{"id":17602,"date":"2025-12-04T15:07:59","date_gmt":"2025-12-04T08:07:59","guid":{"rendered":"https:\/\/base.vn\/blog\/?p=17602"},"modified":"2025-12-17T10:05:37","modified_gmt":"2025-12-17T03:05:37","slug":"aiot-la-gi","status":"publish","type":"post","link":"https:\/\/base.vn\/blog\/aiot-la-gi\/","title":{"rendered":"AIoT l\u00e0 g\u00ec? S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa AI v\u00e0 IoT t\u1ea1o n\u00ean xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7"},"content":{"rendered":"\n<p>Trong th\u1eddi \u0111\u1ea1i s\u1ed1 h\u00f3a, AIoT &#8211; s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 Internet v\u1ea1n v\u1eadt (IoT) \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1ch ch\u00fang ta t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00f4ng ngh\u1ec7. T\u1eeb c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh \u0111\u1ebfn nh\u00e0 m\u00e1y t\u1ef1 \u0111\u1ed9ng h\u00f3a, AIoT kh\u00f4ng ch\u1ec9 n\u00e2ng cao hi\u1ec7u su\u1ea5t ho\u1ea1t \u0111\u1ed9ng m\u00e0 c\u00f2n m\u1edf ra nh\u1eefng c\u01a1 h\u1ed9i ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t b\u1eadc cho doanh nghi\u1ec7p v\u00e0 cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y.&nbsp;<\/p>\n\n\n\n<p>V\u1eady <strong>AIoT l\u00e0 g\u00ec<\/strong>, mang l\u1ea1i l\u1ee3i \u00edch g\u00ec cho doanh nghi\u1ec7p c\u0169ng nh\u01b0 \u0111\u1eddi s\u1ed1ng con ng\u01b0\u1eddi, v\u00e0 t\u1ea1i sao n\u00f3 l\u1ea1i tr\u1edf th\u00e0nh xu h\u01b0\u1edbng d\u1eabn \u0111\u1ea7u trong k\u1ef7 nguy\u00ean c\u00f4ng ngh\u1ec7? H\u00e3y c\u00f9ng <a href=\"https:\/\/base.vn\/?utm_source=base-blog&amp;utm_content=base.vn\/aiot-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> kh\u00e1m ph\u00e1 trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-aiot-la-gi-nbsp\">1. AIoT l\u00e0 g\u00ec?&nbsp;<\/h2>\n\n\n\n<p><strong>AIoT (Artificial Intelligence of Things)<\/strong> l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa <strong><a href=\"https:\/\/base.vn\/blog\/cong-nghe-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)<\/a><\/strong> v\u00e0 <strong><a href=\"https:\/\/base.vn\/blog\/iot-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Internet v\u1ea1n v\u1eadt (IoT)<\/a><\/strong>. \u0110\u00e2y l\u00e0 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u1edbi, n\u01a1i c\u00e1c thi\u1ebft b\u1ecb IoT kh\u00f4ng ch\u1ec9 thu th\u1eadp v\u00e0 truy\u1ec1n d\u1eef li\u1ec7u m\u00e0 c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch, h\u1ecdc h\u1ecfi v\u00e0 ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh nh\u1edd t\u00edch h\u1ee3p AI.<\/p>\n\n\n\n<p>AIoT \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng m\u1ea1nh m\u1ebd trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 s\u1ea3n xu\u1ea5t th\u00f4ng minh, logistics, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, th\u00e0nh ph\u1ed1 th\u00f4ng minh, b\u00e1n l\u1ebb&#8230; v\u00e0 l\u00e0 ch\u00eca kh\u00f3a trong h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a nhi\u1ec1u doanh nghi\u1ec7p hi\u1ec7n nay.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/AIoT-la-gi-1024x576.webp\" alt=\"AIoT l\u00e0 g\u00ec\" class=\"wp-image-17611\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/AIoT-la-gi-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/AIoT-la-gi-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/AIoT-la-gi-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/AIoT-la-gi-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/AIoT-la-gi.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-nguyen-ly-ho\u1ea1t-d\u1ed9ng-c\u1ee7a-h\u1ec7-th\u1ed1ng-aiot\">2. Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng AIoT<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-1-s\u1ef1-ph\u1ed1i-h\u1ee3p-gi\u1eefa-ai-va-iot\">2.1 S\u1ef1 ph\u1ed1i h\u1ee3p gi\u1eefa AI v\u00e0 IoT<\/h3>\n\n\n\n<p>C\u00f3 th\u1ec3 h\u00ecnh dung, trong h\u1ec7 sinh th\u00e1i AIoT, IoT \u0111\u00f3ng vai tr\u00f2 l\u00e0 h\u1ec7 th\u1ea7n kinh gi\u00fap thu th\u1eadp v\u00e0 truy\u1ec1n t\u1ea3i th\u00f4ng tin, c\u00f2n AI l\u00e0 &#8220;b\u1ed9 n\u00e3o&#8221; x\u1eed l\u00fd, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p. S\u1ef1 k\u1ebft h\u1ee3p n\u00e0y t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a cao, ph\u1ea3n h\u1ed3i nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c v\u1edbi m\u00f4i tr\u01b0\u1eddng.<\/p>\n\n\n\n<p>Trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh, AI \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00e1c ph\u1ea7n t\u1eed h\u1ea1 t\u1ea7ng nh\u01b0 ph\u1ea7n m\u1ec1m, chip x\u1eed l\u00fd, thi\u1ebft b\u1ecb \u0111i\u1ec7n to\u00e1n bi\u00ean,\u2026 v\u1ed1n \u0111\u00e3 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i trong m\u1ea1ng IoT. C\u00e1c giao di\u1ec7n l\u1eadp tr\u00ecnh \u1ee9ng d\u1ee5ng (API) \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 trao \u0111\u1ed5i d\u1eef li\u1ec7u, \u0111\u1ed3ng b\u1ed9 ho\u1ea1t \u0111\u1ed9ng gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb v\u00e0 n\u1ec1n t\u1ea3ng, gi\u00fap h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh m\u01b0\u1ee3t m\u00e0 v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n\n\n\n<p>Nh\u1edd kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi li\u00ean t\u1ee5c c\u1ee7a AI, c\u00e1c d\u1eef li\u1ec7u thu \u0111\u01b0\u1ee3c t\u1eeb IoT s\u1ebd \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch v\u00e0 chuy\u1ec3n h\u00f3a th\u00e0nh th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb, t\u1eeb \u0111\u00f3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng. \u0110\u1ed3ng th\u1eddi, ch\u00ednh s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a IoT v\u1edbi l\u01b0\u1ee3ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng l\u1edbn l\u1ea1i tr\u1edf th\u00e0nh ngu\u1ed3n nguy\u00ean li\u1ec7u d\u1ed3i d\u00e0o gi\u00fap AI h\u1ecdc h\u1ecfi v\u00e0 ph\u00e1t tri\u1ec3n kh\u00f4ng ng\u1eebng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2-quy-trinh-v\u1eadn-hanh-c\u1ee7a-aiot\">2.2 Quy tr\u00ecnh v\u1eadn h\u00e0nh c\u1ee7a AIoT<\/h3>\n\n\n\n<p>\u0110\u1ec3 AIoT ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, c\u00e1c th\u00e0nh ph\u1ea7n trong h\u1ec7 sinh th\u00e1i c\u1ea7n ph\u1ed1i h\u1ee3p theo m\u1ed9t quy tr\u00ecnh tu\u1ea7n t\u1ef1, t\u1eeb vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u cho \u0111\u1ebfn khi th\u00f4ng tin \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n. C\u1ee5 th\u1ec3, chu tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a AIoT th\u01b0\u1eddng bao g\u1ed3m c\u00e1c b\u01b0\u1edbc ch\u00ednh sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Thu th\u1eadp d\u1eef li\u1ec7u:<\/strong> \u0110\u00e2y l\u00e0 b\u01b0\u1edbc n\u1ec1n t\u1ea3ng, n\u01a1i c\u00e1c thi\u1ebft b\u1ecb IoT th\u00f4ng minh nh\u01b0 c\u1ea3m bi\u1ebfn, camera v\u00e0 c\u00e1c thi\u1ebft b\u1ecb bi\u00ean kh\u00e1c \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c thu th\u1eadp th\u00f4ng tin v\u00e0 d\u1eef li\u1ec7u th\u00f4 t\u1eeb m\u00f4i tr\u01b0\u1eddng v\u1eadt l\u00fd xung quanh, h\u00ecnh th\u00e0nh t\u1eadp d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o phong ph\u00fa cho to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng <strong>AIoT<\/strong>.<\/li>\n\n\n\n<li><strong>L\u01b0u tr\u1eef v\u00e0 truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u:<\/strong> Sau khi \u0111\u01b0\u1ee3c thu th\u1eadp, d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c truy\u1ec1n t\u1ea3i an to\u00e0n v\u00e0 l\u01b0u tr\u1eef t\u1ea1i c\u00e1c kho d\u1eef li\u1ec7u chuy\u00ean bi\u1ec7t, ph\u1ed5 bi\u1ebfn nh\u1ea5t l\u00e0 tr\u00ean n\u1ec1n t\u1ea3ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (cloud computing) ho\u1eb7c c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n. Vi\u1ec7c l\u01b0u tr\u1eef tr\u00ean \u0111\u00e1m m\u00e2y kh\u00f4ng ch\u1ec9 t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u00e0 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t m\u00e0 c\u00f2n t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c x\u1eed l\u00fd c\u00e1c kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/li>\n\n\n\n<li><strong>Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u:<\/strong> T\u1ea1i giai \u0111o\u1ea1n n\u00e0y, d\u1eef li\u1ec7u th\u00f4 \u0111\u01b0\u1ee3c l\u00e0m s\u1ea1ch, tr\u00edch l\u1ecdc v\u00e0 x\u1eed l\u00fd c\u1ea9n th\u1eadn nh\u1eb1m lo\u1ea1i b\u1ecf nhi\u1ec5u, d\u1eef li\u1ec7u tr\u00f9ng l\u1eb7p ho\u1eb7c kh\u00f4ng c\u1ea7n thi\u1ebft. M\u1ee5c ti\u00eau l\u00e0 \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb, \u0111\u1ecbnh d\u1ea1ng ch\u00fang ph\u00f9 h\u1ee3p cho c\u00e1c b\u01b0\u1edbc ph\u00e2n t\u00edch ti\u1ebfp theo.<\/li>\n\n\n\n<li><strong>Ph\u00e2n t\u00edch v\u00e0 t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u:<\/strong> Th\u00f4ng qua c\u00e1c k\u00eanh k\u1ebft n\u1ed1i b\u1ea3o m\u1eadt, d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c ti\u1ec1n x\u1eed l\u00fd s\u1ebd \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch t\u00edch h\u1ee3p AI. T\u1ea1i \u0111\u00e2y, AI th\u1ef1c hi\u1ec7n c\u00e1c thu\u1eadt to\u00e1n ph\u1ee9c t\u1ea1p \u0111\u1ec3 t\u1ed5ng h\u1ee3p, ph\u00e2n t\u00edch chuy\u00ean s\u00e2u, nh\u1eadn di\u1ec7n c\u00e1c xu h\u01b0\u1edbng, m\u1eabu h\u00ecnh v\u00e0 \u0111\u01b0a ra c\u00e1c k\u1ebft lu\u1eadn ho\u1eb7c \u0111\u1ec1 xu\u1ea5t h\u00e0nh \u0111\u1ed9ng c\u1ee5 th\u1ec3, c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n.<\/li>\n\n\n\n<li><strong>\u1ee8ng d\u1ee5ng th\u00f4ng tin:<\/strong> Cu\u1ed1i c\u00f9ng, nh\u1eefng th\u00f4ng tin v\u00e0 k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch t\u1eeb AI \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i th\u00e0nh c\u00e1c h\u00e0nh \u0111\u1ed9ng th\u1ef1c ti\u1ec5n. V\u00ed d\u1ee5, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh c\u00e0i \u0111\u1eb7t thi\u1ebft b\u1ecb, ph\u00e1t c\u1ea3nh b\u00e1o v\u1ec1 c\u00e1c nguy c\u01a1 ti\u1ec1m \u1ea9n, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t, ho\u1eb7c c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh tr\u1edf n\u00ean th\u00f4ng minh, ch\u1ee7 \u0111\u1ed9ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n \u0111\u00e1ng k\u1ec3.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"439\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-AIoT-1024x439.webp\" alt=\"Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a AIoT\" class=\"wp-image-17615\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-AIoT-1024x439.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-AIoT-300x129.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-AIoT-768x329.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-AIoT-1536x658.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/nguyen-ly-hoat-dong-cua-AIoT.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-l\u1ee3i-ich-n\u1ed5i-b\u1eadt-c\u1ee7a-aiot-d\u1ed1i-v\u1edbi-doanh-nghi\u1ec7p\">3. L\u1ee3i \u00edch n\u1ed5i b\u1eadt c\u1ee7a AIoT \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p<\/h2>\n\n\n\n<p>Trong b\u1ed1i c\u1ea3nh doanh nghi\u1ec7p \u0111ang ng\u00e0y c\u00e0ng \u0111\u1ea9y m\u1ea1nh qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1, vi\u1ec7c t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 \u0111\u1ec3 t\u1ed1i \u01b0u v\u1eadn h\u00e0nh, ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 n\u00e2ng cao hi\u1ec7u su\u1ea5t l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t \u0111\u1ec3 duy tr\u00ec l\u1ee3i th\u1ebf c\u1ea1nh tranh. AIoT kh\u00f4ng ch\u1ec9 mang \u0111\u1ebfn m\u1ed9t gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 to\u00e0n di\u1ec7n, gi\u00fap doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 thu th\u1eadp v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 m\u00e0 c\u00f2n ch\u1ee7 \u0111\u1ed9ng ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh h\u01a1n.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>D\u1ef1 \u0111o\u00e1n v\u00e0 ng\u0103n ng\u1eeba s\u1ef1 c\u1ed1 thi\u1ebft b\u1ecb: <\/strong>AIoT cho ph\u00e9p doanh nghi\u1ec7p ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c d\u1ea5u hi\u1ec7u b\u1ea5t th\u01b0\u1eddng trong thi\u1ebft b\u1ecb th\u00f4ng qua d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn IoT v\u00e0 thu\u1eadt to\u00e1n AI. \u0110i\u1ec1u n\u00e0y gi\u00fap d\u1ef1 \u0111o\u00e1n v\u00e0 x\u1eed l\u00fd s\u1ef1 c\u1ed1 tr\u01b0\u1edbc khi ch\u00fang x\u1ea3y ra, gi\u1ea3m thi\u1ec3u th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng v\u00e0 chi ph\u00ed s\u1eeda ch\u1eefa.&nbsp;<\/li>\n\n\n\n<li><strong>T\u1ed1i \u01b0u chu\u1ed7i cung \u1ee9ng: <\/strong>AIoT cung c\u1ea5p c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 t\u1ed3n kho v\u00e0 v\u1eadn chuy\u1ec3n, gi\u00fap doanh nghi\u1ec7p \u0111i\u1ec1u ch\u1ec9nh linh ho\u1ea1t theo nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng. Nh\u1edd kh\u1ea3 n\u0103ng theo d\u00f5i h\u00e0ng h\u00f3a theo th\u1eddi gian th\u1ef1c v\u00e0 d\u1ef1 b\u00e1o nhu c\u1ea7u, AIoT gi\u00fap doanh nghi\u1ec7p gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t chu\u1ed7i cung \u1ee9ng.&nbsp;<\/li>\n\n\n\n<li><strong>T\u0103ng c\u01b0\u1eddng an ninh v\u00e0 an to\u00e0n: <\/strong>AIoT gi\u00fap gi\u00e1m s\u00e1t v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c m\u1ed1i \u0111e d\u1ecda, n\u00e2ng cao b\u1ea3o m\u1eadt cho h\u1ec7 th\u1ed1ng. AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c b\u1ea5t th\u01b0\u1eddng v\u00e0 c\u1ea3nh b\u00e1o k\u1ecbp th\u1eddi, gi\u00fap ng\u0103n ch\u1eb7n c\u00e1c s\u1ef1 c\u1ed1 an ninh.&nbsp;<\/li>\n\n\n\n<li><strong>T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 n\u00e2ng cao hi\u1ec7u su\u1ea5t: <\/strong>AIoT h\u1ed7 tr\u1ee3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh l\u1eb7p l\u1ea1i, gi\u1ea3i ph\u00f3ng ngu\u1ed3n l\u1ef1c v\u00e0 t\u0103ng n\u0103ng su\u1ea5t lao \u0111\u1ed9ng. B\u1eb1ng c\u00e1ch gi\u00e1m s\u00e1t v\u00e0 t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t theo th\u1eddi gian th\u1ef1c, AIoT gi\u00fap doanh nghi\u1ec7p gi\u1ea3m l\u00e3ng ph\u00ed v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh.&nbsp;<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/loi-ich-cua-AIoT-1024x682.webp\" alt=\"L\u1ee3i \u00edch c\u1ee7a AIoT\" class=\"wp-image-17617\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/loi-ich-cua-AIoT-1024x682.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/loi-ich-cua-AIoT-300x200.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/loi-ich-cua-AIoT-768x511.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/loi-ich-cua-AIoT-1536x1022.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/loi-ich-cua-AIoT.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-\u1ee9ng-d\u1ee5ng-th\u1ef1c-ti\u1ec5n-c\u1ee7a-aiot-trong-cac-nganh\">4. \u1ee8ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a AIoT trong c\u00e1c ng\u00e0nh<\/h2>\n\n\n\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1ea1n v\u1eadt kh\u00f4ng ch\u1ec9 mang t\u00ednh l\u00fd thuy\u1ebft m\u00e0 \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. AIoT kh\u00f4ng ch\u1ec9 gi\u00fap t\u0103ng hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh m\u00e0 c\u00f2n m\u1edf ra nh\u1eefng ph\u01b0\u01a1ng th\u1ee9c ho\u00e0n to\u00e0n m\u1edbi \u0111\u1ec3 doanh nghi\u1ec7p ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng, t\u1ed1i \u01b0u ngu\u1ed3n l\u1ef1c v\u00e0 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 ng\u00e0nh ti\u00eau bi\u1ec3u \u0111ang \u1ee9ng d\u1ee5ng m\u1ea1nh m\u1ebd c\u00f4ng ngh\u1ec7 AIoT v\u00e0o th\u1ef1c ti\u1ec5n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-1-s\u1ea3n-xu\u1ea5t-cong-nghi\u1ec7p\">4.1 S\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p<\/h3>\n\n\n\n<p>Trong ng\u00e0nh s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p,\u00a0<strong>AIoT<\/strong>\u00a0\u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c thi\u1ebft l\u1eadp c\u00e1c <a href=\"https:\/\/base.vn\/blog\/nha-may-thong-minh\/'\" target=\"_blank\" rel=\"noreferrer noopener\">nh\u00e0 m\u00e1y th\u00f4ng minh<\/a>. C\u00f4ng ngh\u1ec7 n\u00e0y cho ph\u00e9p gi\u00e1m s\u00e1t d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t theo th\u1eddi gian th\u1ef1c, ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m m\u1ed9t c\u00e1ch t\u1ef1 \u0111\u1ed9ng v\u00e0 th\u1ef1c hi\u1ec7n b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb m\u1ed9t c\u00e1ch ch\u1ee7 \u0111\u1ed9ng (predictive maintenance). Th\u00f4ng qua s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa c\u1ea3m bi\u1ebfn IoT v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u1eb1ng AI, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c l\u1ed7i s\u1ea3n ph\u1ea9m ngay trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 n\u00e2ng cao \u0111\u00e1ng k\u1ec3 hi\u1ec7u su\u1ea5t v\u1eadn h\u00e0nh.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/ai-trong-san-xuat\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI trong s\u1ea3n xu\u1ea5t l\u00e0 g\u00ec? T\u1eeb \u1ee9ng d\u1ee5ng, v\u00ed d\u1ee5, \u0111\u1ebfn c\u00e1c b\u01b0\u1edbc tri\u1ec3n khai<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-2-ban-l\u1ebb\">4.2 B\u00e1n l\u1ebb<\/h3>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c b\u00e1n l\u1ebb,&nbsp;<strong>AIoT<\/strong>&nbsp;\u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd t\u1ed3n kho theo th\u1eddi gian th\u1ef1c, c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m mua s\u1eafm c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh thanh to\u00e1n. V\u00ed d\u1ee5, c\u00e1c h\u1ec7 th\u1ed1ng thanh to\u00e1n t\u1ef1 \u0111\u1ed9ng s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (computer vision) v\u00e0 AI \u0111\u1ec3 nh\u1eadn di\u1ec7n s\u1ea3n ph\u1ea9m v\u00e0 x\u1eed l\u00fd giao d\u1ecbch nhanh ch\u00f3ng, gi\u00fap gi\u1ea3m th\u1eddi gian ch\u1edd \u0111\u1ee3i v\u00e0 n\u00e2ng cao s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-3-cham-soc-s\u1ee9c-kh\u1ecfe\">4.3 Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/h3>\n\n\n\n<p><strong>AIoT<\/strong>&nbsp;\u0111ang c\u00e1ch m\u1ea1ng h\u00f3a ng\u00e0nh ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe th\u00f4ng qua vi\u1ec7c h\u1ed7 tr\u1ee3 theo d\u00f5i b\u1ec7nh nh\u00e2n t\u1eeb xa, ch\u1ea9n \u0111o\u00e1n s\u1edbm c\u00e1c t\u00ecnh tr\u1ea1ng b\u1ec7nh l\u00fd v\u00e0 c\u00e1 nh\u00e2n h\u00f3a k\u1ebf ho\u1ea1ch \u0111i\u1ec1u tr\u1ecb. C\u00e1c thi\u1ebft b\u1ecb \u0111eo tay th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t li\u00ean t\u1ee5c c\u00e1c ch\u1ec9 s\u1ed1 sinh h\u1ecdc quan tr\u1ecdng nh\u01b0 nh\u1ecbp tim, huy\u1ebft \u00e1p, n\u1ed3ng \u0111\u1ed9 oxy trong m\u00e1u v\u00e0 g\u1eedi c\u1ea3nh b\u00e1o s\u1edbm cho b\u00e1c s\u0129 khi ph\u00e1t hi\u1ec7n d\u1ea5u hi\u1ec7u b\u1ea5t th\u01b0\u1eddng. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng ch\u0103m s\u00f3c, t\u0103ng c\u01b0\u1eddng an to\u00e0n cho b\u1ec7nh nh\u00e2n v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng y t\u1ebf.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-4-nong-nghi\u1ec7p-thong-minh\">4.4 N\u00f4ng nghi\u1ec7p th\u00f4ng minh<\/h3>\n\n\n\n<p>AIoT \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong n\u00f4ng nghi\u1ec7p \u0111\u1ec3 gi\u00e1m s\u00e1t \u0111i\u1ec1u ki\u1ec7n m\u00f4i tr\u01b0\u1eddng, t\u1ed1i \u01b0u h\u00f3a t\u01b0\u1edbi ti\u00eau v\u00e0 ph\u00e1t hi\u1ec7n s\u1edbm d\u1ecbch b\u1ec7nh. S\u1eed d\u1ee5ng c\u1ea3m bi\u1ebfn \u0111\u1ea5t v\u00e0 AI, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh l\u01b0\u1ee3ng n\u01b0\u1edbc t\u01b0\u1edbi ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a c\u00e2y tr\u1ed3ng, t\u1eeb \u0111\u00f3 n\u00e2ng cao n\u0103ng su\u1ea5t v\u00e0 ti\u1ebft ki\u1ec7m t\u00e0i nguy\u00ean. citeturn0search3<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-5-qu\u1ea3n-ly-giao-thong-nbsp\">4.5 Qu\u1ea3n l\u00fd giao th\u00f4ng&nbsp;<\/h3>\n\n\n\n<p>Trong c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh, AIoT gi\u00fap qu\u1ea3n l\u00fd h\u1ec7 th\u1ed1ng giao th\u00f4ng, gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng kh\u00f4ng kh\u00ed v\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 c\u00f4ng hi\u1ec7u qu\u1ea3. V\u00ed d\u1ee5, h\u1ec7 th\u1ed1ng \u0111\u00e8n giao th\u00f4ng c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh th\u1eddi gian d\u1ef1a tr\u00ean l\u01b0u l\u01b0\u1ee3ng xe, gi\u1ea3m \u00f9n t\u1eafc v\u00e0 c\u1ea3i thi\u1ec7n l\u01b0u th\u00f4ng.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-6-an-ninh-m\u1ea1ng\">4.6 An ninh m\u1ea1ng<\/h3>\n\n\n\n<p>AIoT \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c b\u1ea3o m\u1eadt m\u1ea1ng v\u00e0 thi\u1ebft b\u1ecb k\u1ebft n\u1ed1i. C\u00e1c h\u1ec7 th\u1ed1ng AIoT c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n t\u1ea5n c\u00f4ng m\u1ea1ng theo th\u1eddi gian th\u1ef1c b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng c\u1ee7a thi\u1ebft b\u1ecb v\u00e0 d\u1eef li\u1ec7u m\u1ea1ng. AI c\u00f2n gi\u00fap x\u00e1c th\u1ef1c v\u00e0 m\u00e3 h\u00f3a d\u1eef li\u1ec7u, b\u1ea3o v\u1ec7 th\u00f4ng tin trong m\u00f4i tr\u01b0\u1eddng c\u00f3 b\u0103ng th\u00f4ng h\u1ea1n ch\u1ebf. B\u00ean c\u1ea1nh \u0111\u00f3, AIoT h\u1ed7 tr\u1ee3 ph\u00f2ng ch\u1ed1ng t\u1ea5n c\u00f4ng m\u1ea1ng trong c\u00e1c m\u1ea1ng di \u0111\u1ed9ng th\u1ebf h\u1ec7 m\u1edbi (5G, 6G), \u0111\u1ea3m b\u1ea3o an to\u00e0n cho c\u00e1c thi\u1ebft b\u1ecb k\u1ebft n\u1ed1i.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-cua-AIoT-1024x512.webp\" alt=\"\u1ee8ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a AIoT\" class=\"wp-image-17620\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-cua-AIoT-1024x512.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-cua-AIoT-300x150.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-cua-AIoT-768x384.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-cua-AIoT-1536x768.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/ung-dung-cua-AIoT.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-thach-th\u1ee9c-khi-tri\u1ec3n-khai-aiot\">5. Th\u00e1ch th\u1ee9c khi tri\u1ec3n khai AIoT<\/h2>\n\n\n\n<p>M\u1eb7c d\u00f9 AIoT mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch, nh\u01b0ng vi\u1ec7c tri\u1ec3n khai c\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng \u0111\u1ed1i m\u1eb7t v\u1edbi kh\u00f4ng \u00edt th\u00e1ch th\u1ee9c nh\u01b0:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>B\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0<\/strong>: V\u1edbi s\u1ef1 k\u1ebft n\u1ed1i li\u00ean t\u1ee5c v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u, b\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0 tr\u1edf th\u00e0nh v\u1ea5n \u0111\u1ec1 quan tr\u1ecdng. C\u1ea7n c\u00f3 c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o an to\u00e0n th\u00f4ng tin v\u00e0 b\u1ea3o v\u1ec7 quy\u1ec1n l\u1ee3i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li>\n\n\n\n<li><strong>T\u00ednh t\u01b0\u01a1ng th\u00edch v\u00e0 ti\u00eau chu\u1ea9n h\u00f3a<\/strong>: Vi\u1ec7c \u0111\u1ea3m b\u1ea3o t\u00ednh t\u01b0\u01a1ng th\u00edch gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb v\u00e0 h\u1ec7 th\u1ed1ng AIoT l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn. C\u1ea7n c\u00f3 c\u00e1c ti\u00eau chu\u1ea9n h\u00f3a v\u00e0 quy \u0111\u1ecbnh r\u00f5 r\u00e0ng \u0111\u1ec3 c\u00e1c th\u00e0nh ph\u1ea7n trong h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c hi\u1ec7u qu\u1ea3 v\u1edbi nhau.<\/li>\n\n\n\n<li><strong>\u0110\u00e0o t\u1ea1o ngu\u1ed3n nh\u00e2n l\u1ef1c chuy\u00ean m\u00f4n<\/strong>: AIoT y\u00eau c\u1ea7u \u0111\u1ed9i ng\u0169 nh\u00e2n s\u1ef1 c\u00f3 ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n v\u1eefng v\u1ec1 AI v\u00e0 IoT \u0111\u1ec3 tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd h\u1ec7 th\u1ed1ng. Vi\u1ec7c \u0111\u00e0o t\u1ea1o v\u00e0 ph\u00e1t tri\u1ec3n ngu\u1ed3n nh\u00e2n l\u1ef1c chuy\u00ean m\u00f4n l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p.<\/li>\n\n\n\n<li><strong>Thay \u0111\u1ed5i v\u0103n h\u00f3a t\u1ed5 ch\u1ee9c<\/strong>: Vi\u1ec7c \u00e1p d\u1ee5ng AIoT c\u00f3 th\u1ec3 thay \u0111\u1ed5i c\u00e1ch th\u1ee9c l\u00e0m vi\u1ec7c v\u00e0 qu\u1ea3n l\u00fd trong c\u00e1c t\u1ed5 ch\u1ee9c. S\u1ef1 ch\u1ea5p nh\u1eadn v\u00e0 th\u00edch nghi c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c v\u00e0 c\u00e1 nh\u00e2n l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y.<\/li>\n\n\n\n<li><strong>T\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng c\u0169<\/strong>: Vi\u1ec7c k\u1ebft n\u1ed1i AIoT v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3 c\u00f3 th\u1ec3 g\u1eb7p kh\u00f3 kh\u0103n, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong vi\u1ec7c \u0111\u1ed3ng b\u1ed9 h\u00f3a c\u00f4ng ngh\u1ec7 m\u1edbi v\u1edbi h\u1ea1 t\u1ea7ng c\u0169. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 g\u00e2y tr\u1edf ng\u1ea1i trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai v\u00e0 v\u1eadn h\u00e0nh.<\/li>\n\n\n\n<li><strong>Chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u v\u00e0 b\u1ea3o tr\u00ec<\/strong>: Chi ph\u00ed tri\u1ec3n khai v\u00e0 b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng AIoT c\u00f3 th\u1ec3 r\u1ea5t cao, \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p nh\u1ecf v\u00e0 v\u1eeba, khi\u1ebfn vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y tr\u1edf th\u00e0nh m\u1ed9t th\u00e1ch th\u1ee9c t\u00e0i ch\u00ednh.<\/li>\n\n\n\n<li><strong>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<\/strong>: \u0110\u1ea3m b\u1ea3o an to\u00e0n cho d\u1eef li\u1ec7u thu th\u1eadp v\u00e0 truy\u1ec1n t\u1ea3i gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb AIoT l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn. C\u1ea7n c\u00f3 c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 \u0111\u1ec3 ng\u0103n ch\u1eb7n c\u00e1c m\u1ed1i \u0111e d\u1ecda.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/iiot-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">IIoT l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng v\u00e0 l\u1ee3i \u00edch c\u1ee7a IIoT trong nh\u00e0 m\u00e1y hi\u1ec7n \u0111\u1ea1i<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-xu-h\u01b0\u1edbng-va-tri\u1ec3n-v\u1ecdng-c\u1ee7a-aiot\">6. Xu h\u01b0\u1edbng v\u00e0 tri\u1ec3n v\u1ecdng c\u1ee7a AIoT<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-6-1-xu-h\u01b0\u1edbng-c\u1ee7a-aiot\">6.1 Xu h\u01b0\u1edbng c\u1ee7a AIoT<\/h3>\n\n\n\n<p>AIoT (Artificial Intelligence of Things) \u0111ang ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 quan tr\u1ecdng, mang l\u1ea1i nh\u1eefng b\u01b0\u1edbc ti\u1ebfn v\u01b0\u1ee3t b\u1eadc cho nhi\u1ec1u l\u0129nh v\u1ef1c. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 Internet v\u1ea1n v\u1eadt (IoT) \u0111\u00e3 t\u1ea1o ra c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Khi \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi m\u1ea1ng 5G, AIoT kh\u00f4ng ch\u1ec9 gi\u00fap t\u0103ng t\u1ed1c \u0111\u1ed9 truy\u1ec1n d\u1eef li\u1ec7u m\u00e0 c\u00f2n gi\u1ea3m \u0111\u1ed9 tr\u1ec5 trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh, \u0111em l\u1ea1i hi\u1ec7u qu\u1ea3 t\u1ed1i \u01b0u cho doanh nghi\u1ec7p v\u00e0 ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<p><strong>M\u1ed9t s\u1ed1 xu h\u01b0\u1edbng quan tr\u1ecdng \u0111ang \u0111\u1ecbnh h\u00ecnh s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AIoT bao g\u1ed3m:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Edge AI (AI bi\u00ean) tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n m\u1edbi:<\/strong> <strong>AIoT<\/strong> \u0111ang ch\u1ee9ng ki\u1ebfn s\u1ef1 d\u1ecbch chuy\u1ec3n m\u1ea1nh m\u1ebd sang Edge AI, n\u01a1i c\u00e1c thi\u1ebft b\u1ecb x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp t\u1ea1i ngu\u1ed3n thay v\u00ec g\u1eedi v\u1ec1 \u0111\u00e1m m\u00e2y. \u0110i\u1ec1u n\u00e0y gi\u00fap h\u1ec7 th\u1ed1ng ph\u1ea3n h\u1ed3i nhanh h\u01a1n, \u0111\u00e1ng tin c\u1eady h\u01a1n v\u00e0 gi\u1ea3m \u0111\u1ed9 tr\u1ec5, \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng cho c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u h\u00e0nh \u0111\u1ed9ng t\u1ee9c th\u00ec.<\/li>\n\n\n\n<li><strong>H\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc t\u1eadp v\u00e0 th\u00edch nghi li\u00ean t\u1ee5c:<\/strong> C\u00e1c gi\u1ea3i ph\u00e1p <strong>AIoT<\/strong> kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u m\u00e0 c\u00f2n t\u1ef1 \u0111\u1ed9ng h\u1ecdc h\u1ecfi, ph\u00e2n t\u00edch v\u00e0 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 kh\u00f4ng ng\u1eebng n\u00e2ng cao hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c theo th\u1eddi gian.<\/li>\n\n\n\n<li><strong>\u1ee8ng d\u1ee5ng r\u1ed9ng r\u00e3i v\u00e0 \u0111a d\u1ea1ng trong nhi\u1ec1u ng\u00e0nh:<\/strong> T\u1eeb s\u1ea3n xu\u1ea5t, y t\u1ebf, giao th\u00f4ng v\u1eadn t\u1ea3i \u0111\u1ebfn chu\u1ed7i cung \u1ee9ng v\u00e0 th\u00e0nh ph\u1ed1 th\u00f4ng minh, <strong>AIoT<\/strong> \u0111ang \u0111\u01b0\u1ee3c tri\u1ec3n khai \u0111\u1ec3 c\u1ea3i thi\u1ec7n quy tr\u00ecnh, t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng v\u00e0 gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh tr\u00ean quy m\u00f4 l\u1edbn.<\/li>\n\n\n\n<li><strong>Ph\u00e1t tri\u1ec3n h\u1ec7 sinh th\u00e1i k\u1ebft n\u1ed1i m\u1edf:<\/strong> C\u00e1c doanh nghi\u1ec7p \u0111ang t\u00edch c\u1ef1c x\u00e2y d\u1ef1ng v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c n\u1ec1n t\u1ea3ng <strong>AIoT<\/strong> m\u1edf, cho ph\u00e9p c\u00e1c thi\u1ebft b\u1ecb v\u00e0 h\u1ec7 th\u1ed1ng t\u1eeb nhi\u1ec1u nh\u00e0 cung c\u1ea5p kh\u00e1c nhau c\u00f3 th\u1ec3 ph\u1ed1i h\u1ee3p \u0111\u1ed3ng b\u1ed9 v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/li>\n\n\n\n<li><strong>An ninh m\u1ea1ng l\u00e0 y\u1ebfu t\u1ed1 ti\u00ean quy\u1ebft:<\/strong> V\u1edbi s\u1ef1 m\u1edf r\u1ed9ng nhanh ch\u00f3ng c\u1ee7a <strong>AIoT<\/strong>, v\u1ea5n \u0111\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 h\u1ec7 th\u1ed1ng tr\u1edf n\u00ean c\u1ef1c k\u1ef3 quan tr\u1ecdng. Nhu c\u1ea7u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p an ninh m\u1ea1ng ti\u00ean ti\u1ebfn \u0111\u1ec3 b\u1ea3o v\u1ec7 h\u1ec7 th\u1ed1ng kh\u1ecfi c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n l\u00e0 c\u1ea5p thi\u1ebft.<\/li>\n\n\n\n<li><strong>Th\u00fac \u0111\u1ea9y ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng v\u00e0 hi\u1ec7u qu\u1ea3 n\u0103ng l\u01b0\u1ee3ng:<\/strong> <strong>AIoT<\/strong> \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng, gi\u1ea3m l\u00e3ng ph\u00ed t\u00e0i nguy\u00ean v\u00e0 h\u1ed7 tr\u1ee3 c\u00e1c s\u00e1ng ki\u1ebfn b\u1ea3o v\u1ec7 m\u00f4i tr\u01b0\u1eddng, h\u01b0\u1edbng t\u1edbi m\u1ed9t t\u01b0\u01a1ng lai b\u1ec1n v\u1eefng h\u01a1n.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-6-2-tri\u1ec3n-v\u1ecdng-c\u1ee7a-aiot\">6.2 Tri\u1ec3n v\u1ecdng c\u1ee7a AIoT<\/h3>\n\n\n\n<p>D\u1ef1 b\u00e1o th\u1ecb tr\u01b0\u1eddng&nbsp;<strong>AIoT<\/strong>&nbsp;to\u00e0n c\u1ea7u cho th\u1ea5y m\u1ed9t b\u1ee9c tranh t\u0103ng tr\u01b0\u1edfng m\u1ea1nh m\u1ebd v\u00e0 \u0111\u1ea7y h\u1ee9a h\u1eb9n. Theo c\u00e1c \u01b0\u1edbc t\u00ednh g\u1ea7n \u0111\u00e2y, th\u1ecb tr\u01b0\u1eddng AIoT to\u00e0n c\u1ea7u \u0111\u01b0\u1ee3c \u0111\u1ecbnh gi\u00e1 kho\u1ea3ng 171,4 t\u1ef7 USD v\u00e0o n\u0103m 2024 v\u00e0 d\u1ef1 ki\u1ebfn s\u1ebd \u0111\u1ea1t 896,8 t\u1ef7 USD v\u00e0o n\u0103m 2030, v\u1edbi t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng k\u00e9p h\u00e0ng n\u0103m (CAGR) l\u00e0 31,7% t\u1eeb n\u0103m 2025 \u0111\u1ebfn 2030. M\u1ed9t s\u1ed1 ph\u00e2n t\u00edch kh\u00e1c c\u0169ng ch\u1ec9 ra r\u1eb1ng th\u1ecb tr\u01b0\u1eddng n\u00e0y c\u00f3 th\u1ec3 \u0111\u1ea1t 369,18 t\u1ef7 USD v\u00e0o n\u0103m 2032, v\u1edbi CAGR 33,13% trong giai \u0111o\u1ea1n 2024-2032. <\/p>\n\n\n\n<p>\u0110\u1ed3ng th\u1eddi, s\u1ed1 l\u01b0\u1ee3ng thi\u1ebft b\u1ecb IoT k\u1ebft n\u1ed1i to\u00e0n c\u1ea7u \u0111\u00e3 t\u0103ng l\u00ean 18,8 t\u1ef7 v\u00e0o cu\u1ed1i n\u0103m 2024 v\u00e0 \u0111\u01b0\u1ee3c d\u1ef1 b\u00e1o s\u1ebd v\u01b0\u1ee3t qu\u00e1 40 t\u1ef7 thi\u1ebft b\u1ecb v\u00e0o n\u0103m 2030. Nh\u1eefng con s\u1ed1 \u1ea5n t\u01b0\u1ee3ng n\u00e0y ph\u1ea3n \u00e1nh ti\u1ec1m n\u0103ng to l\u1edbn c\u1ee7a c\u00f4ng ngh\u1ec7&nbsp;<strong>AIoT<\/strong>&nbsp;trong t\u01b0\u01a1ng lai v\u00e0 cho th\u1ea5y nhu c\u1ea7u kh\u00f4ng ng\u1eebng t\u0103ng \u0111\u1ed1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t v\u00e0 v\u1eadn h\u00e0nh th\u00f4ng minh, hi\u1ec7u qu\u1ea3 h\u01a1n tr\u00ean ph\u1ea1m vi to\u00e0n c\u1ea7u.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-7-k\u1ebft-lu\u1eadn\">7. K\u1ebft lu\u1eadn<\/h2>\n\n\n\n<p>AIoT \u0111ang tr\u1edf th\u00e0nh m\u1ed9t xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 quan tr\u1ecdng, m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ec3 doanh nghi\u1ec7p n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng c\u1ea1nh tranh tr\u00ean th\u1ecb tr\u01b0\u1eddng. Vi\u1ec7c \u00e1p d\u1ee5ng AIoT kh\u00f4ng ch\u1ec9 gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh, m\u00e0 c\u00f2n mang l\u1ea1i l\u1ee3i \u00edch l\u00e2u d\u00e0i trong vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh v\u00e0 ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c kinh doanh.<\/p>\n\n\n\n<p>\u0110\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a AIoT, doanh nghi\u1ec7p n\u00ean b\u1eaft \u0111\u1ea7u v\u1edbi c\u00e1c d\u1ef1 \u00e1n nh\u1ecf, \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 th\u1ef1c t\u1ebf, sau \u0111\u00f3 t\u1eebng b\u01b0\u1edbc m\u1edf r\u1ed9ng quy m\u00f4 \u1ee9ng d\u1ee5ng. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m r\u1ee7i ro, t\u1ed1i \u01b0u chi ph\u00ed \u0111\u1ea7u t\u01b0 v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00f4ng ngh\u1ec7 m\u1edbi mang l\u1ea1i gi\u00e1 tr\u1ecb thi\u1ebft th\u1ef1c nh\u1ea5t cho ho\u1ea1t \u0111\u1ed9ng kinh doanh. H\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u1edbi AIoT kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t xu h\u01b0\u1edbng, m\u00e0 c\u00f2n l\u00e0 ch\u00eca kh\u00f3a gi\u00fap doanh nghi\u1ec7p ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng trong t\u01b0\u01a1ng lai.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1eddi \u0111\u1ea1i s\u1ed1 h\u00f3a, AIoT &#8211; s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 Internet v\u1ea1n v\u1eadt (IoT) \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1ch ch\u00fang ta t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00f4ng ngh\u1ec7. T\u1eeb c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh \u0111\u1ebfn nh\u00e0 m\u00e1y t\u1ef1 \u0111\u1ed9ng h\u00f3a, AIoT kh\u00f4ng ch\u1ec9 n\u00e2ng cao hi\u1ec7u su\u1ea5t ho\u1ea1t \u0111\u1ed9ng m\u00e0 [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":17610,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[65],"tags":[],"ppma_author":[61],"class_list":["post-17602","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-giai-phap-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v24.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AIoT l\u00e0 g\u00ec? S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa AI v\u00e0 IoT t\u1ea1o n\u00ean xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7<\/title>\n<meta name=\"description\" content=\"AIoT l\u00e0 g\u00ec? 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