{"id":5574,"date":"2026-01-30T07:15:22","date_gmt":"2026-01-30T07:15:22","guid":{"rendered":"https:\/\/pickandplacemachine.com\/?p=5574"},"modified":"2026-05-20T01:54:09","modified_gmt":"2026-05-20T01:54:09","slug":"ai-and-machine-learning-in-pick-and-place-optimization","status":"publish","type":"post","link":"https:\/\/pickandplacemachine.com\/vi\/ai-and-machine-learning-in-pick-and-place-optimization\/","title":{"rendered":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 H\u1ecdc m\u00e1y trong t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u1ea5y v\u00e0 \u0111\u1eb7t"},"content":{"rendered":"<p class=\"wp-block-paragraph\">T\u00f4i \u0111\u00e3 ch\u1ee9ng ki\u1ebfn c\u00e1c \u0111\u1ed9i ng\u0169 d\u00e0nh h\u00e0ng th\u00e1ng tr\u1eddi \u201cl\u00e0m AI\u201d trong khi d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t v\u1eabn kh\u00f4ng th\u1ec3 tr\u1ea3 l\u1eddi m\u1ed9t c\u00e2u h\u1ecfi c\u01a1 b\u1ea3n v\u1ec1 truy xu\u1ea5t ngu\u1ed3n g\u1ed1c m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn ba ng\u01b0\u1eddi, hai b\u1ea3ng t\u00ednh v\u00e0 m\u1ed9t k\u1ef9 s\u01b0 quy tr\u00ecnh ki\u1ec7t s\u1ee9c ph\u1ea3i t\u00ednh to\u00e1n b\u1eb1ng \u0111\u1ea7u \u00f3c v\u00e0o l\u00fac 1 gi\u1edd s\u00e1ng. \u0110\u00f3 kh\u00f4ng ph\u1ea3i l\u00e0 v\u1ea5n \u0111\u1ec1 m\u00f4 h\u00ecnh. \u0110\u00f3 l\u00e0 v\u1ea5n \u0111\u1ec1 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng.&nbsp;<strong>N\u00f3 l\u1ed9n x\u1ed9n.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 s\u1ef1 th\u1eadt ph\u0169 ph\u00e0ng: k\u1ebb th\u00f9 \u0111\u1ea7u ti\u00ean c\u1ee7a&nbsp;<strong>T\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng ch\u1ecdn v\u00e0 \u0111\u1eb7t b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)<\/strong>&nbsp;Kh\u00f4ng ph\u1ea3i l\u00e0 v\u1ea5n \u0111\u1ec1 v\u1ec1 t\u00ednh to\u00e1n, nh\u00e0 cung c\u1ea5p hay ng\u00e2n s\u00e1ch\u2014m\u00e0 l\u00e0 m\u00f4 h\u00ecnh d\u1eef li\u1ec7u c\u1ee7a ch\u00ednh b\u1ea1n, v\u00ec c\u00e1c ID ngu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u thay \u0111\u1ed5i, c\u00e1c phi\u00ean b\u1ea3n ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1eb7t h\u00e0ng b\u1ecb ghi \u0111\u00e8 \u201cch\u1ec9 l\u1ea7n n\u00e0y th\u00f4i\u201d, m\u00e3 l\u1ed7i AOI c\u00f3 \u00fd ngh\u0129a kh\u00e1c nhau tr\u00ean c\u00e1c ca l\u00e0m vi\u1ec7c kh\u00e1c nhau, v\u00e0 kh\u00f4ng ai nh\u1eadn ra cho \u0111\u1ebfn khi t\u1ef7 l\u1ec7 s\u1ea3n ph\u1ea9m \u0111\u1ea1t y\u00eau c\u1ea7u gi\u1ea3m s\u00fat v\u00e0 m\u1ecdi ng\u01b0\u1eddi b\u1ed7ng nhi\u00ean tr\u1edf th\u00e0nh chuy\u00ean gia ki\u1ec3m to\u00e1n ph\u00e1p y.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1eady t\u1ea1i sao l\u1ea1i ph\u1ea3i \u0111u\u1ed5i theo n\u00f3 ch\u1ee9?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1edfi v\u00ec ti\u1ec1m n\u0103ng t\u0103ng tr\u01b0\u1edfng l\u00e0 c\u00f3 th\u1eadt.&nbsp;<strong>Khi b\u1ea1n r\u00e0o l\u1ea1i n\u00f3<\/strong>\u2014ph\u1ea1m vi h\u1eb9p, ki\u1ec3m so\u00e1t thay \u0111\u1ed5i nghi\u00eam ng\u1eb7t v\u00e0 k\u1ef7 lu\u1eadt nh\u00e0m ch\u00e1n. V\u00e0 c\u00e1c con s\u1ed1 v\u1ec1 vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 trong ng\u00e0nh cho th\u1ea5y \u0111i\u1ec1u kh\u00e1c: ph\u1ea7n l\u1edbn m\u1ecdi ng\u01b0\u1eddi v\u1eabn \u0111\u1ee9ng ngo\u00e0i l\u1ec1, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 nh\u1eefng th\u00e0nh c\u00f4ng (v\u00e0 sai l\u1ea7m) v\u1eabn \u0111\u1ee7 r\u1ebb \u0111\u1ec3 h\u1ecdc h\u1ecfi. N\u0103m 2024, nghi\u00ean c\u1ee9u v\u1ec1 vi\u1ec7c \u00e1p d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u1ee7a Auburn cho bi\u1ebft&nbsp;<strong>58%<\/strong>&nbsp;C\u00f3 m\u1ed9t s\u1ed1 ng\u01b0\u1eddi tham gia kh\u1ea3o s\u00e1t ch\u1ec9 \u1edf giai \u0111o\u1ea1n \u201cnh\u1eadn th\u1ee9c\u201d ho\u1eb7c \u201cnghi\u00ean c\u1ee9u\u201d, v\u00e0 ch\u1ec9&nbsp;<strong>8%<\/strong>&nbsp;H\u1ecd cho bi\u1ebft h\u1ecd \u0111\u00e3 \u0111ang s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. (<a href=\"https:\/\/www.eng.auburn.edu\/icams\/ISE---ICAMS-SMART-Report_2024_V5.pdf\" target=\"_blank\" rel=\"noopener\">eng.auburn.edu<\/a>\u0110\u00f3 kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t con s\u1ed1 th\u1ed1ng k\u00ea \u0111\u01b0\u1ee3c th\u1ed5i ph\u1ed3ng. \u0110\u00f3 l\u00e0 m\u1ed9t kho\u1ea3ng c\u00e1ch \u0111\u1ee7 r\u1ed9ng \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 l\u00e1i m\u1ed9t xe \u0111\u1ea9y qua.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00e0 n\u1ebfu b\u1ea1n \u0111ang ch\u1ea1y&nbsp;<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>, B\u1ea1n \u0111\u00e3 bi\u1ebft ph\u1ea7n kh\u00f3 ch\u1ecbu: \u0111\u01b0\u1eddng d\u00e2y l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng, kh\u00f4ng ph\u1ea3i m\u1ed9t m\u00e1y m\u00f3c. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) kh\u00f4ng \u201ct\u1ed1i \u01b0u h\u00f3a m\u00e1y l\u1eafp r\u00e1p\u201d. N\u00f3 t\u1ed1i \u01b0u h\u00f3a&nbsp;<em>Quy\u1ebft \u0111\u1ecbnh c\u1ee7a b\u1ea1n<\/em>\u2014\u0111\u00f4i khi t\u1ed1t h\u01a1n\u76f4\u89c9\uff0c\u6709\u65f6\u5374\u6bd4\u4f60\u6700\u5dee\u7684\u64cd\u4f5c\u5458\u5728\u7b2c\u4e00\u5929\u8868\u73b0\u8fd8\u5dee\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-ai-pick-and-place-optimization-really-means-in-smt\">\u201cT\u1ed1i \u01b0u h\u00f3a \u0111\u1eb7t v\u00e0 l\u1ea5y linh ki\u1ec7n b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u201d th\u1ef1c s\u1ef1 c\u00f3 ngh\u0129a l\u00e0 g\u00ec trong SMT?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">T\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh ch\u1ecdn v\u00e0 \u0111\u1eb7t b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) kh\u00f4ng ph\u1ea3i l\u00e0 \u201cm\u1ed9t robot c\u00f3 kh\u1ea3 n\u0103ng suy ngh\u0129\u201d. \u0110\u00f3 l\u00e0 ph\u1ea7n m\u1ec1m h\u1ecdc c\u00e1c m\u1eabu t\u1eeb d\u1eef li\u1ec7u CAD\/BOM, c\u00e0i \u0111\u1eb7t b\u1ed9 c\u1ea5p li\u1ec7u, \u0111\u1ed9 l\u1ec7ch c\u1ee7a h\u1ec7 th\u1ed1ng quan s\u00e1t, nh\u1eadt k\u00fd t\u1eeb ch\u1ed1i v\u00e0 k\u1ebft qu\u1ea3 ki\u1ec3m tra, sau \u0111\u00f3 \u0111\u1ec1 xu\u1ea5t c\u00e1c thay \u0111\u1ed5i \u0111\u1ec3 c\u1ea3i thi\u1ec7n c\u00e1c k\u1ebft qu\u1ea3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c: \u00edt l\u1ed7i ch\u1ecdn h\u01a1n, \u00edt \u0111\u1ed9 l\u1ec7ch \u0111\u1eb7t h\u01a1n, th\u1eddi gian chuy\u1ec3n \u0111\u1ed5i nhanh h\u01a1n v\u00e0 \u00edt th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng mong mu\u1ed1n h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00e2y gi\u1edd l\u00e0 ph\u1ea7n m\u00e0 m\u1ecdi ng\u01b0\u1eddi kh\u00f4ng mu\u1ed1n nghe: n\u1ebfu b\u1ea1n kh\u00f4ng th\u1ec3...&nbsp;<strong>tham gia<\/strong>&nbsp;N\u1ebfu b\u1ea1n nh\u1eadp c\u00e1c th\u00f4ng tin s\u1ef1 ki\u1ec7n kh\u00f4ng ch\u00ednh x\u00e1c\u2014s\u1ed1 seri bo m\u1ea1ch, d\u1ea5u th\u1eddi gian, phi\u00ean b\u1ea3n ch\u01b0\u01a1ng tr\u00ecnh, l\u00e0n c\u1ea5p li\u1ec7u, ID v\u00f2i phun\u2014m\u00f4 h\u00ecnh s\u1ebd vui v\u1ebb \u201ch\u1ecdc\u201d nh\u1eefng th\u00f4ng tin v\u00f4 ngh\u0129a v\u00e0 sau \u0111\u00f3 tr\u1ea3 l\u1ea1i cho b\u1ea1n v\u1edbi m\u1ed9t khu\u00f4n m\u1eb7t th\u1ea3n nhi\u00ean c\u00f9ng m\u1ed9t \u0111i\u1ec3m tin c\u1eady kh\u00e1 cao.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u \u0111\u00f3 x\u1ea3y ra. Th\u01b0\u1eddng xuy\u00ean.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t l\u1ed1i t\u1eaft c\u1ee7a k\u1ef9 s\u01b0 \u2014 nh\u01b0 vi\u1ec7c t\u00e1i s\u1eed d\u1ee5ng ID ngu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u (feeder ID) gi\u1eefa c\u00e1c xe \u0111\u1ea9y (carts) v\u00ec \u201cch\u00fang t\u00f4i \u0111ang g\u1ea5p r\u00fat\u201d \u2014 c\u00f3 th\u1ec3 l\u00e0m h\u1ecfng d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o trong nhi\u1ec1u tu\u1ea7n, v\u00e0 m\u00f4 h\u00ecnh s\u1ebd kh\u00f4ng ph\u00e0n n\u00e0n; n\u00f3 ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 tr\u1edf n\u00ean k\u1ef3 l\u1ea1 v\u00e0 ch\u1eafc ch\u1eafn r\u1eb1ng Feeder-12 g\u00e2y ra c\u00e1c \"tombstones\" tr\u00ean m\u1ecdi c\u00f4ng vi\u1ec7c ch\u1ea1y sau b\u1eefa tr\u01b0a.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=2136&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines2-1.jpg\" alt=\"M\u00e1y l\u00e0m s\u1ea1ch SMT\" class=\"wp-image-5576\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines2-1.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines2-1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines2-1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines2-1-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"where-machine-learning-beats-rules-and-where-rules-still-win-\">N\u01a1i tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi quy t\u1eafc (v\u00e0 n\u01a1i quy t\u1eafc v\u1eabn chi\u1ebfm \u01b0u th\u1ebf)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tuy nhi\u00ean\u2026 quy t\u1eafc v\u1eabn chi\u1ebfm \u01b0u th\u1ebf \u1edf hai n\u01a1i, v\u00e0 t\u00f4i kh\u00f4ng quan t\u00e2m \u0111\u1ebfn vi\u1ec7c b\u1ea3n tr\u00ecnh chi\u1ebfu c\u1ee7a b\u1ea1n tr\u00f4ng hoa m\u1ef9 \u0111\u1ebfn m\u1ee9c n\u00e0o.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Quy t\u1eafc th\u1eafng khi:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B\u1ea1n \u0111ang \u0111\u1ed1i ph\u00f3 v\u1edbi&nbsp;<strong>Y\u00eau c\u1ea7u b\u1eaft bu\u1ed9c<\/strong>&nbsp;(v\u00f9ng va ch\u1ea1m, kho\u1ea3ng c\u00e1ch v\u00f2i phun, \u0111\u1ed9 b\u1ec1n c\u1ee7a th\u00e0nh ph\u1ea7n).<\/li>\n\n\n\n<li>B\u1ea1n \u0111ang \u0111\u1ed1i ph\u00f3 v\u1edbi&nbsp;<strong>gi\u1edbi h\u1ea1n v\u1eadt l\u00fd<\/strong>&nbsp;(t\u1ed1c \u0111\u1ed9 t\u1ed1i \u0111a, g\u00f3c nh\u00ecn c\u1ee7a camera, kho\u1ea3ng c\u00e1ch gi\u1eefa c\u00e1c b\u1ed9 c\u1ea5p li\u1ec7u, kho\u1ea3ng th\u1eddi gian \u0111\u1ed3ng b\u1ed9 gi\u1eefa c\u00e1c \u0111\u1ea7u).<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">H\u1ecdc m\u00e1y ph\u00e1t huy hi\u1ec7u qu\u1ea3 khi h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p, \u0111a y\u1ebfu t\u1ed1 v\u00e0 thay \u0111\u1ed5i li\u00ean t\u1ee5c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hi\u1ec7u su\u1ea5t c\u1ee7a b\u1ed9 c\u1ea5p li\u1ec7u ph\u1ee5 thu\u1ed9c v\u00e0o t\u00ecnh tr\u1ea1ng b\u0103ng, ch\u1ea5t l\u01b0\u1ee3ng m\u1ed1i n\u1ed1i, \u0111\u1ed9 \u1ea9m, c\u00e1ch x\u1eed l\u00fd c\u1ee7a ng\u01b0\u1eddi v\u1eadn h\u00e0nh v\u00e0 nh\u1eefng sai s\u00f3t nh\u1ecf m\u00e0 kh\u00f4ng ai ghi ch\u00e9p l\u1ea1i.<\/li>\n\n\n\n<li>H\u1ec7 th\u1ed1ng Vision b\u00f9 \u0111\u1eafp cho s\u1ef1 l\u1ec7ch l\u1ea1c do b\u1ee5i b\u1ea9n tr\u00ean \u1ed1ng k\u00ednh v\u00e0 s\u1ef1 suy gi\u1ea3m \u00e1nh s\u00e1ng (\u0111\u00fang v\u1eady, \u1ed1ng k\u00ednh \u201cn\u00f3 \u1ed5n\u201d... nh\u01b0ng th\u1ef1c ra kh\u00f4ng \u1ed5n).<\/li>\n\n\n\n<li>\u201cL\u1ed7i v\u1ecb tr\u00ed\u201d c\u00f3 li\u00ean quan \u0111\u1ebfn c\u00e1c y\u1ebfu t\u1ed1 \u1edf giai \u0111o\u1ea1n tr\u01b0\u1edbc\u2014ph\u00e2n b\u1ed1 th\u1ec3 t\u00edch keo, \u0111\u1ed9 cong c\u1ee7a b\u1ea3ng m\u1ea1ch, h\u00e0nh vi nhi\u1ec7t\u2014nh\u1eefng y\u1ebfu t\u1ed1 m\u00e0 b\u1ea1n kh\u00f4ng mu\u1ed1n m\u00f4 ph\u1ecfng th\u1ee7 c\u00f4ng.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1eady m\u1ed9t c\u1ea5u tr\u00fac x\u1ebfp ch\u1ed3ng h\u1ee3p l\u00fd tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o? Th\u00f4ng th\u01b0\u1eddng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n lo\u1ea1i<\/strong>&nbsp;(D\u1ef1 \u0111o\u00e1n kh\u1ea3 n\u0103ng th\u1ea5t b\u1ea1i c\u1ee7a qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ef1a theo b\u1ed9 c\u1ea5p li\u1ec7u\/v\u00f2i phun\/b\u1ed9 ph\u1eadn)<\/li>\n\n\n\n<li><strong>H\u1ed3i quy<\/strong>&nbsp;(D\u1ef1 \u0111o\u00e1n \u0111\u1ed9 l\u1ec7ch v\u1ecb tr\u00ed d\u1ef1 ki\u1ebfn trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n)<\/li>\n\n\n\n<li><strong>L\u1edbp t\u1ed1i \u01b0u h\u00f3a<\/strong>&nbsp;(ph\u01b0\u01a1ng ph\u00e1p heuristic, MILP, \u0111\u00f4i khi RL n\u1ebfu b\u1ea1n th\u00edch th\u1eed th\u00e1ch)<\/li>\n\n\n\n<li><strong>H\u00e0ng r\u00e0o b\u1ea3o v\u1ec7<\/strong>&nbsp;(Quy t\u1eafc + X\u00e1c nh\u1eadn c\u1ee7a con ng\u01b0\u1eddi + Kh\u00f4i ph\u1ee5c, m\u1ed7i l\u1ea7n)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00e0 h\u00e3y xem, m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y nh\u1eb9 (lightweight ML) v\u1eabn c\u00f3 th\u1ec3 h\u1eefu \u00edch n\u1ebfu b\u1ea1n ng\u1eebng c\u1ed1 g\u1eafng l\u00e0m m\u1ecdi th\u1ee9 m\u1ed9t l\u00fac. M\u1ed9t nghi\u00ean c\u1ee9u m\u1edf truy c\u1eadp n\u0103m 2024 v\u1ec1 h\u1ec7 th\u1ed1ng ch\u1ecdn v\u00e0 \u0111\u1eb7t d\u1ef1a tr\u00ean th\u1ecb gi\u00e1c \u0111\u00e3 b\u00e1o c\u00e1o.&nbsp;<strong>\u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a MobileNet l\u00ean \u0111\u1ebfn 89,91% tr\u00ean TP3T<\/strong>&nbsp;cho vi\u1ec7c nh\u1eadn d\u1ea1ng \u0111\u1ed1i t\u01b0\u1ee3ng trong c\u00e1c b\u00e0i ki\u1ec3m tra c\u1ee7a h\u1ecd (v\u1edbi c\u00e1c m\u00f4 h\u00ecnh nh\u1eb9 h\u01a1n c\u00f3 hi\u1ec7u su\u1ea5t th\u1ea5p h\u01a1n). (<a href=\"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10846-024-02195-z.pdf\" target=\"_blank\" rel=\"noopener\">link.springer.com<\/a>Kh\u00f4ng ph\u1ea3i \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a vi\u1ec7c \u0111\u1eb7t linh ki\u1ec7n SMT. M\u00f4i tr\u01b0\u1eddng t\u00e1c chi\u1ebfn kh\u00e1c nhau. B\u00e0i h\u1ecdc t\u01b0\u01a1ng t\u1ef1: m\u1ee5c ti\u00eau h\u1eb9p, d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o s\u1ea1ch, k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"data-you-need-and-the-stuff-people-forget-to-capture-\">D\u1eef li\u1ec7u b\u1ea1n c\u1ea7n (v\u00e0 nh\u1eefng th\u00f4ng tin m\u00e0 m\u1ecdi ng\u01b0\u1eddi th\u01b0\u1eddng \u201cqu\u00ean\u201d thu th\u1eadp)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tuy nhi\u00ean, \u0111\u00e2y ch\u00ednh l\u00e0 n\u01a1i c\u00e1c d\u1ef1 \u00e1n th\u1ea5t b\u1ea1i: d\u1eef li\u1ec7u m\u00e0 b\u1ea1n&nbsp;<em>suy ngh\u0129<\/em>&nbsp;D\u1eef li\u1ec7u m\u00e0 b\u1ea1n c\u00f3 kh\u00f4ng ph\u1ea3i l\u00e0 d\u1eef li\u1ec7u m\u00e0 b\u1ea1n&nbsp;<em>th\u1ef1c ra<\/em>&nbsp;c\u00f3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu b\u1ea1n mu\u1ed1n h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y (machine learning) cho quy tr\u00ecnh ch\u1ecdn v\u00e0 \u0111\u1eb7t (pick and place) ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, b\u1ea1n c\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng theo d\u00f5i \u0111\u1ed3ng b\u1ed9 theo th\u1eddi gian v\u00e0 theo t\u1eebng bo m\u1ea1ch (board-level traceability) tr\u00ean c\u00e1c th\u00e0nh ph\u1ea7n sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Phi\u00ean b\u1ea3n ch\u01b0\u01a1ng tr\u00ecnh th\u1ef1c t\u1eadp (\u0111\u00fang v\u1eady, phi\u00ean b\u1ea3n)<\/li>\n\n\n\n<li>M\u00e3 \u0111\u1ecbnh danh b\u1ed9 c\u1ea5p li\u1ec7u + l\u00e0n + kho\u1ea3ng c\u00e1ch + b\u1ea3n \u0111\u1ed3 s\u1ed1 hi\u1ec7u linh ki\u1ec7n<\/li>\n\n\n\n<li>S\u1ed1 hi\u1ec7u v\u00f2i phun, ch\u1ecdn m\u1ee9c ch\u00e2n kh\u00f4ng, ch\u1ecdn m\u00e3 l\u1ed7i<\/li>\n\n\n\n<li>K\u1ebft qu\u1ea3 tham chi\u1ebfu + \u0111\u1ed9 l\u1ec7ch th\u1ecb gi\u00e1c cho m\u1ed7i v\u1ecb tr\u00ed<\/li>\n\n\n\n<li>K\u1ebft qu\u1ea3 ki\u1ec3m tra l\u1ed7i SPI\/AOI \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi s\u1ed1 seri bo m\u1ea1ch \/ v\u1ecb tr\u00ed b\u1ea3ng m\u1ea1ch<\/li>\n\n\n\n<li>C\u00e1c s\u1ef1 ki\u1ec7n b\u1ea3o tr\u00ec (thay v\u00f2i phun, b\u1ea3o d\u01b0\u1ee1ng b\u1ed9 c\u1ea5p li\u1ec7u, v\u1ec7 sinh camera)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00e0 xin \u0111\u1eebng n\u00f3i v\u1edbi t\u00f4i r\u1eb1ng \u201cvi\u1ec7c b\u1ea3o tr\u00ec n\u1eb1m trong h\u1ec7 th\u1ed1ng kh\u00e1c\u201d. \u0110\u00f3 ch\u00ednh x\u00e1c l\u00e0 c\u00e1ch b\u1ea1n k\u1ebft th\u00fac v\u1edbi m\u1ed9t m\u00f4 h\u00ecnh \u201cd\u1ef1 \u0111o\u00e1n\u201d kh\u00f4ng d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c g\u00ec. M\u00f4 h\u00ecnh kh\u00f4ng th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c nh\u1eefng g\u00ec b\u1ea1n kh\u00f4ng ghi l\u1ea1i.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u c\u1ee7a NIST v\u1ec1 gi\u00e1m s\u00e1t \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) n\u0103m 2024 \u0111\u00e3 ch\u1ec9 ra m\u1ed9t v\u1ea5n \u0111\u1ec1 quan tr\u1ecdng: ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 d\u1eef li\u1ec7u l\u1ed7i th\u1ef1c t\u1ebf l\u00e0 \u0111i\u1ec3m ngh\u1ebdn ch\u00ednh. \u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao h\u1ecd \u0111\u00e3 x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng th\u1eed nghi\u1ec7m CROW \u0111\u1ec3 t\u1ea1o ra c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng b\u1ea5t th\u01b0\u1eddng trong s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf - bao g\u1ed3m robot, b\u0103ng chuy\u1ec1n, camera ki\u1ec3m tra, c\u1ea3m bi\u1ebfn v\u00e0 ti\u00eam l\u1ed7i.<a href=\"https:\/\/www.nist.gov\/news-events\/news\/2024\/05\/nist-pursues-ai-enhanced-monitoring-manufacturing-processes\" target=\"_blank\" rel=\"noopener\">nist.gov<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu b\u1ea1n \u0111ang th\u1ef1c s\u1ef1 x\u00e2y d\u1ef1ng \u0111i\u1ec1u n\u00e0y, h\u00e3y \u0111\u1ec3 n\u00f3 d\u01b0\u1edbi xe c\u1ee7a b\u1ea1n.&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/process-quality\/\">Quy tr\u00ecnh ch\u1ea5t l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c<\/a>&nbsp;v\u00e0 c\u1ee7a b\u1ea1n&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/maintenance-spares\/\">K\u1ebf ho\u1ea1ch b\u1ea3o tr\u00ec v\u00e0 d\u1ef1 ph\u00f2ng<\/a>. N\u1ebfu kh\u00f4ng, n\u00f3 s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n ch\u1ec9 \u0111\u01b0\u1ee3c khen ng\u1ee3i m\u1ed9t l\u1ea7n v\u00e0 sau \u0111\u00f3 b\u1ecb b\u1ecf qu\u00ean 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=2084&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines1-1.jpg\" alt=\"M\u00e1y l\u00e0m s\u1ea1ch SMT\" class=\"wp-image-5575\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines1-1.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines1-1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines1-1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines1-1-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-algorithms-that-matter-placement-feeders-and-changeovers\">C\u00e1c thu\u1eadt to\u00e1n quan tr\u1ecdng: v\u1ecb tr\u00ed, b\u1ed9 c\u1ea5p li\u1ec7u v\u00e0 qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1eady\u2014b\u1ea1n s\u1ebd chi ti\u00eau \u0111\u1ed3ng ti\u1ec1n \u0111\u1ea7u ti\u00ean c\u1ee7a m\u00ecnh \u1edf \u0111\u00e2u?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng ph\u1ea3i tr\u00ean m\u1ed9t m\u00f4 h\u00ecnh end-to-end kh\u1ed5ng l\u1ed3. Tr\u1eeb khi b\u1ea1n t\u1ef1 gh\u00e9t b\u1ea3n th\u00e2n (ho\u1eb7c b\u1ea1n \u0111\u01b0\u1ee3c tr\u1ea3 theo gi\u1edd).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T\u00f4i s\u1ebd t\u1eadp trung n\u1ed7 l\u1ef1c ban \u0111\u1ea7u v\u00e0o ba l\u0129nh v\u1ef1c mang l\u1ea1i l\u1ee3i nhu\u1eadn nhanh ch\u00f3ng v\u00e0 kh\u00f4ng y\u00eau c\u1ea7u b\u1ea1n ph\u1ea3i thay \u0111\u1ed5i quy tr\u00ecnh s\u1ea3n xu\u1ea5t hi\u1ec7n t\u1ea1i.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-optimize-pick-and-place-programming-boring-profitable-\">1) T\u1ed1i \u01b0u h\u00f3a l\u1eadp tr\u00ecnh \u0111\u1eb7t v\u00e0 l\u1ea5y (nh\u00e0m ch\u00e1n, c\u00f3 l\u1ee3i nhu\u1eadn)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ee5c ti\u00eau: Gi\u1ea3m th\u1eddi gian chuy\u1ec3n \u0111\u1ed5i v\u00e0 sai s\u00f3t c\u1ee7a ng\u01b0\u1eddi v\u1eadn h\u00e0nh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 \u1edf \u0111\u00e2y v\u00ec n\u00f3 c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u1ea5u h\u00ecnh b\u1ed9 c\u1ea5p li\u1ec7u s\u1eed d\u1ee5ng t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng c\u1ee7a c\u00e1c l\u1ea7n ch\u1ecdn tr\u01b0\u1edbc \u0111\u00f3 + kho\u1ea3ng c\u00e1ch di chuy\u1ec3n<\/li>\n\n\n\n<li>V\u1ecb tr\u00ed l\u1eafp \u0111\u1eb7t c\u00f3 r\u1ee7i ro (kho\u1ea3ng c\u00e1ch h\u1eb9p, b\u1ed9 ph\u1eadn cao, v\u1ea5n \u0111\u1ec1 v\u1ec1 kho\u1ea3ng c\u00e1ch an to\u00e0n)<\/li>\n\n\n\n<li>B\u1ed9 v\u00f2i phun cho t\u1eebng d\u00f2ng s\u1ea3n ph\u1ea9m<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u01b0ng b\u1ea1n c\u0169ng ph\u1ea3i cung c\u1ea5p c\u00e1c t\u00ednh n\u0103ng n\u00e2ng cao: quy tr\u00ecnh ph\u00ea duy\u1ec7t, xem s\u1ef1 kh\u00e1c bi\u1ec7t, v\u00e0 kh\u1ea3 n\u0103ng ho\u00e0n t\u00e1c. N\u1ebfu ng\u01b0\u1eddi v\u1eadn h\u00e0nh kh\u00f4ng th\u1ec3 th\u1ea5y nh\u1eefng thay \u0111\u1ed5i \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n, h\u1ecd s\u1ebd kh\u00f4ng tin t\u01b0\u1edfng v\u00e0o n\u00f3. N\u1ebfu h\u1ecd kh\u00f4ng th\u1ec3 ho\u00e0n t\u00e1c, h\u1ecd s\u1ebd ph\u00e1 ho\u1ea1i n\u00f3 (m\u1ed9t c\u00e1ch \u00e2m th\u1ea7m) l\u1ea7n \u0111\u1ea7u ti\u00ean n\u00f3 g\u00e2y ra v\u1ea5n \u0111\u1ec1 cho h\u1ecd.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">H\u01b0\u1edbng d\u1eabn qua&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/turnkey-automation\/\">H\u1ed7 tr\u1ee3 t\u1ef1 \u0111\u1ed9ng h\u00f3a tr\u1ecdn g\u00f3i<\/a>&nbsp;V\u00ec v\u1eady, qu\u1ea3n tr\u1ecb l\u00e0 \u0111i\u1ec1u th\u1ef1c s\u1ef1 c\u1ea7n thi\u1ebft, kh\u00f4ng ph\u1ea3i l\u00e0 t\u00f9y ch\u1ecdn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-feeder-health-scoring-because-feeders-lie-\">2) \u0110\u00e1nh gi\u00e1 s\u1ee9c kh\u1ecfe c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb c\u1ea5p li\u1ec7u (v\u00ec c\u00e1c thi\u1ebft b\u1ecb c\u1ea5p li\u1ec7u c\u00f3 th\u1ec3 kh\u00f4ng ch\u00ednh x\u00e1c)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1ea5n \u0111\u1ec1 v\u1ec1 b\u1ed9 c\u1ea5p li\u1ec7u hi\u1ebfm khi b\u00e1o tr\u01b0\u1edbc. Ch\u00fang xu\u1ea5t hi\u1ec7n d\u01b0\u1edbi d\u1ea1ng \u201cth\u1eed l\u1ea1i th\u00eam m\u1ed9t ch\u00fat\u201d, \u201cm\u1ed9t v\u00e0i l\u1ea7n ng\u1eafn h\u01a1n\u201d, \u201ct\u1ea1i sao \u0111\u1ea7u n\u00e0y l\u1ea1i d\u1eebng l\u1ea1i\u201d, v\u00e0 r\u1ed3i\u2014b\u00f9m\u2014th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ML c\u00f3 th\u1ec3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ph\u00e1t hi\u1ec7n s\u1edbm s\u1ef1 ch\u1ec7ch h\u01b0\u1edbng c\u1ee7a b\u1ed9 n\u1ea1p (t\u1ef7 l\u1ec7 ch\u1ecdn sai t\u0103ng, s\u1ed1 l\u1ea7n th\u1eed l\u1ea1i t\u0103ng)<\/li>\n\n\n\n<li>X\u1ebfp h\u1ea1ng c\u00e1c tr\u00ecnh c\u1ea5p d\u1eef li\u1ec7u theo m\u1ee9c \u0111\u1ed9 r\u1ee7i ro cho b\u1ea3n d\u1ef1ng ti\u1ebfp theo<\/li>\n\n\n\n<li>\u0110\u1ec1 xu\u1ea5t khung gi\u1edd d\u1ecbch v\u1ee5 tr\u00e1nh gi\u1edd cao \u0111i\u1ec3m.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00f3 kh\u00f4ng h\u1ec1 l\u1ed9ng l\u1eaby. N\u00f3 mang l\u1ea1i l\u1ee3i nhu\u1eadn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-placement-drift-inspection-correlation-where-yield-moves-\">3) S\u1ef1 d\u1ecbch chuy\u1ec3n v\u1ecb tr\u00ed + t\u01b0\u01a1ng quan ki\u1ec3m tra (n\u01a1i s\u1ea3n l\u01b0\u1ee3ng di chuy\u1ec3n)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y ch\u00ednh l\u00e0 \u0111i\u1ec1u khi\u1ebfn c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd ph\u1ea3i ch\u00fa \u00fd, v\u00ec l\u1ee3i nhu\u1eadn ch\u00ednh l\u00e0 ti\u1ec1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u01b0ng b\u1ea1n kh\u00f4ng th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 mi\u1ec5n ph\u00ed. B\u1ea1n c\u1ea7n chu\u1ed7i quy tr\u00ecnh: L\u01b0\u1ee3ng keo SPI \u2192 H\u00e0nh vi \u0111\u1eb7t linh ki\u1ec7n \u2192 L\u1ed7i AOI \u2192 Th\u1eddi gian s\u1eeda ch\u1eefa \u2192 S\u1ea3n ph\u1ea9m tho\u00e1t kh\u1ecfi quy tr\u00ecnh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00e0 \u0111\u00f4i khi k\u1ebft lu\u1eadn l\u1ea1i \u0111au l\u00f2ng: l\u1ed7i \u201c\u0111\u1eb7t linh ki\u1ec7n\u201d kh\u00f4ng ph\u1ea3i do vi\u1ec7c \u0111\u1eb7t linh ki\u1ec7n. H\u00e0nh vi th\u1ea5m \u01b0\u1edbt c\u1ee7a SAC305, m\u00e0i m\u00f2n khu\u00f4n in, cong v\u00eanh b\u1ea3ng m\u1ea1ch v\u00e0 gradient nhi\u1ec7t \u0111\u1ec1u c\u00f3 th\u1ec3 g\u00e2y ra hi\u1ec7n t\u01b0\u1ee3ng gi\u1ed1ng nh\u01b0 l\u1ed7i \u0111\u1eb7t linh ki\u1ec7n. N\u1ebfu m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n lu\u00f4n \u0111\u1ed5 l\u1ed7i cho m\u00e1y \u0111\u1eb7t linh ki\u1ec7n, b\u1ea1n s\u1ebd \u201ct\u1ed1i \u01b0u h\u00f3a\u201d b\u1eb1ng c\u00e1ch l\u00e0m ch\u1eadm m\u00e1y v\u00e0 l\u00e0m h\u1ecfng d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t. H\u00e3y h\u1ecfi t\u00f4i l\u00e0m sao t\u00f4i bi\u1ebft.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/pickandplacemachine.com\/wp-admin\/post.php?post=2192&amp;action=edit\"><img decoding=\"async\" width=\"960\" height=\"640\" src=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines3-1.jpg\" alt=\"M\u00e1y l\u00e0m s\u1ea1ch SMT\" class=\"wp-image-5577\" srcset=\"https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines3-1.jpg 960w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines3-1-300x200.jpg 300w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines3-1-768x512.jpg 768w, https:\/\/pickandplacemachine.com\/wp-content\/uploads\/2026\/01\/SMT-Cleaning-Machines3-1-18x12.jpg 18w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"a-simple-table-you-can-defend-in-a-meeting\">M\u1ed9t b\u1ea3ng \u0111\u01a1n gi\u1ea3n m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tr\u00ecnh b\u00e0y trong cu\u1ed9c h\u1ecdp.<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>M\u1ee5c ti\u00eau t\u1ed1i \u01b0u h\u00f3a<\/th><th>D\u1eef li\u1ec7u c\u1ea7n thi\u1ebft<\/th><th>Lo\u1ea1i m\u00f4 h\u00ecnh \u0111i\u1ec3n h\u00ecnh<\/th><th>Ch\u1ec9 s\u1ed1 KPI c\u1ea7n theo d\u00f5i<\/th><th>Ch\u1ebf \u0111\u1ed9 h\u1ecfng h\u00f3c ph\u1ed5 bi\u1ebfn<\/th><\/tr><\/thead><tbody><tr><td>Ph\u00e2n c\u00f4ng m\u00e1y c\u1ea5p li\u1ec7u + b\u1ed1 tr\u00ed l\u00e0n \u0111\u01b0\u1eddng<\/td><td>L\u1ecbch s\u1eed c\u1ea5p li\u1ec7u, l\u1ed7i ch\u1ecdn, kho\u1ea3ng c\u00e1ch di chuy\u1ec3n<\/td><td>X\u1ebfp h\u1ea1ng + B\u1ed9 t\u1ed1i \u01b0u h\u00f3a heuristic<\/td><td>Th\u1eddi gian thi\u1ebft l\u1eadp, s\u1ed1 l\u1ea7n th\u1eed l\u1ea1i<\/td><td>S\u1ef1 \u00e1nh x\u1ea1 sai gi\u1eefa b\u1ed9 ph\u1eadn v\u00e0 b\u1ed9 c\u1ea5p li\u1ec7u<\/td><\/tr><tr><td>L\u1ef1a ch\u1ecdn v\u00f2i phun<\/td><td>\u0110\u01b0\u1eddng k\u00ednh v\u00f2i phun, xu h\u01b0\u1edbng ch\u00e2n kh\u00f4ng, lo\u1ea1i th\u00e0nh ph\u1ea7n<\/td><td>ph\u00e2n lo\u1ea1i<\/td><td>L\u1ef1a ch\u1ecdn sai, h\u01b0 h\u1ecfng linh ki\u1ec7n<\/td><td>B\u1ecf qua s\u1ef1 m\u00e0i m\u00f2n c\u1ee7a v\u00f2i phun\/chu k\u1ef3 l\u00e0m s\u1ea1ch<\/td><\/tr><tr><td>B\u00f9 tr\u1eeb l\u1ec7ch t\u00e2m<\/td><td>\u0110i\u1ec3m tham chi\u1ebfu, \u0111\u1ed9 l\u1ec7ch, tr\u1ea1ng th\u00e1i camera<\/td><td>h\u1ed3i quy<\/td><td>\u0110\u1ed9 l\u1ec7ch v\u1ecb tr\u00ed, L\u1ed7i d\u1ecbch chuy\u1ec3n AOI<\/td><td>S\u1ef1 ch\u00eanh l\u1ec7ch th\u1eddi gian \/ K\u1ebft h\u1ee3p th\u1eddi gian kh\u00f4ng ch\u00ednh x\u00e1c<\/td><\/tr><tr><td>B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/td><td>C\u1ea3nh b\u00e1o, d\u00f2ng \u0111i\u1ec7n, ch\u00e2n kh\u00f4ng, m\u00e3 l\u1ed7i<\/td><td>Ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng + m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n tu\u1ed5i th\u1ecd<\/td><td>Th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng mong mu\u1ed1n (ph\u00fat)<\/td><td>\u201cC\u00e1c s\u1ef1 ki\u1ec7n b\u1ea3o tr\u00ec\u201d kh\u00f4ng \u0111\u01b0\u1ee3c ghi l\u1ea1i m\u1ed9t c\u00e1ch nh\u1ea5t qu\u00e1n.<\/td><\/tr><tr><td>Ph\u00f2ng ng\u1eeba l\u1ed7i chuy\u1ec3n \u0111\u1ed5i<\/td><td>So s\u00e1nh ch\u01b0\u01a1ng tr\u00ecnh, h\u00e0nh \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi v\u1eadn h\u00e0nh<\/td><td>Quy t\u1eafc + Ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng<\/td><td>Hi\u1ec7u su\u1ea5t s\u1ea3n xu\u1ea5t l\u1ea7n \u0111\u1ea7u sau khi chuy\u1ec3n \u0111\u1ed5i<\/td><td>Kh\u00f4ng c\u00f3 quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a con ng\u01b0\u1eddi \/ Kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng ho\u00e0n t\u00e1c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00e0 n\u1ebfu b\u1ea1n mu\u1ed1n m\u1ed9t t\u00edn hi\u1ec7u t\u1ed5ng quan cho th\u1ea5y \u0111\u00e2y kh\u00f4ng ch\u1ec9 l\u00e0 nh\u1eefng l\u1eddi qu\u1ea3ng c\u00e1o c\u1ee7a nh\u00e0 cung c\u1ea5p, h\u00e3y xem h\u01b0\u1edbng \u0111\u1ea7u t\u01b0. NIST \u0111\u00e3 ban h\u00e0nh m\u1ed9t NOFO v\u1ec1&nbsp;<strong>Ng\u00e0y 22 th\u00e1ng 7 n\u0103m 2024<\/strong>&nbsp;cho m\u1ed9t vi\u1ec7n s\u1ea3n xu\u1ea5t t\u1eadp trung v\u00e0o tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) m\u1edbi c\u1ee7a Hoa K\u1ef3, d\u1ef1 ki\u1ebfn&nbsp;<strong>L\u00ean \u0111\u1ebfn $70 tri\u1ec7u trong v\u00f2ng n\u0103m n\u0103m.<\/strong>. (<a href=\"https:\/\/www.nist.gov\/oam\/ai-resilient-manufacturing-institute-competition\" target=\"_blank\" rel=\"noopener\">nist.gov<\/a>\u0110i\u1ec1u \u0111\u00f3 kh\u00f4ng gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1 c\u1ee7a b\u1ea1n. Tuy nhi\u00ean, n\u00f3 cho b\u1ea1n bi\u1ebft n\u01a1i m\u00e0 c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c cho r\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t \u0111ang h\u01b0\u1edbng t\u1edbi.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faq\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-do-you-use-ai-to-optimize-pick-and-place-programming-\">L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a l\u1eadp tr\u00ecnh ch\u1ecdn v\u00e0 \u0111\u1eb7t?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a l\u1eadp tr\u00ecnh \u0111\u1eb7t v\u00e0 l\u1ea5y linh ki\u1ec7n c\u00f3 ngh\u0129a l\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh tr\u00ean d\u1eef li\u1ec7u CAD, danh s\u00e1ch v\u1eadt li\u1ec7u (BOM), c\u00e0i \u0111\u1eb7t b\u1ed9 c\u1ea5p li\u1ec7u, nh\u1eadt k\u00fd h\u00ecnh \u1ea3nh v\u00e0 d\u1eef li\u1ec7u theo d\u00f5i th\u1eddi gian chu k\u1ef3 c\u1ee7a b\u1ea1n. Nh\u1edd \u0111\u00f3, ph\u1ea7n m\u1ec1m s\u1ebd \u0111\u1ec1 xu\u1ea5t c\u00e1c g\u00e1n b\u1ed9 c\u1ea5p li\u1ec7u, v\u1ecb tr\u00ed l\u1ea5y linh ki\u1ec7n b\u1eb1ng v\u00f2i phun, \u0111\u01b0\u1eddng d\u1eabn chuy\u1ec3n \u0111\u1ed9ng v\u00e0 c\u00e1c b\u01b0\u1edbc chuy\u1ec3n \u0111\u1ed5i sao cho \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau CPH (s\u1ed1 l\u01b0\u1ee3ng linh ki\u1ec7n \u0111\u1eb7t \u0111\u01b0\u1ee3c m\u1ed7i gi\u1edd) \u0111\u1ed3ng th\u1eddi v\u1eabn n\u1eb1m trong gi\u1edbi h\u1ea1n \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1eb7t linh ki\u1ec7n v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd linh ki\u1ec7n. B\u1eaft \u0111\u1ea7u v\u1edbi ch\u1ebf \u0111\u1ed9 \u201cch\u1ec9 \u0111\u1ec1 xu\u1ea5t\u201d, y\u00eau c\u1ea7u s\u1ef1 ph\u00ea duy\u1ec7t c\u1ee7a k\u1ef9 s\u01b0 v\u00e0 ghi l\u1ea1i li\u1ec7u m\u1ed7i thay \u0111\u1ed5i c\u00f3 gi\u00fap c\u1ea3i thi\u1ec7n hay l\u00e0m gi\u1ea3m hi\u1ec7u su\u1ea5t.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-data-does-a-machine-learning-pick-and-place-model-need-\">M\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ch\u1ecdn v\u00e0 \u0111\u1eb7t c\u1ea7n nh\u1eefng d\u1eef li\u1ec7u g\u00ec?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00f4 h\u00ecnh h\u1ecdc m\u00e1y cho quy tr\u00ecnh \u0111\u1eb7t linh ki\u1ec7n c\u1ea7n d\u1eef li\u1ec7u d\u00f2ng \u0111\u1ed3ng b\u1ed9 theo th\u1eddi gian: t\u1ecda \u0111\u1ed9 \u0111\u1eb7t linh ki\u1ec7n, ID b\u1ed9 c\u1ea5p li\u1ec7u, ID v\u00f2i phun, k\u1ebft qu\u1ea3 tham chi\u1ebfu, \u0111\u1ed9 l\u1ec7ch h\u00ecnh \u1ea3nh, m\u00e3 t\u1eeb ch\u1ed1i, l\u1ed7i AOI v\u00e0 s\u1ef1 ki\u1ec7n b\u1ea3o tr\u00ec; n\u1ebfu kh\u00f4ng c\u00f3 s\u1ef1 li\u00ean k\u1ebft n\u00e0y, m\u00f4 h\u00ecnh ch\u1ec9 h\u1ecdc \u0111\u01b0\u1ee3c ti\u1ebfng \u1ed3n v\u00e0 s\u1ebd t\u1ef1 tin \u0111\u1ec1 xu\u1ea5t c\u00e1c thao t\u00e1c tr\u00f4ng c\u00f3 v\u1ebb th\u00f4ng minh nh\u01b0ng s\u1ebd l\u00e0m gi\u1ea3m n\u0103ng su\u1ea5t c\u1ee7a b\u1ea1n. N\u1ebfu b\u1ea1n kh\u00f4ng th\u1ec3 truy v\u1ebft l\u1ed7i \u0111\u1ebfn s\u1ed1 seri bo m\u1ea1ch v\u00e0 phi\u00ean b\u1ea3n ch\u01b0\u01a1ng tr\u00ecnh, h\u00e3y kh\u1eafc ph\u1ee5c v\u1ea5n \u0111\u1ec1 \u0111\u00f3 tr\u01b0\u1edbc ti\u00ean.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-s-the-best-ai-software-for-pick-and-place-\">Ph\u1ea7n m\u1ec1m AI n\u00e0o l\u00e0 t\u1ed1t nh\u1ea5t cho \u1ee9ng d\u1ee5ng pick and place?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ph\u1ea7n m\u1ec1m AI t\u1ed1t nh\u1ea5t cho quy tr\u00ecnh \u201cpick and place\u201d th\u01b0\u1eddng kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t s\u1ea3n ph\u1ea9m duy nh\u1ea5t; \u0111\u00f3 l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa c\u00f4ng c\u1ee5 t\u1ed1i \u01b0u h\u00f3a c\u1ee7a nh\u00e0 cung c\u1ea5p m\u00e1y m\u00f3c, m\u1ed9t l\u1edbp ph\u00e2n t\u00edch c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p d\u1eef li\u1ec7u SPI\/AOI v\u00e0 nh\u1eadt k\u00fd \u0111\u1eb7t linh ki\u1ec7n, c\u00f9ng v\u1edbi quy tr\u00ecnh qu\u1ea3n l\u00fd \u0111\u1ec3 ng\u0103n ch\u1eb7n c\u00e1c \u0111\u1ec1 xu\u1ea5t sai tr\u01b0\u1edbc khi ch\u00fang \u0111\u1ebfn d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t. H\u00e3y ch\u1ecdn b\u1ed9 gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p v\u1edbi m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh v\u1ec1 kh\u1ea3 n\u0103ng truy xu\u1ea5t ngu\u1ed3n g\u1ed1c c\u1ee7a b\u1ea1n, ch\u1ee9 kh\u00f4ng ph\u1ea3i l\u00e0 b\u1ea3n demo hoa m\u1ef9 nh\u1ea5t.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"can-ai-reduce-tombstoning-and-skew-\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u hi\u1ec7n t\u01b0\u1ee3ng tombstoning v\u00e0 s\u1ef1 sai l\u1ec7ch kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) ch\u1ec9 c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u c\u00e1c l\u1ed7i \u0111\u1eb7t linh ki\u1ec7n nh\u01b0 hi\u1ec7n t\u01b0\u1ee3ng \u2018tombstoning\u2019, l\u1ec7ch v\u1ecb tr\u00ed v\u00e0 l\u01b0\u1ee3ng h\u00e0n kh\u00f4ng \u0111\u1ee7 khi b\u1ea1n li\u00ean k\u1ebft h\u00e0nh vi \u0111\u1eb7t linh ki\u1ec7n v\u1edbi ch\u1ea5t l\u01b0\u1ee3ng in \u1ea5n \u1edf giai \u0111o\u1ea1n tr\u01b0\u1edbc v\u00e0 t\u00edn hi\u1ec7u ki\u1ec3m tra \u1edf giai \u0111o\u1ea1n sau, v\u00ec nhi\u1ec1u l\u1ed7i \"\u0111\u1eb7t linh ki\u1ec7n\" ban \u0111\u1ea7u xu\u1ea5t ph\u00e1t t\u1eeb v\u1ea5n \u0111\u1ec1 th\u1ec3 t\u00edch keo h\u00e0n, \u0111\u1ed9ng h\u1ecdc th\u1ea5m \u01b0\u1edbt trong h\u1ee3p kim SAC305 ho\u1eb7c bi\u1ebfn d\u1ea1ng linh ki\u1ec7n - ch\u1ee9 kh\u00f4ng ph\u1ea3i do chuy\u1ec3n \u0111\u1ed9ng XY c\u1ee7a robot. N\u1ebfu d\u1eef li\u1ec7u SPI c\u1ee7a b\u1ea1n b\u1ecb thi\u1ebfu ho\u1eb7c nhi\u1ec5u, k\u1ebft qu\u1ea3 c\u1ee7a b\u1ea1n c\u0169ng s\u1ebd b\u1ecb nhi\u1ec5u.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-does-predictive-maintenance-work-on-a-smart-pick-and-place-machine-\">C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n tr\u00ean m\u00e1y \u0111\u1eb7t v\u00e0 l\u1ea5y linh ki\u1ec7n th\u00f4ng minh l\u00e0 g\u00ec?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n cho m\u00e1y \u0111\u1eb7t v\u00e0 l\u1ea5y linh ki\u1ec7n s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn v\u00e0 m\u1eabu nh\u1eadt k\u00fd \u2014 s\u1ef1 thay \u0111\u1ed5i m\u1ee9c ch\u00e2n kh\u00f4ng, l\u1ed7i l\u1ea5y linh ki\u1ec7n c\u1ee7a v\u00f2i phun, l\u1ed7i l\u1ea5y linh ki\u1ec7n c\u1ee7a b\u1ed9 c\u1ea5p li\u1ec7u, \u0111\u1ec9nh d\u00f2ng \u0111i\u1ec7n tr\u1ee5c, xu h\u01b0\u1edbng nhi\u1ec7t \u0111\u1ed9 \u2014 \u0111\u1ec3 \u01b0\u1edbc t\u00ednh x\u00e1c su\u1ea5t c\u1ee7a kho\u1ea3ng th\u1eddi gian c\u00f3 th\u1ec3 x\u1ea3y ra s\u1ef1 c\u1ed1. \u0110i\u1ec1u n\u00e0y gi\u00fap b\u1ea1n b\u1ea3o tr\u00ec m\u00e1y khi r\u1ee7i ro t\u0103ng cao thay v\u00ec theo l\u1ecbch tr\u00ecnh c\u1ed1 \u0111\u1ecbnh, t\u1eeb \u0111\u00f3 tr\u00e1nh \u0111\u01b0\u1ee3c c\u00e1c s\u1ef1 c\u1ed1 ng\u1eebng ho\u1ea1t \u0111\u1ed9ng b\u1ea5t ng\u1edd trong giai \u0111o\u1ea1n s\u1ea3n xu\u1ea5t cao \u0111i\u1ec3m. H\u00e3y xem \u0111\u00e2y l\u00e0 vi\u1ec7c \u0111\u00e1nh gi\u00e1 r\u1ee7i ro, kh\u00f4ng ph\u1ea3i l\u00e0 d\u1ef1 \u0111o\u00e1n t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-do-you-avoid-ai-pilot-purgatory-in-smt-assembly-\">L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 tr\u00e1nh \u201cv\u00f9ng \u0111\u1ea5t ch\u1ebft c\u1ee7a AI pilot\u201d trong qu\u00e1 tr\u00ecnh l\u1eafp r\u00e1p SMT?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Trong qu\u00e1 tr\u00ecnh l\u1eafp r\u00e1p SMT, \u201cAI pilot purgatory\u201d x\u1ea3y ra khi c\u00e1c \u0111\u1ed9i ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u ph\u00f2ng th\u00ed nghi\u1ec7m s\u1ea1ch, b\u1ecf qua c\u00e1c tr\u01b0\u1eddng h\u1ee3p bi\u00ean ph\u1ee9c t\u1ea1p tr\u00ean d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t v\u00e0 kh\u00f4ng tri\u1ec3n khai c\u00e1c b\u01b0\u1edbc cu\u1ed1i c\u00f9ng: MLOps, giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng cho nh\u00e0 \u0111i\u1ec1u h\u00e0nh, ki\u1ec3m so\u00e1t thay \u0111\u1ed5i v\u00e0 kh\u00f4i ph\u1ee5c. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 h\u1ec7 th\u1ed1ng ch\u1ec9 l\u00e0 m\u1ed9t b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n m\u00e0 kh\u00f4ng ai tin t\u01b0\u1edfng v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 KPI v\u1ec1 v\u1ecb tr\u00ed kh\u00f4ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n. H\u00e3y tri\u1ec3n khai c\u00e1c r\u00e0o c\u1ea3n an to\u00e0n v\u00e0 tr\u00e1ch nhi\u1ec7m tr\u01b0\u1edbc, sau \u0111\u00f3 m\u1edbi tri\u1ec3n khai m\u00f4 h\u00ecnh.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">K\u1ebft lu\u1eadn<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu b\u1ea1n \u0111ang c\u1ed1 g\u1eafng bi\u1ebfn t\u1ed1i \u01b0u h\u00f3a ch\u1ecdn v\u00e0 \u0111\u1eb7t AI th\u00e0nh hi\u1ec7n th\u1ef1c (kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t b\u1ea3n tr\u00ecnh b\u00e0y), h\u00e3y b\u1eaft \u0111\u1ea7u v\u1edbi ph\u1ea1m vi v\u00e0 k\u1ef7 lu\u1eadt d\u1eef li\u1ec7u. Ch\u00fang t\u00f4i c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n x\u00e1c \u0111\u1ecbnh ph\u01b0\u01a1ng ph\u00e1p ph\u00f9 h\u1ee3p cho lo\u1ea1i d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t c\u1ee7a b\u1ea1n\u2014m\u1eabu th\u1eed, h\u1ed7n h\u1ee3p ho\u1eb7c t\u1ed1c \u0111\u1ed9 cao\u2014r\u1ed3i \u0111\u00f3ng g\u00f3i n\u00f3 th\u00e0nh m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u1eadn h\u00e0nh m\u00e0 \u0111\u1ed9i ng\u0169 c\u1ee7a b\u1ea1n th\u1ef1c s\u1ef1 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng. Xem&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/resource\/customer-cases\/\">C\u00e1c tr\u01b0\u1eddng h\u1ee3p kh\u00e1ch h\u00e0ng t\u1eeb c\u00e1c \u0111\u01b0\u1eddng d\u00e2y th\u1ef1c t\u1ebf<\/a>&nbsp;v\u00e0 k\u1ebft n\u1ed1i th\u00f4ng qua ch\u00fang t\u00f4i&nbsp;<a href=\"https:\/\/pickandplacemachine.com\/contact\/\">Trang li\u00ean h\u1ec7<\/a>&nbsp;Khi b\u1ea1n s\u1eb5n s\u00e0ng th\u1ea3o lu\u1eadn chi ti\u1ebft.<\/p>","protected":false},"excerpt":{"rendered":"<p>H\u1ea7u h\u1ebft c\u00e1c d\u1ef1 \u00e1n \u201cTr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong l\u1eafp r\u00e1p SMT\u201d th\u1ea5t b\u1ea1i v\u00ec nh\u1eefng l\u00fd do \u0111\u01a1n gi\u1ea3n: d\u1eef li\u1ec7u k\u1ebft n\u1ed1i k\u00e9m, metadata c\u1ee7a b\u1ed9 c\u1ea5p li\u1ec7u l\u1ed9n x\u1ed9n v\u00e0 kh\u00f4ng c\u00f3 quy tr\u00ecnh ki\u1ec3m so\u00e1t thay \u0111\u1ed5i. B\u00e0i vi\u1ebft n\u00e0y ch\u1ec9 ra n\u01a1i h\u1ecdc m\u00e1y th\u1ef1c s\u1ef1 c\u1ea3i thi\u1ec7n l\u1eadp tr\u00ecnh \u0111\u1eb7t linh ki\u1ec7n, ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1eb7t linh ki\u1ec7n v\u00e0 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n - b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng b\u1eb1ng ch\u1ee9ng th\u1ef1c t\u1ebf n\u0103m 2024 v\u00e0 gi\u1edbi h\u1ea1n c\u1ee9ng.<\/p>","protected":false},"author":1,"featured_media":5576,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[839],"tags":[990,989,986,988,968,987],"class_list":["post-5574","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-turnkey-automation","tag-aoi-data-analytics","tag-feeder-optimization","tag-pick-and-place-programming","tag-placement-optimization-algorithms","tag-predictive-maintenance","tag-smt-ai"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/posts\/5574","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=5574"}],"version-history":[{"count":2,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/posts\/5574\/revisions"}],"predecessor-version":[{"id":6394,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/posts\/5574\/revisions\/6394"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/media\/5576"}],"wp:attachment":[{"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/media?parent=5574"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/categories?post=5574"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pickandplacemachine.com\/vi\/wp-json\/wp\/v2\/tags?post=5574"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}