{"id":14346430,"date":"2025-12-08T14:20:31","date_gmt":"2025-12-08T07:20:31","guid":{"rendered":"https:\/\/yp.vn\/?p=14346430"},"modified":"2025-12-08T14:20:31","modified_gmt":"2025-12-08T07:20:31","slug":"van-cong-nghiep-thong-minh-cong-cu-quyet-cua-cong-nghiep-4-0","status":"publish","type":"post","link":"https:\/\/yp.vn\/van-cong-nghiep-thong-minh-cong-cu-quyet-cua-cong-nghiep-4-0\/","title":{"rendered":"Van C\u00f4ng nghi\u1ec7p th\u00f4ng minh: C\u00f4ng C\u1ee5 Quy\u1ebft \u0110\u1ecbnh C\u1ee7a C\u00f4ng Nghi\u1ec7p 4.0"},"content":{"rendered":"<p data-path-to-node=\"4\">Th\u1ebf k\u1ef7 21 ch\u1ee9ng ki\u1ebfn s\u1ef1 chuy\u1ec3n m\u00ecnh m\u1ea1nh m\u1ebd c\u1ee7a s\u1ea3n xu\u1ea5t to\u00e0n c\u1ea7u, \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh b\u1edfi cu\u1ed9c C\u00e1ch m\u1ea1ng C\u00f4ng nghi\u1ec7p 4.0. Trong k\u1ef7 nguy\u00ean n\u00e0y, <b>d\u1eef li\u1ec7u (data)<\/b> tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n qu\u00fd gi\u00e1 nh\u1ea5t. T\u1ea1i tr\u00e1i tim c\u1ee7a b\u1ea5t k\u1ef3 h\u1ec7 th\u1ed1ng quy tr\u00ecnh n\u00e0o \u2013 t\u1eeb nh\u00e0 m\u00e1y l\u1ecdc d\u1ea7u, nh\u00e0 m\u00e1y \u0111i\u1ec7n, \u0111\u1ebfn h\u1ec7 th\u1ed1ng x\u1eed l\u00fd n\u01b0\u1edbc \u2013 <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/van-cong-nghiep\/\"><b>van c\u00f4ng nghi\u1ec7p<\/b><\/a> lu\u00f4n \u0111\u00f3ng vai tr\u00f2 \u0111i\u1ec1u khi\u1ec3n, nh\u01b0ng gi\u1edd \u0111\u00e2y, ch\u00fang kh\u00f4ng ch\u1ec9 c\u00f2n l\u00e0 thi\u1ebft b\u1ecb c\u01a1 kh\u00ed thu\u1ea7n t\u00fay.<\/p>\n<p data-path-to-node=\"5\"><a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/van-cong-nghiep\/\"><strong>Van c\u00f4ng nghi\u1ec7p<\/strong><\/a> ng\u00e0y nay \u0111\u00e3 tr\u1edf th\u00e0nh nh\u1eefng thi\u1ebft b\u1ecb <b>th\u00f4ng minh<\/b> (Smart Valves), \u0111\u01b0\u1ee3c trang b\u1ecb kh\u1ea3 n\u0103ng <b>t\u1ef1 c\u1ea3m nh\u1eadn, t\u1ef1 ch\u1ea9n \u0111o\u00e1n<\/b> v\u00e0 <b>giao ti\u1ebfp<\/b>. S\u1ef1 thay \u0111\u1ed5i n\u00e0y m\u1edf ra m\u1ed9t t\u01b0\u01a1ng lai m\u1edbi: <b>B\u1ea3o tr\u00ec D\u1ef1 \u0111o\u00e1n (Predictive Maintenance &#8211; PdM)<\/b>, x\u00f3a b\u1ecf ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec truy\u1ec1n th\u1ed1ng v\u00e0 t\u1ed1i \u01b0u h\u00f3a v\u1eadn h\u00e0nh nh\u00e0 m\u00e1y.<\/p>\n<h3 data-path-to-node=\"6\"><b>I. S\u1ef1 Ra \u0110\u1eddi C\u1ee7a Van c\u00f4ng nghi\u1ec7p Th\u00f4ng Minh (Smart Valves)<\/b><\/h3>\n<p data-path-to-node=\"7\"><b>Van c\u00f4ng nghi\u1ec7p<\/b> th\u00f4ng minh l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa thi\u1ebft b\u1ecb c\u01a1 kh\u00ed v\u00e0 c\u00f4ng ngh\u1ec7 s\u1ed1 h\u00f3a hi\u1ec7n \u0111\u1ea1i. Ch\u00fang kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 th\u00e2n van v\u00e0 b\u1ed9 truy\u1ec1n \u0111\u1ed9ng, m\u00e0 c\u00f2n t\u00edch h\u1ee3p c\u00e1c th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i sau:<\/p>\n<ol start=\"1\" data-path-to-node=\"8\">\n<li>\n<p data-path-to-node=\"8,0,0\"><b>C\u1ea3m Bi\u1ebfn (Sensors):<\/b> \u0110\u01b0\u1ee3c l\u1eafp \u0111\u1eb7t \u0111\u1ec3 theo d\u00f5i li\u00ean t\u1ee5c c\u00e1c th\u00f4ng s\u1ed1 v\u1eadt l\u00fd quan tr\u1ecdng nh\u01b0 <b>\u00e1p su\u1ea5t, nhi\u1ec7t \u0111\u1ed9, \u0111\u1ed9 rung<\/b> (vibration), v\u00e0 v\u1ecb tr\u00ed ch\u00ednh x\u00e1c c\u1ee7a tr\u1ee5c van.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"8,1,0\"><b>B\u1ed9 X\u1eed L\u00fd T\u1ea1i Ch\u1ed7 (Edge Computing):<\/b> B\u1ed9 truy\u1ec1n \u0111\u1ed9ng hi\u1ec7n \u0111\u1ea1i t\u00edch h\u1ee3p b\u1ed9 vi x\u1eed l\u00fd nh\u1ecf \u0111\u1ec3 ph\u00e2n t\u00edch s\u01a1 b\u1ed9 d\u1eef li\u1ec7u ngay t\u1ea1i van, gi\u1ea3m t\u1ea3i cho h\u1ec7 th\u1ed1ng m\u00e1y ch\u1ee7 trung t\u00e2m.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"8,2,0\"><b>Giao Th\u1ee9c Giao Ti\u1ebfp:<\/b> S\u1eed d\u1ee5ng c\u00e1c giao th\u1ee9c c\u00f4ng nghi\u1ec7p nh\u01b0 HART, Profibus, hay \u0111\u1eb7c bi\u1ec7t l\u00e0 k\u1ebft n\u1ed1i kh\u00f4ng d\u00e2y qua <b>IIoT (Industrial Internet of Things)<\/b>, cho ph\u00e9p <b>van c\u00f4ng nghi\u1ec7p<\/b> truy\u1ec1n d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c (real-time data) l\u00ean \u0111\u00e1m m\u00e2y ho\u1eb7c h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t.<\/p>\n<\/li>\n<\/ol>\n<div id=\"attachment_14346431\" style=\"width: 684px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14346431\" class=\"wp-image-14346431 size-full\" src=\"https:\/\/yp.vn\/wp-content\/uploads\/2025\/12\/3a-1.jpg\" alt=\"Van c\u00f4ng nghi\u1ec7p h\u00ecnh 1\" width=\"674\" height=\"377\" srcset=\"https:\/\/yp.vn\/wp-content\/uploads\/2025\/12\/3a-1.jpg 674w, https:\/\/yp.vn\/wp-content\/uploads\/2025\/12\/3a-1-300x168.jpg 300w\" sizes=\"auto, (max-width: 674px) 100vw, 674px\" \/><p id=\"caption-attachment-14346431\" class=\"wp-caption-text\">Van c\u00f4ng nghi\u1ec7p ng\u00e0y nay \u0111\u00e3 tr\u1edf th\u00e0nh nh\u1eefng thi\u1ebft b\u1ecb th\u00f4ng minh (Smart Valves)<\/p><\/div>\n<h3 data-path-to-node=\"9\"><b>II. B\u1ea3o Tr\u00ec D\u1ef1 \u0110o\u00e1n (PdM): T\u1eeb S\u1eeda Ch\u1eefa Sang Ng\u0103n Ng\u1eeba<\/b><\/h3>\n<p data-path-to-node=\"10\">Trong m\u00f4 h\u00ecnh b\u1ea3o tr\u00ec truy\u1ec1n th\u1ed1ng:<\/p>\n<ul data-path-to-node=\"11\">\n<li>\n<p data-path-to-node=\"11,0,0\"><b>B\u1ea3o tr\u00ec Ph\u1ea3n \u1ee9ng (Reactive Maintenance):<\/b> S\u1eeda ch\u1eefa khi van \u0111\u00e3 h\u1ecfng, d\u1eabn \u0111\u1ebfn d\u1eebng m\u00e1y ngo\u00e0i k\u1ebf ho\u1ea1ch (<b>Unplanned Downtime<\/b>) v\u00e0 chi ph\u00ed l\u1edbn.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"11,1,0\"><b>B\u1ea3o tr\u00ec \u0110\u1ecbnh k\u1ef3 (Preventive Maintenance):<\/b> Thay th\u1ebf theo l\u1ecbch c\u1ed1 \u0111\u1ecbnh, th\u01b0\u1eddng d\u1eabn \u0111\u1ebfn vi\u1ec7c thay th\u1ebf c\u00e1c b\u1ed9 ph\u1eadn v\u1eabn c\u00f2n t\u1ed1t, g\u00e2y l\u00e3ng ph\u00ed.<\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"12\"><b>B\u1ea3o tr\u00ec D\u1ef1 \u0111o\u00e1n (PdM)<\/b> v\u01b0\u1ee3t tr\u1ed9i h\u01a1n h\u1eb3n. N\u00f3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1eeb <b>van c\u00f4ng nghi\u1ec7p<\/b> th\u00f4ng minh \u0111\u1ec3 <b>ph\u00e2n t\u00edch c\u00e1c m\u00f4 h\u00ecnh suy tho\u00e1i<\/b> v\u00e0 <b>d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c<\/b> th\u1eddi \u0111i\u1ec3m van s\u1eafp h\u1ecfng h\u00f3c ho\u1eb7c ho\u1ea1t \u0111\u1ed9ng k\u00e9m hi\u1ec7u qu\u1ea3.<\/p>\n<h4 data-path-to-node=\"13\"><b>C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a PdM v\u1edbi Van:<\/b><\/h4>\n<ol start=\"1\" data-path-to-node=\"14\">\n<li>\n<p data-path-to-node=\"14,0,0\"><b>Thu th\u1eadp d\u1eef li\u1ec7u:<\/b> C\u1ea3m bi\u1ebfn rung \u0111\u1ed9ng tr\u00ean <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/van-cong-nghiep\/\"><b>van c\u00f4ng nghi\u1ec7p<\/b><\/a> thu th\u1eadp c\u00e1c t\u00edn hi\u1ec7u b\u1ea5t th\u01b0\u1eddng (v\u00ed d\u1ee5: b\u1ec7 van b\u1ecb m\u00f2n g\u00e2y rung \u0111\u1ed9ng cao h\u01a1n).<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"14,1,0\"><b>Ph\u00e2n t\u00edch:<\/b> D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o c\u00e1c thu\u1eadt to\u00e1n <b>H\u1ecdc m\u00e1y (Machine Learning)<\/b>. Thu\u1eadt to\u00e1n so s\u00e1nh d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i v\u1edbi c\u00e1c m\u1eabu d\u1eef li\u1ec7u c\u1ee7a van trong \u0111i\u1ec1u ki\u1ec7n ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng v\u00e0 h\u1ecfng h\u00f3c \u0111\u00e3 bi\u1ebft.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"14,2,0\"><b>D\u1ef1 b\u00e1o v\u00e0 C\u1ea3nh b\u00e1o:<\/b> N\u1ebfu \u0111\u1ed9 rung v\u01b0\u1ee3t qu\u00e1 ng\u01b0\u1ee1ng an to\u00e0n \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp b\u1edfi AI, h\u1ec7 th\u1ed1ng s\u1ebd \u0111\u01b0a ra c\u1ea3nh b\u00e1o t\u1ef1 \u0111\u1ed9ng: &#8220;<b>Van A-14 s\u1ebd c\u1ea7n b\u1ea3o tr\u00ec trong 30 ng\u00e0y t\u1edbi.<\/b>&#8220;<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"14,3,0\"><b>H\u00e0nh \u0111\u1ed9ng:<\/b> \u0110\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt c\u00f3 th\u1ec3 l\u00ean k\u1ebf ho\u1ea1ch thay th\u1ebf ho\u1eb7c s\u1eeda ch\u1eefa ch\u00ednh x\u00e1c tr\u01b0\u1edbc khi l\u1ed7i x\u1ea3y ra, ch\u1ec9 c\u1ea7n d\u1eebng m\u00e1y trong th\u1eddi gian ng\u1eafn, c\u00f3 k\u1ebf ho\u1ea1ch (<b>Planned Downtime<\/b>).<\/p>\n<\/li>\n<\/ol>\n<h3 data-path-to-node=\"15\"><b>III. L\u1ee3i \u00cdch V\u01b0\u1ee3t Tr\u1ed9i c\u1ee7a PdM trong V\u1eadn H\u00e0nh<\/b><\/h3>\n<p data-path-to-node=\"16\">Vi\u1ec7c \u00e1p d\u1ee5ng PdM th\u00f4ng qua van th\u00f4ng minh mang l\u1ea1i nh\u1eefng l\u1ee3i \u00edch kinh t\u1ebf v\u00e0 v\u1eadn h\u00e0nh to l\u1edbn:<\/p>\n<ul data-path-to-node=\"17\">\n<li>\n<p data-path-to-node=\"17,0,0\"><b>T\u0103ng T\u00ednh S\u1eb5n S\u00e0ng v\u00e0 \u0110\u1ed9 Tin C\u1eady:<\/b> Gi\u1ea3m thi\u1ec3u \u0111\u00e1ng k\u1ec3 th\u1eddi gian d\u1eebng m\u00e1y ngo\u00e0i k\u1ebf ho\u1ea1ch, \u0111\u1ea3m b\u1ea3o d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c v\u00e0 \u1ed5n \u0111\u1ecbnh.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"17,1,0\"><b>T\u1ed1i \u01afu H\u00f3a Chi Ph\u00ed B\u1ea3o Tr\u00ec:<\/b> Lo\u1ea1i b\u1ecf vi\u1ec7c thay th\u1ebf linh ki\u1ec7n kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0 ch\u1ec9 s\u1eeda ch\u1eefa khi th\u1ef1c s\u1ef1 c\u1ea7n thi\u1ebft, gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed v\u1eadt t\u01b0 v\u00e0 nh\u00e2n c\u00f4ng l\u00ean t\u1edbi <b>30-40%<\/b>.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"17,2,0\"><b>K\u00e9o D\u00e0i Tu\u1ed5i Th\u1ecd Thi\u1ebft B\u1ecb:<\/b> B\u1eb1ng c\u00e1ch duy tr\u00ec <b>van c\u00f4ng nghi\u1ec7p<\/b> trong \u0111i\u1ec1u ki\u1ec7n ho\u1ea1t \u0111\u1ed9ng t\u1ed1i \u01b0u, PdM gi\u00fap k\u00e9o d\u00e0i v\u00f2ng \u0111\u1eddi s\u1eed d\u1ee5ng c\u1ee7a van, t\u1ed1i \u0111a h\u00f3a l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"17,3,0\"><b>C\u1ea3i Thi\u1ec7n An To\u00e0n:<\/b> Ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 r\u00f2 r\u1ec9, \u00e1p su\u1ea5t b\u1ea5t th\u01b0\u1eddng, ng\u0103n ng\u1eeba s\u1ef1 c\u1ed1 nguy hi\u1ec3m v\u00e0 \u0111\u1ea3m b\u1ea3o m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c an to\u00e0n h\u01a1n.<\/p>\n<\/li>\n<\/ul>\n<div id=\"attachment_14346432\" style=\"width: 607px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14346432\" class=\"wp-image-14346432 size-full\" src=\"https:\/\/yp.vn\/wp-content\/uploads\/2025\/12\/4a-1.jpg\" alt=\"Van c\u00f4ng nghi\u1ec7p h\u00ecnh 2\" width=\"597\" height=\"348\" srcset=\"https:\/\/yp.vn\/wp-content\/uploads\/2025\/12\/4a-1.jpg 597w, https:\/\/yp.vn\/wp-content\/uploads\/2025\/12\/4a-1-300x175.jpg 300w\" sizes=\"auto, (max-width: 597px) 100vw, 597px\" \/><p id=\"caption-attachment-14346432\" class=\"wp-caption-text\">Van c\u00f4ng nghi\u1ec7p ng\u00e0y nay \u0111\u00e3 tr\u1edf th\u00e0nh nh\u1eefng thi\u1ebft b\u1ecb th\u00f4ng minh (Smart Valves)<\/p><\/div>\n<h3 data-path-to-node=\"18\"><b>IV. T\u01b0\u01a1ng Lai: H\u1ec7 Th\u1ed1ng van c\u00f4ng nghi\u1ec7p T\u1ef1 T\u1ed1i \u01afu<\/b><\/h3>\n<p data-path-to-node=\"19\">T\u01b0\u01a1ng lai c\u1ee7a <a href=\"http:\/\/www.upflow.com\" rel=\"nofollow noopener\" target=\"_blank\"><b>van c\u00f4ng nghi\u1ec7p<\/b><\/a> kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c b\u00e1o c\u00e1o, m\u00e0 l\u00e0 kh\u1ea3 n\u0103ng <b>t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh v\u00e0 t\u1ed1i \u01b0u h\u00f3a<\/b>. Th\u1ebf h\u1ec7 van ti\u1ebfp theo s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng:<\/p>\n<ul data-path-to-node=\"20\">\n<li>\n<p data-path-to-node=\"20,0,0\"><b>T\u1ef1 Hi\u1ec7u Ch\u1ec9nh:<\/b> Van c\u00f3 th\u1ec3 nh\u1eadn ra s\u1ef1 thay \u0111\u1ed5i trong hi\u1ec7u su\u1ea5t v\u1eadn h\u00e0nh (v\u00ed d\u1ee5: \u0111\u1ed9 tr\u1ec5 trong \u0111\u00e1p \u1ee9ng) v\u00e0 t\u1ef1 \u0111\u1ed9ng hi\u1ec7u ch\u1ec9nh c\u00e1c tham s\u1ed1 b\u00ean trong \u0111\u1ec3 duy tr\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"20,1,0\"><b>H\u1ecdc H\u1ecfi T\u1eeb M\u00f4i Tr\u01b0\u1eddng:<\/b> S\u1eed d\u1ee5ng AI \u0111\u1ec3 h\u1ecdc h\u1ecfi t\u1eeb s\u1ef1 thay \u0111\u1ed5i c\u1ee7a ch\u1ea5t l\u1ecfng, nhi\u1ec7t \u0111\u1ed9, ho\u1eb7c y\u00eau c\u1ea7u quy tr\u00ecnh, sau \u0111\u00f3 t\u1ef1 \u0111i\u1ec1u ch\u1ec9nh v\u1ecb tr\u00ed van \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u01b0u l\u01b0\u1ee3ng t\u1ed1i \u01b0u v\u1edbi m\u1ee9c ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng th\u1ea5p nh\u1ea5t.<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"21\"><b>K\u1ebft Lu\u1eadn (Kh\u1eb3ng \u0111\u1ecbnh vai tr\u00f2)<\/b><\/h3>\n<p data-path-to-node=\"22\">Van c\u00f4ng nghi\u1ec7p th\u00f4ng minh ch\u00ednh l\u00e0 x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a ho\u1ea1t \u0111\u1ed9ng v\u1eadn h\u00e0nh trong C\u00f4ng nghi\u1ec7p 4.0. Ch\u00fang bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin h\u1eefu \u00edch, cho ph\u00e9p c\u00e1c nh\u00e0 m\u00e1y chuy\u1ec3n t\u1eeb tr\u1ea1ng th\u00e1i <b>ph\u1ea3n \u1ee9ng<\/b> sang <b>d\u1ef1 \u0111o\u00e1n v\u00e0 ch\u1ee7 \u0111\u1ed9ng<\/b>. S\u1ef1 \u0111\u1ea7u t\u01b0 v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng van h\u1ed7 tr\u1ee3 PdM kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn m\u00e0 l\u00e0 m\u1ed9t <b>y\u1ebfu t\u1ed1 b\u1eaft bu\u1ed9c<\/b> \u0111\u1ec3 duy tr\u00ec l\u1ee3i th\u1ebf c\u1ea1nh tranh, n\u00e2ng cao hi\u1ec7u su\u1ea5t v\u00e0 h\u01b0\u1edbng t\u1edbi m\u1ee5c ti\u00eau v\u1eadn h\u00e0nh kh\u00f4ng gi\u00e1n \u0111o\u1ea1n trong k\u1ef7 nguy\u00ean s\u1ed1 h\u00f3a.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Th\u1ebf k\u1ef7 21 ch\u1ee9ng ki\u1ebfn s\u1ef1 chuy\u1ec3n m\u00ecnh m\u1ea1nh m\u1ebd c\u1ee7a s\u1ea3n xu\u1ea5t to\u00e0n c\u1ea7u, \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh b\u1edfi cu\u1ed9c C\u00e1ch m\u1ea1ng C\u00f4ng nghi\u1ec7p 4.0. Trong k\u1ef7 nguy\u00ean n\u00e0y, d\u1eef li\u1ec7u (data) tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n qu\u00fd gi\u00e1 nh\u1ea5t. T\u1ea1i tr\u00e1i tim c\u1ee7a b\u1ea5t k\u1ef3 h\u1ec7 th\u1ed1ng quy tr\u00ecnh n\u00e0o \u2013 t\u1eeb nh\u00e0 m\u00e1y l\u1ecdc&#8230; <a class=\"view-article\" href=\"https:\/\/yp.vn\/van-cong-nghiep-thong-minh-cong-cu-quyet-cua-cong-nghiep-4-0\/\">Xem b\u00e0i vi\u1ebft<\/a><\/p>\n","protected":false},"author":3,"featured_media":14346433,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ep_exclude_from_search":false,"footnotes":""},"categories":[2509],"tags":[],"class_list":["post-14346430","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-van-cong-nghiep-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/posts\/14346430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/comments?post=14346430"}],"version-history":[{"count":2,"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/posts\/14346430\/revisions"}],"predecessor-version":[{"id":14346435,"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/posts\/14346430\/revisions\/14346435"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/media\/14346433"}],"wp:attachment":[{"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/media?parent=14346430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/categories?post=14346430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yp.vn\/KmOMlj66m\/wp\/v2\/tags?post=14346430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}