{"id":14346566,"date":"2026-01-06T14:00:14","date_gmt":"2026-01-06T07:00:14","guid":{"rendered":"https:\/\/yp.vn\/?p=14346566"},"modified":"2026-01-06T14:02:50","modified_gmt":"2026-01-06T07:02:50","slug":"thiet-bi-dien-cong-nghiep-thong-minh-vai-tro-cua-ai-va-iot-1","status":"publish","type":"post","link":"https:\/\/yp.com.vn\/thiet-bi-dien-cong-nghiep-thong-minh-vai-tro-cua-ai-va-iot-1\/","title":{"rendered":"Thi\u1ebft B\u1ecb \u0110i\u1ec7n C\u00f4ng Nghi\u1ec7p Th\u00f4ng Minh: Vai Tr\u00f2 C\u1ee7a AI v\u00e0 IoT Trong T\u1ed1i \u01afu H\u00f3a Hi\u1ec7u Su\u1ea5t v\u00e0 B\u1ea3o Tr\u00ec D\u1ef1 \u0110o\u00e1n"},"content":{"rendered":"<p data-path-to-node=\"3\">Trong k\u1ef7 nguy\u00ean C\u00f4ng nghi\u1ec7p 4.0, c\u00e1c nh\u00e0 m\u00e1y kh\u00f4ng c\u00f2n l\u00e0 nh\u1eefng c\u1ed7 m\u00e1y c\u01a1 kh\u00ed v\u1eadn h\u00e0nh theo l\u1ecbch tr\u00ecnh c\u1ed1 \u0111\u1ecbnh. Thay v\u00e0o \u0111\u00f3, ch\u00fang \u0111ang bi\u1ebfn th\u00e0nh c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh, t\u1ef1 nh\u1eadn th\u1ee9c, n\u01a1i t\u1eebng <strong>thi\u1ebft b\u1ecb \u0111i\u1ec7n<\/strong> \u0111\u1ec1u \u0111\u00f3ng vai tr\u00f2 l\u00e0 m\u1ed9t \u0111i\u1ec3m thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u quan tr\u1ecdng. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa <b data-path-to-node=\"3\" data-index-in-node=\"296\">Internet of Things (IoT)<\/b> v\u00e0 <b data-path-to-node=\"3\" data-index-in-node=\"324\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI)<\/b> \u0111\u00e3 bi\u1ebfn \u0111\u1ed5i ho\u00e0n to\u00e0n c\u00e1ch ch\u00fang ta v\u1eadn h\u00e0nh v\u00e0 b\u1ea3o tr\u00ec c\u00e1c thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p, m\u1edf ra m\u1ed9t ch\u01b0\u01a1ng m\u1edbi v\u1ec1 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 B\u1ea3o tr\u00ec D\u1ef1 \u0111o\u00e1n (Predictive Maintenance).<\/p>\n<h2 data-path-to-node=\"4\">I. N\u1ec1n T\u1ea3ng: Thi\u1ebft B\u1ecb \u0110i\u1ec7n Th\u00e0nh Ph\u1ea7n (Sensor) Th\u00f4ng Minh<\/h2>\n<p data-path-to-node=\"5\"><strong><a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/thiet-bi-dien-cong-nghiep\/\" rel=\"nofollow noopener\" target=\"_blank\">Thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p<\/a><\/strong> th\u00f4ng minh b\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c th\u00e0nh ph\u1ea7n c\u1ea3m bi\u1ebfn (sensor) v\u00e0 k\u1ebft n\u1ed1i v\u00e0o c\u00e1c <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/thiet-bi-dien-cong-nghiep\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>thi\u1ebft b\u1ecb \u0111i\u1ec7n<\/strong><\/a> c\u1ed1t l\u00f5i nh\u01b0 <b data-path-to-node=\"5\" data-index-in-node=\"135\">Bi\u1ebfn t\u1ea7n (VFD), B\u1ed9 \u0111i\u1ec1u khi\u1ec3n logic kh\u1ea3 tr\u00ecnh (PLC), R\u01a1-le b\u1ea3o v\u1ec7, v\u00e0 M\u00e1y c\u1eaft \u0111i\u1ec7n (Circuit Breakers)<\/b>.<\/p>\n<ul data-path-to-node=\"6\">\n<li>\n<p data-path-to-node=\"6,0,0\"><b data-path-to-node=\"6,0,0\" data-index-in-node=\"0\">IoT l\u00e0m g\u00ec?<\/b> IoT cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng k\u1ebft n\u1ed1i. C\u00e1c c\u1ea3m bi\u1ebfn nh\u1ecf g\u1ecdn \u0111\u01b0\u1ee3c nh\u00fang v\u00e0o thi\u1ebft b\u1ecb \u0111\u1ec3 li\u00ean t\u1ee5c \u0111o l\u01b0\u1eddng c\u00e1c tham s\u1ed1 v\u1eadt l\u00fd quan tr\u1ecdng: nhi\u1ec7t \u0111\u1ed9 cu\u1ed9n d\u00e2y, \u0111\u1ed9 rung \u0111\u1ed9ng c\u1ee7a \u1ed5 tr\u1ee5c, m\u1ee9c ti\u00eau th\u1ee5 d\u00f2ng \u0111i\u1ec7n t\u1ee9c th\u1eddi, \u0111i\u1ec7n \u00e1p h\u00e0i, v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng \u0111i\u1ec7n n\u0103ng.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"6,1,0\"><b data-path-to-node=\"6,1,0\" data-index-in-node=\"0\">D\u1eef li\u1ec7u th\u00f4:<\/b> D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c truy\u1ec1n v\u1ec1 c\u00e1c c\u1ed5ng trung gian (Gateways) v\u00e0 sau \u0111\u00f3 l\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y ho\u1eb7c m\u00e1y ch\u1ee7 c\u1ee5c b\u1ed9 th\u00f4ng qua c\u00e1c giao th\u1ee9c c\u00f4ng nghi\u1ec7p (nh\u01b0 OPC UA, MQTT).<\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"7\">Qu\u00e1 tr\u00ecnh n\u00e0y bi\u1ebfn c\u00e1c <strong>thi\u1ebft b\u1ecb \u0111i\u1ec7n<\/strong> t\u1eed c\u01a1 b\u1ea3n th\u00e0nh nh\u1eefng <b data-path-to-node=\"7\" data-index-in-node=\"59\">&#8220;th\u00e0nh ph\u1ea7n bi\u1ebft n\u00f3i&#8221;<\/b>, cung c\u1ea5p c\u00e1i nh\u00ecn ch\u01b0a t\u1eebng c\u00f3 v\u1ec1 t\u00ecnh tr\u1ea1ng s\u1ee9c kh\u1ecfe th\u1ef1c t\u1ebf c\u1ee7a h\u1ec7 th\u1ed1ng.<\/p>\n<div id=\"attachment_14346567\" style=\"width: 865px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14346567\" class=\"wp-image-14346567 size-full\" src=\"https:\/\/yp.vn\/wp-content\/uploads\/2026\/01\/5a.jpg\" alt=\"Thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p 1\" width=\"855\" height=\"391\" srcset=\"https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/5a.jpg 855w, https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/5a-300x137.jpg 300w, https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/5a-768x351.jpg 768w\" sizes=\"auto, (max-width: 855px) 100vw, 855px\" \/><p id=\"caption-attachment-14346567\" class=\"wp-caption-text\">Thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p th\u00f4ng minh b\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c th\u00e0nh ph\u1ea7n c\u1ea3m bi\u1ebfn (sensor) v\u00e0 k\u1ebft n\u1ed1i v\u00e0o c\u00e1c thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u1ed1t l\u00f5i<\/p><\/div>\n<h2 data-path-to-node=\"8\">II. Vai Tr\u00f2 C\u00e1ch M\u1ea1ng c\u1ee7a AI: T\u1eeb D\u1eef Li\u1ec7u \u0111\u1ebfn H\u00e0nh \u0110\u1ed9ng<\/h2>\n<p data-path-to-node=\"9\">N\u1ebfu IoT l\u00e0 ngu\u1ed3n cung c\u1ea5p d\u1eef li\u1ec7u, th\u00ec AI ch\u00ednh l\u00e0 b\u1ed9 n\u00e3o bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb v\u00e0 c\u00e1c quy\u1ebft \u0111\u1ecbnh t\u1ed1i \u01b0u.<\/p>\n<h3 data-path-to-node=\"10\">1. T\u1ed1i \u01afu H\u00f3a Hi\u1ec7u Su\u1ea5t V\u1eadn H\u00e0nh (Operational Efficiency)<\/h3>\n<p data-path-to-node=\"11\">AI s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n <b data-path-to-node=\"11\" data-index-in-node=\"22\">H\u1ecdc M\u00e1y (Machine Learning)<\/b> \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c m\u1eabu ho\u1ea1t \u0111\u1ed9ng ph\u1ee9c t\u1ea1p c\u1ee7a thi\u1ebft b\u1ecb.<\/p>\n<ul data-path-to-node=\"12\">\n<li>\n<p data-path-to-node=\"12,0,0\"><b data-path-to-node=\"12,0,0\" data-index-in-node=\"0\">T\u1ea3i tr\u1ecdng v\u00e0 C\u00f4ng su\u1ea5t:<\/b> AI li\u00ean t\u1ee5c theo d\u00f5i t\u1ea3i tr\u1ecdng \u0111\u1ed9ng c\u01a1 v\u00e0 \u0111i\u1ec1u ch\u1ec9nh tham s\u1ed1 v\u1eadn h\u00e0nh c\u1ee7a Bi\u1ebfn t\u1ea7n (VFD) theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9ng c\u01a1 lu\u00f4n ho\u1ea1t \u0111\u1ed9ng t\u1ea1i \u0111i\u1ec3m hi\u1ec7u su\u1ea5t n\u0103ng l\u01b0\u1ee3ng cao nh\u1ea5t, tr\u00e1nh l\u00e3ng ph\u00ed n\u0103ng l\u01b0\u1ee3ng do ho\u1ea1t \u0111\u1ed9ng \u1edf ch\u1ebf \u0111\u1ed9 d\u01b0\u1edbi t\u1ea3i ho\u1eb7c qu\u00e1 t\u1ea3i kh\u00f4ng c\u1ea7n thi\u1ebft.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"12,1,0\"><b data-path-to-node=\"12,1,0\" data-index-in-node=\"0\">C\u00e2n b\u1eb1ng T\u1ea3i:<\/b> Trong c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p (nh\u01b0 d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t \u0111a tr\u1ee5c), AI ph\u00e2n t\u00edch nhu c\u1ea7u n\u0103ng l\u01b0\u1ee3ng t\u1ed5ng th\u1ec3 v\u00e0 t\u1ef1 \u0111\u1ed9ng c\u00e2n b\u1eb1ng t\u1ea3i gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb, gi\u1ea3m thi\u1ec3u t\u1ed5n th\u1ea5t \u0111\u01b0\u1eddng d\u00e2y v\u00e0 k\u00e9o d\u00e0i tu\u1ed5i th\u1ecd thi\u1ebft b\u1ecb. \u01af\u1edbc t\u00ednh, vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a n\u00e0y c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00e0 m\u00e1y l\u1edbn ti\u1ebft ki\u1ec7m t\u1eeb <b data-path-to-node=\"12,1,0\" data-index-in-node=\"292\">10% \u0111\u1ebfn 25%<\/b> chi ph\u00ed n\u0103ng l\u01b0\u1ee3ng.<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"13\">2. B\u1ea3o Tr\u00ec D\u1ef1 \u0110o\u00e1n (Predictive Maintenance \u2013 PdM)<\/h3>\n<p data-path-to-node=\"14\">\u0110\u00e2y l\u00e0 \u1ee9ng d\u1ee5ng mang t\u00ednh \u0111\u1ed9t ph\u00e1 nh\u1ea5t c\u1ee7a AI trong l\u0129nh v\u1ef1c <a href=\"https:\/\/yp.vn\/nganh-nghe\/cong-nghiep-co-khi-cong-nghiep-102\/thiet-bi-dien-cong-nghiep\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>thi\u1ebft b\u1ecb \u0111i\u1ec7n<\/strong><\/a>. B\u1ea3o tr\u00ec D\u1ef1 \u0111o\u00e1n cho ph\u00e9p c\u00e1c nh\u00e0 m\u00e1y chuy\u1ec3n \u0111\u1ed5i t\u1eeb <b data-path-to-node=\"14\" data-index-in-node=\"127\">B\u1ea3o tr\u00ec \u0110\u1ecbnh k\u1ef3 (Time-based)<\/b> ho\u1eb7c <b data-path-to-node=\"14\" data-index-in-node=\"161\">B\u1ea3o tr\u00ec Kh\u1eafc ph\u1ee5c (Reactive)<\/b> t\u1ed1n k\u00e9m, sang ph\u01b0\u01a1ng ph\u00e1p ch\u1ee7 \u0111\u1ed9ng, ti\u1ebft ki\u1ec7m chi ph\u00ed.<\/p>\n<ul data-path-to-node=\"15\">\n<li>\n<p data-path-to-node=\"15,0,0\"><b data-path-to-node=\"15,0,0\" data-index-in-node=\"0\">Nh\u1eadn d\u1ea1ng M\u1eabu B\u1ea5t th\u01b0\u1eddng:<\/b> Thu\u1eadt to\u00e1n AI \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean h\u00e0ng tri\u1ec7u \u0111i\u1ec3m d\u1eef li\u1ec7u b\u00ecnh th\u01b0\u1eddng c\u1ee7a thi\u1ebft b\u1ecb. Khi m\u1ed9t tham s\u1ed1 (v\u00ed d\u1ee5: \u0111\u1ed9 rung) b\u1eaft \u0111\u1ea7u \u0111i ch\u1ec7ch kh\u1ecfi &#8220;ng\u01b0\u1ee1ng b\u00ecnh th\u01b0\u1eddng&#8221; theo m\u1ed9t m\u1eabu c\u1ee5 th\u1ec3 (pattern), AI s\u1ebd ph\u00e1t hi\u1ec7n ra s\u1ef1 b\u1ea5t th\u01b0\u1eddng \u0111\u00f3.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"15,1,0\"><b data-path-to-node=\"15,1,0\" data-index-in-node=\"0\">D\u1ef1 \u0111o\u00e1n L\u1ed7i:<\/b> Quan tr\u1ecdng h\u01a1n, AI kh\u00f4ng ch\u1ec9 b\u00e1o l\u1ed7i. N\u00f3 d\u1ef1 \u0111o\u00e1n <b data-path-to-node=\"15,1,0\" data-index-in-node=\"62\">th\u1eddi \u0111i\u1ec3m<\/b> l\u1ed7i c\u00f3 th\u1ec3 x\u1ea3y ra v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao. V\u00ed d\u1ee5, m\u1ed9t bi\u1ebfn t\u1ea7n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u cho th\u1ea5y s\u1ef1 t\u0103ng nh\u1eb9 v\u1ec1 nhi\u1ec7t \u0111\u1ed9 IGBT (Transistor L\u01b0\u1ee1ng c\u1ef1c C\u1ed5ng C\u00e1ch \u0111i\u1ec7n) sau m\u1ed9t chu k\u1ef3 t\u1ea3i n\u1eb7ng. AI ph\u00e2n t\u00edch m\u1eabu t\u0103ng n\u00e0y, so s\u00e1nh v\u1edbi c\u00e1c l\u1ed7i trong qu\u00e1 kh\u1ee9, v\u00e0 d\u1ef1 \u0111o\u00e1n: &#8220;T\u1ee5 \u0111i\u1ec7n DC Link c\u00f3 kh\u1ea3 n\u0103ng h\u1ecfng trong v\u00f2ng 4 tu\u1ea7n t\u1edbi.&#8221;<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"15,2,0\"><b data-path-to-node=\"15,2,0\" data-index-in-node=\"0\">L\u1ee3i \u00edch:<\/b> \u0110i\u1ec1u n\u00e0y cho ph\u00e9p \u0111\u1ed9i b\u1ea3o tr\u00ec l\u00ean k\u1ebf ho\u1ea1ch thay th\u1ebf ho\u1eb7c s\u1eeda ch\u1eefa linh ki\u1ec7n <i data-path-to-node=\"15,2,0\" data-index-in-node=\"85\">ch\u1ec9 khi c\u1ea7n thi\u1ebft<\/i> (Just-in-Time), gi\u1ea3m thi\u1ec3u th\u1eddi gian d\u1eebng m\u00e1y (downtime) ngo\u00e0i k\u1ebf ho\u1ea1ch \u2013 y\u1ebfu t\u1ed1 g\u00e2y thi\u1ec7t h\u1ea1i l\u1edbn nh\u1ea5t trong s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p.<\/p>\n<\/li>\n<\/ul>\n<div id=\"attachment_14346568\" style=\"width: 841px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14346568\" class=\"wp-image-14346568 size-full\" src=\"https:\/\/yp.vn\/wp-content\/uploads\/2026\/01\/7a.jpg\" alt=\"Thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p 2\" width=\"831\" height=\"397\" srcset=\"https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/7a.jpg 831w, https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/7a-300x143.jpg 300w, https:\/\/yp.com.vn\/wp-content\/uploads\/2026\/01\/7a-768x367.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><p id=\"caption-attachment-14346568\" class=\"wp-caption-text\">Thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p th\u00f4ng minh b\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c th\u00e0nh ph\u1ea7n c\u1ea3m bi\u1ebfn (sensor) v\u00e0 k\u1ebft n\u1ed1i v\u00e0o c\u00e1c thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u1ed1t l\u00f5i<\/p><\/div>\n<h2 data-path-to-node=\"16\">III. T\u00edch H\u1ee3p v\u00e0 T\u01b0\u01a1ng Lai v\u00e0o <strong>thi\u1ebft b\u1ecb \u0111i\u1ec7n<\/strong><\/h2>\n<p data-path-to-node=\"17\">S\u1ef1 th\u00f4ng minh c\u1ee7a <a href=\"http:\/\/www.cmotec.com\" rel=\"nofollow noopener\" target=\"_blank\"><strong>thi\u1ebft b\u1ecb \u0111i\u1ec7n<\/strong><\/a> kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf m\u1ed9t thi\u1ebft b\u1ecb ri\u00eang l\u1ebb. PLC, HMI, v\u00e0 c\u00e1c thi\u1ebft b\u1ecb \u0111\u00f3ng c\u1eaft hi\u1ec7n \u0111\u1ea1i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 giao ti\u1ebfp li\u1ec1n m\u1ea1ch v\u1edbi nhau, t\u1ea1o th\u00e0nh m\u1ed9t <b data-path-to-node=\"17\" data-index-in-node=\"181\">M\u1ea1ng l\u01b0\u1edbi V\u1eadn h\u00e0nh K\u1ef9 thu\u1eadt s\u1ed1 (Digital Operating Network)<\/b>.<\/p>\n<p data-path-to-node=\"18\">C\u00e1c n\u1ec1n t\u1ea3ng ph\u1ea7n m\u1ec1m nh\u01b0 <b data-path-to-node=\"18\" data-index-in-node=\"26\">Digital Twin (B\u1ea3n sao S\u1ed1)<\/b> cho ph\u00e9p k\u1ef9 s\u01b0 m\u00f4 ph\u1ecfng to\u00e0n b\u1ed9 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00e0 m\u00e1y v\u00e0 th\u1eed nghi\u1ec7m c\u00e1c k\u1ecbch b\u1ea3n v\u1eadn h\u00e0nh m\u1edbi tr\u01b0\u1edbc khi \u00e1p d\u1ee5ng v\u00e0o th\u1ef1c t\u1ebf, d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi c\u00e1c thi\u1ebft b\u1ecb \u0111i\u1ec7n th\u00f4ng minh.<\/p>\n<p data-path-to-node=\"19\">T\u00f3m l\u1ea1i, s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa IoT v\u00e0 AI \u0111\u00e3 n\u00e2ng t\u1ea7m thi\u1ebft b\u1ecb \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p t\u1eeb nh\u1eefng c\u1ed7 m\u00e1y \u0111\u01a1n thu\u1ea7n th\u00e0nh c\u00e1c t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c. Ch\u00fang kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 b\u1ed9 ph\u1eadn \u0111i\u1ec1u khi\u1ec3n n\u0103ng l\u01b0\u1ee3ng, m\u00e0 c\u00f2n l\u00e0 ngu\u1ed3n cung c\u1ea5p th\u00f4ng tin qu\u00fd gi\u00e1, gi\u00fap c\u00e1c nh\u00e0 m\u00e1y \u0111\u1ea1t \u0111\u01b0\u1ee3c <b data-path-to-node=\"19\" data-index-in-node=\"259\">hi\u1ec7u su\u1ea5t t\u1ed1i \u0111a<\/b> v\u00e0 <b data-path-to-node=\"19\" data-index-in-node=\"279\">t\u00ednh kh\u1ea3 d\u1ee5ng cao nh\u1ea5t<\/b>, \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong k\u1ef7 nguy\u00ean C\u00f4ng nghi\u1ec7p 4.0, c\u00e1c nh\u00e0 m\u00e1y kh\u00f4ng c\u00f2n l\u00e0 nh\u1eefng c\u1ed7 m\u00e1y c\u01a1 kh\u00ed v\u1eadn h\u00e0nh theo l\u1ecbch tr\u00ecnh c\u1ed1 \u0111\u1ecbnh. Thay v\u00e0o \u0111\u00f3, ch\u00fang \u0111ang bi\u1ebfn th\u00e0nh c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh, t\u1ef1 nh\u1eadn th\u1ee9c, n\u01a1i t\u1eebng thi\u1ebft b\u1ecb \u0111i\u1ec7n \u0111\u1ec1u \u0111\u00f3ng vai tr\u00f2 l\u00e0 m\u1ed9t \u0111i\u1ec3m thu th\u1eadp v\u00e0 ph\u00e2n&#8230; <a class=\"view-article\" href=\"https:\/\/yp.com.vn\/thiet-bi-dien-cong-nghiep-thong-minh-vai-tro-cua-ai-va-iot-1\/\">Xem b\u00e0i vi\u1ebft<\/a><\/p>\n","protected":false},"author":3,"featured_media":14346570,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ep_exclude_from_search":false,"footnotes":""},"categories":[2498],"tags":[],"class_list":["post-14346566","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thiet-bi-dien"],"acf":[],"_links":{"self":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts\/14346566","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/comments?post=14346566"}],"version-history":[{"count":3,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts\/14346566\/revisions"}],"predecessor-version":[{"id":14346572,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/posts\/14346566\/revisions\/14346572"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/media\/14346570"}],"wp:attachment":[{"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/media?parent=14346566"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/categories?post=14346566"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yp.com.vn\/KmOMlj66m\/wp\/v2\/tags?post=14346566"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}