{"id":628,"date":"2026-06-07T18:39:53","date_gmt":"2026-06-07T18:39:53","guid":{"rendered":"https:\/\/khkrh7q1ur.wpdns.site\/?p=628"},"modified":"2026-06-07T18:39:55","modified_gmt":"2026-06-07T18:39:55","slug":"what-are-the-differences-between-algorithms-automation-and-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/benlongkj.com\/vi\/news\/what-are-the-differences-between-algorithms-automation-and-artificial-intelligence\/","title":{"rendered":"Thu\u1eadt to\u00e1n, t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00e1c nhau \u1edf \u0111i\u1ec3m n\u00e0o?"},"content":{"rendered":"<blockquote><p><strong>S\u1ef1 nh\u1ea7m l\u1eabn th\u01b0\u1eddng g\u1eb7p trong s\u1ea3n xu\u1ea5t:<\/strong> \u201cD\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p m\u1edbi c\u1ee7a ch\u00fang t\u00f4i \u0111ang s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, tuy nhi\u00ean, d\u01b0\u1eddng nh\u01b0 n\u00f3 ch\u1ec9 tu\u00e2n theo c\u00e1c quy t\u1eafc t\u1ef1 \u0111\u1ed9ng h\u00f3a. \u0110\u00e2y l\u00e0 v\u00ed d\u1ee5 v\u1ec1 t\u1ef1 \u0111\u1ed9ng h\u00f3a hay tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o? Ngo\u00e0i ra, thu\u1eadt to\u00e1n \u0111\u00f3ng vai tr\u00f2 g\u00ec \u1edf \u0111\u00e2y?\u201d \u2013 Gi\u00e1m \u0111\u1ed1c s\u1ea3n xu\u1ea5t sau khi tri\u1ec3n khai d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p t\u1ef1 \u0111\u1ed9ng m\u1edbi.<\/p><\/blockquote>\n<p>Trong c\u00f4ng nghi\u1ec7p, \u201ct\u1ef1 \u0111\u1ed9ng h\u00f3a\u201d v\u00e0 \u201ctr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u201d (AI) \u0111\u00f4i khi \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng gi\u1ed1ng nh\u01b0 \u201cthu\u1eadt to\u00e1n\u201d (trong s\u1ea3n xu\u1ea5t). Tuy nhi\u00ean, ch\u00fang \u0111\u1ec1 c\u1eadp \u0111\u1ebfn nh\u1eefng kh\u00e1i ni\u1ec7m ho\u00e0n to\u00e0n kh\u00e1c nhau. N\u1ebfu b\u1ea1n \u0111ang c\u1ed1 g\u1eafng \u0111\u00e1nh gi\u00e1 thi\u1ebft b\u1ecb s\u1ea3n xu\u1ea5t, cho d\u00f9 \u0111\u00f3 l\u00e0 m\u1ed9t ph\u1ea7n m\u1ec1m, m\u1ed9t thu\u1eadt to\u00e1n, hay c\u00e1ch tri\u1ec3n khai ch\u00fang theo th\u1eddi gian, th\u00ec vi\u1ec7c hi\u1ec3u r\u00f5 s\u1ef1 kh\u00e1c bi\u1ec7t l\u00e0 \u0111i\u1ec1u v\u00f4 c\u00f9ng quan tr\u1ecdng. H\u01b0\u1edbng d\u1eabn n\u00e0y s\u1ebd gi\u1ea3i th\u00edch ba thu\u1eadt ng\u1eef b\u1eb1ng ti\u1ebfng Anh c\u01a1 b\u1ea3n, \u0111\u01b0a ra c\u00e1c v\u00ed d\u1ee5 t\u1eeb c\u00e1c nh\u00e0 m\u00e1y th\u1ef1c t\u1ebf n\u01a1i c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong quy tr\u00ecnh s\u1ea3n xu\u1ea5t c\u1ee7a h\u1ecd, v\u00e0 gi\u00fap b\u1ea1n x\u00e1c \u0111\u1ecbnh c\u00f4ng ngh\u1ec7 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi tr\u01b0\u1eddng h\u1ee3p c\u1ee7a m\u00ecnh.<\/p>\n<h2>H\u01b0\u1edbng d\u1eabn n\u00e0y bao g\u1ed3m:<\/h2>\n<ul>\n<li>Thu\u1eadt to\u00e1n l\u00e0 g\u00ec? (\u0110\u1ecbnh ngh\u0129a v\u00e0 v\u00ed d\u1ee5 minh h\u1ecda)<\/li>\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a l\u00e0 g\u00ec? (C\u1ed1 \u0111\u1ecbnh, l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c, linh ho\u1ea1t, t\u00edch h\u1ee3p)<\/li>\n<li>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec? (N\u00f3 kh\u00e1c v\u1edbi t\u1ef1 \u0111\u1ed9ng h\u00f3a nh\u01b0 th\u1ebf n\u00e0o)<\/li>\n<li>So s\u00e1nh song song: thu\u1eadt to\u00e1n so v\u1edbi t\u1ef1 \u0111\u1ed9ng h\u00f3a so v\u1edbi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/li>\n<li>Ba c\u00f4ng ngh\u1ec7 n\u00e0y ph\u1ed1i h\u1ee3p v\u1edbi nhau nh\u01b0 th\u1ebf n\u00e0o trong c\u00e1c d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t hi\u1ec7n \u0111\u1ea1i?<\/li>\n<li>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 thu\u1eadt to\u00e1n, t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/li>\n<\/ul>\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-629\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/06\/What-are-the-differences-between-algorithms-automation-and-artificial-intelligence.webp\" alt=\"S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa thu\u1eadt to\u00e1n, t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?\" width=\"1448\" height=\"1086\" \/><\/p>\n<h2>1. Thu\u1eadt to\u00e1n l\u00e0 g\u00ec? (C\u00f4ng th\u1ee9c)<\/h2>\n<p>Thu\u1eadt to\u00e1n bao g\u1ed3m m\u1ed9t chu\u1ed7i c\u00e1c b\u01b0\u1edbc \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp theo th\u1ee9 t\u1ef1 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ed9t m\u1ee5c ti\u00eau, c\u00f3 th\u1ec3 l\u00e0 gi\u1ea3i ph\u00e1p cho m\u1ed9t v\u1ea5n \u0111\u1ec1 ho\u1eb7c ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ec3 ho\u00e0n th\u00e0nh m\u1ed9t nhi\u1ec7m v\u1ee5. N\u00f3 t\u01b0\u01a1ng t\u1ef1 nh\u01b0 m\u1ed9t c\u00f4ng th\u1ee9c n\u1ea5u \u0103n v\u00ec b\u1ea1n c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o k\u1ebft qu\u1ea3 b\u1eb1ng c\u00e1ch l\u00e0m theo c\u00f4ng th\u1ee9c m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c. Do \u0111\u00f3, thu\u1eadt to\u00e1n kh\u00f4ng mang t\u00ednh \u0111\u1ed9ng; n\u00f3 mang t\u00ednh t\u0129nh trong qu\u00e1 tr\u00ecnh th\u1ef1c thi d\u1ef1a tr\u00ean logic \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a tr\u01b0\u1edbc.<\/p>\n<p><strong>V\u00ed d\u1ee5 trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t:<\/strong> Ch\u01b0\u01a1ng tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n nhi\u1ec7t \u0111\u1ed9 c\u1ee7a b\u00e0n hi\u1ec7u chu\u1ea9n nhi\u1ec7t l\u1ea5y gi\u00e1 tr\u1ecb nhi\u1ec7t hi\u1ec7n t\u1ea1i t\u1eeb c\u1ea3m bi\u1ebfn. N\u1ebfu nhi\u1ec7t \u0111\u1ed9 th\u1ea5p h\u01a1n m\u1ee9c t\u1ed1i \u01b0u, ch\u01b0\u01a1ng tr\u00ecnh s\u1ebd k\u00edch ho\u1ea1t b\u1ed9 gia nhi\u1ec7t b\u1eadt trong m\u1ed9t kho\u1ea3ng th\u1eddi gian \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc. Ch\u01b0\u01a1ng tr\u00ecnh li\u00ean t\u1ee5c th\u1ef1c hi\u1ec7n c\u00f9ng m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c l\u1ec7nh theo chu k\u1ef3 m\u1ed9t gi\u00e2y \u0111\u1ec1u \u0111\u1eb7n.<\/p>\n<p><strong>\u0110\u1eb7c \u0111i\u1ec3m ch\u00ednh:<\/strong> C\u00f3 t\u00ednh x\u00e1c \u0111\u1ecbnh \u2014 v\u1edbi c\u00f9ng m\u1ed9t \u0111\u1ea7u v\u00e0o, n\u00f3 lu\u00f4n t\u1ea1o ra c\u00f9ng m\u1ed9t \u0111\u1ea7u ra.<\/p>\n<h2>2. T\u1ef1 \u0111\u1ed9ng h\u00f3a l\u00e0 g\u00ec? (Ng\u01b0\u1eddi th\u1ef1c thi)<\/h2>\n<p><strong>T\u1ef1 \u0111\u1ed9ng h\u00f3a<\/strong> T\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ec1 c\u1eadp \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m m\u00e1y t\u00ednh, m\u00e1y m\u00f3c ho\u1eb7c h\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t ho\u1ea1t \u0111\u1ed9ng v\u1edbi s\u1ef1 can thi\u1ec7p h\u1ea1n ch\u1ebf t\u1eeb ng\u01b0\u1eddi v\u1eadn h\u00e0nh. Kh\u00e1c v\u1edbi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, t\u1ef1 \u0111\u1ed9ng h\u00f3a kh\u00f4ng \u0111\u01b0a ra b\u1ea5t k\u1ef3 quy\u1ebft \u0111\u1ecbnh n\u00e0o n\u1eb1m ngo\u00e0i c\u00e1c th\u00f4ng s\u1ed1 \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp b\u1edfi c\u00e1c thu\u1eadt to\u00e1n c\u1ed1 \u0111\u1ecbnh \u2014 vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t v\u00e0 lu\u1ed3ng c\u00f4ng vi\u1ec7c th\u01b0\u1eddng bao g\u1ed3m vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00f9ng m\u1ed9t vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u1edbi t\u1ed1c \u0111\u1ed9 cao v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/p>\n<p>B\u1ed1n lo\u1ea1i t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f4ng nghi\u1ec7p ph\u1ed5 bi\u1ebfn l\u00e0:<\/p>\n<ul>\n<li><span style=\"color: #0000ff;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u1ed1 \u0111\u1ecbnh (c\u1ee9ng)<\/span>: M\u1ed9t h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t ch\u1ec9 c\u00f3 m\u1ed9t s\u1ea3n ph\u1ea9m cu\u1ed1i c\u00f9ng (v\u00ed d\u1ee5: d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p c\u1ea7u dao \u0111i\u1ec7n v\u1edbi m\u1ed9t c\u1ea7u dao \u0111i\u1ec7n). Vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i t\u1eeb s\u1ea3n ph\u1ea9m cu\u1ed1i c\u00f9ng n\u00e0y sang s\u1ea3n ph\u1ea9m cu\u1ed1i c\u00f9ng kh\u00e1c t\u1ed1n k\u00e9m v\u00e0 m\u1ea5t nhi\u1ec1u th\u1eddi gian.<\/li>\n<li><span style=\"color: #0000ff;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a l\u1eadp tr\u00ecnh<\/span>C\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh \u0111\u1ec3 s\u1ea3n xu\u1ea5t nhi\u1ec1u s\u1ea3n ph\u1ea9m kh\u00e1c nhau theo l\u00f4 (v\u00ed d\u1ee5: M\u1ed9t thi\u1ebft b\u1ecb c\u00f3 kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i gi\u1eefa s\u1ea3n xu\u1ea5t MCB 1 c\u1ef1c v\u00e0 4 c\u1ef1c do thay \u0111\u1ed5i c\u00f4ng th\u1ee9c s\u1ea3n xu\u1ea5t).<\/li>\n<li><span style=\"color: #0000ff;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a linh ho\u1ea1t (m\u1ec1m)<\/span>Kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i nhanh ch\u00f3ng t\u1eeb s\u1ea3n ph\u1ea9m n\u00e0y sang s\u1ea3n ph\u1ea9m kh\u00e1c gi\u00fap n\u00f3 ph\u00f9 h\u1ee3p \u0111\u1ec3 s\u1ea3n xu\u1ea5t nhi\u1ec1u lo\u1ea1i s\u1ea3n ph\u1ea9m kh\u00e1c nhau c\u00f9ng m\u1ed9t l\u00fac (v\u00ed d\u1ee5 nh\u01b0 d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t c\u1ea7u dao th\u00f4ng minh IoT c\u00f3 th\u1ec3 s\u1ea3n xu\u1ea5t nhi\u1ec1u c\u1ea7u dao th\u00f4ng minh).<\/li>\n<li><span style=\"color: #0000ff;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a t\u00edch h\u1ee3p<\/span>H\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n trung t\u00e2m (MES) \u0111\u1ed3ng b\u1ed9 h\u00f3a ho\u00e0n to\u00e0n to\u00e0n b\u1ed9 d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p, k\u1ebft n\u1ed1i t\u1ea5t c\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng &quot;l\u1eafp r\u00e1p&quot;, c\u0169ng nh\u01b0 c\u00e1c tr\u1ea1m ki\u1ec3m tra, h\u00e0n v\u00e0 \u0111\u00f3ng g\u00f3i.<\/li>\n<\/ul>\n<p><span style=\"color: #0000ff;\">V\u00ed d\u1ee5 trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t<\/span>Quy tr\u00ecnh ki\u1ec3m tra c\u1ea7u dao t\u1ef1 \u0111\u1ed9ng ho\u00e0n to\u00e0n \u00e1p d\u1ee5ng d\u00f2ng \u0111i\u1ec7n g\u1ea5p 1,45 l\u1ea7n d\u00f2ng \u0111i\u1ec7n \u0111\u1ecbnh m\u1ee9c v\u00e0 x\u00e1c \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m lo\u1ea1i b\u1ecf b\u1ea5t k\u1ef3 m\u1ea1ch n\u00e0o b\u1ecb l\u1ed7i. To\u00e0n b\u1ed9 quy tr\u00ecnh n\u00e0y di\u1ec5n ra m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a ng\u01b0\u1eddi v\u1eadn h\u00e0nh. M\u1eb7c d\u00f9 n\u00f3 c\u00f3 thu\u1eadt to\u00e1n s\u1ebd lo\u1ea1i b\u1ecf b\u1ea5t k\u1ef3 c\u1ea7u dao n\u00e0o c\u00f3 th\u1eddi gian ch\u1edd ng\u1eaft m\u1ea1ch l\u1edbn h\u01a1n 60 gi\u00e2y, nh\u01b0ng n\u00f3 kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi ho\u1eb7c th\u00edch nghi.<\/p>\n<p><span style=\"color: #0000ff;\">\u0110\u1eb7c \u0111i\u1ec3m ch\u00ednh<\/span>: D\u1ef1a tr\u00ean quy t\u1eafc, l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, kh\u00f4ng c\u00f3 t\u00ednh h\u1ecdc h\u1ecfi.<\/p>\n<h2>3. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec? (Ng\u01b0\u1eddi h\u1ecdc)<\/h2>\n<p><strong>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)<\/strong> Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 l\u00e0 nh\u1eefng c\u1ed7 m\u00e1y ho\u00e0n th\u00e0nh c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u00f2i h\u1ecfi tr\u00ed tu\u1ec7 con ng\u01b0\u1eddi, ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eadn d\u1ea1ng m\u1eabu, \u0111\u01b0a ra d\u1ef1 b\u00e1o ho\u1eb7c t\u1ed1i \u01b0u h\u00f3a quy\u1ebft \u0111\u1ecbnh, nh\u01b0ng c\u0169ng c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng c\u1ee7a m\u00ecnh th\u00f4ng qua h\u1ecdc t\u1eadp d\u1ef1a tr\u00ean kinh nghi\u1ec7m t\u1eeb m\u1ed9t t\u1eadp d\u1eef li\u1ec7u v\u00e0 th\u00edch \u1ee9ng v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c h\u01b0\u1edbng d\u1eabn ho\u1eb7c l\u1eadp tr\u00ecnh c\u1ee5 th\u1ec3 cho t\u1eebng nhi\u1ec7m v\u1ee5.<\/p>\n<p>H\u1ecdc m\u00e1y (Machine Learning - ML) l\u00e0 h\u00ecnh th\u1ee9c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) ph\u1ed5 bi\u1ebfn nh\u1ea5t \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t s\u1eed d\u1ee5ng trong ng\u00e0nh c\u00f4ng nghi\u1ec7p hi\u1ec7n nay. Trong ML, m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n nh\u1eb1m m\u1ee5c \u0111\u00edch t\u1ea1o ra c\u00e1c d\u1ef1 \u0111o\u00e1n v\u1ec1 c\u00e1c s\u1ef1 ki\u1ec7n trong t\u01b0\u01a1ng lai d\u1ef1a tr\u00ean d\u1eef li\u1ec7u l\u1ecbch s\u1eed (v\u00ed d\u1ee5: d\u1ef1 \u0111o\u00e1n s\u1ef1 c\u1ed1 m\u00e1y m\u00f3c trong t\u01b0\u01a1ng lai, ph\u00e2n lo\u1ea1i c\u00e1c khuy\u1ebft t\u1eadt h\u00e0n d\u1ef1a tr\u00ean h\u00ecnh \u1ea3nh tr\u1ef1c quan, v.v.).<\/p>\n<p><strong>V\u00ed d\u1ee5 trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t:<\/strong> Vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 ki\u1ec3m tra v\u1ecf c\u1ea7u dao MCB xem c\u00f3 v\u1ebft n\u1ee9t hay kh\u00f4ng. \u0110i\u1ec1u n\u00e0y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng c\u00e1ch ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng ki\u1ec3m tra s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 ki\u1ec3m tra th\u1ecb gi\u00e1c, v\u00e0 s\u1eed d\u1ee5ng nhi\u1ec1u h\u00ecnh \u1ea3nh c\u1ee7a c\u1ea3 c\u00e1c b\u1ed9 ph\u1eadn \u0111\u1ea1t y\u00eau c\u1ea7u v\u00e0 kh\u00f4ng \u0111\u1ea1t y\u00eau c\u1ea7u \u0111\u1ec3 hu\u1ea5n luy\u1ec7n h\u1ec7 th\u1ed1ng AI nh\u1eadn bi\u1ebft c\u00e1c khuy\u1ebft t\u1eadt tinh vi h\u01a1n so v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean quy t\u1eafc truy\u1ec1n th\u1ed1ng (v\u00ed d\u1ee5: \u201cb\u1ea5t k\u1ef3 gi\u00e1 tr\u1ecb pixel n\u00e0o tr\u00ean 200 \u0111\u1ec1u l\u00e0 khuy\u1ebft t\u1eadt\u201d). Kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n c\u00e1c lo\u1ea1i khuy\u1ebft t\u1eadt n\u00e0y c\u1ee7a AI s\u1ebd ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n th\u00f4ng qua vi\u1ec7c c\u1eadp nh\u1eadt li\u00ean t\u1ee5c c\u01a1 s\u1edf d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh.<\/p>\n<p><strong>\u0110\u1eb7c \u0111i\u1ec3m ch\u00ednh:<\/strong> D\u1ef1a tr\u00ean d\u1eef li\u1ec7u, c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u00e0 x\u1eed l\u00fd t\u1ed1t s\u1ef1 bi\u1ebfn \u0111\u1ed9ng.<\/p>\n<h2>4. So s\u00e1nh: Thu\u1eadt to\u00e1n so v\u1edbi T\u1ef1 \u0111\u1ed9ng h\u00f3a so v\u1edbi Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/h2>\n<div style=\"overflow-x: auto;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a thu\u1eadt to\u00e1n kh\u00eda c\u1ea1nh Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)<\/p>\n<table style=\"width: 100%; border-collapse: collapse; margin: 1rem 0;\">\n<thead style=\"background: #1a56db; color: white;\"><\/thead>\n<tbody>\n<tr style=\"background: #fff;\">\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">S\u1ef1 \u0111\u1ecbnh ngh\u0129a<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">H\u01b0\u1edbng d\u1eabn t\u1eebng b\u01b0\u1edbc<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">M\u00e1y m\u00f3c th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 t\u1ed1i thi\u1ec3u c\u1ee7a con ng\u01b0\u1eddi.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">C\u00e1c h\u1ec7 th\u1ed1ng m\u00f4 ph\u1ecfng tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi.<\/td>\n<\/tr>\n<tr style=\"background: #f8f9fa;\">\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">Kh\u1ea3 n\u0103ng h\u1ecdc t\u1eadp<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">Kh\u00f4ng c\u00f3 (mang t\u00ednh x\u00e1c \u0111\u1ecbnh)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">Kh\u00f4ng c\u00f3 (tu\u00e2n theo c\u00e1c quy t\u1eafc c\u1ed1 \u0111\u1ecbnh)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">\u0110\u00fang v\u1eady (s\u1ebd \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n khi c\u00f3 th\u00eam d\u1eef li\u1ec7u)<\/td>\n<\/tr>\n<tr style=\"background: #fff;\">\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">T\u00ednh linh ho\u1ea1t<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">N\u00f3 ch\u1ec9 th\u1ef1c hi\u1ec7n ch\u00ednh x\u00e1c nh\u1eefng g\u00ec \u0111\u00e3 \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">T\u00f9y thu\u1ed9c v\u00e0o lo\u1ea1i (c\u1ed1 \u0111\u1ecbnh = c\u1ee9ng nh\u1eafc; linh ho\u1ea1t = d\u1ec5 th\u00edch nghi)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">C\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng cao v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng m\u1edbi sau khi \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o.<\/td>\n<\/tr>\n<tr style=\"background: #f8f9fa;\">\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">V\u00ed d\u1ee5<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">V\u00f2ng \u0111i\u1ec1u khi\u1ec3n PID cho nhi\u1ec7t \u0111\u1ed9<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">B\u00e0n hi\u1ec7u chu\u1ea9n MCB t\u1ef1 \u0111\u1ed9ng<\/td>\n<td style=\"border: 1px solid #ddd; padding: 10px 12px;\">Ph\u00e1t hi\u1ec7n khuy\u1ebft t\u1eadt d\u1ef1a tr\u00ean th\u1ecb gi\u00e1c, kh\u1ea3 n\u0103ng n\u00e0y \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n theo th\u1eddi gian.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2>5. Thu\u1eadt to\u00e1n, t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u1ed1i h\u1ee3p v\u1edbi nhau nh\u01b0 th\u1ebf n\u00e0o<\/h2>\n<p>Trong m\u1ed9t nh\u00e0 m\u00e1y hi\u1ec7n \u0111\u1ea1i, ba c\u00f4ng ngh\u1ec7 n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi nhau:<\/p>\n<ul>\n<li><strong>Thu\u1eadt to\u00e1n<\/strong> H\u00ecnh th\u00e0nh \u1edf c\u1ea5p \u0111\u1ed9 th\u1ea5p nh\u1ea5t \u2014 c\u00e1c quy t\u1eafc c\u1ee5 th\u1ec3 \u0111i\u1ec1u khi\u1ec3n \u0111\u1ed9ng c\u01a1, m\u00e1y s\u01b0\u1edfi ho\u1eb7c tr\u00ecnh t\u1ef1 ki\u1ec3m tra.<\/li>\n<li><strong>T\u1ef1 \u0111\u1ed9ng h\u00f3a<\/strong> S\u1eed d\u1ee5ng thu\u1eadt to\u00e1n c\u1ee7a m\u00ecnh \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi ho\u1eb7c s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m (di chuy\u1ec3n \u0111\u1ed3 v\u1eadt, th\u1ef1c hi\u1ec7n c\u00e1c thao t\u00e1c v\u00e0 ki\u1ec3m tra).<\/li>\n<li><strong>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/strong> \u1ede c\u1ea5p \u0111\u1ed9 cao nh\u1ea5t c\u1ee7a h\u1ec7 th\u1ed1ng, vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u1ed7 tr\u1ee3 c\u00e1c quy\u1ebft \u0111\u1ecbnh \u1edf c\u1ea5p \u0111\u1ed9 cao h\u01a1n (v\u00ed d\u1ee5: d\u1ef1 \u0111o\u00e1n l\u1ecbch b\u1ea3o tr\u00ec, t\u1ed1i \u01b0u h\u00f3a l\u1ecbch tr\u00ecnh s\u1ea3n xu\u1ea5t ho\u1eb7c \u0111i\u1ec1u ch\u1ec9nh gi\u1edbi h\u1ea1n th\u1eed nghi\u1ec7m d\u1ef1a tr\u00ean n\u0103ng su\u1ea5t trong qu\u00e1 kh\u1ee9).<\/li>\n<\/ul>\n<p><strong>V\u00ed d\u1ee5:<\/strong> H\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch h\u00e0ng ngh\u00ecn b\u1ea3n ghi th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng v\u00e0 d\u1ef1 \u0111o\u00e1n khi n\u00e0o tr\u1ea1m hi\u1ec7u chu\u1ea9n c\u1ea7n b\u1ea3o tr\u00ec, ho\u1eb7c t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh c\u00e1c \u0111i\u1ec1u ki\u1ec7n \u0111\u1ea1t\/kh\u00f4ng \u0111\u1ea1t theo s\u1ef1 thay \u0111\u1ed5i nhi\u1ec7t \u0111\u1ed9 m\u00f4i tr\u01b0\u1eddng xung quanh, \u0111i\u1ec1u n\u00e0y kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c v\u1edbi thu\u1eadt to\u00e1n c\u1ed1 \u0111\u1ecbnh. D\u00e2y chuy\u1ec1n ki\u1ec3m tra MCB t\u1ef1 \u0111\u1ed9ng bao g\u1ed3m c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 c\u1ea5p d\u00f2ng \u0111i\u1ec7n g\u1ea5p 1,45 l\u1ea7n cho MCB c\u1ea7n ki\u1ec3m tra v\u00e0 \u0111o th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng (th\u1eddi gian c\u1ea7n thi\u1ebft \u0111\u1ec3 x\u1ea3y ra hi\u1ec7n t\u01b0\u1ee3ng ng\u1eaft m\u1ea1ch).<\/p>\n<h2>6. C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p (FAQ)<\/h2>\n<h3>T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00e1c nhau \u1edf \u0111i\u1ec3m n\u00e0o?<\/h3>\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a th\u1ef1c hi\u1ec7n m\u1ed9t nhi\u1ec7m v\u1ee5 theo c\u00e1c quy t\u1eafc \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Kh\u00f4ng c\u00f3 qu\u00e1 tr\u00ecnh h\u1ecdc h\u1ecfi hay \u0111i\u1ec1u ch\u1ec9nh trong c\u00e1c quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu, d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy\u1ebft \u0111\u1ecbnh li\u00ean quan \u0111\u1ebfn c\u00e1c h\u00e0nh \u0111\u1ed9ng trong t\u01b0\u01a1ng lai. AI c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi s\u1ef1 thay \u0111\u1ed5i v\u00e0 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n theo th\u1eddi gian. M\u1ed9t robot s\u1ea3n xu\u1ea5t s\u1ebd li\u00ean t\u1ee5c h\u00e0n \u1edf c\u00f9ng m\u1ed9t v\u1ecb tr\u00ed, trong khi AI c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh r\u1eb1ng m\u1ed9t v\u1ebft n\u1ee9t m\u1edbi \u0111\u00e3 xu\u1ea5t hi\u1ec7n th\u00f4ng qua vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 x\u1eed l\u00fd h\u00ecnh \u1ea3nh\/th\u1ecb gi\u00e1c tr\u00ean c\u00e1c b\u1ed9 ph\u1eadn \u0111\u01b0\u1ee3c s\u1ea3n xu\u1ea5t ra t\u1eeb d\u00e2y chuy\u1ec1n.<\/p>\n<h3>Ba c\u00f4ng vi\u1ec7c n\u00e0o s\u1ebd kh\u00f4ng b\u1ecb tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o thay th\u1ebf?<\/h3>\n<p>M\u1eb7c d\u00f9 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n nhi\u1ec1u nhi\u1ec7m v\u1ee5, nh\u01b0ng n\u00f3 kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 thu\u1ed9c ba l\u0129nh v\u1ef1c c\u00f2n l\u1ea1i ch\u1ee7 y\u1ebfu do con ng\u01b0\u1eddi \u0111\u1ea3m nhi\u1ec7m: C\u00e1c ng\u00e0nh ngh\u1ec1 \u0111\u00f2i h\u1ecfi k\u1ef9 n\u0103ng th\u1ec3 ch\u1ea5t (th\u1ee3 \u0111i\u1ec7n, th\u1ee3 h\u00e0n, th\u1ee3 c\u01a1 kh\u00ed) c\u1ea7n k\u1ef9 n\u0103ng v\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 trong qu\u00e1 tr\u00ecnh l\u00e0m vi\u1ec7c; c\u00e1c v\u1ecb tr\u00ed s\u00e1ng t\u1ea1o (k\u1ef9 s\u01b0 ph\u00e1t minh s\u1ea3n ph\u1ea9m) \u0111\u00f2i h\u1ecfi t\u01b0 duy \u0111\u1ed9c \u0111\u00e1o; v\u00e0 c\u00e1c v\u1ecb tr\u00ed giao ti\u1ebfp v\u1edbi con ng\u01b0\u1eddi (nh\u00e2n vi\u00ean b\u00e1n h\u00e0ng, qu\u1ea3n l\u00fd, d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng) \u0111\u00f2i h\u1ecfi s\u1ef1 th\u1ea5u c\u1ea3m\/k\u1ef9 n\u0103ng \u0111\u00e0m ph\u00e1n d\u1ef1a tr\u00ean h\u00e0nh vi. AI h\u1ed7 tr\u1ee3 th\u1ef1c hi\u1ec7n nh\u1eefng c\u00f4ng vi\u1ec7c n\u00e0y nh\u01b0ng kh\u00f4ng thay th\u1ebf ch\u00fang.<\/p>\n<h3>Thu\u1eadt to\u00e1n v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00e1c nhau \u1edf \u0111i\u1ec3m n\u00e0o?<\/h3>\n<p>Thu\u1eadt to\u00e1n l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc \u0111\u1ec3 ho\u00e0n th\u00e0nh m\u1ed9t ho\u1ea1t \u0111\u1ed9ng (n\u1ebfu X x\u1ea3y ra th\u00ec th\u1ef1c hi\u1ec7n Y). Trong khi c\u00e1ch vi\u1ebft thu\u1eadt to\u00e1n truy\u1ec1n th\u1ed1ng l\u00e0 cho m\u00e1y t\u00ednh bi\u1ebft b\u1ea1n mu\u1ed1n l\u00e0m g\u00ec v\u1edbi d\u1eef li\u1ec7u, th\u00ec m\u00e1y h\u1ecdc s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o ra m\u1ed9t thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 &#039;h\u1ecdc&#039; t\u1eeb nh\u1eefng kinh nghi\u1ec7m tr\u01b0\u1edbc \u0111\u00f3. V\u00ed d\u1ee5, m\u1ed9t thu\u1eadt to\u00e1n s\u1eafp x\u1ebfp th\u00f4ng th\u01b0\u1eddng s\u1eed d\u1ee5ng m\u1ed9t chu\u1ed7i c\u00e1c ph\u00e9p to\u00e1n \u0111\u1ec3 s\u1eafp x\u1ebfp c\u00e1c s\u1ed1 theo gi\u00e1 tr\u1ecb s\u1ed1 c\u1ee7a ch\u00fang (t\u1ee9c l\u00e0 t\u1eeb 1 \u0111\u1ebfn 10). M\u1ed9t v\u00ed d\u1ee5 v\u1ec1 c\u00e1ch h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) h\u1ecdc c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eb7t h\u00e0ng b\u1ecb l\u1ed7i l\u00e0 n\u00f3 s\u1ebd \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb nhi\u1ec1u v\u00ed d\u1ee5 v\u1ec1 l\u1ed7i cho \u0111\u1ebfn khi n\u00f3 c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n m\u1ed9t thu\u1eadt to\u00e1n \u0111\u1ec3 th\u1ef1c hi\u1ec7n \u0111i\u1ec1u n\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh c\u1ee5 th\u1ec3 b\u1edfi con ng\u01b0\u1eddi.<\/p>\n<h3>T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 4 lo\u1ea1i?<\/h3>\n<p>C\u00f3 b\u1ed1n lo\u1ea1i t\u1ef1 \u0111\u1ed9ng h\u00f3a kh\u00e1c nhau \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1ea3n xu\u1ea5t. \u0110\u00f3 l\u00e0:<\/p>\n<p>1. T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u1ed1 \u0111\u1ecbnh (\u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho s\u1ea3n xu\u1ea5t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c s\u1ea3n ph\u1ea9m \u0111\u01a1n l\u1ebb).<br \/>\n2. T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh (c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh l\u1ea1i cho t\u1eebng l\u00f4).<br \/>\n3. T\u1ef1 \u0111\u1ed9ng h\u00f3a linh ho\u1ea1t (m\u1ec1m) (nhanh ch\u00f3ng chuy\u1ec3n \u0111\u1ed5i gi\u1eefa nhi\u1ec1u s\u1ea3n ph\u1ea9m).<br \/>\n4. T\u1ef1 \u0111\u1ed9ng h\u00f3a t\u00edch h\u1ee3p (\u0111\u1ed3ng b\u1ed9 ho\u00e0n to\u00e0n v\u1edbi h\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n MES tr\u00ean c\u00e1c d\u00e2y chuy\u1ec1n t\u1eadp trung).<\/p>\n<p>C\u00e1c lo\u1ea1i h\u00ecnh t\u1ef1 \u0111\u1ed9ng h\u00f3a kh\u00e1c nhau n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00e2n b\u1eb1ng gi\u1eefa kh\u1ed1i l\u01b0\u1ee3ng s\u1ea3n xu\u1ea5t, s\u1ef1 \u0111a d\u1ea1ng s\u1ea3n ph\u1ea9m v\u00e0 t\u00ednh linh ho\u1ea1t trong vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i s\u1ea3n ph\u1ea9m.<\/p>\n<p>Khi xem x\u00e9t vi\u1ec7c mua m\u00e1y m\u00f3c\/ph\u1ea7n m\u1ec1m s\u1ea3n xu\u1ea5t, b\u1ea1n c\u1ea7n hi\u1ec3u s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa c\u00e1c thu\u1eadt ng\u1eef thu\u1eadt to\u00e1n, t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. V\u00ed d\u1ee5, thu\u1eadt to\u00e1n \u0111\u01b0a ra c\u00e1c h\u01b0\u1edbng d\u1eabn c\u1ee5 th\u1ec3 v\u1ec1 c\u00e1ch ho\u00e0n th\u00e0nh m\u1ed9t quy tr\u00ecnh t\u1eebng b\u01b0\u1edbc; t\u1ef1 \u0111\u1ed9ng h\u00f3a s\u1eed d\u1ee5ng c\u00e1c h\u01b0\u1edbng d\u1eabn n\u00e0y \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t ch\u1ee9c n\u0103ng (quy tr\u00ecnh) m\u1ed9t c\u00e1ch nh\u1ea5t qu\u00e1n v\u00e0 nhanh ch\u00f3ng; trong khi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 thu\u1eadt to\u00e1n b\u1eb1ng c\u00e1ch cung c\u1ea5p kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi v\u00e0 th\u00edch \u1ee9ng, cho ph\u00e9p h\u1ec7 th\u1ed1ng x\u1eed l\u00fd c\u00e1c thay \u0111\u1ed5i trong m\u00f4i tr\u01b0\u1eddng v\u00e0 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ra quy\u1ebft \u0111\u1ecbnh theo th\u1eddi gian. Do m\u1ee9c \u0111\u1ed9 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 c\u00e1c thu\u1eadt to\u00e1n nh\u00fang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng tr\u00ean h\u1ea7u h\u1ebft c\u00e1c d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p hi\u1ec7n nay, c\u00e1c \u1ee9ng d\u1ee5ng AI m\u1edbi nh\u01b0 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n v\u00e0 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 m\u1ed9t s\u1ef1 h\u1ed7 tr\u1ee3 b\u1ed5 sung cho h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a hi\u1ec7n c\u00f3. Khi n\u00f3i chuy\u1ec7n v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p n\u00f3i r\u1eb1ng m\u00e1y m\u00f3c c\u1ee7a h\u1ecd \u201cs\u1eed d\u1ee5ng AI\u201d, h\u00e3y ch\u1eafc ch\u1eafn h\u1ecfi c\u1ee5 th\u1ec3 xem m\u00e1y c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u hay ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 s\u1eed d\u1ee5ng c\u00e1c quy t\u1eafc c\u1ed1 \u0111\u1ecbnh; d\u1ef1a tr\u00ean c\u00e2u tr\u1ea3 l\u1eddi n\u00e0y s\u1ebd x\u00e1c \u0111\u1ecbnh xem b\u1ea1n \u0111ang mua t\u1ef1 \u0111\u1ed9ng h\u00f3a hay tr\u00ed tu\u1ec7 th\u1ef1c s\u1ef1.<\/p>","protected":false},"excerpt":{"rendered":"<p>Common confusion in manufacturing: &#8220;Our new assembly line is utilizing artificial intelligence, however, it appears to just be following rules of automation. Is this an example of automation or artificial intelligence? Additionally, where do algorithms fit in there?&#8221; &#8211; Production Manager after the implementation of a new automated assembly line. In industry, &#8220;automation&#8221; and &#8220;artificial [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":629,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[24],"tags":[],"class_list":["post-628","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"blocksy_meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/posts\/628","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/comments?post=628"}],"version-history":[{"count":1,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/posts\/628\/revisions"}],"predecessor-version":[{"id":630,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/posts\/628\/revisions\/630"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/media\/629"}],"wp:attachment":[{"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/media?parent=628"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/categories?post=628"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/benlongkj.com\/vi\/wp-json\/wp\/v2\/tags?post=628"}],"curies":[{"name":"trang web","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}