{"id":7602,"date":"2026-08-19T14:58:34","date_gmt":"2026-08-19T07:58:34","guid":{"rendered":"https:\/\/clc.ptit.edu.vn\/?p=7602"},"modified":"2026-09-16T14:59:58","modified_gmt":"2026-09-16T07:59:58","slug":"recap-bai-giang-mo-ai-ra-quyet-dinh-tu-chu-trong-bao-tri-he-thong-san-xuat","status":"publish","type":"post","link":"https:\/\/clc.ptit.edu.vn\/en\/recap-bai-giang-mo-ai-ra-quyet-dinh-tu-chu-trong-bao-tri-he-thong-san-xuat\/","title":{"rendered":"[Recap] B\u00e0i gi\u1ea3ng m\u1edf: AI ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 ch\u1ee7 trong b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t"},"content":{"rendered":"

T\u1ea1i b\u00e0i gi\u1ea3ng m\u1edf\u00a0\u201cAI ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 ch\u1ee7 trong b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t\u201d<\/strong>, GS. Phuc Do – \u0110\u1ea1i h\u1ecdc IMT Mines Al\u00e8s, Ph\u00e1p \u0111\u00e3 c\u00f9ng sinh vi\u00ean PTIT t\u00ecm hi\u1ec3u c\u00e1ch AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng t\u1eeb\u00a0\u0111\u00e1nh gi\u00e1 t\u00ecnh tr\u1ea1ng thi\u1ebft b\u1ecb, d\u1ef1 \u0111o\u00e1n nguy c\u01a1 h\u1ecfng h\u00f3c \u0111\u1ebfn h\u1ed7 tr\u1ee3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh b\u1ea3o tr\u00ec.<\/p>\n

<\/figure>\n

Gs. Phuc Do gi\u1ea3ng v\u1ec1 c\u00e1ch \u1ee9ng d\u1ee5ng AI trong b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng<\/i><\/p>\n

T\u1eeb \u201ch\u1ecfng th\u00ec s\u1eeda\u201d \u0111\u1ebfn b\u1ea3o tr\u00ec ch\u1ee7 \u0111\u1ed9ng<\/strong><\/p>\n

Trong c\u00e1ch ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng, b\u1ea3o tr\u00ec th\u01b0\u1eddng g\u1eafn v\u1edbi vi\u1ec7c s\u1eeda ch\u1eefa sau khi thi\u1ebft b\u1ecb x\u1ea3y ra s\u1ef1 c\u1ed1 ho\u1eb7c th\u1ef1c hi\u1ec7n theo c\u00e1c m\u1ed1c th\u1eddi gian c\u1ed1 \u0111\u1ecbnh. Tuy nhi\u00ean, v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p, vi\u1ec7c b\u1ea3o tr\u00ec c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n ch\u1ee7 \u0111\u1ed9ng v\u00e0 ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi t\u00ecnh tr\u1ea1ng th\u1ef1c t\u1ebf c\u1ee7a thi\u1ebft b\u1ecb.<\/p>\n

Th\u00f4ng qua d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn v\u00e0 h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t, t\u00ecnh tr\u1ea1ng thi\u1ebft b\u1ecb c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c theo d\u00f5i, c\u00e1c d\u1ea5u hi\u1ec7u b\u1ea5t th\u01b0\u1eddng \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n v\u00e0 nguy c\u01a1 h\u1ecfng h\u00f3c \u0111\u01b0\u1ee3c d\u1ef1 b\u00e1o s\u1edbm. T\u1eeb \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u00eam c\u01a1 s\u1edf \u0111\u1ec3 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c b\u1ea3o tr\u00ec ph\u00f9 h\u1ee3p.<\/p>\n

D\u1ef1 \u0111o\u00e1n ch\u1ec9 l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u<\/strong><\/p>\n

Theo n\u1ed9i dung b\u00e0i gi\u1ea3ng, vi\u1ec7c bi\u1ebft m\u1ed9t thi\u1ebft b\u1ecb c\u00f3 nguy c\u01a1 g\u1eb7p s\u1ef1 c\u1ed1 ch\u01b0a ph\u1ea3i l\u00e0 \u0111i\u1ec3m k\u1ebft th\u00fac c\u1ee7a b\u00e0i to\u00e1n. Quan tr\u1ecdng h\u01a1n l\u00e0 x\u00e1c \u0111\u1ecbnh khi n\u00e0o c\u1ea7n b\u1ea3o tr\u00ec, c\u1ea7n b\u1ea3o tr\u00ec b\u1ed9 ph\u1eadn n\u00e0o v\u00e0 n\u00ean l\u1ef1a ch\u1ecdn ph\u01b0\u01a1ng \u00e1n n\u00e0o.<\/p>\n

C\u00e1c quy\u1ebft \u0111\u1ecbnh n\u00e0y c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u01b0a ra trong m\u1ed1i li\u00ean h\u1ec7 v\u1edbi nhi\u1ec1u y\u1ebfu t\u1ed1 nh\u01b0 \u0111\u1ed9 tin c\u1eady, an to\u00e0n, chi ph\u00ed, th\u1eddi gian b\u1ea3o tr\u00ec v\u00e0 k\u1ebf ho\u1ea1ch s\u1ea3n xu\u1ea5t. Trong m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f4ng nghi\u1ec7p, vi\u1ec7c d\u1eebng m\u00e1y \u0111\u1ec3 b\u1ea3o tr\u00ec kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n t\u00f9y \u00fd m\u00e0 ph\u1ea3i ph\u00f9 h\u1ee3p v\u1edbi \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh v\u00e0 c\u00e1c r\u00e0ng bu\u1ed9c th\u1ef1c t\u1ebf.<\/p>\n

AI trong b\u00e0i to\u00e1n ra quy\u1ebft \u0111\u1ecbnh b\u1ea3o tr\u00ec<\/strong><\/p>\n

\u0110\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n n\u00e0y, nhi\u1ec1u l\u0129nh v\u1ef1c c\u1ea7n \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p, t\u1eeb k\u1ef9 thu\u1eadt, khoa h\u1ecdc d\u1eef li\u1ec7u, AI \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a. D\u1eef li\u1ec7u \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c ch\u1ea9n \u0111o\u00e1n v\u00e0 d\u1ef1 b\u00e1o t\u00ecnh tr\u1ea1ng thi\u1ebft b\u1ecb, trong khi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed1i \u01b0u h\u00f3a c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 l\u1ef1a ch\u1ecdn chi\u1ebfn l\u01b0\u1ee3c b\u1ea3o tr\u00ec ph\u00f9 h\u1ee3p.<\/p>\n

B\u00e0i gi\u1ea3ng c\u0169ng \u0111\u1ec1 c\u1eadp \u0111\u1ebfn kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng h\u1ecdc t\u0103ng c\u01b0\u1eddng trong vi\u1ec7c h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh, ch\u1eb3ng h\u1ea1n nh\u01b0 l\u1ef1a ch\u1ecdn th\u1eddi \u0111i\u1ec3m b\u1ea3o tr\u00ec, ph\u01b0\u01a1ng \u00e1n s\u1eeda ch\u1eefa ho\u1eb7c ch\u1ebf \u0111\u1ed9 v\u1eadn h\u00e0nh ph\u00f9 h\u1ee3p. \u0110\u00e2y l\u00e0 m\u1ed9t h\u01b0\u1edbng ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c nghi\u00ean c\u1ee9u trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng c\u00f4ng nghi\u1ec7p c\u00f3 kh\u1ea3 n\u0103ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ng\u00e0y c\u00e0ng t\u1ef1 ch\u1ee7.<\/p>\n

T\u1eeb m\u00f4 h\u00ecnh \u0111\u1ebfn h\u1ec7 th\u1ed1ng th\u1ef1c t\u1ebf<\/strong><\/p>\n

M\u1ed9t \u0111i\u1ec3m \u0111\u01b0\u1ee3c nh\u1ea5n m\u1ea1nh trong b\u00e0i gi\u1ea3ng l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh t\u1ed1t kh\u00f4ng ch\u1ec9 c\u1ea7n \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c cao m\u00e0 c\u00f2n ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng trong th\u1ef1c t\u1ebf. C\u00e1c h\u1ec7 th\u1ed1ng c\u00f4ng nghi\u1ec7p th\u01b0\u1eddng c\u00f3 c\u1ea5u tr\u00fac ph\u1ee9c t\u1ea1p, d\u1eef li\u1ec7u c\u00f3 th\u1ec3 thi\u1ebfu, nhi\u1ec5u ho\u1eb7c kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t, trong khi m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn c\u0169ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn tr\u1ea1ng th\u00e1i chung c\u1ee7a h\u1ec7 th\u1ed1ng.<\/p>\n

Do \u0111\u00f3, qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p c\u1ea7n b\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c hi\u1ec3u v\u00e0 m\u00f4 h\u00ecnh h\u00f3a h\u1ec7 th\u1ed1ng, x\u1eed l\u00fd d\u1eef li\u1ec7u, l\u1ef1a ch\u1ecdn ph\u01b0\u01a1ng ph\u00e1p ph\u00f9 h\u1ee3p v\u00e0 \u0111\u01b0a c\u00e1c r\u00e0ng bu\u1ed9c th\u1ef1c t\u1ebf v\u00e0o b\u00e0i to\u00e1n. Kho\u1ea3ng c\u00e1ch gi\u1eefa m\u00f4 h\u00ecnh tr\u00ean l\u00fd thuy\u1ebft v\u00e0 kh\u1ea3 n\u0103ng tri\u1ec3n khai trong m\u00f4i tr\u01b0\u1eddng c\u00f4ng nghi\u1ec7p c\u0169ng l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 quan tr\u1ecdng c\u1ea7n \u0111\u01b0\u1ee3c t\u00ednh \u0111\u1ebfn.<\/p>\n

AI m\u1edf ra nh\u1eefng h\u01b0\u1edbng nghi\u00ean c\u1ee9u m\u1edbi trong s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/strong><\/p>\n

T\u1eeb c\u00e1c nghi\u00ean c\u1ee9u v\u00e0 d\u1ef1 \u00e1n \u0111\u01b0\u1ee3c GS. Phuc Do gi\u1edbi thi\u1ec7u, AI \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u b\u00e0i to\u00e1n li\u00ean quan \u0111\u1ebfn ch\u1ea9n \u0111o\u00e1n l\u1ed7i, \u0111\u00e1nh gi\u00e1 t\u00ecnh tr\u1ea1ng thi\u1ebft b\u1ecb, d\u1ef1 \u0111o\u00e1n h\u1ecfng h\u00f3c v\u00e0 h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh b\u1ea3o tr\u00ec. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p k\u1ebft h\u1ee3p gi\u1eefa ki\u1ebfn th\u1ee9c chuy\u00ean gia, m\u00f4 h\u00ecnh v\u1eadt l\u00fd v\u00e0 d\u1eef li\u1ec7u c\u0169ng \u0111\u01b0\u1ee3c nghi\u00ean c\u1ee9u nh\u1eb1m n\u00e2ng cao kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng c\u1ee7a AI trong c\u00e1c h\u1ec7 th\u1ed1ng th\u1ef1c t\u1ebf.<\/p>\n

<\/figure>\n

Sinh vi\u00ean tham gia b\u00e0i gi\u1ea3ng m\u1edf<\/i><\/p>\n

Qua b\u00e0i gi\u1ea3ng, sinh vi\u00ean PTIT c\u00f3 th\u00eam g\u00f3c nh\u00ecn v\u1ec1 m\u1ed9t h\u01b0\u1edbng nghi\u00ean c\u1ee9u li\u00ean ng\u00e0nh gi\u1eefa AI, khoa h\u1ecdc d\u1eef li\u1ec7u, k\u1ef9 thu\u1eadt v\u00e0 t\u1ed1i \u01b0u h\u00f3a, \u0111\u1ed3ng th\u1eddi hi\u1ec3u r\u00f5 h\u01a1n c\u00e1ch m\u1ed9t b\u00e0i to\u00e1n AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1eb7t trong b\u1ed1i c\u1ea3nh v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng c\u00f4ng nghi\u1ec7p.<\/p>\n

CIE PTIT tr\u00e2n tr\u1ecdng c\u1ea3m \u01a1n\u00a0GS. Phuc Do<\/strong>\u00a0\u0111\u00e3 mang \u0111\u1ebfn b\u00e0i gi\u1ea3ng chuy\u00ean m\u00f4n thi\u1ebft th\u1ef1c, k\u1ebft n\u1ed1i ki\u1ebfn th\u1ee9c v\u1ec1 AI v\u1edbi nh\u1eefng b\u00e0i to\u00e1n th\u1ef1c t\u1ebf trong s\u1ea3n xu\u1ea5t v\u00e0 b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng.<\/p>\n

\ud83c\udfa5 Sinh vi\u00ean xem l\u1ea1i b\u00e0i gi\u1ea3ng\u00a0<\/strong>t\u1ea1i \u0111\u00e2y<\/strong><\/a><\/p>","protected":false},"excerpt":{"rendered":"

T\u1ea1i b\u00e0i gi\u1ea3ng m\u1edf\u00a0\u201cAI ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 ch\u1ee7 trong b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t\u201d, GS. Phuc Do – \u0110\u1ea1i h\u1ecdc IMT Mines Al\u00e8s, Ph\u00e1p \u0111\u00e3 c\u00f9ng sinh vi\u00ean PTIT t\u00ecm hi\u1ec3u c\u00e1ch AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng t\u1eeb\u00a0\u0111\u00e1nh gi\u00e1 t\u00ecnh tr\u1ea1ng thi\u1ebft b\u1ecb, d\u1ef1 \u0111o\u00e1n nguy c\u01a1 h\u1ecfng h\u00f3c \u0111\u1ebfn h\u1ed7 tr\u1ee3 […]<\/p>","protected":false},"author":2,"featured_media":7603,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"acf":[],"yoast_head":"\n[Recap] B\u00e0i gi\u1ea3ng m\u1edf: AI ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 ch\u1ee7 trong b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t - Ch\u01b0\u01a1ng tr\u00ecnh Ch\u1ea5t l\u01b0\u1ee3ng cao PTIT<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/clc.ptit.edu.vn\/en\/recap-bai-giang-mo-ai-ra-quyet-dinh-tu-chu-trong-bao-tri-he-thong-san-xuat\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[Recap] B\u00e0i gi\u1ea3ng m\u1edf: AI ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 ch\u1ee7 trong b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t - Ch\u01b0\u01a1ng tr\u00ecnh Ch\u1ea5t l\u01b0\u1ee3ng cao PTIT\" \/>\n<meta property=\"og:description\" content=\"T\u1ea1i b\u00e0i gi\u1ea3ng m\u1edf\u00a0\u201cAI ra quy\u1ebft \u0111\u1ecbnh t\u1ef1 ch\u1ee7 trong b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t\u201d, GS. 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