{"id":951,"date":"2025-07-17T02:54:31","date_gmt":"2025-07-17T02:54:31","guid":{"rendered":"https:\/\/bee.vision\/vn\/?p=951"},"modified":"2025-07-17T04:08:19","modified_gmt":"2025-07-17T04:08:19","slug":"ng-dng-machine-vision-va-iot-trong-sn-xut-thong-minh","status":"publish","type":"post","link":"https:\/\/bee.vision\/vn\/2025\/07\/17\/ng-dng-machine-vision-va-iot-trong-sn-xut-thong-minh\/","title":{"rendered":"MACHINE VISION V\u00c0 IoT TRONG S\u1ea2N XU\u1ea4T"},"content":{"rendered":"\n<p>Trong c\u00e1ch m\u1ea1ng C\u00f4ng nghi\u1ec7p 4.0, c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0\u00a0Machine Vision (th\u1ecb gi\u00e1c m\u00e1y)\u00a0v\u00e0\u00a0Internet of Things (IoT)\u00a0\u0111ang \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i ng\u00e0nh s\u1ea3n xu\u1ea5t truy\u1ec1n th\u1ed1ng sang\u00a0S\u1ea3n Xu\u1ea5t Th\u00f4ng Minh (Smart Manufacturing). Nh\u1edd s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa hai c\u00f4ng ngh\u1ec7 n\u00e0y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 n\u00e2ng cao hi\u1ec7u su\u1ea5t, gi\u1ea3m thi\u1ec3u l\u1ed7i v\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"1024\" src=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/07\/image.png\" alt=\"Thumbnail Image An illustration showing the integration of Machine Vision and IoT in Smart Manufacturing. The image should depict a modern factory floor with robotic arms, industrial cameras inspecting products, and IoT sensors connected to machines. Data flows from devices to a cloud platform, with real-time analytics dashboards. The style should be clean, professional, and slightly futuristic, suitable for a technical article.\" class=\"wp-image-1166\" srcset=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/07\/image.png 1024w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/07\/image-300x300.png 300w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/07\/image-150x150.png 150w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/07\/image-768x768.png 768w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/07\/image-800x800.png 800w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/07\/image-250x250.png 250w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>1. Machine vision l\u00e0 g\u00ec?<\/h3>\n\n\n\n<p>Machine Vision l\u00e0 c\u00f4ng ngh\u1ec7 cho ph\u00e9p m\u00e1y m\u00f3c \u201cnh\u00ecn th\u1ea5y\u201d v\u00e0 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh t\u01b0\u01a1ng t\u1ef1 nh\u01b0 con ng\u01b0\u1eddi. Tuy nhi\u00ean, \u0111i\u1ec3m n\u1ed5i b\u1eadt l\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u1ed1c \u0111\u1ed9 v\u01b0\u1ee3t tr\u1ed9i. H\u1ec7 th\u1ed1ng n\u00e0y th\u01b0\u1eddng bao g\u1ed3m c\u00e1c th\u00e0nh ph\u1ea7n nh\u01b0:<\/p>\n\n\n\n<ul><li>Camera c\u00f4ng nghi\u1ec7p<\/li><li>\u0110\u00e8n chi\u1ebfu s\u00e1ng<\/li><li>B\u1ed9 x\u1eed l\u00fd h\u00ecnh \u1ea3nh<\/li><li>Ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch<\/li><\/ul>\n\n\n\n<p>C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t nh\u01b0:<\/p>\n\n\n\n<ul><li>Ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m (defect detection)<\/li><li>\u0110o l\u01b0\u1eddng k\u00edch th\u01b0\u1edbc v\u00e0 h\u00ecnh d\u1ea1ng<\/li><li>Nh\u1eadn di\u1ec7n m\u00e3 v\u1ea1ch, QR code<\/li><li>H\u01b0\u1edbng d\u1eabn robot (robot guidance)&#8230;..<\/li><\/ul>\n\n\n\n<h3>2. <strong>IoT trong s\u1ea3n xu\u1ea5t<\/strong><\/h3>\n\n\n\n<p>Kh\u00e1c v\u1edbi Machine Vision, IoT t\u1eadp trung v\u00e0o vi\u1ec7c k\u1ebft n\u1ed1i c\u00e1c thi\u1ebft b\u1ecb qua Internet \u0111\u1ec3 thu th\u1eadp v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c. Trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t, IoT mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch:<\/p>\n\n\n\n<ul><li>Gi\u00e1m s\u00e1t tr\u1ea1ng th\u00e1i m\u00e1y m\u00f3c (predictive maintenance)<\/li><li>Theo d\u00f5i chu\u1ed7i cung \u1ee9ng<\/li><li>T\u1ed1i \u01b0u h\u00f3a n\u0103ng l\u01b0\u1ee3ng v\u00e0 t\u00e0i nguy\u00ean<\/li><li>T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t<\/li><\/ul>\n\n\n\n<p>Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<h3>3. Machine Vision v\u00e0 IoT trong c\u00f4ng nghi\u1ec7p<\/h3>\n\n\n\n<p>S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa Machine Vision v\u00e0 IoT \u0111ang m\u1edf ra nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi trong s\u1ea3n xu\u1ea5t. Machine Vision gi\u00fap h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng nh\u1eadn di\u1ec7n, ph\u00e2n t\u00edch v\u00e0 ki\u1ec3m tra s\u1ea3n ph\u1ea9m. Trong khi IoT k\u1ebft n\u1ed1i c\u00e1c thi\u1ebft b\u1ecb \u0111\u1ec3 thu th\u1eadp v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c. S\u1ef1 k\u1ebft h\u1ee3p n\u00e0y gi\u00fap n\u00e2ng cao hi\u1ec7u su\u1ea5t, gi\u1ea3m chi ph\u00ed v\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"788\" height=\"442\" src=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/machine-vision-IoT.png\" alt=\"\" class=\"wp-image-953\" srcset=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/machine-vision-IoT.png 788w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/machine-vision-IoT-300x168.png 300w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/machine-vision-IoT-768x431.png 768w\" sizes=\"(max-width: 788px) 100vw, 788px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3>4. \u1ee8ng d\u1ee5ng c\u1ee7a Machine Vision v\u00e0 IoT trong s\u1ea3n xu\u1ea5t:<\/h3>\n\n\n\n<h4><strong>Gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m t\u1ef1 \u0111\u1ed9ng<\/strong><\/h4>\n\n\n\n<ul><li>Machine Vision gi\u00fap ki\u1ec3m tra l\u1ed7i s\u1ea3n ph\u1ea9m nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n so v\u1edbi con ng\u01b0\u1eddi.<\/li><li>C\u1ea3m bi\u1ebfn IoT thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t v\u00e0 truy\u1ec1n \u0111\u1ebfn h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch.<\/li><li>AI c\u00f3 th\u1ec3 ph\u00e2n lo\u1ea1i s\u1ea3n ph\u1ea9m l\u1ed7i v\u00e0 \u0111\u01b0a ra c\u1ea3nh b\u00e1o \u0111\u1ec3 gi\u1ea3m t\u1ef7 l\u1ec7 h\u00e0ng h\u1ecfng.<\/li><\/ul>\n\n\n\n<h4><strong>Qu\u1ea3n l\u00fd quy tr\u00ecnh s\u1ea3n xu\u1ea5t t\u1ed1i \u01b0u<\/strong><\/h4>\n\n\n\n<ul><li>IoT gi\u00fap k\u1ebft n\u1ed1i c\u00e1c m\u00e1y m\u00f3c trong nh\u00e0 m\u00e1y, t\u1ea1o ra h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t linh ho\u1ea1t.<\/li><li>Th\u1ecb gi\u00e1c m\u00e1y c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n v\u00e0 theo d\u00f5i t\u1eebng linh ki\u1ec7n tr\u00ean d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p.<\/li><li>D\u1eef li\u1ec7u t\u1eeb IoT gi\u00fap d\u1ef1 \u0111o\u00e1n c\u00e1c v\u1ea5n \u0111\u1ec1 v\u00e0 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 t\u1ed1i \u01b0u quy tr\u00ecnh.<\/li><\/ul>\n\n\n\n<h4><strong>D\u1ef1 b\u00e1o v\u00e0 b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb (Predictive Maintenance)<\/strong><\/h4>\n\n\n\n<ul><li>Camera AI v\u00e0 c\u1ea3m bi\u1ebfn IoT gi\u00e1m s\u00e1t t\u00ecnh tr\u1ea1ng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00e1y m\u00f3c theo th\u1eddi gian th\u1ef1c.<\/li><li>H\u1ec7 th\u1ed1ng d\u1ef1 b\u00e1o l\u1ed7i, t\u1eeb \u0111\u00f3 l\u00ean k\u1ebf ho\u1ea1ch b\u1ea3o tr\u00ec tr\u01b0\u1edbc khi s\u1ef1 c\u1ed1 x\u1ea3y ra.<\/li><li>\u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p gi\u1ea3m th\u1eddi gian ng\u1eebng m\u00e1y v\u00e0 k\u00e9o d\u00e0i tu\u1ed5i th\u1ecd thi\u1ebft b\u1ecb.<\/li><\/ul>\n\n\n\n<h4><strong>Qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng v\u00e0 ki\u1ec3m k\u00ea kho<\/strong><\/h4>\n\n\n\n<ul><li>Thi\u1ebft b\u1ecb gi\u00fap qu\u00e9t m\u00e3 v\u1ea1ch, nh\u1eadn di\u1ec7n h\u00e0ng h\u00f3a v\u00e0 theo d\u00f5i kho h\u00e0ng m\u1ed9t c\u00e1ch t\u1ef1 \u0111\u1ed9ng.<\/li><li>IoT cung c\u1ea5p d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u1ec1 t\u00ecnh tr\u1ea1ng h\u00e0ng t\u1ed3n kho, gi\u00fap t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd v\u1eadt t\u01b0. <\/li><li>\u1ee8ng d\u1ee5ng robot t\u1ef1 \u0111\u1ed9ng k\u1ebft h\u1ee3p v\u1edbi th\u1ecb gi\u00e1c m\u00e1y gi\u00fap t\u0103ng hi\u1ec7u qu\u1ea3 trong v\u1eadn chuy\u1ec3n v\u00e0 l\u01b0u tr\u1eef h\u00e0ng h\u00f3a.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"720\" height=\"338\" src=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/Industry40InsideCover720x33872RGB.jpg\" alt=\"\" class=\"wp-image-956\" srcset=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/Industry40InsideCover720x33872RGB.jpg 720w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/Industry40InsideCover720x33872RGB-300x141.jpg 300w\" sizes=\"(max-width: 720px) 100vw, 720px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3>5 . L\u1ee3i \u00edch khi tri\u1ec3n khai Machine Vision v\u00e0 IoT trong s\u1ea3n xu\u1ea5t<\/h3>\n\n\n\n<p>\u2714 T\u0103ng n\u0103ng su\u1ea5t: T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh gi\u00fap gi\u1ea3m thi\u1ec3u th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c. <\/p>\n\n\n\n<p>\u2714 Gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh: H\u1ea1n ch\u1ebf l\u1ed7i s\u1ea3n xu\u1ea5t, gi\u1ea3m l\u00e3ng ph\u00ed nguy\u00ean v\u1eadt li\u1ec7u. <\/p>\n\n\n\n<p>\u2714 C\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m: Ki\u1ec3m tra ch\u00ednh x\u00e1c, \u0111\u1ea3m b\u1ea3o ti\u00eau chu\u1ea9n cao. <\/p>\n\n\n\n<p>\u2714 T\u1ed1i \u01b0u b\u1ea3o tr\u00ec m\u00e1y m\u00f3c: Gi\u00fap gi\u1ea3m chi ph\u00ed s\u1eeda ch\u1eefa v\u00e0 tr\u00e1nh gi\u00e1n \u0111o\u1ea1n s\u1ea3n xu\u1ea5t. <\/p>\n\n\n\n<p>\u2714 T\u0103ng c\u01b0\u1eddng an to\u00e0n lao \u0111\u1ed9ng: Gi\u1ea3m thi\u1ec3u s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o con ng\u01b0\u1eddi trong m\u00f4i tr\u01b0\u1eddng nguy hi\u1ec3m.<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container\">\n<figure class=\"wp-block-image\"><img loading=\"lazy\" width=\"649\" height=\"658\" src=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/Industry40Timelinesm-1.jpg\" alt=\"\" class=\"wp-image-960\" srcset=\"https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/Industry40Timelinesm-1.jpg 649w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/Industry40Timelinesm-1-296x300.jpg 296w, https:\/\/bee.vision\/vn\/wp-content\/uploads\/2025\/04\/Industry40Timelinesm-1-50x52.jpg 50w\" sizes=\"(max-width: 649px) 100vw, 649px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa Machine Vision v\u00e0 IoT \u0111ang mang l\u1ea1i b\u01b0\u1edbc ti\u1ebfn l\u1edbn trong s\u1ea3n xu\u1ea5t th\u00f4ng minh, gi\u00fap doanh nghi\u1ec7p n\u00e2ng cao hi\u1ec7u qu\u1ea3, t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 duy tr\u00ec l\u1ee3i th\u1ebf c\u1ea1nh tranh. Trong t\u01b0\u01a1ng lai, khi AI v\u00e0 c\u00f4ng ngh\u1ec7 c\u1ea3m bi\u1ebfn ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n, Machine Vision v\u00e0 IoT s\u1ebd ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong c\u00e1c nh\u00e0 m\u00e1y hi\u1ec7n \u0111\u1ea1i.<\/p>\n\n\n\n<p>Machine Vision v\u00e0 IoT kh\u00f4ng ch\u1ec9 l\u00e0 xu h\u01b0\u1edbng m\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i trong chi\u1ebfn l\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a ng\u00e0nh s\u1ea3n xu\u1ea5t. Vi\u1ec7c \u0111\u1ea7u t\u01b0 v\u00e0o hai c\u00f4ng ngh\u1ec7 n\u00e0y s\u1ebd gi\u00fap doanh nghi\u1ec7p n\u00e2ng cao n\u0103ng l\u1ef1c c\u1ea1nh tranh v\u00e0 th\u00edch \u1ee9ng t\u1ed1t h\u01a1n v\u1edbi th\u1ecb tr\u01b0\u1eddng to\u00e0n c\u1ea7u.<\/p>\n\n\n\n<p>\ud83d\udc49 <strong>B\u1ea1n \u0111\u00e3 \u00e1p d\u1ee5ng Machine Vision v\u00e0 IoT cho doanh nghi\u1ec7p ch\u01b0a? H\u00e3y li\u00ean h\u1ec7 ngay \u0111\u1ebfn BeeVision \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n gi\u1ea3i ph\u00e1p mi\u1ec5n ph\u00ed. <\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td>\ud83d\udce7<em>&nbsp;<a rel=\"noreferrer noopener\" href=\"mailto:sales@bee.vision\" target=\"_blank\">sales@bee.vision<\/a>&nbsp;<br>&nbsp;\ud83d\udcde<em>&nbsp;+84 969 705 972<\/em><br>&nbsp;\ud83d\udcde024 6656 9218<br>&nbsp;\ud83c\udf10website:&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/bee.vision\/vn\/\" target=\"_blank\">Bee.vision<\/a><br>\ud83d\udd17linkedin:&nbsp;<a href=\"https:\/\/www.linkedin.com\/company\/beevision\">https:\/\/www.linkedin.com\/company\/beevision<\/a>&nbsp;<\/em><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><em><strong>T\u00ecm hi\u1ec3u th\u00eam c\u00e1c s\u1ea3n ph\u1ea9m c\u1ee7a ch\u00fang t\u00f4i t\u1ea1i:<\/strong><\/em>&nbsp;<em><a href=\"http:\/\/bee.vision\/vn\/san-pham\/\" target=\"_blank\" rel=\"noreferrer noopener\">bee.vision\/vn\/san-pham\/<\/a><\/em><\/p>\n\n\n\n<p><em><strong>T\u00ecm hi\u1ec3u th\u00eam c\u00e1c s\u1ea3n ph\u1ea9m c\u1ee7a Cognex t\u1ea1i:<\/strong>&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.cognex.com\/\" target=\"_blank\">https:\/\/www.cognex.com\/<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong c\u00e1ch m\u1ea1ng C\u00f4ng nghi\u1ec7p 4.0, c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0\u00a0Machine Vision (th\u1ecb gi\u00e1c m\u00e1y)\u00a0v\u00e0\u00a0Internet of Things (IoT)\u00a0\u0111ang \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i ng\u00e0nh s\u1ea3n xu\u1ea5t truy\u1ec1n th\u1ed1ng sang\u00a0S\u1ea3n Xu\u1ea5t Th\u00f4ng Minh (Smart Manufacturing). Nh\u1edd s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa hai c\u00f4ng ngh\u1ec7 n\u00e0y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 n\u00e2ng cao hi\u1ec7u su\u1ea5t, gi\u1ea3m thi\u1ec3u l\u1ed7i v\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t m\u1ed9t c\u00e1ch hi\u1ec7u<\/p>\n<p><a class=\"more-link\" href=\"https:\/\/bee.vision\/vn\/2025\/07\/17\/ng-dng-machine-vision-va-iot-trong-sn-xut-thong-minh\/\">Read More<\/a><\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[146],"tags":[380,67,91,47,381,248,382,379,247,246,212,377,249,378],"_links":{"self":[{"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/posts\/951"}],"collection":[{"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/comments?post=951"}],"version-history":[{"count":8,"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/posts\/951\/revisions"}],"predecessor-version":[{"id":1171,"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/posts\/951\/revisions\/1171"}],"wp:attachment":[{"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/media?parent=951"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/categories?post=951"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bee.vision\/vn\/wp-json\/wp\/v2\/tags?post=951"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}