{"id":1966,"date":"2026-10-22T01:45:32","date_gmt":"2026-10-22T01:45:32","guid":{"rendered":"https:\/\/benlongkj.com\/?p=1966"},"modified":"2026-10-22T01:45:36","modified_gmt":"2026-10-22T01:45:36","slug":"physical-ai-in-manufacturing","status":"publish","type":"post","link":"https:\/\/benlongkj.com\/vi\/blog\/physical-ai-in-manufacturing\/","title":{"rendered":"AI V\u1eadt L\u00fd trong S\u1ea3n Xu\u1ea5t l\u00e0 g\u00ec? B\u00e0i h\u1ecdc t\u1eeb FANUC, Nvidia, BMW v\u00e0 Hyundai"},"content":{"rendered":"<p>Tr\u00ean s\u00e2n kh\u1ea5u h\u1ed9i ngh\u1ecb GTC c\u1ee7a Nvidia v\u00e0o th\u00e1ng 3 n\u0103m 2026, Jensen Huang \u0111\u00e3 \u0111\u01b0a ra m\u1ed9t tuy\u00ean b\u1ed1 m\u00e0 n\u0103m n\u0103m tr\u01b0\u1edbc \u0111\u00e2y s\u1ebd c\u00f3 v\u1ebb k\u1ef3 l\u1ea1: \u201cAI v\u1eadt l\u00fd \u0111\u00e3 \u0111\u1ebfn \u2013 s\u1edbm hay mu\u1ed9n, m\u1ecdi c\u00f4ng ty c\u00f4ng nghi\u1ec7p s\u1ebd tr\u1edf th\u00e0nh c\u00f4ng ty robot.\u201d Ngay sau \u0111\u00f3, FANUC \u0111\u00e3 c\u00f4ng b\u1ed1 k\u1ebf ho\u1ea1ch t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 m\u00f4 ph\u1ecfng v\u00e0 AI bi\u00ean c\u1ee7a Nvidia v\u00e0o robot c\u1ee7a m\u00ecnh. BMW \u0111\u00e3 c\u00f4ng b\u1ed1 k\u1ebft qu\u1ea3 c\u00f4ng vi\u1ec7c do m\u1ed9t robot h\u00ecnh ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n t\u1ea1i nh\u00e0 m\u00e1y Spartanburg sau m\u01b0\u1eddi th\u00e1ng s\u1eed d\u1ee5ng. Hyundai \u0111\u00e3 h\u1ee9a s\u1ebd s\u1eed d\u1ee5ng robot Atlas c\u1ee7a Boston Dynamics t\u1ea1i nh\u00e0 m\u00e1y c\u1ee7a h\u1ecd \u1edf Georgia b\u1eaft \u0111\u1ea7u t\u1eeb n\u0103m 2028.<\/p>\n<p>C\u00e1c video tr\u00ecnh di\u1ec5n kh\u1ea3 n\u0103ng c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi th\u1ef1c s\u1ef1 \u1ea5n t\u01b0\u1ee3ng. M\u1ed9t robot h\u00ecnh ng\u01b0\u1eddi ti\u1ebfp c\u1eadn gi\u00e1 \u0111\u1ee1, l\u1ea5y t\u1ea5m kim lo\u1ea1i v\u00e0 \u0111\u1eb7t n\u00f3 l\u00ean thi\u1ebft b\u1ecb c\u1ed1 \u0111\u1ecbnh. Ng\u01b0\u1eddi ta c\u00f3 th\u1ec3 ngh\u0129 r\u1eb1ng c\u00e1c nh\u00e0 m\u00e1y trong t\u01b0\u01a1ng lai s\u1ebd \u0111\u1ea7y \u1eafp robot h\u00ecnh ng\u01b0\u1eddi.<\/p>\n<p>Nh\u01b0ng n\u1ebfu b\u1ea1n b\u01b0\u1edbc v\u00e0o m\u1ed9t nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t b\u1ed9 ng\u1eaft m\u1ea1ch thu nh\u1ecf, b\u1ee9c tranh s\u1ebd thay \u0111\u1ed5i. Ti\u1ebfp \u0111i\u1ec3m b\u1ea1c nh\u1ecf h\u01a1n m\u1ed9t centimet \u0111\u01b0\u1ee3c h\u00e0n trong ch\u01b0a \u0111\u1ea7y hai gi\u00e2y, vi\u1ec7c \u0111\u00f3ng \u0111inh \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n d\u01b0\u1edbi \u00e1p l\u1ef1c h\u00e0ng tr\u0103m newton v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0i ph\u1ea7n tr\u0103m milimet, v\u00e0 m\u1ed7i b\u1ed9 ng\u1eaft \u0111\u01b0\u1ee3c chuy\u1ec3n m\u1ea1ch v\u1edbi d\u00f2ng \u0111i\u1ec7n g\u1ea5p 5 \u0111\u1ebfn 10 l\u1ea7n m\u1ee9c cho ph\u00e9p v\u00e0 trong v\u00f2ng v\u00e0i mili gi\u00e2y. Kh\u00f4ng robot h\u00ecnh ng\u01b0\u1eddi n\u00e0o c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng n\u00e0y nhanh h\u01a1n thi\u1ebft b\u1ecb chuy\u00ean d\u1ee5ng.<\/p>\n<p>B\u00e0i vi\u1ebft n\u00e0y d\u00e0nh cho kho\u1ea3ng c\u00e1ch \u0111\u00f3. <strong>AI v\u1eadt l\u00fd trong s\u1ea3n xu\u1ea5t<\/strong> \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng v\u00e0 ph\u00e1t tri\u1ec3n r\u1ea5t nhanh, nh\u01b0ng t\u1ea1i h\u1ea7u h\u1ebft c\u00e1c nh\u00e0 m\u00e1y, ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3 kh\u00f4ng n\u1eb1m \u1edf robot h\u00ecnh ng\u01b0\u1eddi m\u00e0 \u1edf c\u00e1c m\u00e1y m\u00f3c c\u00f3 kh\u1ea3 n\u0103ng nh\u00ecn, c\u1ea3m nh\u1eadn v\u00e0 ki\u1ec3m so\u00e1t ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ch\u00fang trong v\u00f2ng l\u1eb7p k\u00edn. Trong b\u00e0i vi\u1ebft, ch\u00fang t\u00f4i s\u1ebd gi\u1ea3i th\u00edch AI v\u1eadt l\u00fd l\u00e0 g\u00ec, FANUC, Nvidia, BMW v\u00e0 Hyundai \u0111ang l\u00e0m g\u00ec trong l\u0129nh v\u1ef1c n\u00e0y, v\u00e0 c\u00e1ch n\u00f3 tr\u1edf n\u00ean h\u1eefu \u00edch trong s\u1ea3n xu\u1ea5t. \u0110i\u1ec1u n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c minh h\u1ecda b\u1eb1ng ba tr\u01b0\u1eddng h\u1ee3p t\u1eeb s\u1ea3n xu\u1ea5t b\u1ed9 ng\u1eaft: \u0111\u00f3ng \u0111inh, h\u00e0n ti\u1ebfp \u0111i\u1ec3m v\u00e0 ki\u1ec3m tra ng\u1eaft t\u1eeb t\u00ednh.<\/p>\n<p>B\u00e0i vi\u1ebft n\u00e0y ti\u1ebfp t\u1ee5c chu\u1ed7i b\u00e0i vi\u1ebft c\u1ee7a ch\u00fang t\u00f4i th\u1ea3o lu\u1eadn v\u1ec1 ch\u1ee7 \u0111\u1ec1 <a href=\"https:\/\/benlongkj.com\/vi\/blog\/agentic-ai-in-manufacturing\/\">AI t\u00e1c nh\u00e2n trong s\u1ea3n xu\u1ea5t<\/a>\uff0c trong khi AI t\u00e1c nh\u00e2n x\u1eed l\u00fd c\u00e1c t\u00e1c nh\u00e2n ph\u1ea7n m\u1ec1m l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng, AI v\u1eadt l\u00fd m\u00f4 t\u1ea3 c\u00e1c robot v\u00e0 thi\u1ebft b\u1ecb th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 trong \u0111\u1eddi th\u1ef1c. Trong th\u1ef1c t\u1ebf, c\u1ea3 hai \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p ch\u1eb7t ch\u1ebd v\u1edbi nhau.<\/p>\n<blockquote><p>C\u00e2u tr\u1ea3 l\u1eddi nhanh: <span style=\"color: #ff0000;\">AI v\u1eadt l\u00fd trong s\u1ea3n xu\u1ea5t<\/span> th\u1ebf gi\u1edbi \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c h\u1ec7 th\u1ed1ng AI ti\u1ebfp nh\u1eadn d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn t\u1eeb th\u1ebf gi\u1edbi xung quanh th\u00f4ng qua camera, c\u1ea3m bi\u1ebfn v\u00e0 c\u00e1c t\u00edn hi\u1ec7u kh\u00e1c, ph\u00e2n t\u00edch nh\u1eefng g\u00ec ch\u00fang \u0111\u00e3 x\u1eed l\u00fd v\u00e0 s\u1eed d\u1ee5ng robot ho\u1eb7c m\u00e1y m\u00f3c \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng t\u01b0\u01a1ng \u1ee9ng. NVIDIA cung c\u1ea5p h\u1ec7 \u0111i\u1ec1u h\u00e0nh ch\u00ednh cho c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y; FANUC, ABB, KUKA v\u00e0 Yaskawa \u0111ang t\u00edch h\u1ee3p c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y v\u00e0o robot; BMW v\u00e0 Hyundai \u0111ang th\u1eed nghi\u1ec7m robot h\u00ecnh ng\u01b0\u1eddi cho logistics v\u00e0 x\u1eed l\u00fd linh ki\u1ec7n. \u0110\u1ed1i v\u1edbi c\u00e1c c\u00f4ng vi\u1ec7c y\u00eau c\u1ea7u \u0111\u1ed9 ch\u00ednh x\u00e1c nh\u01b0 \u0111\u00f3ng \u0111inh, h\u00e0n v\u00e0 ki\u1ec3m tra \u0111i\u1ec7n, m\u1ed9t v\u00ed d\u1ee5 v\u1ec1 c\u00e1ch tri\u1ec3n khai AI v\u1eadt l\u00fd l\u00e0 th\u00f4ng qua t\u1ea7m nh\u00ecn-l\u1ef1c trong v\u00f2ng l\u1eb7p k\u00edn tr\u00ean c\u00e1c thi\u1ebft b\u1ecb \u0111\u1eb7c bi\u1ec7t thay v\u00ec robot h\u00ecnh ng\u01b0\u1eddi.<\/p><\/blockquote>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1967\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/What-Is-Physical-AI-in-Manufacturing-Lessons-from-FANUC-Nvidia-BMW-and-Hyundai-.webp\" alt=\"\" width=\"1448\" height=\"1086\" \/><\/h2>\n<h2>AI v\u1eadt l\u00fd trong s\u1ea3n xu\u1ea5t l\u00e0 g\u00ec?<\/h2>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd \u0111\u1ec1 c\u1eadp \u0111\u1ebfn tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ho\u1ea1t \u0111\u1ed9ng trong th\u1ebf gi\u1edbi v\u1eadt l\u00fd thay v\u00ec ch\u1ec9 tr\u00ean m\u00e0n h\u00ecnh. Theo FANUC America, n\u00f3 k\u1ebft h\u1ee3p AI v\u1edbi robot \u0111\u1ec3 cung c\u1ea5p cho m\u00e1y m\u00f3c kh\u1ea3 n\u0103ng c\u1ea3m nh\u1eadn, suy lu\u1eadn v\u00e0 h\u00e0nh \u0111\u1ed9ng trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng thay \u0111\u1ed5i. M\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef t\u1ea1o ra v\u0103n b\u1ea3n, trong khi m\u1ed9t h\u1ec7 th\u1ed1ng AI v\u1eadt l\u00fd x\u00e1c \u0111\u1ecbnh \u00e1p l\u1ef1c c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1eef m\u1ed9t v\u1eadt, v\u1ecb tr\u00ed \u0111\u1eb7t d\u1ee5ng c\u1ee5 h\u00e0n, ho\u1eb7c li\u1ec7u h\u1ed3 s\u01a1 l\u1ef1c v\u1eeba \u0111o c\u00f3 cho th\u1ea5y m\u1ed1i h\u00e0n t\u00e1n t\u1ed1t hay kh\u00f4ng.<\/p>\n<p>Robot \u0111\u00e3 t\u1ed3n t\u1ea1i trong c\u00e1c nh\u00e0 m\u00e1y h\u00e0ng th\u1eadp k\u1ef7, \u0111i\u1ec1u n\u00e0y l\u00e0m cho vi\u1ec7c hi\u1ec3u robot c\u1ee5 th\u1ec3 n\u00e0y c\u00f3 th\u1ec3 l\u00e0m g\u00ec m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y ch\u01b0a t\u1eebng c\u00f3 tr\u1edf n\u00ean quan tr\u1ecdng. M\u1ed9t robot c\u00f4ng nghi\u1ec7p ti\u00eau chu\u1ea9n ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch theo d\u00f5i qu\u1ef9 \u0111\u1ea1o do k\u1ef9 s\u01b0 con ng\u01b0\u1eddi cung c\u1ea5p. N\u1ebfu m\u1ed9t b\u1ed9 ph\u1eadn b\u1ecb \u0111\u1eb7t l\u1ec7ch m\u1ed9t ch\u00fat, robot s\u1ebd th\u1ea5t b\u1ea1i ho\u1eb7c \u0111\u01b0\u1ee3c c\u1ea3m bi\u1ebfn ph\u00e1t hi\u1ec7n v\u00e0 c\u1ea7n \u0111\u01b0\u1ee3c s\u1eeda ch\u1eefa b\u1edfi con ng\u01b0\u1eddi. M\u1ed9t h\u1ec7 th\u1ed1ng AI v\u1eadt l\u00fd \u0111\u01b0\u1ee3c cho l\u00e0 c\u00f3 th\u1ec3 l\u00e0m t\u1ea5t c\u1ea3 nh\u1eefng \u0111i\u1ec1u n\u00e0y m\u1ed9t c\u00e1ch tr\u1ef1c ti\u1ebfp v\u00e0 t\u1ef1 \u0111\u1ed9ng: x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed b\u1ed9 ph\u1eadn, thay \u0111\u1ed5i h\u00e0nh vi, xem x\u00e9t k\u1ebft qu\u1ea3 v\u00e0 h\u1ecdc h\u1ecfi t\u1eeb \u0111\u00f3.<\/p>\n<h3>T\u1ef1 \u0111\u1ed9ng h\u00f3a truy\u1ec1n th\u1ed1ng vs AI t\u00e1c nh\u00e2n vs AI v\u1eadt l\u00fd<\/h3>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>T\u1ef1 \u0111\u1ed9ng h\u00f3a truy\u1ec1n th\u1ed1ng<\/th>\n<th>AI Agentic<\/th>\n<th>AI v\u1eadt l\u00fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>N\u01a1i ho\u1ea1t \u0111\u1ed9ng<\/td>\n<td>M\u00e1y m\u00f3c v\u00e0 PLC<\/td>\n<td>H\u1ec7 th\u1ed1ng ph\u1ea7n m\u1ec1m nh\u01b0 MES, ERP v\u00e0 c\u00f4ng c\u1ee5 b\u1ea3o tr\u00ec<\/td>\n<td>Robot v\u00e0 m\u00e1y m\u00f3c trong th\u1ebf gi\u1edbi th\u1ef1c<\/td>\n<\/tr>\n<tr>\n<td>C\u00e1ch quy\u1ebft \u0111\u1ecbnh<\/td>\n<td>Quy t\u1eafc c\u1ed1 \u0111\u1ecbnh v\u00e0 \u0111\u01b0\u1eddng d\u1eabn \u0111\u01b0\u1ee3c d\u1ea1y<\/td>\n<td>L\u1eadp k\u1ebf ho\u1ea1ch c\u00e1c b\u01b0\u1edbc h\u01b0\u1edbng t\u1edbi m\u1ee5c ti\u00eau s\u1eed d\u1ee5ng d\u1eef li\u1ec7u v\u00e0 c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m<\/td>\n<td>M\u00f4 h\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c li\u00ean k\u1ebft gi\u1eefa c\u1ea3m nh\u1eadn v\u00e0 chuy\u1ec3n \u0111\u1ed9ng<\/td>\n<\/tr>\n<tr>\n<td>\u0110\u1ea7u v\u00e0o ch\u00ednh<\/td>\n<td>Ng\u01b0\u1ee1ng c\u1ea3m bi\u1ebfn, c\u00f4ng t\u1eafc gi\u1edbi h\u1ea1n<\/td>\n<td>\u0110\u01a1n h\u00e0ng, h\u1ed3 s\u01a1 ki\u1ec3m tra, c\u1ea3nh b\u00e1o, email<\/td>\n<td>H\u00ecnh \u1ea3nh camera, l\u1ef1c v\u00e0 m\u00f4-men xo\u1eafn, v\u1ecb tr\u00ed, d\u00f2ng \u0111i\u1ec7n, \u00e2m thanh<\/td>\n<\/tr>\n<tr>\n<td>\u0110\u1ea7u ra \u0111i\u1ec3n h\u00ecnh<\/td>\n<td>Ch\u1ea5p nh\u1eadn ho\u1eb7c t\u1eeb ch\u1ed1i m\u1ed9t b\u1ed9 ph\u1eadn, ch\u1ea1y chu tr\u00ecnh c\u1ed1 \u0111\u1ecbnh<\/td>\n<td>M\u1ed9t l\u1ec7nh c\u00f4ng vi\u1ec7c, l\u1ecbch tr\u00ecnh m\u1edbi, m\u1ed9t \u0111\u1ec1 xu\u1ea5t<\/td>\n<td>M\u1ed9t chuy\u1ec3n \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh, l\u1ef1c s\u1eeda ch\u1eefa, l\u1ea5y ho\u1eb7c \u0111\u1eb7t<\/td>\n<\/tr>\n<tr>\n<td>V\u00ed d\u1ee5<\/td>\n<td>M\u00e1y \u00e9p t\u1eeb ch\u1ed1i m\u1ed9t b\u1ed9 ph\u1eadn v\u01b0\u1ee3t qu\u00e1 gi\u1edbi h\u1ea1n l\u1ef1c<\/td>\n<td>M\u1ed9t t\u00e1c nh\u00e2n l\u00ean l\u1ecbch l\u1ea1i c\u00f4ng vi\u1ec7c sau khi nh\u00e0 cung c\u1ea5p b\u1ecb tr\u1ec5<\/td>\n<td>M\u1ed9t robot t\u00ecm v\u1ecb tr\u00ed th\u1ef1c c\u1ee7a b\u1ed9 ph\u1eadn b\u1eb1ng th\u1ecb gi\u00e1c v\u00e0 \u0111i\u1ec1u ch\u1ec9nh l\u1ef1c k\u1eb9p<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>C\u00e1c th\u00e0nh ph\u1ea7n c\u1ea5u th\u00e0nh AI v\u1eadt l\u00fd<\/h3>\n<p>Khi lo\u1ea1i b\u1ecf c\u00e1c y\u1ebfu t\u1ed1 trang tr\u00ed, h\u1ea7u h\u1ebft c\u00e1c h\u1ec7 th\u1ed1ng AI bao g\u1ed3m b\u1ed1n th\u00e0nh ph\u1ea7n gi\u1ed1ng nhau:<\/p>\n<p>C\u1ea3m bi\u1ebfn. Bao g\u1ed3m vi\u1ec7c s\u1eed d\u1ee5ng camera, th\u1ecb gi\u00e1c 3D, c\u1ea3m bi\u1ebfn l\u1ef1c v\u00e0 t\u00edn hi\u1ec7u \u0111i\u1ec7n nh\u01b0 d\u00f2ng \u0111i\u1ec7n v\u00e0 th\u1eddi gian, c\u00e1c qu\u00e1 tr\u00ecnh c\u1ea3m bi\u1ebfn phong ph\u00fa cho ph\u00e9p h\u1ec7 th\u1ed1ng AI h\u1ecdc h\u1ecfi.<br \/>\nM\u00f4 h\u00ecnh th\u1ebf gi\u1edbi v\u00e0 m\u00f4 ph\u1ecfng. Robot h\u1ecdc qua m\u00f4 ph\u1ecfng an to\u00e0n v\u00e0 nhanh h\u01a1n so v\u1edbi l\u00e0m vi\u1ec7c th\u1eddi gian th\u1ef1c. Isaac Sim v\u00e0 m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi Omniverse c\u00f9ng \u0111\u1ed9ng c\u01a1 v\u1eadt l\u00fd Newton c\u1ee7a Nvidia \u0111\u01b0\u1ee3c t\u1ea1o ra cho nhu c\u1ea7u c\u1ee5 th\u1ec3 n\u00e0y \u2014 t\u1ea1o d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n th\u1ef1c t\u1ebf v\u00e0 ki\u1ec3m tra ho\u1ea1t \u0111\u1ed9ng c\u1ee7a robot.<br \/>\n\u0110i\u1ec7n to\u00e1n bi\u00ean. Quy\u1ebft \u0111\u1ecbnh chuy\u1ec3n \u0111\u1ed9ng ph\u1ea3i \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong v\u00e0i mili gi\u00e2y ngay c\u1ea1nh m\u00e1y m\u00f3c. \u0110i\u1ec1u n\u00e0y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u00f4ng qua c\u00e1c m\u00f4-\u0111un \u0111i\u1ec7n to\u00e1n bi\u00ean nh\u01b0 d\u00f2ng Jetson c\u1ee7a Nvidia, ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o robot b\u1edfi FANUC v\u00e0 ABB.<br \/>\nC\u00f4ng ngh\u1ec7 robot ho\u1eb7c m\u00e1y m\u00f3c. C\u00f4ng ngh\u1ec7 AI c\u00f3 th\u1ec3 \u1edf d\u1ea1ng c\u00e1nh tay robot s\u00e1u tr\u1ee5c, robot di \u0111\u1ed9ng ho\u1eb7c \u0111\u1ea7u h\u00e0n.<\/p>\n<p>Nvidia n\u00f3i v\u1ec1 vi\u1ec7c c\u1ea7n ba m\u00e1y t\u00ednh cho c\u00f4ng ngh\u1ec7 AI: m\u1ed9t m\u00e1y t\u00ednh n\u00ean \u0111\u1eb7t trong trung t\u00e2m d\u1eef li\u1ec7u, m\u1ed9t m\u00e1y t\u00ednh kh\u00e1c trong th\u1ebf gi\u1edbi m\u00f4 ph\u1ecfng \u1ea3o, v\u00e0 m\u00e1y cu\u1ed1i c\u00f9ng trong robot. Quan \u0111i\u1ec3m n\u00e0y l\u00e0 m\u1ed9t l\u1eddi nh\u1eafc nh\u1edf t\u1ed1t r\u1eb1ng AI l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng ch\u1ee9 kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t s\u1ea3n ph\u1ea9m.<\/p>\n<h3>C\u00e1ch m\u00e0 Physical AI, Agentic AI v\u00e0 Digital Twins k\u1ebft h\u1ee3p v\u1edbi nhau<\/h3>\n<p>BMW l\u00e0m r\u00f5 c\u00e1ch nh\u1eefng \u00fd t\u01b0\u1edfng n\u00e0y k\u1ebft h\u1ee3p v\u1edbi nhau khi tr\u00ecnh b\u00e0y robot h\u00ecnh ng\u01b0\u1eddi t\u1ea1i nh\u00e0 m\u00e1y Leipzig v\u00e0o th\u00e1ng 9 n\u0103m 2026. C\u1ee5 th\u1ec3 h\u01a1n, c\u00e1c t\u00e1c nh\u00e2n AI quy\u1ebft \u0111\u1ecbnh v\u00e0 \u0111i\u1ec1u khi\u1ec3n robot trong khi robot \u0111\u1ea3m b\u1ea3o r\u1eb1ng tr\u00ed tu\u1ec7 n\u00e0y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong chuy\u1ec3n \u0111\u1ed9ng v\u1eadt l\u00fd. Trong th\u1ef1c t\u1ebf, ba y\u1ebfu t\u1ed1 n\u00e0y ph\u00e2n chia vai tr\u00f2 nh\u01b0 sau:<\/p>\n<ul>\n<li>A <a href=\"https:\/\/benlongkj.com\/vi\/blog\/digital-twin-for-production-lines-lessons-from-leading-electrical-manufacturers\/\">b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 c\u1ee7a d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t<\/a> m\u00f4 ph\u1ecfng m\u1ed9t nh\u00e0 m\u00e1y \u0111\u1ec3 th\u1eed nghi\u1ec7m c\u00e1c thay \u0111\u1ed5i \u1edf c\u1ea5p \u0111\u1ed9 \u1ea3o tr\u01b0\u1edbc khi ch\u1ea1m v\u00e0o b\u1ea5t k\u1ef3 thi\u1ebft b\u1ecb v\u1eadt l\u00fd n\u00e0o.<\/li>\n<li>Agent AI \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u1ec1 c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo, v\u00ed d\u1ee5: nhi\u1ec7m v\u1ee5 n\u00e0o n\u00ean \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n, b\u1ed9 ph\u1eadn n\u00e0o c\u1ea7n ki\u1ec3m tra, v\u1ea5n \u0111\u1ec1 n\u00e0o c\u1ea7n gi\u1ea3i quy\u1ebft, v.v.<br \/>\nPhysical AI th\u1ef1c hi\u1ec7n nh\u1eefng g\u00ec c\u1ea7n l\u00e0m v\u00e0 h\u00e0nh x\u1eed ph\u00f9 h\u1ee3p trong qu\u00e1 tr\u00ecnh \u0111\u00f3.<\/p>\n<p>FANUC, Nvidia v\u00e0 Hyundai m\u00f4 t\u1ea3 c\u00e1c d\u1ef1 \u00e1n c\u1ee7a h\u1ecd theo c\u00e1ch t\u01b0\u01a1ng t\u1ef1. Giai \u0111o\u1ea1n \u0111\u00e0o t\u1ea1o v\u00e0 x\u00e1c nh\u1eadn di\u1ec5n ra \u1edf c\u1ea5p \u0111\u1ed9 m\u00f4 ph\u1ecfng trong khi vi\u1ec7c th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi robot.<\/li>\n<\/ul>\n<h2>H\u1ec7 sinh th\u00e1i Physical AI: Nh\u1eefng g\u00ec FANUC, Nvidia, BMW v\u00e0 Hyundai \u0111ang l\u00e0m<\/h2>\n<p>Physical AI d\u01b0\u1eddng nh\u01b0 \u0111ang thu h\u00fat \u0111\u1ed9ng l\u1ef1c v\u00e0 s\u1ef1 h\u1ee9ng th\u00fa nh\u1edd c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u1ed9t s\u1ed1 c\u00f4ng ty trong l\u0129nh v\u1ef1c physical AI, trong \u0111\u00f3 c\u00f3 c\u00f4ng ty ch\u1ecbu tr\u00e1ch nhi\u1ec7m t\u1ea1o n\u1ec1n t\u1ea3ng c\u01a1 b\u1ea3n, m\u1ed9t s\u1ed1 x\u00e2y d\u1ef1ng c\u00f4ng ngh\u1ec7 robot, v\u00e0 m\u1ed9t v\u00e0i nh\u00e0 s\u1ea3n xu\u1ea5t \u00f4 t\u00f4 \u0111ang th\u1eed nghi\u1ec7m robot h\u00ecnh ng\u01b0\u1eddi trong \u0111i\u1ec1u ki\u1ec7n th\u1ef1c t\u1ebf c\u1ee7a quy tr\u00ecnh s\u1ea3n xu\u1ea5t. M\u1ed7i c\u00f4ng ty \u0111\u1ec1u c\u00f3 b\u00e1o c\u00e1o v\u1ec1 nh\u1eefng g\u00ec h\u1ecd l\u00e0m li\u00ean quan \u0111\u1ebfn v\u1ea5n \u0111\u1ec1 n\u00e0y.<\/p>\n<h3>Nvidia: L\u1edbp n\u1ec1n t\u1ea3ng<\/h3>\n<p>Nvidia kh\u00f4ng tr\u1ef1c ti\u1ebfp tham gia v\u00e0o vi\u1ec7c t\u1ea1o ra robot c\u00f4ng nghi\u1ec7p, nh\u01b0ng cung c\u1ea5p ph\u1ea7n l\u1edbn ph\u1ea7n m\u1ec1m v\u00e0 ph\u1ea7n c\u1ee9ng li\u00ean quan cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng physical AI. Do \u0111\u00f3, t\u1ea1i GTC v\u00e0o th\u00e1ng 3 n\u0103m 2026, Nvidia \u0111\u00e3 n\u00f3i v\u1ec1 nh\u1eefng \u0111i\u1ec1u sau:<br \/>\nM\u1ee5c \u0111\u1ea7u ti\u00ean trong danh s\u00e1ch l\u00e0 Cosmos 3 \u2013 m\u1ed9t m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi \u0111a n\u0103ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o t\u1ed5ng h\u1ee3p v\u00e0 d\u1ef1 \u0111o\u00e1n c\u00e1c thay \u0111\u1ed5i trong c\u1ea3nh quan t\u01b0\u01a1ng lai.<br \/>\nTh\u1ee9 hai l\u00e0 Isaac Sim v\u00e0 Isaac Lab 3.0 li\u00ean quan \u0111\u1ebfn m\u00f4 ph\u1ecfng robot v\u00e0 qu\u00e1 tr\u00ecnh h\u1ecdc t\u0103ng c\u01b0\u1eddng.<br \/>\nCh\u1ee7 \u0111\u1ec1 th\u1ee9 ba l\u00e0 c\u00f4ng ty \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh m\u1edf Isaac GR00T cho robot h\u00ecnh ng\u01b0\u1eddi. Ti\u1ebfn b\u1ed9 l\u1edbn \u1edf \u0111\u00e2y l\u00e0 GR00T N2 hi\u1ec7u qu\u1ea3 h\u01a1n g\u1ea5p \u0111\u00f4i trong vi\u1ec7c ho\u00e0n th\u00e0nh m\u1ee5c ti\u00eau v\u00e0 \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u1edbi so v\u1edbi c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n \u0111\u1ea1i nh\u1ea5t d\u1ef1a tr\u00ean d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh v\u00e0 v\u0103n b\u1ea3n t\u00ednh \u0111\u1ebfn nay.<br \/>\nTh\u1ee9 t\u01b0, Nvidia gi\u1edbi thi\u1ec7u th\u01b0 vi\u1ec7n Omniverse \u0111\u1ec3 t\u1ea1o b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1.<br \/>\nCu\u1ed1i c\u00f9ng nh\u01b0ng kh\u00f4ng k\u00e9m ph\u1ea7n quan tr\u1ecdng l\u00e0 Jetson Thor, CPU \u0111i\u1ec1u khi\u1ec3n robot \u0111\u01b0\u1ee3c trang b\u1ecb AI. H\u01a1n n\u1eefa, Nvidia \u0111\u00e3 c\u00f4ng b\u1ed1 s\u1ef1 tham gia c\u1ee7a Foxconn, h\u1ee3p t\u00e1c v\u1edbi Skild AI trong l\u1eafp r\u00e1p ch\u00ednh x\u00e1c c\u00e1c c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t Blackwell; th\u00eam v\u00e0o \u0111\u00f3, Samsung \u0111ang \u0111\u00e0o t\u1ea1o robot th\u1ef1c hi\u1ec7n c\u00e1c thao t\u00e1c \u0111i d\u00e2y th\u00f4ng qua m\u00f4 ph\u1ecfng.<\/p>\n<p>\u0110\u1ecba ch\u1ec9: Santa Clara, California, USA.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1968\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/Jensen-Huangs-Tiny-Microduck-Robots-Steal-the-Show-at-NVIDIA-GTC-2026.webp\" alt=\"\" width=\"1448\" height=\"1086\" \/><\/p>\n<h3>FANUC: Mang AI V\u1eadt L\u00fd \u0111\u1ebfn Robot C\u00f4ng Nghi\u1ec7p<\/h3>\n<p>FANUC l\u00e0 th\u01b0\u01a1ng hi\u1ec7u c\u1ea7n theo d\u00f5i, v\u00ec h\u1ecd \u0111\u00e3 c\u00f3 s\u1eb5n robot ph\u1ee5c v\u1ee5 b\u1ea1n. C\u00f4ng ty Nh\u1eadt B\u1ea3n n\u00e0y \u0111ang t\u1ea1o ra robot c\u00f4ng nghi\u1ec7p, h\u1ec7 th\u1ed1ng CNC v\u00e0 \u0111\u1ed9ng c\u01a1 servo, v\u00e0 s\u1edf h\u1eefu m\u1ed9t trong nh\u1eefng <a href=\"https:\/\/benlongkj.com\/vi\/blog\/famous-dark-factories-around-the-world-real-examples-of-lights-out-manufacturing\/\">v\u00ed d\u1ee5 nh\u00e0 m\u00e1y ho\u1ea1t \u0111\u1ed9ng t\u1ef1 \u0111\u1ed9ng ho\u00e0n to\u00e0n h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi<\/a>.<\/p>\n<p>V\u00e0o th\u00e1ng 3 n\u0103m 2026, FANUC America \u0111\u00e3 tuy\u00ean b\u1ed1 r\u1eb1ng c\u00f4ng ty \u0111ang \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 c\u1ee7a Nvidia trong s\u1ea3n xu\u1ea5t:<\/p>\n<p>B\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1. C\u00f4ng c\u1ee5 m\u00f4 ph\u1ecfng FANUC ROBOGUIDE c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u1edbi ph\u1ea7n m\u1ec1m Isaac Sim v\u00e0 Omniverse, cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh ch\u00e2n th\u1ef1c c\u1ee7a \u00f4 s\u1ea3n xu\u1ea5t ho\u1eb7c to\u00e0n b\u1ed9 d\u00e2y chuy\u1ec1n v\u00e0 th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh tr\u01b0\u1edbc khi l\u1eafp \u0111\u1eb7t thi\u1ebft b\u1ecb. Nhi\u1ec1u robot c\u1ee7a FANUC c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y d\u01b0\u1edbi d\u1ea1ng m\u1eabu cho m\u00f4 ph\u1ecfng.<br \/>\nAI bi\u00ean. V\u1edbi Jetsons, robot c\u00f3 th\u1ec3 ph\u1ea3n \u1ee9ng theo th\u1eddi gian th\u1ef1c v\u1edbi c\u00e1c bi\u1ebfn \u0111\u1ed5i c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng kh\u00e1c.<br \/>\nC\u00e0i \u0111\u1eb7t m\u1edf. FANUC \u0111\u00e3 ph\u00e1t h\u00e0nh tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n ROS 2 ch\u00ednh th\u1ee9c v\u00e0 h\u1ed7 tr\u1ee3 Python tr\u00ean c\u00e1c robot c\u00f3 tr\u1ecdng l\u01b0\u1ee3ng t\u1eeb 3 kg \u0111\u1ebfn 2,3 t\u1ea5n.<br \/>\nL\u1eadp tr\u00ecnh ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. FANUC s\u1eed d\u1ee5ng AI c\u1ee7a Nvidia \u0111\u1ec3 robot hi\u1ec3u ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean t\u1eeb nh\u00e2n vi\u00ean v\u00e0 t\u1ef1 \u0111\u1ed9ng t\u1ea1o m\u00e3 Python, cho ph\u00e9p s\u1eed d\u1ee5ng nh\u00e2n s\u1ef1 kh\u00f4ng chuy\u00ean \u0111\u1ec3 l\u1eadp tr\u00ecnh.<\/p>\n<p>\u201cAI V\u1eadt L\u00fd l\u00e0 b\u01b0\u1edbc ti\u1ebfp theo trong t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f4ng nghi\u1ec7p\u201d, Mike Cicco, Ch\u1ee7 t\u1ecbch FANUC cho bi\u1ebft. V\u00e0o th\u00e1ng 7 n\u0103m 2026, Fujitsu \u0111\u00e3 c\u00f4ng b\u1ed1 k\u1ebf ho\u1ea1ch tham gia ph\u00e1t tri\u1ec3n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd c\u00f9ng v\u1edbi FANUC, Yaskawa Electric v\u00e0 Kawasaki Heavy Industries th\u00f4ng qua vi\u1ec7c t\u1ea1o ra giao di\u1ec7n \u0111i\u1ec1u khi\u1ec3n h\u1ee3p t\u00e1c s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 c\u1ee7a Nvidia, bao g\u1ed3m Cosmos, Omniverse, Isaac v\u00e0 Newton. M\u1ed9t \u0111\u1eb7c \u0111i\u1ec3m \u0111\u1eb7c bi\u1ec7t c\u1ee7a n\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 l\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ee7 quy\u1ec1n d\u1eef li\u1ec7u, \u0111i\u1ec1u m\u00e0 theo Fujitsu g\u00f3p ph\u1ea7n c\u1ea3i thi\u1ec7n b\u1ea3o m\u1eadt d\u1eef li\u1ec7u, gi\u1ea3m r\u1ee7i ro th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng v\u00e0 r\u1ee7i ro r\u00f2 r\u1ec9 d\u1eef li\u1ec7u. C\u00e1c ch\u1ee7 nh\u00e0 m\u00e1y lo ng\u1ea1i v\u1ec1 vi\u1ec7c k\u1ebft n\u1ed1i d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t c\u1ee7a h\u1ecd v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o b\u00ean ngo\u00e0i s\u1ebd hi\u1ec3u l\u00fd do t\u1ea1i sao.<\/p>\n<p>Tr\u1ee5 s\u1edf ch\u00ednh: 3580 Shibokusa, Oshino-mura, Minamitsuru-gun, Yamanashi 401-0597, Nh\u1eadt B\u1ea3n. S\u1ed1 \u0111i\u1ec7n tho\u1ea1i: +81-555-84-5555. FANUC America \u0111\u1eb7t t\u1ea1i Rochester Hills, Michigan, Hoa K\u1ef3.<br \/>\nG\u1eedi ph\u1ea3n h\u1ed3i<\/p>\n<h3>BMW: Robot h\u00ecnh ng\u01b0\u1eddi l\u00e0m vi\u1ec7c trong s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf<\/h3>\n<p>BMW \u0111\u00e3 c\u00f4ng b\u1ed1 nhi\u1ec1u s\u1ed1 li\u1ec7u v\u1ec1 robot h\u00ecnh ng\u01b0\u1eddi h\u01a1n b\u1ea5t k\u1ef3 nh\u00e0 s\u1ea3n xu\u1ea5t \u00f4 t\u00f4 n\u00e0o tr\u00ean th\u1ebf gi\u1edbi, \u0111i\u1ec1u n\u00e0y l\u00e0m cho kinh nghi\u1ec7m c\u1ee7a h\u1ecd r\u1ea5t th\u00fa v\u1ecb \u0111\u1ec3 nghi\u00ean c\u1ee9u.<\/p>\n<p>T\u1ea1i Nh\u00e0 m\u00e1y Spartanburg, South Carolina, humanoid Figure 02, do Figure AI s\u1ea3n xu\u1ea5t, \u0111\u00e3 l\u00e0m vi\u1ec7c trong m\u01b0\u1eddi th\u00e1ng t\u1ea1i x\u01b0\u1edfng th\u00e2n xe v\u1edbi tu\u1ea7n l\u00e0m vi\u1ec7c n\u0103m ng\u00e0y c\u00f9ng ca l\u00e0m vi\u1ec7c k\u00e9o d\u00e0i m\u01b0\u1eddi gi\u1edd. BMW tuy\u00ean b\u1ed1 r\u1eb1ng robot n\u00e0y \u0111\u00e3 x\u1eed l\u00fd h\u01a1n 90.000 b\u1ed9 ph\u1eadn trong 1.250 gi\u1edd l\u00e0m vi\u1ec7c, s\u1eafp x\u1ebfp c\u00e1c b\u1ed9 ph\u1eadn \u0111\u1ec3 h\u00e0n v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c milimet, v\u00e0 tham gia s\u1ea3n xu\u1ea5t h\u01a1n 30.000 chi\u1ebfc xe BMW X3. D\u1ef1 \u00e1n th\u00ed \u0111i\u1ec3m cho ph\u00e9p BMW h\u1ecdc h\u1ecfi nhi\u1ec1u \u0111i\u1ec1u b\u1ea5t ng\u1edd v\u1ec1 an to\u00e0n, bao g\u1ed3m vi\u1ec7c gi\u1edbi thi\u1ec7u c\u00e1c r\u00e0o c\u1ea3n v\u00e0 v\u00e1ch ng\u0103n b\u1ed5 sung v\u00e0o n\u01a1i l\u00e0m vi\u1ec7c v\u00e0 c\u1ea3i thi\u1ec7n ph\u1ea1m vi ph\u1ee7 s\u00f3ng m\u1ea1ng 5G trong x\u01b0\u1edfng. N\u00f3 l\u1ea5y c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c nhau t\u1eeb c\u00e1c th\u00f9ng ch\u1ee9a kh\u1ed5ng l\u1ed3 v\u00e0 v\u1eadn chuy\u1ec3n ch\u00fang v\u00e0o c\u00e1c xe \u0111\u1ea9y x\u1eed l\u00fd \u0111\u01a1n h\u00e0ng, cu\u1ed1i c\u00f9ng \u0111\u01b0\u1ee3c g\u1eedi \u0111\u1ebfn d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t theo th\u1ee9 t\u1ef1 ph\u00f9 h\u1ee3p.<\/p>\n<p>BMW \u0111\u00e3 ra m\u1eaft AEON, robot humanoid do Hexagon Robotics ch\u1ebf t\u1ea1o. Hi\u1ec7n t\u1ea1i, AEON cao 1,65 m\u00e9t v\u00e0 n\u1eb7ng 60 kilogram, c\u00f3 kh\u1ea3 n\u0103ng thay \u0111\u1ed5i c\u00e1ch c\u1ea7m n\u1eafm. N\u00f3 b\u1eaft \u0111\u1ea7u s\u1ea3n xu\u1ea5t pin v\u00e0 linh ki\u1ec7n \u0111i\u1ec7n \u00e1p cao b\u1eb1ng c\u00e1ch \u0111\u1ea3m nh\u1eadn c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i \u0111\u00f2i h\u1ecfi nhi\u1ec1u chuy\u1ec3n \u0111\u1ed9ng. Ngo\u00e0i ra, BMW \u0111\u00e3 khai tr\u01b0\u01a1ng Trung t\u00e2m N\u0103ng l\u1ef1c v\u1ec1 AI V\u1eadt l\u00fd trong S\u1ea3n xu\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 c\u00e1c c\u00f4ng ty \u0111\u1ed1i t\u00e1c v\u00e0 chuy\u1ec3n giao c\u00e1c d\u1ef1 \u00e1n t\u1eeb ph\u00f2ng th\u00ed nghi\u1ec7m \u0111\u1ebfn nh\u00e0 m\u00e1y.<\/p>\n<p>\u0110i\u1ec1u quan tr\u1ecdng l\u00e0 c\u00e1c humanoid do BMW t\u1ea1o ra ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1eadn chuy\u1ec3n, \u00e1p d\u1ee5ng v\u00e0 x\u1eed l\u00fd c\u00e1c linh ki\u1ec7n. <span style=\"color: #ff0000;\">Ch\u00fang ch\u1ec9 thay th\u1ebf c\u00e1c ho\u1ea1t \u0111\u1ed9ng logistics h\u01b0\u1edbng \u0111\u1ebfn con ng\u01b0\u1eddi v\u00e0 gi\u1ea3m t\u1ea7m quan tr\u1ecdng c\u1ee7a c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p h\u01a1n trong k\u1ef9 thu\u1eadt v\u00e0 s\u1ea3n xu\u1ea5t.<span style=\"color: #000000;\">.<\/span><\/span> H\u00e0nh vi n\u00e0y n\u00ean \u0111\u01b0\u1ee3c m\u1ecdi doanh nghi\u1ec7p xem x\u00e9t.<\/p>\n<p>\u0110\u1ecba \u0111i\u1ec3m: Petuelring 130, Munich, \u0110\u1ee9c. C\u0169ng c\u00f3 m\u1ed9t nh\u00e0 m\u00e1y Spartanburg \u0111\u1eb7t t\u1ea1i Greer, South Carolina, Hoa K\u1ef3.<br \/>\nG\u1eedi ph\u1ea3n h\u1ed3i<\/p>\n<h3>Hyundai v\u00e0 Boston Dynamics: Humanoids \u1edf quy m\u00f4 c\u00f4ng nghi\u1ec7p<\/h3>\n<p>T\u1eadp \u0111o\u00e0n Hyundai Motor \u0111\u00e3 mua l\u1ea1i Boston Dynamics v\u00e0 \u0111\u1ea7u t\u01b0 ch\u01b0a t\u1eebng c\u00f3 v\u00e0o robot humanoid trong l\u0129nh v\u1ef1c c\u00f4ng nghi\u1ec7p.<\/p>\n<p>T\u1ea1i CES v\u00e0o th\u00e1ng 1 n\u0103m 2026, c\u00f4ng ty \u0111\u00e3 gi\u1edbi thi\u1ec7u s\u1ea3n xu\u1ea5t nhanh robot Atlas. Humanoid n\u00e0y ho\u00e0n to\u00e0n ch\u1ea1y \u0111i\u1ec7n, c\u00f3 56 tr\u1ee5c v\u00e0 c\u00f3 th\u1ec3 c\u1ea7m n\u1eafm l\u00ean \u0111\u1ebfn 50 kilogram. H\u01a1n n\u1eefa, m\u00e1y kh\u00f4ng c\u1ea7n b\u1ea5t k\u1ef3 ngu\u1ed3n n\u0103ng l\u01b0\u1ee3ng b\u00ean ngo\u00e0i n\u00e0o. T\u1eadp \u0111o\u00e0n Hyundai Motor d\u1ef1 \u0111\u1ecbnh s\u1eed d\u1ee5ng Atlas t\u1ea1i nh\u00e0 m\u00e1y li\u00ean doanh c\u1ee7a c\u00f4ng ty \u1edf Hoa K\u1ef3 v\u00e0 c\u00f3 th\u1ec3 s\u1ebd kh\u1edfi \u0111\u1ed9ng s\u1ea3n xu\u1ea5t humanoid t\u1ea1i Hoa K\u1ef3.<\/p>\n<p>Th\u00f4ng qua h\u1ee3p t\u00e1c v\u1edbi Nvidia, Hyundai \u0111ang ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m cho ph\u00e9p c\u00f4ng ty thi\u1ebft l\u1eadp ho\u1ea1t \u0111\u1ed9ng nh\u00e0 m\u00e1y. H\u1ecd c\u0169ng d\u1ef1 \u0111\u1ecbnh \u0111\u1ea7u t\u01b0 kho\u1ea3ng $3 t\u1ef7 v\u00e0o ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 AI V\u1eadt l\u00fd c\u1ee7a H\u00e0n Qu\u1ed1c.<\/p>\n<p>C\u00e1c \u0111\u1ecba \u0111i\u1ec3m nh\u00e0 m\u00e1y c\u1ee7a T\u1eadp \u0111o\u00e0n Hyundai Motor \u0111\u01b0\u1ee3c \u0111\u1eb7t t\u1ea1i Ellabell, Bryan County, Georgia, Hoa K\u1ef3. Boston Dynamics \u0111\u1eb7t t\u1ea1i Waltham, Massachusetts.<\/p>\n<h3>ABB, KUKA, Yaskawa v\u00e0 c\u00e1c c\u00f4ng ty kh\u00e1c<\/h3>\n<p>Ngo\u00e0i ra, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t robot kh\u00e1c c\u0169ng \u0111ang th\u1ec3 hi\u1ec7n s\u1ef1 quan t\u00e2m \u0111\u1ebfn l\u0129nh v\u1ef1c ng\u01b0\u1eddi m\u00e1y. C\u00f4ng ty ABB \u0111ang ph\u00e1t tri\u1ec3n c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh m\u00f4 ph\u1ecfng Omniverse v\u00e0 Isaac \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 c\u1ee7a robot v\u00e0 ki\u1ec3m so\u00e1t ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ch\u00fang. C\u00e1c c\u00f4ng ty nh\u01b0 KUKA v\u00e0 Yaskawa c\u0169ng \u0111ang \u00e1p d\u1ee5ng c\u00e1c m\u00f4 ph\u1ecfng n\u00e0y. Universal Robots \u0111\u00e3 h\u1ee3p t\u00e1c v\u1edbi Skild AI \u0111\u1ec3 l\u00e0m cho cobots c\u1ee7a h\u1ecd c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c nhi\u1ec7m v\u1ee5 c\u01a1 b\u1ea3n.<\/p>\n<h3>C\u00e1c c\u00f4ng ty AI v\u1eadt l\u00fd trong c\u00e1i nh\u00ecn t\u1ed5ng quan<\/h3>\n<table>\n<thead>\n<tr>\n<th>C\u00f4ng ty<\/th>\n<th>Tr\u1ee5 s\u1edf ch\u00ednh<\/th>\n<th>Vai tr\u00f2 trong AI v\u1eadt l\u00fd<\/th>\n<th>C\u00f4ng tr\u00ecnh ch\u1ee7 l\u1ef1c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Nvidia<\/td>\n<td>Santa Clara, Hoa K\u1ef3<\/td>\n<td>N\u1ec1n t\u1ea3ng: m\u00f4 ph\u1ecfng, m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi, m\u00e1y t\u00ednh robot<\/td>\n<td>Isaac Sim, Omniverse, Cosmos 3, GR00T, Jetson Thor<\/td>\n<\/tr>\n<tr>\n<td>FANUC<\/td>\n<td>Oshino, Yamanashi, Nh\u1eadt B\u1ea3n<\/td>\n<td>Robot c\u00f4ng nghi\u1ec7p v\u00e0 CNC<\/td>\n<td>ROBOGUIDE v\u1edbi Isaac Sim, tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n ROS 2, l\u1eadp tr\u00ecnh ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/td>\n<\/tr>\n<tr>\n<td>ABB Robotics<\/td>\n<td>Zurich, Th\u1ee5y S\u0129<\/td>\n<td>Robot c\u00f4ng nghi\u1ec7p<\/td>\n<td>Tri\u1ec3n khai \u1ea3o v\u1edbi Omniverse, Jetson trong b\u1ed9 \u0111i\u1ec1u khi\u1ec3n<\/td>\n<\/tr>\n<tr>\n<td>KUKA<\/td>\n<td>Augsburg, \u0110\u1ee9c<\/td>\n<td>Robot c\u00f4ng nghi\u1ec7p<\/td>\n<td>Omniverse v\u00e0 Isaac trong tri\u1ec3n khai \u1ea3o<\/td>\n<\/tr>\n<tr>\n<td>Yaskawa<\/td>\n<td>Kitakyushu, Nh\u1eadt B\u1ea3n<\/td>\n<td>Robot c\u00f4ng nghi\u1ec7p v\u00e0 b\u1ed9 truy\u1ec1n \u0111\u1ed9ng<\/td>\n<td>T\u00edch h\u1ee3p m\u00f4 ph\u1ecfng; n\u1ec1n t\u1ea3ng AI v\u1eadt l\u00fd Fujitsu<\/td>\n<\/tr>\n<tr>\n<td>T\u1eadp \u0111o\u00e0n BMW<\/td>\n<td>Munich, \u0110\u1ee9c<\/td>\n<td>Nh\u00e0 s\u1ea3n xu\u1ea5t v\u00e0 ng\u01b0\u1eddi d\u00f9ng th\u1eed nghi\u1ec7m<\/td>\n<td>H\u00ecnh 02 v\u00e0 03 t\u1ea1i Spartanburg, Hexagon AEON t\u1ea1i Leipzig<\/td>\n<\/tr>\n<tr>\n<td>Hyundai \/ Boston Dynamics<\/td>\n<td>Seoul, H\u00e0n Qu\u1ed1c \/ Waltham, Hoa K\u1ef3<\/td>\n<td>Nh\u00e0 s\u1ea3n xu\u1ea5t v\u00e0 nh\u00e0 l\u00e0m ng\u01b0\u1eddi m\u00e1y<\/td>\n<td>Atlas t\u1ea1i Metaplant America t\u1eeb n\u0103m 2028; nh\u00e0 m\u00e1y AI Nvidia<\/td>\n<\/tr>\n<tr>\n<td>Figure AI<\/td>\n<td>California, Hoa K\u1ef3<\/td>\n<td>Nh\u00e0 l\u00e0m ng\u01b0\u1eddi m\u00e1y<\/td>\n<td>Figure 02 v\u00e0 03 t\u1ea1i BMW<\/td>\n<\/tr>\n<tr>\n<td>Hexagon Robotics<\/td>\n<td>Stockholm, Th\u1ee5y \u0110i\u1ec3n (Hexagon)<\/td>\n<td>Nh\u00e0 l\u00e0m ng\u01b0\u1eddi m\u00e1y<\/td>\n<td>AEON t\u1ea1i BMW Leipzig<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>V\u00ed d\u1ee5 v\u1ec1 AI v\u1eadt l\u00fd tr\u00ean s\u00e0n nh\u00e0 m\u00e1y ng\u00e0y nay<\/h2>\n<p>Ngo\u00e0i c\u00e1c video kh\u00e1i ni\u1ec7m, c\u00e1c \u0111o\u1ea1n tr\u01b0\u1edbc \u0111\u00e2y tr\u00ecnh b\u00e0y t\u1ed5ng quan to\u00e0n di\u1ec7n v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a AI v\u1eadt l\u00fd \u0111\u00e3 \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh ho\u1eb7c \u0111ang trong qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m:<\/p>\n<p>T\u1ea3i c\u00e1c b\u1ed9 ph\u1eadn \u0111\u1ec3 h\u00e0n. Nh\u01b0 th\u1ec3 hi\u1ec7n trong H\u00ecnh 2, c\u00e1c b\u1ed9 ph\u1eadn \u0111\u01b0\u1ee3c h\u00e0n cho ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t \u00f4 t\u00f4 c\u1ee7a BMW \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng h\u01a1n m\u01b0\u1eddi th\u00e1ng.<br \/>\nS\u1eafp x\u1ebfp c\u00e1c b\u1ed9 ph\u1eadn. Minh h\u1ecda trong H\u00ecnh 3, t\u1ea1i c\u01a1 s\u1edf Spartanburg v\u00e0 b\u1eaft \u0111\u1ea7u t\u1eeb n\u0103m 2028, Atlas s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng t\u1ea1i \u0111\u1ecba \u0111i\u1ec3m Hyundai \u0111\u1ec3 minh h\u1ecda vi\u1ec7c s\u1eafp x\u1ebfp v\u00e0 ph\u00e2n lo\u1ea1i c\u00e1c th\u00e0nh ph\u1ea7n cho s\u1ea3n xu\u1ea5t.<br \/>\nS\u1ea3n xu\u1ea5t pin v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n. Pin \u0111i\u1ec7n \u00e1p cao do BMW Leipzig s\u1ea3n xu\u1ea5t s\u1eed d\u1ee5ng ch\u01b0\u01a1ng tr\u00ecnh AEON c\u1ee7a Hexagon.<br \/>\nKh\u1edfi \u0111\u1ed9ng \u1ea3o v\u00e0 tri\u1ec3n khai. Omniverse v\u00e0 Isaac Sim s\u1ebd cho ph\u00e9p m\u00f4 ph\u1ecfng c\u00e1c robot ABB, FANUC, KUKA v\u00e0 Yaskawa c\u00f9ng l\u1eadp tr\u00ecnh c\u1ee7a ch\u00fang tr\u01b0\u1edbc khi \u0111\u01b0\u1ee3c tri\u1ec3n khai s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf.<br \/>\nL\u1eadp tr\u00ecnh d\u1ef1a tr\u00ean ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. L\u1eadp tr\u00ecnh robot c\u1ee7a FANUC chuy\u1ec3n \u0111\u1ed5i c\u00e1c l\u1ec7nh n\u00f3i th\u00e0nh ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python.<br \/>\nL\u1eafp r\u00e1p \u0111i\u1ec7n t\u1eed ch\u00ednh x\u00e1c cao. C\u01a1 s\u1edf s\u1ea3n xu\u1ea5t quy m\u00f4 l\u1edbn do Foxconn v\u1eadn h\u00e0nh, s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n b\u1edfi Skild AI, \u0111\u00e3 ch\u1ee9ng minh t\u00ednh kh\u1ea3 thi c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng nh\u00e0 m\u00e1y Blackwell c\u1ee7a Nvidia c\u0169ng nh\u01b0 c\u00e1c nguy\u00ean t\u1eafc \u0111\u1eb1ng sau s\u1ea3n xu\u1ea5t c\u1ee7a n\u00f3.<br \/>\nX\u1eed l\u00fd d\u00e2y v\u00e0 c\u00e1p. Samsung ti\u1ebfp t\u1ee5c \u0111\u00e0o t\u1ea1o robot \u0111\u1ec3 thao t\u00e1c d\u00e2y t\u1ea1i c\u00e1c c\u01a1 s\u1edf c\u1ee7a m\u00ecnh, m\u00f4 ph\u1ecfng c\u00f4ng vi\u1ec7c kh\u00f3 kh\u0103n khi l\u00e0m vi\u1ec7c v\u1edbi d\u00e2y linh ho\u1ea1t b\u1eb1ng c\u00f4ng ngh\u1ec7 robot truy\u1ec1n th\u1ed1ng.<\/p>\n<p>Nh\u00ecn chung, xu h\u01b0\u1edbng l\u00e0 h\u01b0\u1edbng t\u1edbi s\u1ef1 \u0111a d\u1ea1ng. Robot h\u00ecnh ng\u01b0\u1eddi \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng khi c\u00e1c b\u1ed9 ph\u1eadn \u0111\u1ebfn m\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i v\u00e0 khi m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c h\u01b0\u1edbng t\u1edbi ng\u01b0\u1eddi lao \u0111\u1ed9ng. C\u00e1nh tay robot \u0111\u01b0\u1ee3c trang b\u1ecb AI s\u1ebd \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p c\u00e1c b\u1ed9 ph\u1eadn \u0111\u01b0\u1ee3c \u0111\u1ea1i di\u1ec7n b\u1edfi c\u00e1c y\u1ebfu t\u1ed1 linh ho\u1ea1t lu\u00f4n chuy\u1ec3n \u0111\u1ed9ng. V\u1ec1 c\u00e1c quy tr\u00ecnh \u1ed5n \u0111\u1ecbnh, AI h\u1ed7 tr\u1ee3 l\u00e0m vi\u1ec7c v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn thay v\u00ec thay th\u1ebf c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.<\/p>\n<h2>Ki\u1ec3m tra th\u1ef1c t\u1ebf: T\u1ea1i sao robot h\u00ecnh ng\u01b0\u1eddi s\u1ebd kh\u00f4ng l\u1eafp r\u00e1p c\u1ea7u dao c\u1ee7a b\u1ea1n<\/h2>\n<p>N\u00f3i th\u1eb3ng ra, m\u1ed9t s\u1ed1 qu\u1ea3n l\u00fd nh\u00e0 m\u00e1y \u0111\u01b0\u1ee3c xem c\u00e1c video v\u1ec1 robot h\u00ecnh ng\u01b0\u1eddi v\u00e0 \u0111\u01b0\u1ee3c h\u1ecfi li\u1ec7u h\u1ecd c\u00f3 chi\u1ebfn l\u01b0\u1ee3c robot hay kh\u00f4ng.<\/p>\n<p><span style=\"color: #ff0000;\">Robot h\u00ecnh ng\u01b0\u1eddi trong s\u1ea3n xu\u1ea5t<\/span> c\u00f3 \u00fd ngh\u0129a khi c\u00f4ng vi\u1ec7c c\u00f3 h\u00ecnh d\u1ea1ng con ng\u01b0\u1eddi: di chuy\u1ec3n c\u01a1 th\u1ec3 quanh nh\u00e0 m\u00e1y, v\u1edbi tay v\u00e0o k\u1ec7 v\u00e0 giao c\u00e1c b\u1ed9 ph\u1eadn k\u00edch th\u01b0\u1edbc kh\u00e1c nhau trong kh\u00f4ng gian gi\u1ed1ng con ng\u01b0\u1eddi. Ng\u01b0\u1ee3c l\u1ea1i, ch\u00fang v\u00f4 d\u1ee5ng cho c\u00e1c c\u00f4ng vi\u1ec7c nh\u1ecf v\u00e0 nhanh. V\u00ed d\u1ee5 v\u1ec1 l\u1eafp r\u00e1p c\u1ea7u dao minh h\u1ecda \u0111i\u1ec1u n\u00e0y r\u1ea5t r\u00f5.<\/p>\n<table>\n<thead>\n<tr>\n<th>Y\u00eau c\u1ea7u<\/th>\n<th>Nhu c\u1ea7u s\u1ea3n xu\u1ea5t MCB \u0111i\u1ec3n h\u00ecnh<\/th>\n<th>Robot h\u00ecnh ng\u01b0\u1eddi \u0111a n\u0103ng<\/th>\n<th>M\u00e1y chuy\u00ean d\u1ee5ng v\u1edbi \u0111i\u1ec1u khi\u1ec3n th\u1ecb gi\u00e1c v\u00e0 l\u1ef1c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Th\u1eddi gian chu k\u1ef3<\/td>\n<td>Kho\u1ea3ng 1,5\u20133,5 gi\u00e2y cho m\u1ed7i thao t\u00e1c<\/td>\n<td>Thi\u1ebft k\u1ebf cho s\u1ef1 linh ho\u1ea1t thay v\u00ec chu k\u1ef3 th\u1eddi gian t\u00ednh b\u1eb1ng gi\u00e2y<\/td>\n<td>Thi\u1ebft k\u1ebf d\u1ef1a tr\u00ean th\u1eddi gian takt m\u1ee5c ti\u00eau<\/td>\n<\/tr>\n<tr>\n<td>\u0110\u1ecbnh v\u1ecb<\/td>\n<td>\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ebfn ph\u1ea7n tr\u0103m milim\u00e9t<\/td>\n<td>BMW b\u00e1o c\u00e1o \u0111\u1ed9 ch\u00ednh x\u00e1c milim\u00e9t khi \u0111\u1ecbnh v\u1ecb c\u00e1c b\u1ed9 ph\u1eadn<\/td>\n<td>C\u0103n ch\u1ec9nh th\u1ecb gi\u00e1c \u00b10,02\u20130,05 mm tr\u00ean m\u00e1y Benlong<\/td>\n<\/tr>\n<tr>\n<td>L\u1ef1c trong quy tr\u00ecnh<\/td>\n<td>H\u00e0ng tr\u0103m newton \u0111\u1ebfn v\u00e0i kN, \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t trong ph\u1ea1m vi v\u00e0i ph\u1ea7n tr\u0103m<\/td>\n<td>Kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf nh\u01b0 \u0111\u1ea7u \u00e9p ho\u1eb7c h\u00e0n<\/td>\n<td>\u0110i\u1ec1u khi\u1ec3n l\u1ef1c servo, v\u00ed d\u1ee5 100\u20131.000 N t\u1ea1i \u00b13%<\/td>\n<\/tr>\n<tr>\n<td>D\u1eef li\u1ec7u theo \u0111\u01a1n v\u1ecb<\/td>\n<td>\u0110\u01b0\u1eddng cong l\u1ef1c, n\u0103ng l\u01b0\u1ee3ng h\u00e0n ho\u1eb7c th\u1eddi gian ng\u1eaft cho m\u1ed7i s\u1ed1 s\u00ea-ri<\/td>\n<td>Ph\u1ee5 thu\u1ed9c v\u00e0o t\u00edch h\u1ee3p<\/td>\n<td>Ghi l\u1ea1i theo t\u1eebng \u0111\u01a1n v\u1ecb v\u00e0 g\u1eedi \u0111\u1ebfn MES<\/td>\n<\/tr>\n<tr>\n<td>S\u1eed d\u1ee5ng t\u1ed1t nh\u1ea5t<\/td>\n<td>\u2014<\/td>\n<td>Logistics, s\u1eafp x\u1ebfp th\u1ee9 t\u1ef1, ch\u0103m s\u00f3c m\u00e1y, x\u1eed l\u00fd v\u1eadt li\u1ec7u<\/td>\n<td>\u0110inh t\u00e1n, h\u00e0n, ki\u1ec3m tra, l\u1eafp r\u00e1p<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0110i\u1ec1u n\u00e0y kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 robot h\u00ecnh ng\u01b0\u1eddi kh\u00f4ng c\u00f3 vai tr\u00f2 trong s\u1ea3n xu\u1ea5t thi\u1ebft b\u1ecb \u0111i\u1ec7n. BMW v\u00e0 Hyundai \u0111ang th\u1eed nghi\u1ec7m robot th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 di chuy\u1ec3n cu\u1ed9n d\u00e2y, n\u1ea1p b\u0103ng \u0111\u1ea1n ho\u1eb7c v\u1eadn chuy\u1ec3n th\u00f9ng carton ho\u00e0n ch\u1ec9nh. Tuy nhi\u00ean, <span style=\"color: #ff0000;\">c\u00e1c h\u00e0nh \u0111\u1ed9ng t\u1ea1o gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 li\u00ean quan \u0111\u1ebfn s\u1ea3n xu\u1ea5t c\u1ea7u dao ch\u1ec9 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi c\u00e1c m\u00e1y chuy\u00ean d\u1ee5ng \u0111\u01b0\u1ee3c trang b\u1ecb h\u1ec7 th\u1ed1ng c\u1ea3m bi\u1ebfn v\u00e0 \u0111i\u1ec1u khi\u1ec3n ho\u1ea1t \u0111\u1ed9ng trong \u0111i\u1ec1u ki\u1ec7n v\u00f2ng k\u00edn<\/span>.<\/p>\n<h2>N\u01a1i AI V\u1eadt l\u00fd Ho\u1ea1t \u0111\u1ed9ng: C\u1ea3m nh\u1eadn v\u00e0 H\u00e0nh \u0111\u1ed9ng trong V\u00f2ng k\u00edn<\/h2>\n<p>Khi n\u00f3i v\u1ec1 s\u1ea3n xu\u1ea5t ch\u00ednh x\u00e1c, ph\u1ea7n l\u1edbn l\u00e0 m\u1ed9t ho\u1ea1t \u0111\u1ed9ng di\u1ec5n ra trong v\u00f2ng l\u1eb7p su\u1ed1t t\u1ea5t c\u1ea3 c\u00e1c chu k\u1ef3. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m b\u1ed1n b\u01b0\u1edbc:<\/p>\n<p>C\u1ea3m nh\u1eadn \u2013 m\u1ed9t camera nh\u1eadn di\u1ec7n b\u1ed9 ph\u1eadn, sau \u0111\u00f3 s\u1eed d\u1ee5ng c\u1ea3m bi\u1ebfn l\u1ef1c ho\u1eb7c \u0111\u1ed9ng c\u01a1 servo, \u0111o l\u1ef1c ch\u1ed1ng l\u1ea1i chuy\u1ec3n \u0111\u1ed9ng, trong khi bi\u1ebfn t\u1ea7n hi\u1ec3n th\u1ecb n\u0103ng l\u01b0\u1ee3ng s\u1eed d\u1ee5ng cho h\u00e0n, v\u00e0 t\u00edn hi\u1ec7u ki\u1ec3m tra x\u00e1c \u0111\u1ecbnh th\u1eddi gian ng\u1eaft.<br \/>\nQuy\u1ebft \u0111\u1ecbnh \u2013 b\u1ed9 \u0111i\u1ec1u khi\u1ec3n so s\u00e1nh t\u00edn hi\u1ec7u nh\u1eadn \u0111\u01b0\u1ee3c v\u1edbi m\u1eabu \u201cv\u00e0ng\u201d \u0111\u00e3 bi\u1ebft \u0111\u1ed3ng th\u1eddi so s\u00e1nh v\u1edbi c\u00e1c gi\u1edbi h\u1ea1n do k\u1ef9 s\u01b0 x\u00e1c \u0111\u1ecbnh. Ngo\u00e0i ra, thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 l\u00e0m \u0111i\u1ec1u m\u00e0 h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean quy t\u1eafc kh\u00f4ng th\u1ec3: ph\u00e1t hi\u1ec7n s\u1ef1 kh\u1edfi \u0111\u1ea7u c\u1ee7a c\u00e1c \u0111\u01b0\u1eddng cong l\u1ed7i thay v\u00ec ch\u1ec9 th\u1ea5y m\u1ed9t trong c\u00e1c gi\u00e1 tr\u1ecb v\u01b0\u1ee3t qu\u00e1 gi\u1edbi h\u1ea1n.<br \/>\nH\u00e0nh \u0111\u1ed9ng \u2013 m\u00e1y c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh v\u1ecb tr\u00ed c\u1ee7a b\u1ed9 ph\u1eadn tr\u01b0\u1edbc khi gh\u00e9p n\u1ed1i, d\u1eebng l\u1ea1i khi c\u00f3 t\u00edn hi\u1ec7u b\u1ea5t th\u01b0\u1eddng ho\u1eb7c lo\u1ea1i b\u1ecf b\u1ed9 ph\u1eadn, ho\u1eb7c \u00edt nh\u1ea5t l\u00e0 thu h\u00fat s\u1ef1 ch\u00fa \u00fd \u0111\u1ebfn xu h\u01b0\u1edbng nh\u1ea5t \u0111\u1ecbnh.<br \/>\nH\u1ecdc \u2013 m\u1ed7i t\u00edn hi\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c l\u01b0u d\u01b0\u1edbi s\u1ed1 s\u00ea-ri c\u1ee5 th\u1ec3 d\u00f9ng cho vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh\/thu\u1eadt to\u00e1n.<\/p>\n<p>Ba quy tr\u00ecnh \u0111\u01b0\u1ee3c gi\u1ea3i th\u00edch d\u01b0\u1edbi \u0111\u00e2y cho s\u1ea3n xu\u1ea5t b\u1ed9 ng\u1eaft m\u1ea1ch thu nh\u1ecf minh h\u1ecda cho quy tr\u00ecnh n\u00e0y. <span style=\"color: #ff0000;\">Ph\u1ea7n c\u1ee9ng d\u00f9ng \u0111\u1ec3 c\u1ea3m bi\u1ebfn d\u1eef li\u1ec7u v\u00e0 ghi d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh t\u1ed3n t\u1ea1i trong c\u00e1c m\u00e1y hi\u1ec7n nay.<\/span>.<\/p>\n<h3>\u0110inh t\u00e1n: \u0110\u1ecdc \u0111\u01b0\u1eddng cong L\u1ef1c-D\u1ecbch chuy\u1ec3n<\/h3>\n<p>\u0110inh t\u00e1n l\u00e0 ph\u01b0\u01a1ng ph\u00e1p gh\u00e9p c\u00e1c c\u1ef1c b\u1ed9 ng\u1eaft th\u00e0nh c\u00e1c \u0111\u01a1n v\u1ecb ch\u1ee9a nhi\u1ec1u c\u1ef1c v\u00e0 t\u1ea1o k\u1ebft n\u1ed1i v\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a ti\u1ebfp \u0111i\u1ec3m b\u1ea1c. M\u1ed9t chi\u1ebfc \u0111inh t\u00e1n c\u00f3 th\u1ec3 tr\u00f4ng \u0111\u1eb9p t\u1eeb b\u00ean ngo\u00e0i, nh\u01b0ng v\u1eabn c\u00f3 th\u1ec3 b\u1ecb l\u1ecfng, n\u1ee9t ho\u1eb7c qu\u00e1 ng\u1eafn.<\/p>\n<p>Tr\u00ean m\u1ed9t <a href=\"https:\/\/benlongkj.com\/vi\/mcb-muti-pole-automatic-assembly-machine-product\/\">M\u00e1y l\u1eafp r\u00e1p t\u1ef1 \u0111\u1ed9ng \u0111a c\u1ef1c MCB<\/a>, th\u00e0nh b\u00ean c\u1ee7a b\u1ed9 ph\u1eadn \u0111\u01b0\u1ee3c c\u0103n ch\u1ec9nh v\u00e0 c\u00e2n b\u1eb1ng v\u1edbi camera v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u00b10,05 mm. B\u1ea5t k\u1ef3 b\u1ed9 ph\u1eadn n\u00e0o kh\u00f4ng th\u1eb3ng h\u00e0ng s\u1ebd b\u1ecb lo\u1ea1i b\u1ecf kh\u1ecfi qu\u00e1 tr\u00ecnh gia c\u00f4ng ti\u1ebfp theo. H\u1ec7 th\u1ed1ng \u0111inh t\u00e1n sau \u0111\u00f3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng, v\u1edbi l\u1ef1c t\u1eeb 500 N \u0111\u1ebfn 5 kN, v\u00e0 c\u00e1c tham s\u1ed1 c\u1ee7a ho\u1ea1t \u0111\u1ed9ng \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t li\u00ean t\u1ee5c, c\u00f3 can thi\u1ec7p khi c\u00f3 b\u1ea5t th\u01b0\u1eddng. M\u00e1y c\u0169ng \u0111o c\u00e1c tham s\u1ed1 kh\u00e1c, bao g\u1ed3m s\u1ed1 l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 s\u00e2u \u0111inh t\u00e1n.<\/p>\n<p>\u0110inh t\u00e1n ti\u1ebfp \u0111i\u1ec3m mang l\u1ea1i hi\u1ec7u qu\u1ea3 cao h\u01a1n. A <a href=\"https:\/\/benlongkj.com\/vi\/wall-switch-sliver-contact-automatic-riveting-machine-product\/\">m\u00e1y \u0111inh t\u00e1n t\u1ef1 \u0111\u1ed9ng ti\u1ebfp \u0111i\u1ec3m b\u1ea1c<\/a> s\u1eed d\u1ee5ng camera v\u00e0 ph\u1ea1m vi l\u1ef1c t\u1eeb 100-1.000 N, c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u01b0\u1eddng cong \u0111\u1eb7c t\u00ednh l\u1ef1c-d\u1ecbch chuy\u1ec3n ph\u1ee5 thu\u1ed9c v\u00e0o lo\u1ea1i \u0111inh t\u00e1n c\u1ee5 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/p>\n<p>\u0110\u00e2y l\u00e0 c\u00e1ch AI v\u1eadt l\u00fd \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng. M\u1ed9t gi\u1edbi h\u1ea1n c\u00f3 th\u1ec3 ch\u1ec9 ra r\u1eb1ng gi\u00e1 tr\u1ecb t\u1ed1i \u0111a c\u1ea7n thi\u1ebft \u0111\u00e3 b\u1ecb v\u01b0\u1ee3t qu\u00e1. Tuy nhi\u00ean, r\u1ea5t kh\u00f3 \u0111\u1ec3 gi\u1ea3i th\u00edch r\u1eb1ng s\u1ef1 c\u1ed1 quy tr\u00ecnh c\u00f3 th\u1ec3 do thi\u1ebfu ti\u1ebfp \u0111i\u1ec3m, \u0111\u1ea7u \u0111inh t\u00e1n b\u1ecb g\u00e3y, con \u0111\u1ed9t m\u00f2n, ho\u1eb7c th\u00e0nh ph\u1ea7n v\u1eadt li\u1ec7u s\u1eed d\u1ee5ng trong qu\u00e1 tr\u00ecnh gia c\u00f4ng kh\u00e1c v\u1edbi l\u00f4 h\u00e0ng tr\u01b0\u1edbc \u0111\u00f3.<\/p>\n<h3>H\u00e0n ti\u1ebfp \u0111i\u1ec3m: H\u1ecdc t\u1eeb n\u0103ng l\u01b0\u1ee3ng h\u00e0n v\u00e0 d\u1ecbch chuy\u1ec3n<\/h3>\n<p>C\u00e1c \u0111\u1ea7u n\u1ed1i \u0111\u01b0\u1ee3c l\u00e0m b\u1eb1ng ph\u01b0\u01a1ng ph\u00e1p h\u00e0n, c\u00e1c \u0111i\u1ec3m b\u1ea1c tr\u00ean \u0111\u1ea7u n\u1ed1i \u0111\u1ed3ng, d\u1ea3i kim lo\u1ea1i k\u00e9p cho chuy\u1ec3n \u0111\u1ed9ng v\u00e0 b\u1ec7n \u0111\u1ed3ng, b\u1ed9 ph\u1eadn ng\u1eaft t\u1eeb t\u00ednh. H\u00e0n ngu\u1ed9i c\u00f3 th\u1ec3 v\u01b0\u1ee3t qua ki\u1ec3m tra b\u1eb1ng m\u1eaft v\u00e0 th\u1ea5t b\u1ea1i t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng.<\/p>\n<p>Tr\u00ean m\u1ed9t <a href=\"https:\/\/benlongkj.com\/vi\/sliver-dot-contact-automatic-welding-machine-product\/\">m\u00e1y h\u00e0n t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec3m b\u1ea1c v\u00e0 ti\u1ebfp \u0111i\u1ec3m<\/a>, h\u00e0n \u0111i\u1ec7n tr\u1edf \u0111\u01b0\u1ee3c c\u1ea5p ngu\u1ed3n b\u1edfi b\u1ed9 bi\u1ebfn t\u1ea7n DC t\u1ea7n s\u1ed1 trung b\u00ecnh 1\u20134 kHz, v\u1edbi l\u1ef1c \u0111i\u1ec7n c\u1ef1c \u0111i\u1ec1u khi\u1ec3n servo t\u1eeb 50\u2013500 N t\u1ea1i \u00b15%. L\u01b0\u1ee3ng n\u0103ng l\u01b0\u1ee3ng h\u00e0n c\u00f3 th\u1ec3 so s\u00e1nh v\u1edbi h\u1ed3 s\u01a1 cho m\u1ed7i m\u1ed1i h\u00e0n, c\u1ea3m bi\u1ebfn d\u1ecbch chuy\u1ec3n v\u00e0 l\u1ef1c ph\u00e1t hi\u1ec7n c\u00e1c b\u1ed9 ph\u1eadn kh\u00f4ng \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh \u0111\u00fang v\u00e0 ghi l\u1ea1i n\u0103ng l\u01b0\u1ee3ng h\u00e0n v\u00e0 s\u1ed1 chu k\u1ef3 r\u1ed3i g\u1eedi \u0111\u1ebfn MES.<\/p>\n<p>Nguy\u00ean t\u1eafc t\u01b0\u01a1ng t\u1ef1 \u00e1p d\u1ee5ng cho <a href=\"https:\/\/benlongkj.com\/vi\/mcb-bimetallic-moving-contact-copper-braid-automatic-welding-machine-product\/\">m\u00e1y h\u00e0n d\u1ea3i kim lo\u1ea1i k\u00e9p, ti\u1ebfp \u0111i\u1ec3m chuy\u1ec3n \u0111\u1ed9ng v\u00e0 b\u1ec7n \u0111\u1ed3ng<\/a>, ho\u1ea1t \u0111\u1ed9ng v\u1edbi t\u1ed1c \u0111\u1ed9 1.200\u20131.320 chi\u1ebfc m\u1ed7i gi\u1edd v\u00e0 lo\u1ea1i b\u1ecf b\u1ea5t k\u1ef3 m\u1ed1i n\u1ed1i n\u00e0o c\u00f3 n\u0103ng l\u01b0\u1ee3ng v\u00e0 d\u1ecbch chuy\u1ec3n n\u1eb1m ngo\u00e0i \u0111\u01b0\u1eddng cong c\u1ee7a ch\u00fang. <a href=\"https:\/\/benlongkj.com\/vi\/mcb-magnetic-trip-set-automatic-welding-machine-product\/\">m\u00e1y h\u00e0n t\u1ef1 \u0111\u1ed9ng b\u1ed9 ng\u1eaft t\u1eeb t\u00ednh<\/a> b\u1ed5 sung c\u0103n ch\u1ec9nh h\u01b0\u1edbng d\u1eabn b\u1eb1ng h\u00ecnh \u1ea3nh v\u00e0 ki\u1ec3m tra \u0111i\u1ec7n tr\u1edf tr\u1ef1c tuy\u1ebfn sau m\u1ed7i m\u1ed1i h\u00e0n, lo\u1ea1i b\u1ecf c\u00e1c m\u1ed1i n\u1ed1i v\u01b0\u1ee3t qu\u00e1 gi\u1edbi h\u1ea1n \u0111\u1eb7t tr\u01b0\u1edbc, th\u01b0\u1eddng l\u00e0 0,1 m\u03a9.<\/p>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd s\u1ebd bi\u1ebfn t\u00edn hi\u1ec7u n\u00e0y th\u00e0nh th\u1ee9 g\u00ec \u0111\u00f3 h\u1eefu \u00edch. M\u00f2n \u0111i\u1ec7n c\u1ef1c th\u1ec3 hi\u1ec7n d\u1ea7n qua c\u00e1c thay \u0111\u1ed5i trong \u0111\u1ed3 th\u1ecb n\u0103ng l\u01b0\u1ee3ng v\u00e0 d\u1ecbch chuy\u1ec3n. Hi\u1ec7n t\u1ea1i, c\u00e1c m\u00e1y n\u00e0y \u0111\u1ebfm s\u1ed1 l\u1ea7n h\u00e0n tr\u00ean m\u1ed7i \u0111i\u1ec7n c\u1ef1c v\u00e0 c\u1ea3nh b\u00e1o khi c\u1ea7n thay th\u1ebf; m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean nh\u1eefng d\u1eef li\u1ec7u n\u00e0y s\u1ebd cho ph\u00e9p d\u1ef1 \u0111o\u00e1n s\u1ef1 gi\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng h\u00e0n tr\u01b0\u1edbc khi b\u1ea5t k\u1ef3 khuy\u1ebft t\u1eadt n\u00e0o xu\u1ea5t hi\u1ec7n.<\/p>\n<h3>Ki\u1ec3m tra ng\u1eaft m\u1ea1ch t\u1eeb: Ph\u00e1t hi\u1ec7n tr\u00f4i d\u1ea1t qua c\u00e1c tr\u1ea1m<\/h3>\n<p>Theo ti\u00eau chu\u1ea9n IEC 60898-1, c\u00e1c c\u1ea7u dao \u0111i\u1ec7n \u00e1p ho\u1ea1t \u0111\u1ed9ng theo c\u00e1c \u0111\u01b0\u1eddng cong \u0111\u1eb7c tr\u01b0ng c\u1ee7a ch\u00fang. Ng\u1eaft m\u1ea1ch t\u1ee9c th\u1eddi c\u1ee7a c\u00e1c c\u1ea7u dao n\u00e0y n\u1eb1m trong gi\u1edbi h\u1ea1n \u0111\u01b0\u1ee3c quy \u0111\u1ecbnh b\u1edfi c\u00e1c \u0111\u01b0\u1eddng cong n\u00e0y: kho\u1ea3ng 3-5 l\u1ea7n d\u00f2ng \u0111\u1ecbnh m\u1ee9c cho \u0111\u01b0\u1eddng cong B, 5-10 l\u1ea7n cho \u0111\u01b0\u1eddng cong C v\u00e0 10-20 l\u1ea7n cho \u0111\u01b0\u1eddng cong D. M\u1eb7c d\u00f9 c\u1ea7u dao kh\u00f4ng \u0111\u01b0\u1ee3c ng\u1eaft trong th\u1eddi gian d\u01b0\u1edbi 0,1 gi\u00e2y, nh\u01b0ng kh\u00f4ng \u0111\u01b0\u1ee3c v\u01b0\u1ee3t qu\u00e1 c\u00e1c gi\u1edbi h\u1ea1n \u0111\u00e3 n\u00eau.<\/p>\n<p>M\u1ed8T <a href=\"https:\/\/benlongkj.com\/vi\/mcb-automatic-magnetic-trip-test-on-off-high-voltage-test-machine-product\/\">M\u00e1y ki\u1ec3m tra ng\u1eaft m\u1ea1ch t\u1eeb t\u1ef1 \u0111\u1ed9ng MCB v\u00e0 ki\u1ec3m tra \u0111i\u1ec7n \u00e1p cao<\/a> \u00e1p d\u1ee5ng d\u00f2ng th\u1eed c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c v\u1edbi c\u00e1c m\u1ee9c 5x, 7,5x v\u00e0 10x d\u00f2ng \u0111\u1ecbnh m\u1ee9c cho c\u00e1c \u0111\u01b0\u1eddng cong B, C v\u00e0 D t\u01b0\u01a1ng \u1ee9ng. Thi\u1ebft b\u1ecb ki\u1ec3m tra th\u1eddi gian ng\u1eaft v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u00b11ms, \u0111o \u0111i\u1ec7n tr\u1edf ti\u1ebfp x\u00fac d\u01b0\u1edbi 0,5m\u03a9, v\u00e0 ki\u1ec3m tra \u0111i\u1ec7n tr\u1edf c\u00e1ch \u0111i\u1ec7n \u1edf m\u1ee9c 4000V. C\u00e1c ph\u00e9p \u0111o nh\u01b0 th\u1eddi gian ng\u1eaft, s\u1ef1 ki\u1ec7n (b\u1eadt\/t\u1eaft), d\u00f2ng r\u00f2, \u0111\u1ea1t\/kh\u00f4ng \u0111\u1ea1t v\u00e0 d\u1ea5u th\u1eddi gian \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong h\u1ec7 th\u1ed1ng MES s\u1eed d\u1ee5ng giao th\u1ee9c OPC UA.<\/p>\n<p>\u0110\u00e2y l\u00e0 n\u01a1i s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ea1i l\u00fd b\u1eaft \u0111\u1ea7u m\u1edd nh\u1ea1t. Th\u1eadt v\u1eady, k\u1ebft qu\u1ea3 ng\u1eaft m\u1ea1ch x\u00e1c \u0111\u1ecbnh ch\u1eadm th\u01b0\u1eddng d\u1ef1a tr\u00ean m\u1ed9t qu\u00e1 tr\u00ecnh trong qu\u00e1 kh\u1ee9, v\u00ed d\u1ee5 nh\u01b0 h\u00e0n cu\u1ed9n d\u00e2y, yoke t\u1eeb nh\u00e0 cung c\u1ea5p m\u1edbi ho\u1eb7c thay \u0111\u1ed5i \u0111inh t\u00e1n. Khi \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u00e0o h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u, m\u1ed9t m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 truy ng\u01b0\u1ee3c k\u1ebft qu\u1ea3 ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ebfn c\u00e1c t\u00edn hi\u1ec7u h\u00e0n v\u00e0 \u0111inh t\u00e1n c\u1ee7a MCB \u0111ang \u0111\u01b0\u1ee3c \u0111i\u1ec1u tra. Ch\u00fang t\u00f4i <a href=\"https:\/\/benlongkj.com\/vi\/blog\/agentic-ai-in-manufacturing\/\">h\u01b0\u1edbng d\u1eabn tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ea1i l\u00fd<\/a> tr\u00ecnh b\u00e0y c\u00e1ch m\u1ed9t \u0111\u1ea1i l\u00fd ch\u1ea5t l\u01b0\u1ee3ng c\u00f3 th\u1ec3 \u0111i\u1ec1u tra ch\u00ednh x\u00e1c lo\u1ea1i tr\u00f4i d\u1ea1t n\u00e0y tr\u00ean m\u1ed9t <a href=\"https:\/\/benlongkj.com\/vi\/mcb-automatic-testing-line-product\/\">D\u00e2y chuy\u1ec1n ki\u1ec3m tra t\u1ef1 \u0111\u1ed9ng MCB<\/a> v\u00e0 \u0111\u1ec1 xu\u1ea5t h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 k\u1ef9 s\u01b0 ph\u00ea duy\u1ec7t.<\/p>\n<p><span style=\"color: #ff0000;\">D\u00f9 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec, n\u00f3 kh\u00f4ng bao gi\u1edd \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng gi\u1edbi h\u1ea1n c\u00e0i \u0111\u1eb7t ng\u1eaft m\u1ea1ch ho\u1eb7c thay \u0111\u1ed5i m\u1ee5c ti\u00eau ki\u1ec3m tra \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh m\u1ed9t c\u00e1ch t\u1ef1 \u00fd<\/span>. Quy\u1ebft \u0111\u1ecbnh \u0110\u1ea1t\/Kh\u00f4ng \u0111\u1ea1t theo ti\u00eau chu\u1ea9n IEC thu\u1ed9c v\u1ec1 m\u00f4 h\u00ecnh ki\u1ec3m tra \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t.<\/p>\n<h3>V\u00f2ng l\u1eb7p \u0111\u00f3ng t\u1ed5ng quan<\/h3>\n<table>\n<thead>\n<tr>\n<th>Tr\u1ea1m<\/th>\n<th>C\u1ea3m nh\u1eadn<\/th>\n<th>Quy\u1ebft \u0111\u1ecbnh<\/th>\n<th>H\u00e0nh \u0111\u1ed9ng<\/th>\n<th>D\u1eef li\u1ec7u l\u01b0u gi\u1eef theo t\u1eebng \u0111\u01a1n v\u1ecb<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0110inh t\u00e1n \u0111a c\u1ef1c<\/td>\n<td>Th\u1ecb gi\u00e1c CCD, l\u1ef1c servo v\u00e0 \u0111\u1ed9 s\u00e2u<\/td>\n<td>Ki\u1ec3m tra c\u0103n ch\u1ec9nh; l\u1ef1c v\u00e0 \u0111\u1ed9 s\u00e2u so v\u1edbi gi\u1edbi h\u1ea1n<\/td>\n<td>Lo\u1ea1i b\u1ecf tr\u01b0\u1edbc khi \u0111inh t\u00e1n; d\u1eebng khi l\u1ef1c b\u1ea5t th\u01b0\u1eddng<\/td>\n<td>L\u1ef1c \u0111inh t\u00e1n, k\u1ebft qu\u1ea3 th\u1ecb gi\u00e1c, d\u1ea5u th\u1eddi gian, s\u1ed1 s\u00ea-ri li\u00ean k\u1ebft<\/td>\n<\/tr>\n<tr>\n<td>Li\u00ean h\u1ec7 v\u1edbi Riveting<\/td>\n<td>Th\u1ecb gi\u00e1c \u00b10,02 mm, \u0111\u01b0\u1eddng cong l\u1ef1c\u2013d\u1ecbch chuy\u1ec3n<\/td>\n<td>\u0110\u01b0\u1eddng cong so v\u1edbi h\u1ed3 s\u01a1 chu\u1ea9n<\/td>\n<td>Lo\u1ea1i b\u1ecf \u0111inh t\u00e1n k\u00e9m<\/td>\n<td>\u0110\u01b0\u1eddng cong l\u1ef1c\u2013d\u1ecbch chuy\u1ec3n<\/td>\n<\/tr>\n<tr>\n<td>H\u00e0n ti\u1ebfp x\u00fac<\/td>\n<td>N\u0103ng l\u01b0\u1ee3ng h\u00e0n, l\u1ef1c \u0111i\u1ec7n c\u1ef1c, d\u1ecbch chuy\u1ec3n<\/td>\n<td>N\u0103ng l\u01b0\u1ee3ng v\u00e0 d\u1ecbch chuy\u1ec3n so v\u1edbi c\u00e1c \u0111\u01b0\u1eddng cong l\u01b0u tr\u1eef<\/td>\n<td>Lo\u1ea1i b\u1ecf m\u1ed1i h\u00e0n ngo\u00e0i h\u1ed3 s\u01a1; c\u1ea3nh b\u00e1o m\u00f2n \u0111i\u1ec7n c\u1ef1c<\/td>\n<td>N\u0103ng l\u01b0\u1ee3ng h\u00e0n, l\u1ef1c, s\u1ed1 chu k\u1ef3<\/td>\n<\/tr>\n<tr>\n<td>H\u00e0n b\u1ed9 ng\u1eaft m\u1ea1ch t\u1eeb<\/td>\n<td>C\u0103n ch\u1ec9nh th\u1ecb gi\u00e1c, \u0111i\u1ec7n tr\u1edf tr\u1ef1c tuy\u1ebfn<\/td>\n<td>\u0110i\u1ec7n tr\u1edf so v\u1edbi gi\u1edbi h\u1ea1n (v\u00ed d\u1ee5 0,1 m\u03a9)<\/td>\n<td>T\u1ef1 \u0111\u1ed9ng lo\u1ea1i b\u1ecf<\/td>\n<td>K\u1ebft qu\u1ea3 h\u00e0n, s\u1ed1 l\u01b0\u1ee3ng \u0111i\u1ec7n c\u1ef1c<\/td>\n<\/tr>\n<tr>\n<td>Ki\u1ec3m tra ng\u1eaft m\u1ea1ch t\u1eeb t\u00ednh<\/td>\n<td>D\u00f2ng th\u1eed, th\u1eddi gian ng\u1eaft \u00b11 ms, d\u00f2ng r\u00f2<\/td>\n<td>So v\u1edbi d\u1ea3i \u0111\u01b0\u1eddng cong IEC<\/td>\n<td>Ph\u00e2n lo\u1ea1i \u0111\u1ea1t\/kh\u00f4ng \u0111\u1ea1t<\/td>\n<td>Th\u1eddi gian ng\u1eaft, \u0111i\u1ec7n tr\u1edf ti\u1ebfp x\u00fac, d\u00f2ng r\u00f2, s\u1ed1 s\u00ea-ri<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>C\u00e1ch b\u1eaft \u0111\u1ea7u v\u1edbi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd trong nh\u00e0 m\u00e1y quy m\u00f4 v\u1eeba<\/h2>\n<p>Ph\u1ea7n l\u1edbn c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t kh\u00f4ng c\u1ea7n c\u1ea3 m\u1ed9t phi c\u00f4ng h\u00ecnh ng\u01b0\u1eddi hay to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng c\u1ee7a Nvidia \u0111\u1ec3 tr\u1edf n\u00ean c\u00f3 l\u1ee3i. M\u1ed9t b\u01b0\u1edbc c\u1ee5 th\u1ec3 cho c\u00e1c c\u00f4ng ty quy m\u00f4 trung b\u00ecnh trong s\u1ea3n xu\u1ea5t m\u00e1y m\u00f3c \u0111i\u1ec7n tr\u00f4ng nh\u01b0 sau:<\/p>\n<p>Ch\u1ecdn lo\u1ea1i ho\u1ea1t \u0111\u1ed9ng cung c\u1ea5p t\u00edn hi\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t \u0111\u1ec3 b\u1eaft \u0111\u1ea7u. Servo-riveting, h\u00e0n v\u00e0 ki\u1ec3m tra \u0111i\u1ec7n c\u1ee7a m\u00e1y m\u00f3c l\u00e0 ho\u00e0n h\u1ea3o v\u00ec ch\u00fang c\u00f3 c\u00e1c thu\u1ed9c t\u00ednh m\u00e0 AI v\u1eadt l\u00fd c\u1ea7n h\u1ecdc, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u01b0\u1eddng cong l\u1ef1c, n\u0103ng l\u01b0\u1ee3ng h\u00e0n v\u00e0 th\u1eddi gian ng\u1eaft m\u1ea1ch.<\/p>\n<p>S\u1ed1 h\u00f3a t\u1eebng t\u00edn hi\u1ec7u v\u00e0 \u0111\u01a1n v\u1ecb. Vi\u1ec7c t\u1ea1o ra m\u1ed9t \u0111\u01b0\u1eddng cong \u0111\u1ea7y \u0111\u1ee7 l\u00e0 r\u1ea5t quan tr\u1ecdng, kh\u00f4ng ch\u1ec9 b\u00e1o c\u00e1o \u0111\u1ea1t\/kh\u00f4ng \u0111\u1ea1t v\u00e0 li\u00ean k\u1ebft ch\u00fang v\u1edbi s\u1ed1 s\u00ea-ri, c\u00f4ng th\u1ee9c v\u00e0 l\u00f4 v\u1eadt li\u1ec7u.<\/p>\n<p>T\u1ea1o c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00e1c v\u00ed d\u1ee5 t\u1ed1t v\u00e0 x\u1ea5u. Lu\u00f4n g\u1eafn nh\u00e3n c\u00e1c s\u1ea3n ph\u1ea9m b\u1ecb lo\u1ea1i trong c\u01a1 s\u1edf d\u1eef li\u1ec7u, ch\u1eb3ng h\u1ea1n nh\u01b0 chi ti\u1ebft b\u1ecb thi\u1ebfu, v\u1ebft n\u1ee9t \u1edf \u0111inh t\u00e1n, m\u1ed1i h\u00e0n l\u1ea1nh v\u00e0 \u0111i\u1ec7n c\u1ef1c b\u00f3ng v\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a h\u1ec7 th\u1ed1ng g\u1eafn nh\u00e3n. Vi\u1ec7c c\u00f3 nh\u00e3n t\u1ed1t l\u00e0 quan tr\u1ecdng \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh t\u1ed1t.<\/p>\n<ol>\n<li>M\u00f4 ph\u1ecfng c\u00e1c quy tr\u00ecnh tr\u01b0\u1edbc khi c\u00f3 b\u1ea5t k\u1ef3 thay \u0111\u1ed5i n\u00e0o tr\u00ean d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t. S\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m m\u00f4 ph\u1ecfng do nh\u00e0 cung c\u1ea5p robot c\u1ee7a b\u1ea1n cung c\u1ea5p, ch\u1eb3ng h\u1ea1n nh\u01b0 FANUC ROBOGUIDE ho\u1eb7c Isaac Sim, ho\u1eb7c m\u1ed9t <a href=\"https:\/\/benlongkj.com\/vi\/blog\/digital-twin-for-production-lines-lessons-from-leading-electrical-manufacturers\/\">b\u1ea3n sao s\u1ed1 c\u1ee7a d\u00e2y chuy\u1ec1n<\/a>, \u0111\u1ec3 th\u1eed nghi\u1ec7m c\u00e1c b\u1ed1 tr\u00ed m\u1edbi, \u0111\u01b0\u1eddng \u0111i c\u1ee7a robot ho\u1eb7c th\u1eddi gian chu tr\u00ecnh.5. B\u1eaft \u0111\u1ea7u v\u1edbi ch\u1ebf \u0111\u1ed9 b\u00f3ng. Cho ph\u00e9p AI ph\u00e2n lo\u1ea1i c\u00e1c \u0111\u01b0\u1eddng cong v\u00e0 \u0111\u00e1nh d\u1ea5u c\u00e1c xu h\u01b0\u1edbng v\u00e0 so s\u00e1nh ph\u00e1t hi\u1ec7n c\u1ee7a n\u00f3 v\u1edbi c\u00e1c k\u1ef9 s\u01b0 trong v\u00e0i th\u00e1ng.\n<p>Gi\u1eef gi\u1edbi h\u1ea1n v\u00e0 an to\u00e0n trong h\u1ec7 th\u1ed1ng PLC. AI c\u00f3 th\u1ec3 th\u00f4ng b\u00e1o cho b\u1ea1n v\u1ec1 v\u1ea5n \u0111\u1ec1 s\u1eafp x\u1ea3y ra.<\/p>\n<p>C\u00e2n nh\u1eafc s\u1eed d\u1ee5ng h\u00ecnh ng\u01b0\u1eddi v\u00e0 robot di \u0111\u1ed9ng ch\u1ec9 cho m\u1ee5c \u0111\u00edch h\u1eadu c\u1ea7n. Cung c\u1ea5p nguy\u00ean li\u1ec7u th\u00f4, n\u1ea1p b\u0103ng \u0111\u1ea1n v\u00e0 x\u1eed l\u00fd h\u1ed9p n\u00ean l\u00e0 n\u01a1i duy nh\u1ea5t thi\u1ebft k\u1ebf robot.<\/li>\n<\/ol>\n<p>C\u00e1c c\u00f4ng ty t\u1ed1t nh\u1ea5t trong M\u1ea1ng l\u01b0\u1edbi Ng\u1ecdn h\u1ea3i \u0111\u0103ng To\u00e0n c\u1ea7u c\u1ee7a Di\u1ec5n \u0111\u00e0n Kinh t\u1ebf Th\u1ebf gi\u1edbi \u0111\u00e3 s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p t\u01b0\u01a1ng t\u1ef1 nh\u01b0 m\u00f4 t\u1ea3 \u1edf tr\u00ean: quy tr\u00ecnh \u1ed5n \u0111\u1ecbnh v\u00e0 d\u1eef li\u1ec7u \u0111\u1ea7y \u0111\u1ee7 tr\u01b0\u1edbc, sau \u0111\u00f3 m\u1edbi \u0111\u1ebfn AI. Ch\u00fang t\u00f4i \u0111\u00e3 \u0111\u1ec1 c\u1eadp c\u00e1ch Siemens, Schneider Electric v\u00e0 Eaton \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 trong h\u01b0\u1edbng d\u1eabn v\u1ec1 <a href=\"https:\/\/benlongkj.com\/vi\/blog\/what-is-a-factory-lighthouse-real-examples-from-schneider-siemens-eaton\/\">v\u00ed d\u1ee5 ng\u1ecdn h\u1ea3i \u0111\u0103ng nh\u00e0 m\u00e1y<\/a>.<\/p>\n<p><span style=\"color: #ff0000;\">AI v\u1eadt l\u00fd trong robot<\/span> v\u1eabn c\u00f2n tr\u1ebb, v\u00e0 m\u1ed9t s\u1ed1 \u0111i\u1ec1u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 h\u00f4m nay s\u1ebd kh\u00f4ng t\u1ed3n t\u1ea1i khi ti\u1ebfp x\u00fac v\u1edbi d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf. <span style=\"color: #991b1b;\"><span style=\"color: #ff0000;\">Kho\u1ea3n \u0111\u1ea7u t\u01b0 an to\u00e0n nh\u1ea5t cho m\u1ed9t nh\u00e0 m\u00e1y hi\u1ec7n nay l\u00e0 thi\u1ebft b\u1ecb \u0111o l\u01b0\u1eddng m\u1ecdi quy tr\u00ecnh, m\u1ecdi chu tr\u00ecnh, v\u00e0 l\u01b0u gi\u1eef d\u1eef li\u1ec7u<\/span>.<\/span> D\u1eef li\u1ec7u \u0111\u00f3 l\u00e0 th\u1ee9 m\u00e0 b\u1ea5t k\u1ef3 AI t\u01b0\u01a1ng lai n\u00e0o, d\u00f9 l\u00e0 v\u1eadt l\u00fd hay t\u00e1c nh\u00e2n, s\u1ebd c\u1ea7n.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1969\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/How-to-Start-with-Physical-AI-in-a-Mid-Sized-Plant.webp\" alt=\"\" width=\"1448\" height=\"1086\" \/><\/p>\n<h2>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n<h3>AI v\u1eadt l\u00fd trong s\u1ea3n xu\u1ea5t l\u00e0 g\u00ec?<\/h3>\n<p>AI v\u1eadt l\u00fd \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o th\u1ef1c hi\u1ec7n quan s\u00e1t th\u1ebf gi\u1edbi v\u1eadt l\u00fd b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng camera, \u0111\u1ed3ng h\u1ed3 \u0111o \u00e1p su\u1ea5t v\u00e0 c\u00e1c thi\u1ebft b\u1ecb kh\u00e1c, cung c\u1ea5p s\u1ef1 gi\u1ea3i th\u00edch th\u00f4ng tin n\u00e0y v\u00e0 \u0111i\u1ec1u khi\u1ec3n c\u00e1c c\u01a1 ch\u1ebf th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng nh\u1ea5t \u0111\u1ecbnh. Kh\u00e1c v\u1edbi robot truy\u1ec1n th\u1ed1ng, \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng theo c\u00e1c qu\u1ef9 \u0111\u1ea1o x\u00e1c \u0111\u1ecbnh, c\u00e1c h\u1ec7 th\u1ed1ng AI v\u1eadt l\u00fd c\u00f3 th\u1ec3 ph\u1ea3n \u1ee9ng v\u1edbi c\u00e1c thay \u0111\u1ed5i x\u1ea3y ra trong c\u00e1c v\u1eadt th\u1ec3 v\u00e0 \u0111i\u1ec1u ki\u1ec7n kh\u00e1c. Tr\u01b0\u1edbc khi \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o s\u1eed d\u1ee5ng, c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o c\u00f4ng ngh\u1ec7 trong m\u00f4 ph\u1ecfng.<\/p>\n<h3>Nh\u1eefng c\u00f4ng ty n\u00e0o \u0111ang s\u1ea3n xu\u1ea5t AI v\u1eadt l\u00fd?<\/h3>\n<p>Nvidia cung c\u1ea5p ph\u1ea7n l\u1edbn n\u1ec1n t\u1ea3ng, t\u1eeb Isaac Sim \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh ng\u01b0\u1eddi m\u00e1y GR00T, c\u0169ng nh\u01b0 m\u00e1y t\u00ednh robot Jetson v\u00e0 c\u00e1c m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi Omniverse Cosmos. C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t robot nh\u01b0 FANUC, ABB, KUKA v\u00e0 Yaskawa \u0111ang tri\u1ec3n khai c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y v\u00e0o ph\u1ea7n m\u1ec1m m\u00f4 ph\u1ecfng v\u00e0 robot c\u1ee7a h\u1ecd. C\u00e1c c\u00f4ng ty robot ng\u01b0\u1eddi bao g\u1ed3m Boston Dynamics, Figure AI, Hexagon Robotics, Agility Robotics, 1X v\u00e0 NEURA Robotics. BMW v\u00e0 Hyundai s\u1ea3n xu\u1ea5t c\u00e1c AI v\u1eadt l\u00fd hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c tri\u1ec3n khai trong c\u00e1c c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t.<\/p>\n<h3>V\u00ed d\u1ee5 v\u1ec1 AI v\u1eadt l\u00fd l\u00e0 g\u00ec?<\/h3>\n<p>M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 bao g\u1ed3m c\u00e1c ng\u01b0\u1eddi m\u00e1y Figure do BMW s\u1ea3n xu\u1ea5t l\u1eafp r\u00e1p v\u00e0 ph\u00e2n lo\u1ea1i c\u00e1c b\u1ed9 ph\u1eadn t\u1ea1i Spartanburg, AEON c\u1ee7a Hexagon h\u1ed7 tr\u1ee3 l\u1eafp r\u00e1p pin t\u1ea1i BMW Leipzig, v\u00e0 Atlas c\u1ee7a Boston Dynamics s\u1ebd \u0111\u01b0\u1ee3c Hyundai tri\u1ec3n khai \u0111\u1ec3 ph\u00e2n lo\u1ea1i b\u1ed9 ph\u1eadn t\u1ea1i Georgia v\u00e0o n\u0103m 2028. Trong l\u0129nh v\u1ef1c c\u00f4ng nghi\u1ec7p, robot FANUC hi\u1ec7n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh qua ng\u00f4n ng\u1eef n\u00f3i v\u00e0 ki\u1ec3m tra th\u00f4ng qua m\u00f4 ph\u1ecfng Nvidia. Trong s\u1ea3n xu\u1ea5t ch\u00ednh x\u00e1c, b\u1ea1n c\u0169ng th\u1ea5y AI v\u1eadt l\u00fd ho\u1ea1t \u0111\u1ed9ng v\u1edbi c\u00e1c m\u00e1y h\u00e0n v\u00e0 m\u00e1y \u0111\u00f3ng \u0111inh c\u00f3 h\u01b0\u1edbng d\u1eabn b\u1eb1ng th\u1ecb gi\u00e1c.<\/p>\n<h3>5 c\u00f4ng vi\u1ec7c n\u00e0o s\u1ebd t\u1ed3n t\u1ea1i tr\u01b0\u1edbc AI?<\/h3>\n<p>Kh\u00f4ng th\u1ec3 \u0111\u01b0a ra n\u0103m ch\u1ee9c danh c\u00f4ng vi\u1ec7c ch\u1eafc ch\u1eafn s\u1ebd an to\u00e0n, nh\u01b0ng B\u00e1o c\u00e1o T\u01b0\u01a1ng lai C\u00f4ng vi\u1ec7c 2025 cung c\u1ea5p c\u00e1i nh\u00ecn v\u1ec1 c\u00e1c c\u00f4ng vi\u1ec7c s\u1ebd t\u0103ng tr\u01b0\u1edfng nhanh nh\u1ea5t v\u00e0o n\u0103m 2030. Theo b\u00e1o c\u00e1o, c\u00e1c ngh\u1ec1 nh\u01b0 c\u00f4ng nh\u00e2n n\u00f4ng tr\u1ea1i, t\u00e0i x\u1ebf giao h\u00e0ng, nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m, c\u00f4ng nh\u00e2n x\u00e2y d\u1ef1ng v\u00e0 nh\u00e2n vi\u00ean b\u00e1n h\u00e0ng s\u1ebd c\u00f3 s\u1ef1 t\u0103ng tr\u01b0\u1edfng l\u1edbn nh\u1ea5t, trong khi c\u00e1c c\u00f4ng vi\u1ec7c \u0111i\u1ec1u d\u01b0\u1ee1ng v\u00e0 ch\u0103m s\u00f3c kh\u00e1c c\u0169ng s\u1ebd t\u0103ng tr\u01b0\u1edfng \u0111\u00e1ng k\u1ec3. Trong c\u00e1c nh\u00e0 m\u00e1y, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o thay \u0111\u1ed5i nhi\u1ec1u c\u00f4ng vi\u1ec7c thay v\u00ec lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n, c\u00f3 ngh\u0129a l\u00e0 c\u00e1c chuy\u00ean gia b\u1ea3o tr\u00ec, l\u1eadp tr\u00ecnh vi\u00ean robot, k\u1ef9 s\u01b0 ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 chuy\u00ean gia quy tr\u00ecnh s\u1ebd \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng h\u01a1n.<\/p>\n<h3>AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o trong ng\u00e0nh s\u1ea3n xu\u1ea5t?<\/h3>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00f3ng vai tr\u00f2 trong ki\u1ec3m tra d\u1ef1a tr\u00ean h\u00ecnh \u1ea3nh, b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n, l\u1eadp l\u1ecbch quy tr\u00ecnh s\u1ea3n xu\u1ea5t, l\u1eadp tr\u00ecnh robot, m\u00f4 ph\u1ecfng b\u1ea3n sao s\u1ed1, qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch chu\u1ed7i cung \u1ee9ng. Trong \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf, AI v\u1eadt l\u00fd li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng robot v\u00e0 m\u00e1y m\u00f3c c\u00f3 th\u1ec3 th\u00edch \u1ee9ng v\u1edbi c\u00e1c thay \u0111\u1ed5i, trong khi AI t\u00e1c nh\u00e2n th\u1ef1c hi\u1ec7n ch\u1ee9c n\u0103ng ph\u1ed1i h\u1ee3p c\u00e1c h\u00e0nh \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng MES v\u00e0 ERP. C\u00e1c \u1ee9ng d\u1ee5ng ti\u00ean ti\u1ebfn nh\u1ea5t t\u00ednh \u0111\u1ebfn n\u0103m 2026 v\u1eabn ch\u1ec9 bao g\u1ed3m \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 d\u1ecbch v\u1ee5 b\u1ea3o tr\u00ec, c\u00f9ng v\u1edbi c\u00e1c th\u00ed nghi\u1ec7m v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng robot ng\u01b0\u1eddi trong logistics v\u00e0 qu\u1ea3n l\u00fd b\u1ed9 ph\u1eadn.<\/p>\n<h2>K\u1ebft lu\u1eadn: AI v\u1eadt l\u00fd l\u00e0 v\u1ec1 vi\u1ec7c \u0111\u00f3ng v\u00f2ng l\u1eb7p, kh\u00f4ng ph\u1ea3i sao ch\u00e9p c\u01a1 th\u1ec3 con ng\u01b0\u1eddi<\/h2>\n<p>C\u00e1c c\u00f4ng ty nh\u01b0 FANUC, BMW, Nvidia v\u00e0 Hyundai kh\u00f4ng ch\u1ec9 nghi\u00ean c\u1ee9u AI v\u1eadt l\u00fd m\u00e0 c\u00f2n th\u00fac \u0111\u1ea9y n\u00f3 trong c\u00e1c nh\u00e0 m\u00e1y. Nvidia ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh m\u00f4 ph\u1ecfng v\u00e0 m\u00e1y t\u00ednh robot trong khi FANUC v\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t kh\u00e1c tri\u1ec3n khai ch\u00fang v\u00e0o c\u00e1c robot l\u00e0m vi\u1ec7c \u0111\u00e3 ho\u1ea1t \u0111\u1ed9ng h\u00e0ng tri\u1ec7u gi\u1edd. Cu\u1ed1i c\u00f9ng, BMW v\u00e0 Hyundai \u0111ang nghi\u00ean c\u1ee9u robot ng\u01b0\u1eddi tr\u00ean c\u00e1c d\u00e2y chuy\u1ec1n v\u1eadn h\u00e0nh.<\/p>\n<p>Tuy nhi\u00ean, khi ch\u00fang ta xem x\u00e9t nh\u1eefng g\u00ec nh\u1eefng ng\u01b0\u1eddi m\u00e1y h\u00ecnh ng\u01b0\u1eddi th\u1ef1c s\u1ef1 l\u00e0m t\u1ea1i c\u00e1c nh\u00e0 m\u00e1y, ch\u00fang ta c\u00f3 th\u1ec3 th\u1ea5y r\u1eb1ng h\u1ecd tham gia v\u00e0o c\u00e1c quy tr\u00ecnh nh\u01b0 t\u1ea3i, v\u1eadn chuy\u1ec3n, ph\u00e2n lo\u1ea1i v\u00e0 s\u1eafp x\u1ebfp th\u1ee9 t\u1ef1. V\u00ec v\u1eady, nh\u1eefng s\u1ef1 c\u1ed1 ph\u1ee9c t\u1ea1p nh\u1ea5t kh\u00f4ng xu\u1ea5t hi\u1ec7n do h\u1ecd g\u00e2y ra. Trong h\u1ea7u h\u1ebft c\u00e1c tr\u01b0\u1eddng h\u1ee3p, <span style=\"color: #ff0000;\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd \u00e1p d\u1ee5ng trong s\u1ea3n xu\u1ea5t<\/span> \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n trong c\u00e1c m\u00e1y m\u00f3c \u0111\u01a1n gi\u1ea3n ch\u1ec9 ki\u1ec3m tra xem m\u1ed9t b\u1ed9 ph\u1eadn c\u00f3 g\u1ea7n \u0111\u00f3 hay kh\u00f4ng, c\u1ea3m nh\u1eadn c\u1ea5u tr\u00fac \u0111ang h\u00ecnh th\u00e0nh, hi\u1ec3u c\u00e1ch m\u1ed9t v\u1eadt th\u1ec3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 h\u00e0nh \u0111\u1ed9ng ph\u00f9 h\u1ee3p.<\/p>\n<p>\u0110\u00e2y l\u00e0 ph\u01b0\u01a1ng ph\u00e1p s\u1ebd \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t theo \u0111u\u1ed5i n\u1ebfu h\u1ecd mu\u1ed1n \u0111\u1ea7u t\u01b0 v\u00e0o c\u00f4ng ngh\u1ec7 n\u00e0y trong t\u01b0\u01a1ng lai.<\/p>\n<h2>T\u00e0i li\u1ec7u tham kh\u1ea3o<\/h2>\n<ul>\n<li><a href=\"https:\/\/nvidianews.nvidia.com\/news\/nvidia-and-global-robotics-leaders-take-physical-ai-to-the-real-world\" target=\"_blank\" rel=\"noopener\">Nvidia \u2013 NVIDIA v\u00e0 c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o robot to\u00e0n c\u1ea7u \u0111\u01b0a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd v\u00e0o th\u1ebf gi\u1edbi th\u1ef1c (Th\u00e1ng 3 n\u0103m 2026)<\/a> \u2013 Cosmos 3, Isaac, GR00T, Jetson Thor, v\u00e0 c\u00e1c t\u00edch h\u1ee3p c\u1ee7a FANUC, ABB, KUKA v\u00e0 Yaskawa.<\/li>\n<li><a href=\"https:\/\/www.fanucamerica.com\/press-releases\/fanuc-accelerates-physical-ai-in-industrial-robotics-leveraging-nvidia-technologies\" target=\"_blank\" rel=\"noopener\">FANUC America \u2013 FANUC th\u00fac \u0111\u1ea9y tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd trong robot c\u00f4ng nghi\u1ec7p, t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 NVIDIA (Th\u00e1ng 3 n\u0103m 2026)<\/a> \u2013 ROBOGUIDE, Isaac Sim, ROS 2 v\u00e0 l\u1eadp tr\u00ecnh ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/li>\n<li><a href=\"https:\/\/global.fujitsu\/en-global\/pr\/news\/2026\/07\/16-01\" target=\"_blank\" rel=\"noopener\">Fujitsu \u2013 Ph\u00e1t tri\u1ec3n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd v\u1edbi FANUC, Yaskawa Electric v\u00e0 Kawasaki Heavy Industries (Th\u00e1ng 7 n\u0103m 2026)<\/a> \u2013 n\u1ec1n t\u1ea3ng ki\u1ec3m so\u00e1t tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd ch\u1ee7 quy\u1ec1n.<\/li>\n<li><a href=\"https:\/\/www.bmwgroup.com\/en\/news\/general\/2026\/humanoid-robot-in-leipzig.html\" target=\"_blank\" rel=\"noopener\">BMW Group \u2013 Gi\u1edbi thi\u1ec7u robot h\u00ecnh ng\u01b0\u1eddi \u0111\u1ea7u ti\u00ean t\u1ea1i Nh\u00e0 m\u00e1y Leipzig (Th\u00e1ng 9 n\u0103m 2026)<\/a> \u2013 Hexagon AEON, k\u1ebft qu\u1ea3 Figure 02 t\u1ea1i Spartanburg v\u00e0 chi\u1ebfn l\u01b0\u1ee3c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd c\u1ee7a BMW.<\/li>\n<li><a href=\"https:\/\/bostondynamics.com\/blog\/boston-dynamics-unveils-new-atlas-robot-to-revolutionize-industry\/\" target=\"_blank\" rel=\"noopener\">Boston Dynamics \u2013 Boston Dynamics ra m\u1eaft robot Atlas m\u1edbi (Th\u00e1ng 1 n\u0103m 2026)<\/a> \u2013 Th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt c\u1ee7a Atlas, k\u1ebf ho\u1ea1ch tri\u1ec3n khai Hyundai v\u00e0 n\u0103ng l\u1ef1c s\u1ea3n xu\u1ea5t robot.<\/li>\n<li><a href=\"https:\/\/www.hyundaimotorgroup.com\/en\/news\/hyundai-motor-group-nvidia-blackwell-ai-factory\" target=\"_blank\" rel=\"noopener\">Hyundai Motor Group \u2013 Nh\u00e0 m\u00e1y AI NVIDIA Blackwell (Th\u00e1ng 10 n\u0103m 2025)<\/a> \u2013 50.000 GPU, b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 nh\u00e0 m\u00e1y v\u00e0 x\u00e1c th\u1ef1c robot trong Isaac Sim.<\/li>\n<li><a href=\"https:\/\/www.weforum.org\/stories\/jobs-and-the-future-of-work\/future-of-jobs-report-2025-jobs-of-the-future-and-the-skills-you-need-to-get-them\/\" target=\"_blank\" rel=\"noopener\">Di\u1ec5n \u0111\u00e0n Kinh t\u1ebf Th\u1ebf gi\u1edbi \u2013 B\u00e1o c\u00e1o T\u01b0\u01a1ng lai Vi\u1ec7c l\u00e0m 2025: c\u00e1c c\u00f4ng vi\u1ec7c c\u1ee7a t\u01b0\u01a1ng lai<\/a> \u2013 c\u00e1c c\u00f4ng vi\u1ec7c t\u0103ng tr\u01b0\u1edfng nhanh nh\u1ea5t v\u00e0 suy gi\u1ea3m \u0111\u1ebfn n\u0103m 2030.<\/li>\n<\/ul>\n<h2>Mu\u1ed1n c\u00f3 T\u1ea7m nh\u00ecn v\u00e0 Ki\u1ec3m so\u00e1t L\u1ef1c tr\u00ean d\u00e2y chuy\u1ec1n m\u00e1y c\u1eaft c\u1ee7a b\u1ea1n?<\/h2>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eadt l\u00fd b\u1eaft \u0111\u1ea7u v\u1edbi c\u00e1c m\u00e1y \u0111o t\u1eebng \u0111inh t\u00e1n, t\u1eebng m\u1ed1i h\u00e0n v\u00e0 t\u1eebng b\u00e0i ki\u1ec3m tra ng\u1eaft m\u1ea1ch. N\u1ebfu b\u1ea1n s\u1ea3n xu\u1ea5t MCB, MCCB, RCCB, contactor ho\u1eb7c c\u00f4ng t\u1eafc v\u00e0 mu\u1ed1n c\u00f3 c\u00f4ng ngh\u1ec7 \u0111inh t\u00e1n h\u01b0\u1edbng d\u1eabn b\u1eb1ng h\u00ecnh \u1ea3nh, h\u00e0n ti\u1ebfp \u0111i\u1ec3m gi\u00e1m s\u00e1t n\u0103ng l\u01b0\u1ee3ng v\u00e0 ki\u1ec3m tra ng\u1eaft m\u1ea1ch t\u1eeb t\u00ednh c\u00f3 th\u1ec3 truy xu\u1ea5t \u0111\u1ea7y \u0111\u1ee7, h\u00e3y g\u1eedi cho ch\u00fang t\u00f4i m\u1eabu s\u1ea3n ph\u1ea9m, s\u1ea3n l\u01b0\u1ee3ng m\u1ee5c ti\u00eau v\u00e0 m\u00f4 t\u1ea3 ng\u1eafn g\u1ecdn v\u1ec1 quy tr\u00ecnh hi\u1ec7n t\u1ea1i c\u1ee7a b\u1ea1n. C\u00e1c k\u1ef9 s\u01b0 c\u1ee7a ch\u00fang t\u00f4i s\u1ebd \u0111\u1ec1 xu\u1ea5t n\u01a1i ki\u1ec3m so\u00e1t v\u00f2ng k\u00edn s\u1ebd gi\u1ea3m t\u1ef7 l\u1ec7 l\u1ed7i c\u1ee7a b\u1ea1n \u0111\u1ea7u ti\u00ean, v\u00e0 c\u00e1ch k\u1ebft n\u1ed1i d\u1eef li\u1ec7u c\u1ee7a t\u1eebng tr\u1ea1m v\u1edbi MES c\u1ee7a b\u1ea1n.<\/p>\n<p><a href=\"https:\/\/benlongkj.com\/vi\/contact-us\/\">Y\u00eau c\u1ea7u \u0111\u00e1nh gi\u00e1 t\u1ef1 \u0111\u1ed9ng h\u00f3a mi\u1ec5n ph\u00ed \u2192<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>On the stage of Nvidia\u2019s GTC conference in March 2026, Jensen Huang made a statement that would have been odd five years ago: \u201cPhysical AI is here \u2013 sooner or later, every industrial company will turn into a robotics company.\u201d Shortly after that, FANUC announced its plans to integrate Nvidia\u2019s simulation and edge-AI technologies into [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":1967,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1966","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"blocksy_meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/posts\/1966","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/comments?post=1966"}],"version-history":[{"count":1,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/posts\/1966\/revisions"}],"predecessor-version":[{"id":1970,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/posts\/1966\/revisions\/1970"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/media\/1967"}],"wp:attachment":[{"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/media?parent=1966"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/categories?post=1966"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/tags?post=1966"}],"curies":[{"name":"trang web","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}