u00ecnh th\u01b0\u1eddng.\u201d<\/li>\n\n\n\n<li>\u201cM\u1eabu pad n\u00e0y tr\u00f4ng kh\u00f4ng \u0111\u00fang v\u1edbi b\u1ea3n s\u1eeda \u0111\u1ed5i khu\u00f4n n\u00e0y.\u201d<\/li>\n\n\n\n<li>\u201cL\u1edbp ho\u00e0n thi\u1ec7n n\u00e0y t\u1ea1o ra ph\u1ea3n x\u1ea1, nh\u01b0ng\u2026\u201d <em>\u0111i\u1ec1u n\u00e0y<\/em> \u201dH\u00ecnh \u1ea3nh ph\u1ea3n chi\u1ebfu v\u1eabn tr\u00f4ng b\u1ea5t th\u01b0\u1eddng.\"<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u quan tr\u1ecdng kh\u00f4ng ph\u1ea3i l\u00e0 \u201cph\u00e2n lo\u1ea1i l\u1ed7i A\/B\/C\u201d m\u00e0 l\u00e0 \u201cph\u00e1t hi\u1ec7n s\u1edbm nh\u1eefng v\u1ea5n \u0111\u1ec1 b\u1ea5t th\u01b0\u1eddng.\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=\"M\u00e1y in keo h\u00e0n\" 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\">T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u d\u1ef1a tr\u00ean GAN cho s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng d\u1eef li\u1ec7u<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"synthetic-anomalies-and-imbalanced-defect-classes\">C\u00e1c b\u1ea5t th\u01b0\u1eddng t\u1ed5ng h\u1ee3p v\u00e0 c\u00e1c l\u1edbp khuy\u1ebft t\u1eadt kh\u00f4ng c\u00e2n b\u1eb1ng<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Trong SMT, m\u1ed9t s\u1ed1 l\u1ed7i ch\u1ec9 xu\u1ea5t hi\u1ec7n r\u1ea5t hi\u1ebfm khi. N\u1ebfu b\u1ea1n ch\u1edd \u0111\u1ee3i \u0111\u1ee7 s\u1ed1 m\u1eabu, b\u1ea1n s\u1ebd ph\u1ea3i ch\u1edd m\u00e3i m\u00e3i.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c cu\u1ed9c kh\u1ea3o s\u00e1t v\u00e0 b\u00e0i b\u00e1o ch\u1ec9 ra <strong>S\u1ef1 thi\u1ebfu h\u1ee5t d\u1eef li\u1ec7u<\/strong> v\u00e0 th\u1ea3o lu\u1eadn <strong>Sinh ra c\u00e1c d\u1ecb th\u01b0\u1eddng t\u1ed5ng h\u1ee3p<\/strong> nh\u01b0 m\u1ed9t c\u00e1ch \u0111\u1ec3 gi\u1ea3m s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">D\u1ecbch thu\u1eadt th\u1ef1c t\u1ebf cho kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>N\u1ebfu b\u1ea1n b\u00e1n cho c\u00e1c d\u00f2ng s\u1ea3n ph\u1ea9m \u0111a d\u1ea1ng, h\u1ecd kh\u00f4ng th\u1ec3 t\u1ea1m d\u1eebng s\u1ea3n xu\u1ea5t ch\u1ec9 \u0111\u1ec3 thu th\u1eadp c\u00e1c s\u1ea3n ph\u1ea9m l\u1ed7i.<\/li>\n\n\n\n<li>D\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p v\u00e0 t\u0103ng c\u01b0\u1eddng c\u00f3 m\u1ee5c ti\u00eau c\u00f3 th\u1ec3 gi\u00fap c\u00e1c m\u00f4 h\u00ecnh ph\u00e1t hi\u1ec7n c\u00e1c ch\u1ebf \u0111\u1ed9 h\u1ecfng h\u00f3c hi\u1ebfm g\u1eb7p s\u1edbm h\u01a1n.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng, n\u00f3 s\u1ebd kh\u00f4ng thay th\u1ebf d\u1eef li\u1ec7u s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf. Nh\u01b0ng n\u00f3 c\u00f3 th\u1ec3 gi\u00fap m\u00f4 h\u00ecnh kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng m\u00f9 qu\u00e1ng ngay t\u1eeb ng\u00e0y \u0111\u1ea7u ti\u00ean.<\/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\">S\u1ef1 thay \u0111\u1ed5i v\u1ec1 l\u0129nh v\u1ef1c trong chi\u1ebfu s\u00e1ng s\u1ea3n xu\u1ea5t, v\u1eadt li\u1ec7u v\u00e0 thay \u0111\u1ed5i d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"domain-shift-and-generalization-in-real-smt-lines\">S\u1ef1 d\u1ecbch chuy\u1ec3n mi\u1ec1n v\u00e0 t\u1ed5ng qu\u00e1t h\u00f3a trong c\u00e1c d\u00f2ng SMT th\u1ef1c t\u1ebf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1ef1 thay \u0111\u1ed5i mi\u1ec1n l\u00e0 k\u1ebb gi\u1ebft ng\u01b0\u1eddi th\u1ea7m l\u1eb7ng. C\u00f9ng m\u1ed9t thi\u1ebft k\u1ebf b\u1ea3ng m\u1ea1ch, ng\u00e0y kh\u00e1c, k\u1ebft qu\u1ea3 kh\u00e1c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>S\u1ef1 thay \u0111\u1ed5i \u0111\u1ed9 \u1ea9m \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn t\u00ednh ch\u1ea5t c\u1ee7a h\u1ed7n h\u1ee3p.<\/li>\n\n\n\n<li>B\u1ea3n in khu\u00f4n b\u1ecb m\u00f2n m\u1ed9t ch\u00fat.<\/li>\n\n\n\n<li>S\u1ef1 thay \u0111\u1ed5i \u0111\u1ed9 ph\u01a1i s\u00e1ng c\u1ee7a camera<\/li>\n\n\n\n<li>Nh\u00e2n vi\u00ean v\u1eadn h\u00e0nh \u0111i\u1ec1u ch\u1ec9nh g\u00f3c c\u1ee7a thanh \u0111\u00e8n.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c cu\u1ed9c kh\u1ea3o s\u00e1t ch\u1ec9 ra r\u1eb1ng s\u1ef1 thay \u0111\u1ed5i m\u00f4i tr\u01b0\u1eddng l\u00e0 m\u1ed9t trong nh\u1eefng nguy\u00ean nh\u00e2n ch\u00ednh khi\u1ebfn c\u00e1c m\u00f4 h\u00ecnh g\u1eb7p kh\u00f3 kh\u0103n khi chuy\u1ec3n t\u1eeb ph\u00f2ng th\u00ed nghi\u1ec7m sang nh\u00e0 m\u00e1y.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1ea1n s\u1ebd l\u00e0m g\u00ec v\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y (c\u00e1c bi\u1ec7n ph\u00e1p th\u1ef1c t\u1ebf tr\u00ean hi\u1ec7n tr\u01b0\u1eddng):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kh\u00f3a ch\u1eb7t h\u1ec7 th\u1ed1ng chi\u1ebfu s\u00e1ng v\u00e0 gi\u00e1 \u0111\u1ee1 m\u00e1y \u1ea3nh (ng\u1eebng th\u00f3i quen \u201c\u0111i\u1ec1u ch\u1ec9nh nhanh\u201d)<\/li>\n\n\n\n<li>Th\u1ef1c hi\u1ec7n c\u00e1c ki\u1ec3m tra hi\u1ec7u chu\u1ea9n theo l\u1ecbch tr\u00ecnh, kh\u00f4ng ch\u1ec9 khi b\u1ea1n c\u1ea3m th\u1ea5y \u0111au.<\/li>\n\n\n\n<li>Qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n: Phi\u00ean b\u1ea3n khu\u00f4n, l\u00f4 d\u00e1n, ho\u00e0n thi\u1ec7n b\u1ea3ng m\u1ea1ch, phi\u00ean b\u1ea3n ch\u01b0\u01a1ng tr\u00ecnh<\/li>\n\n\n\n<li>\u0110\u00e0o t\u1ea1o l\u1ea1i ho\u1eb7c tinh ch\u1ec9nh khi hi\u1ec7n t\u01b0\u1ee3ng tr\u00f4i xu\u1ea5t hi\u1ec7n (\u0111\u1eebng ngh\u0129 r\u1eb1ng n\u00f3 s\u1ebd t\u1ef1 kh\u1eafc ph\u1ee5c)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Th\u1ec9nh tho\u1ea3ng \u0111\u01b0\u1eddng n\u00e9t thay \u0111\u1ed5i, v\u00e0 m\u00f4 h\u00ecnh c\u0169ng ph\u1ea3i thay \u0111\u1ed5i theo. \u0110\u01a1n gi\u1ea3n.<\/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\">V\u1ea5n \u0111\u1ec1 tri\u1ec3n khai v\u00e0 gi\u1edbi h\u1ea1n th\u00f4ng l\u01b0\u1ee3ng trong ki\u1ec3m tra SMT<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"model-compression-and-real-time-inspection-on-the-line\">N\u00e9n m\u00f4 h\u00ecnh v\u00e0 ki\u1ec3m tra th\u1eddi gian th\u1ef1c tr\u00ean d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SMT kh\u00f4ng quan t\u00e2m \u0111\u1ebfn vi\u1ec7c m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n c\u00f3 hi\u1ec7n \u0111\u1ea1i hay kh\u00f4ng. D\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t quan t\u00e2m \u0111\u1ebfn th\u1eddi gian takt.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c nghi\u00ean c\u1ee9u v\u1ec1 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng v\u00e0 c\u00e1c gia \u0111\u00ecnh m\u00f4 h\u00ecnh m\u1edbi h\u01a1n th\u1ea3o lu\u1eadn v\u1ec1 s\u1ef1 c\u0103ng th\u1eb3ng: c\u00e1c m\u00f4 h\u00ecnh l\u1edbn h\u01a1n c\u00f3 th\u1ec3 gi\u00fap c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u \u00edt m\u1eabu\/kh\u00f4ng m\u1eabu, nh\u01b0ng ch\u00fang c\u00f3 th\u1ec3 l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh suy lu\u1eadn, do \u0111\u00f3 c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111ang kh\u00e1m ph\u00e1 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c nh\u1eb9 nh\u00e0ng h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong thu\u1eadt ng\u1eef SMT:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B\u1ea1n c\u1ea7n h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n c\u00f3 th\u1ec3 theo k\u1ecbp t\u1ed1c \u0111\u1ed9 c\u1ee7a b\u0103ng t\u1ea3i, ch\u1ee9 kh\u00f4ng ph\u1ea3i l\u00e0 \u201cb\u00e1o c\u00e1o theo l\u00f4 sau n\u00e0y\u201d.\u201d<\/li>\n\n\n\n<li>B\u1ea1n mu\u1ed1n nh\u1eefng quy\u1ebft \u0111\u1ecbnh \u1ed5n \u0111\u1ecbnh, kh\u00f4ng ph\u1ea3i nh\u1eefng c\u1ea3nh b\u00e1o gi\u1ea3 m\u1ea1o g\u00e2y nhi\u1ec5u lo\u1ea1n khi\u1ebfn c\u00e1c nh\u00e0 \u0111i\u1ec1u h\u00e0nh b\u1ecb l\u00e0m phi\u1ec1n.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ec v\u1eady, b\u1ea1n \u0111i\u1ec1u ch\u1ec9nh h\u1ec7 th\u1ed1ng gi\u1ed1ng nh\u01b0 c\u00e1ch b\u1ea1n \u0111i\u1ec1u ch\u1ec9nh \u0111\u01b0\u1eddng truy\u1ec1n: c\u00e2n b\u1eb1ng gi\u1eefa \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 th\u00f4ng l\u01b0\u1ee3ng.<\/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\">B\u1ea3ng l\u1eadp lu\u1eadn ch\u00ednh (s\u1eb5n s\u00e0ng cho SMT)<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Ti\u00eau \u0111\u1ec1 l\u1eadp lu\u1eadn (t\u1eeb kh\u00f3a)<\/th><th>\u00dd ngh\u0129a c\u1ee7a n\u00f3 trong SMT<\/th><th>B\u01b0\u1edbc \u0111i th\u1ef1c t\u1ebf (kh\u00f4ng hoa m\u1ef9)<\/th><th>Ngu\u1ed3n b\u1eb1ng ch\u1ee9ng<\/th><\/tr><\/thead><tbody><tr><td>H\u1ecdc s\u00e2u so v\u1edbi th\u1ecb gi\u00e1c m\u00e1y t\u00ednh d\u1ef1a tr\u00ean quy t\u1eafc<\/td><td>Quy t\u1eafc b\u1ecb ph\u00e1 v\u1ee1 d\u01b0\u1edbi \u00e1nh s\u00e1ng ph\u1ea3n chi\u1ebfu, m\u00e0u s\u1eafc c\u1ee7a m\u1eb7t n\u1ea1 thay \u0111\u1ed5i, h\u00ecnh d\u1ea1ng c\u1ee7a l\u1edbp keo c\u00f3 kho\u1ea3ng c\u00e1ch nh\u1ecf.<\/td><td>S\u1eed d\u1ee5ng m\u00f4 h\u00ecnh s\u00e2u cho c\u00e1c m\u1eabu h\u00ecnh \u1ea3nh ph\u1ee9c t\u1ea1p; duy tr\u00ec c\u00e1c ki\u1ec3m tra quy t\u1eafc cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p \u0111\u01a1n gi\u1ea3n (c\u00f3\/kh\u00f4ng).<\/td><td>Kh\u1ea3o s\u00e1t v\u1ec1 ph\u00e1t hi\u1ec7n l\u1ed7i + m\u00f4 h\u00ecnh c\u01a1 s\u1edf<\/td><\/tr><tr><td>S\u1ef1 thi\u1ebfu h\u1ee5t d\u1eef li\u1ec7u v\u00e0 chi ph\u00ed g\u1eafn nh\u00e3n<\/td><td>\u201cM\u1eabu x\u1ea5u\u201d l\u00e0 hi\u1ebfm v\u00e0 vi\u1ec7c d\u00e1n nh\u00e3n di\u1ec5n ra ch\u1eadm.<\/td><td>B\u1eaft \u0111\u1ea7u v\u1edbi ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng d\u1eef li\u1ec7u th\u00f4ng th\u01b0\u1eddng; th\u00eam nh\u00e3n theo th\u1eddi gian.<\/td><td>Kh\u1ea3o s\u00e1t ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng + Kh\u1ea3o s\u00e1t l\u1ed7i trong th\u1ef1c t\u1ebf<\/td><\/tr><tr><td>Ph\u00e1t hi\u1ec7n l\u1ed7i trong t\u1eadp m\u1edf<\/td><td>C\u00e1c lo\u1ea1i l\u1ed7i m\u1edbi xu\u1ea5t hi\u1ec7n sau khi gi\u1edbi thi\u1ec7u s\u1ea3n ph\u1ea9m m\u1edbi.<\/td><td>S\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1eadp m\u1edf \/ ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c y\u1ebfu t\u1ed1 kh\u00f4ng x\u00e1c \u0111\u1ecbnh t\u1eeb s\u1edbm.<\/td><td>Kh\u1ea3o s\u00e1t t\u1eadp m\u1edf (xu h\u01b0\u1edbng t\u1eeb t\u1eadp \u0111\u00f3ng sang t\u1eadp m\u1edf)<\/td><\/tr><tr><td>T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u d\u1ef1a tr\u00ean m\u1ea1ng \u0111\u1ed1i ngh\u1ecbch (GAN)<\/td><td>M\u1ed9t s\u1ed1 khuy\u1ebft t\u1eadt h\u1ea7u nh\u01b0 kh\u00f4ng bao gi\u1edd xu\u1ea5t hi\u1ec7n, nh\u01b0ng v\u1eabn l\u00e0m gi\u1ea3m n\u0103ng su\u1ea5t.<\/td><td>S\u1eed d\u1ee5ng c\u00e1c b\u1ea5t th\u01b0\u1eddng t\u1ed5ng h\u1ee3p + t\u0103ng c\u01b0\u1eddng c\u00f3 m\u1ee5c ti\u00eau \u0111\u1ec3 gi\u1ea3m s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng.<\/td><td>Kh\u1ea3o s\u00e1t ph\u00e1t hi\u1ec7n l\u1ed7i m\u00f4 h\u00ecnh c\u01a1 s\u1edf + Kh\u1ea3o s\u00e1t ph\u00e1t hi\u1ec7n s\u1ef1 c\u1ed1 b\u1ea5t th\u01b0\u1eddng<\/td><\/tr><tr><td>S\u1ef1 d\u1ecbch chuy\u1ec3n mi\u1ec1n<\/td><td>C\u00f9ng m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh, ng\u00e0y kh\u00e1c = k\u1ebft qu\u1ea3 kh\u00e1c<\/td><td>Ki\u1ec3m so\u00e1t \u00e1nh s\u00e1ng, theo d\u00f5i c\u00e1c bi\u1ebfn s\u1ed1 qu\u00e1 tr\u00ecnh, \u0111\u00e0o t\u1ea1o l\u1ea1i khi c\u00f3 s\u1ef1 ch\u1ec7ch h\u01b0\u1edbng.<\/td><td>Kh\u1ea3o s\u00e1t t\u1eadp m\u1edf + Kh\u1ea3o s\u00e1t VAD d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh Transformers\/m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng<\/td><\/tr><tr><td>Tri\u1ec3n khai t\u1ea1i bi\u00ean<\/td><td>B\u1ea1n c\u1ea7n t\u1ed1c \u0111\u1ed9, kh\u00f4ng ph\u1ea3i m\u1ed9t m\u00f4 h\u00ecnh ph\u00f2ng th\u00ed nghi\u1ec7m ch\u1eadm ch\u1ea1p.\u201c<\/td><td>\u01afu ti\u00ean c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 tri\u1ec3n khai, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c, gi\u1ea3m thi\u1ec3u ti\u1ebfng \u1ed3n do c\u1ea3nh b\u00e1o sai.<\/td><td>Kh\u1ea3o s\u00e1t v\u1ec1 ph\u00e1t hi\u1ec7n l\u1ed7i m\u00f4 h\u00ecnh c\u01a1 s\u1edf th\u1ea3o lu\u1eadn v\u1ec1 s\u1ef1 ph\u1ee9c t\u1ea1p so v\u1edbi t\u1ed1c \u0111\u1ed9.<\/td><\/tr><tr><td>\u0110\u1ed9 \u0111\u1ed3ng nh\u1ea5t c\u1ee7a m\u1ef1c h\u00e0n<\/td><td>Kh\u1ea3 n\u0103ng l\u1eb7p l\u1ea1i in \u1ea5n th\u00fac \u0111\u1ea9y FPY \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u<\/td><td>K\u1ebft h\u1ee3p ki\u1ec3m so\u00e1t qu\u00e1 tr\u00ecnh in v\u1edbi v\u00f2ng l\u1eb7p ph\u1ea3n h\u1ed3i SPI\/AOI<\/td><td>Trang web Meraif: In \u1ea5n khu\u00f4n m\u1eabu l\u1eb7p l\u1ea1i, ki\u1ec3m so\u00e1t th\u1ec3 t\u00edch keo, 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=\"M\u00e1y in keo h\u00e0n\" 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\">T\u00edch h\u1ee3p d\u00e2y chuy\u1ec1n SMT tr\u1ecdn g\u00f3i v\u1edbi Meraif (c\u00e1ch gi\u1edbi thi\u1ec7u s\u1ea3n ph\u1ea9m m\u00e0 kh\u00f4ng nghe c\u00f3 v\u1ebb nh\u01b0 \u0111ang b\u00e1n h\u00e0ng)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu b\u1ea1n \u0111ang b\u00e1n <strong><a href=\"https:\/\/pickandplacemachine.com\/solution\/turnkey-smt-line-solutions\/\">Gi\u1ea3i ph\u00e1p d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t SMT tr\u1ecdn g\u00f3i<\/a><\/strong>, l\u1eddi ch\u00e0o h\u00e0ng hay nh\u1ea5t l\u00e0 \u0111\u01a1n gi\u1ea3n:<br><strong>\u201cCh\u00fang t\u00f4i kh\u00f4ng ch\u1ec9 cung c\u1ea5p m\u00e1y m\u00f3c. Ch\u00fang t\u00f4i gi\u00fap d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t c\u1ee7a b\u1ea1n ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3.\u201d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trang ch\u1ee7 c\u1ee7a b\u1ea1n \u0111\u00e3 \u0111\u1ecbnh v\u1ecb Meraif l\u00e0 nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 to\u00e0n di\u1ec7n - t\u1eeb t\u01b0 v\u1ea5n v\u00e0 thi\u1ebft k\u1ebf \u0111\u1ebfn t\u00edch h\u1ee3p thi\u1ebft b\u1ecb v\u00e0 \u0111\u00e0o t\u1ea1o.<br>Danh m\u1ee5c M\u00e1y in keo h\u00e0n c\u1ee7a b\u1ea1n c\u0169ng bao g\u1ed3m c\u00e1c m\u00e1y in trong b\u1ed1i c\u1ea3nh c\u1ee7a m\u1ed9t d\u00f2ng s\u1ea3n ph\u1ea9m tr\u1ecdn g\u00f3i (<a href=\"https:\/\/pickandplacemachine.com\/pick-and-place-machines\/\">l\u1eafp r\u00e1p t\u1ef1 \u0111\u1ed9ng<\/a>, <a href=\"https:\/\/pickandplacemachine.com\/reflow-ovens\/\">qu\u00e1 tr\u00ecnh t\u00e1i ch\u1ea3y<\/a>, <a href=\"https:\/\/pickandplacemachine.com\/smt-inspection-system\/\">Ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng b\u1eb1ng m\u00e1y (AOI) \/ Ki\u1ec3m tra h\u00e0n b\u1eb1ng m\u00e1y (SPI)<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1eady n\u00ean c\u00e2u chuy\u1ec7n th\u01b0\u01a1ng m\u1ea1i tr\u1edf n\u00ean t\u1ef1 nhi\u00ean:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>N\u1ebfu kh\u00e1ch h\u00e0ng mua m\u1ed9t <strong>M\u00e1y in keo h\u00e0n<\/strong>, H\u1ecd c\u0169ng c\u1ea7n s\u1ef1 ph\u00f9 h\u1ee3p gi\u1eefa c\u00e1c c\u00f4ng \u0111o\u1ea1n tr\u01b0\u1edbc v\u00e0 sau: x\u1eed l\u00fd PCB, in \u1ea5n, SPI\/AOI, l\u1eafp \u0111\u1eb7t, h\u00e0n ch\u1ea3y, l\u00e0m s\u1ea1ch, linh ki\u1ec7n d\u1ef1 ph\u00f2ng.<\/li>\n\n\n\n<li>\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 ph\u00e2n ph\u1ed1i s\u1ec9 v\u00e0 kh\u00e1ch h\u00e0ng OEM\/ODM, h\u1ecd quan t\u00e2m \u0111\u1ebfn t\u00ednh nh\u1ea5t qu\u00e1n, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 nh\u1ecbp \u0111\u1ed9 d\u1ecbch v\u1ee5\u2014kh\u00f4ng ch\u1ec9 l\u00e0 b\u1ea3ng th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt.<\/li>\n\n\n\n<li>Ph\u00e1t hi\u1ec7n l\u1ed7i b\u1eb1ng h\u1ecdc s\u00e2u l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a cam k\u1ebft \u201cd\u00f2ng s\u1ea3n ph\u1ea9m \u1ed5n \u0111\u1ecbnh\u201d, \u0111\u1eb7c bi\u1ec7t khi kh\u00e1ch h\u00e0ng s\u1ea3n xu\u1ea5t c\u00e1c s\u1ea3n ph\u1ea9m \u0111a d\u1ea1ng, thay \u0111\u1ed5i nhanh ch\u00f3ng v\u00e0 c\u00f3 m\u1ee5c ti\u00eau FPY ch\u1eb7t ch\u1ebd.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00e0 \u0111\u00fang v\u1eady, b\u1ea1n c\u00f3 th\u1ec3 n\u00f3i th\u1eb3ng th\u1eafn: <strong>Gi\u1ea3m thi\u1ec3u c\u00f4ng vi\u1ec7c s\u1eeda ch\u1eefa, \u00edt s\u1ef1 c\u1ed1 tr\u00e0n ra ngo\u00e0i h\u01a1n, qu\u00e1 tr\u00ecnh tri\u1ec3n khai di\u1ec5n ra m\u01b0\u1ee3t m\u00e0 h\u01a1n.<\/strong>. Kh\u00f4ng c\u00f3 nh\u1eefng tuy\u00ean b\u1ed1 hoa m\u1ef9, ch\u1ec9 l\u00e0 nh\u1eefng g\u00ec c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd s\u1ea3n xu\u1ea5t th\u1ef1c s\u1ef1 mong mu\u1ed1n.<\/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\">K\u1ebft th\u00fac<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ph\u00e1t hi\u1ec7n l\u1ed7i b\u1eb1ng h\u1ecdc s\u00e2u ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 nh\u1ea5t khi b\u1ea1n xem n\u00f3 nh\u01b0 m\u1ed9t <strong>C\u00f4ng c\u1ee5 \u0111i\u1ec1u khi\u1ec3n qu\u00e1 tr\u00ecnh<\/strong>, kh\u00f4ng ph\u1ea3i l\u00e0 b\u1ea3n demo. K\u1ebft h\u1ee3p v\u1edbi n\u1ec1n t\u1ea3ng in \u1ea5n v\u1eefng ch\u1eafc (\u0111\u1ed9 \u1ed5n \u0111\u1ecbnh c\u1ee7a b\u1ea3n in khu\u00f4n, ki\u1ec3m so\u00e1t keo d\u00e1n), sau \u0111\u00f3 k\u1ebft n\u1ed1i t\u00edn hi\u1ec7u ki\u1ec3m tra tr\u1edf l\u1ea1i d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">L\u00e0m theo c\u00e1ch \u0111\u00f3, b\u1ea1n kh\u00f4ng ch\u1ec9 \u201cph\u00e1t hi\u1ec7n l\u1ed7i.\u201d<br>B\u1ea1n ng\u0103n ch\u1eb7n m\u1ed9t s\u1ed1 trong s\u1ed1 h\u1ecd. \u0110\u00f3 ch\u00ednh l\u00e0 m\u1ee5c \u0111\u00edch, th\u1eadt s\u1ef1 m\u00e0 n\u00f3i.<\/p>","protected":false},"excerpt":{"rendered":"<p>H\u1ecdc s\u00e2u trong l\u0129nh v\u1ef1c th\u1ecb gi\u00e1c m\u00e1y t\u00ednh c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c l\u1ed7i in m\u1ef1c h\u00e0n, th\u00edch \u1ee9ng v\u1edbi s\u1ef1 thay \u0111\u1ed5i, c\u1ea3nh b\u00e1o c\u00e1c v\u1ea5n \u0111\u1ec1 ch\u01b0a bi\u1ebft v\u00e0 h\u1ed7 tr\u1ee3 t\u0103ng t\u1ef7 l\u1ec7 s\u1ea3n ph\u1ea9m \u0111\u1ea1t chu\u1ea9n (FPY) trong c\u00e1c d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t SMT th\u1ef1c t\u1ebf v\u1edbi Meraif.<\/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\/vi\/wp-json\/wp\/v2\/posts\/5487","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/comments?post=5487"}],"version-history":[{"count":4,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/posts\/5487\/revisions"}],"predecessor-version":[{"id":6404,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/posts\/5487\/revisions\/6404"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/media\/5506"}],"wp:attachment":[{"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/media?parent=5487"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/categories?post=5487"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/tags?post=5487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}