{"id":2229,"date":"2025-12-08T00:00:10","date_gmt":"2025-12-07T17:00:10","guid":{"rendered":"https:\/\/technest.com.vn\/?p=2229"},"modified":"2025-12-08T10:12:41","modified_gmt":"2025-12-08T03:12:41","slug":"bao-tri-du-doan-iot","status":"publish","type":"post","link":"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/","title":{"rendered":"B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT: Gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u cho v\u1eadn h\u00e0nh hi\u1ec7n \u0111\u1ea1i"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Trong k\u1ef7 nguy\u00ean c\u00f4ng nghi\u1ec7p 4.0, c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng h\u01b0\u1edbng \u0111\u1ebfn s\u1ef1 t\u1ed1i \u01b0u trong v\u1eadn h\u00e0nh v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro d\u1eebng m\u00e1y. M\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 mang t\u00ednh \u0111\u1ed9t ph\u00e1 l\u00e0 <\/span><a title=\"b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/\"><b>b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><\/a><span style=\"font-weight: 400;\">, cho ph\u00e9p x\u00e1c \u0111\u1ecbnh s\u1edbm nguy c\u01a1 h\u1ecfng h\u00f3c tr\u01b0\u1edbc khi x\u1ea3y ra. Nh\u1edd kh\u1ea3 n\u0103ng thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c, <\/span><b>IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/b><span style=\"font-weight: 400;\"> \u0111ang tr\u1edf th\u00e0nh xu h\u01b0\u1edbng t\u1ea5t y\u1ebfu trong c\u00e1c ng\u00e0nh s\u1ea3n xu\u1ea5t, n\u0103ng l\u01b0\u1ee3ng, logistics v\u00e0 nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Bao_tri_du_doan_IoT_la_gi\" >B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Thanh_phan_chinh_cua_he_thong_bao_tri_du_doan_IoT\" >Th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Nguyen_ly_hoat_dong_cua_bao_tri_du_doan_IoT\" >Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Cac_phuong_phap_bao_tri_du_doan_pho_bien\" >C\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u1ed5 bi\u1ebfn<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Phan_tich_am_thanh\" >Ph\u00e2n t\u00edch \u00e2m thanh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Phan_tich_do_rung\" >Ph\u00e2n t\u00edch \u0111\u1ed9 rung<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Kiem_tra_chat_luong_dau\" >Ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1ea7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Phan_tich_nhiet_do_hong_ngoai\" >Ph\u00e2n t\u00edch nhi\u1ec7t \u0111\u1ed9 h\u1ed3ng ngo\u1ea1i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Kiem_tra_mach_dong_co\" >Ki\u1ec3m tra m\u1ea1ch \u0111\u1ed9ng c\u01a1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Loi_ich_cua_bao_tri_du_doan_IoT_trong_san_xuat\" >L\u1ee3i \u00edch c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT trong s\u1ea3n xu\u1ea5t<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Uu_va_nhuoc_diem_cua_bao_tri_du_doan_IoT\" >\u01afu v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Uu_diem\" >\u01afu \u0111i\u1ec3m<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Nhuoc_diem\" >Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Cac_linh_vuc_ung_dung_IoT_trong_bao_tri_du_doan\" >C\u00e1c l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/technest.com.vn\/vi\/bao-tri-du-doan-iot\/#Thach_thuc_khi_thuc_hien_bao_tri_du_doan_IoT\" >Th\u00e1ch th\u1ee9c khi th\u1ef1c hi\u1ec7n b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Bao_tri_du_doan_IoT_la_gi\"><\/span><b>B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT l\u00e0 g\u00ec?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 hi\u1ec3u r\u00f5 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT, tr\u01b0\u1edbc h\u1ebft c\u1ea7n n\u1eafm \u0111\u01b0\u1ee3c c\u00e1ch IoT mang l\u1ea1i kh\u1ea3 n\u0103ng nh\u1eadn bi\u1ebft s\u1edbm l\u1ed7i thi\u1ebft b\u1ecb. IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a c\u1ea3m bi\u1ebfn th\u00f4ng minh, m\u1ea1ng k\u1ebft n\u1ed1i v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u1eb1m gi\u00e1m s\u00e1t t\u00ecnh tr\u1ea1ng thi\u1ebft b\u1ecb theo th\u1eddi gian th\u1ef1c. Kh\u00e1c v\u1edbi ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec ph\u1ea3n \u1ee9ng (\u0111\u1ee3i h\u1ecfng m\u1edbi s\u1eeda) ho\u1eb7c b\u1ea3o tr\u00ec \u0111\u1ecbnh k\u1ef3 (s\u1eeda theo l\u1ecbch), b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf c\u1ee7a m\u00e1y m\u00f3c \u0111\u1ec3 ph\u00e1n \u0111o\u00e1n th\u1eddi \u0111i\u1ec3m c\u1ea7n b\u1ea3o tr\u00ec.<\/span><\/p>\n<figure id=\"attachment_2231\" aria-describedby=\"caption-attachment-2231\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2231 size-full\" title=\"B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT l\u00e0 g\u00ec?\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-1.webp\" alt=\"B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT l\u00e0 g\u00ec?\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-1.webp 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-1-300x200.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-2231\" class=\"wp-caption-text\">B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT l\u00e0 g\u00ec?<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">Trong \u0111\u00f3, c\u00e1c c\u1ea3m bi\u1ebfn IoT \u0111\u00f3ng vai tr\u00f2 ghi nh\u1eadn c\u00e1c t\u00edn hi\u1ec7u thi\u1ebft b\u1ecb nh\u01b0 \u0111\u1ed9 rung, \u00e2m thanh, nhi\u1ec7t \u0111\u1ed9, d\u00f2ng \u0111i\u1ec7n\u2026 D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c g\u1eedi v\u1ec1 h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 b\u1ea5t th\u01b0\u1eddng. Khi thu\u1eadt to\u00e1n ph\u00e1t hi\u1ec7n nguy c\u01a1 h\u1ecfng h\u00f3c, h\u1ec7 th\u1ed1ng s\u1ebd g\u1eedi c\u1ea3nh b\u00e1o cho k\u1ef9 thu\u1eadt vi\u00ean \u0111\u1ec3 b\u1ea3o tr\u00ec tr\u01b0\u1edbc khi s\u1ef1 c\u1ed1 x\u1ea3y ra.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Thanh_phan_chinh_cua_he_thong_bao_tri_du_doan_IoT\"><\/span><b>Th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">M\u1ed9t h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT ho\u00e0n ch\u1ec9nh th\u01b0\u1eddng bao g\u1ed3m nhi\u1ec1u th\u00e0nh ph\u1ea7n kh\u00e1c nhau, ph\u1ed1i h\u1ee3p ch\u1eb7t ch\u1ebd \u0111\u1ec3 t\u1ed1i \u01b0u \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n l\u1ed7i. M\u1ed7i th\u00e0nh ph\u1ea7n \u0111\u1ec1u \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh thu th\u1eadp, x\u1eed l\u00fd v\u00e0 \u0111\u01b0a ra c\u1ea3nh b\u00e1o. Tr\u01b0\u1edbc khi \u0111i v\u00e0o c\u00e1c ph\u01b0\u01a1ng ph\u00e1p c\u1ee5 th\u1ec3, ch\u00fang ta c\u1ea7n n\u1eafm r\u00f5 c\u1ea5u tr\u00fac chung c\u1ee7a h\u1ec7 th\u1ed1ng n\u00e0y.<\/span><\/p>\n<p><b>C\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh g\u1ed3m:<\/b><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u1ea3m bi\u1ebfn IoT (IoT Sensors):<\/b><span style=\"font-weight: 400;\"> C\u00e1c c\u1ea3m bi\u1ebfn nh\u01b0 c\u1ea3m bi\u1ebfn rung, nhi\u1ec7t \u0111\u1ed9, \u00e2m thanh, d\u00f2ng \u0111i\u1ec7n\u2026 \u0111\u01b0\u1ee3c g\u1eafn tr\u1ef1c ti\u1ebfp l\u00ean thi\u1ebft b\u1ecb c\u1ea7n theo d\u00f5i. Ch\u00fang thu th\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c, ph\u1ee5c v\u1ee5 ph\u00e2n t\u00edch t\u00ecnh tr\u1ea1ng m\u00e1y m\u00f3c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Thi\u1ebft b\u1ecb gateway (IoT Gateway):<\/b><span style=\"font-weight: 400;\"> Gateway gi\u00fap t\u1eadp h\u1ee3p d\u1eef li\u1ec7u t\u1eeb c\u00e1c c\u1ea3m bi\u1ebfn v\u00e0 truy\u1ec1n \u0111i qua m\u1ea1ng Internet ho\u1eb7c m\u1ea1ng n\u1ed9i b\u1ed9, \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111i \u1ed5n \u0111\u1ecbnh v\u00e0 b\u1ea3o m\u1eadt.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u (Analytics Platform):<\/b><span style=\"font-weight: 400;\"> D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch b\u1eb1ng thu\u1eadt to\u00e1n AI, Machine Learning ho\u1eb7c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n. N\u1ec1n t\u1ea3ng n\u00e0y gi\u00fap ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng v\u00e0 d\u1ef1 \u0111o\u00e1n th\u1eddi \u0111i\u1ec3m h\u1ecfng h\u00f3c ti\u1ec1m \u1ea9n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Dashboard v\u00e0 h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o:<\/b><span style=\"font-weight: 400;\"> Cho ph\u00e9p k\u1ef9 s\u01b0 xem d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u00e0 nh\u1eadn c\u1ea3nh b\u00e1o qua SMS, email ho\u1eb7c \u1ee9ng d\u1ee5ng.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa c\u00e1c th\u00e0nh ph\u1ea7n tr\u00ean t\u1ea1o n\u00ean m\u1ed9t h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 v\u00e0 \u1ed5n \u0111\u1ecbnh.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Nguyen_ly_hoat_dong_cua_bao_tri_du_doan_IoT\"><\/span><b>Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tr\u01b0\u1edbc khi t\u00ecm hi\u1ec3u t\u1eebng ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch c\u1ee5 th\u1ec3, c\u1ea7n n\u1eafm \u0111\u01b0\u1ee3c quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng t\u1ed5ng th\u1ec3 c\u1ee7a m\u1ed9t h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT. Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng n\u00e0y d\u1ef1a tr\u00ean vi\u1ec7c thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u li\u00ean t\u1ee5c t\u1eeb m\u00e1y m\u00f3c \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c d\u1ea5u hi\u1ec7u b\u1ea5t th\u01b0\u1eddng.<\/span><\/p>\n<figure id=\"attachment_2232\" aria-describedby=\"caption-attachment-2232\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2232 size-full\" title=\"Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-2.webp\" alt=\"Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-2.webp 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-2-300x200.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-2232\" class=\"wp-caption-text\">Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/figcaption><\/figure>\n<p><b>Quy tr\u00ecnh chung g\u1ed3m c\u00e1c b\u01b0\u1edbc sau:<\/b><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Thu th\u1eadp d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> C\u00e1c c\u1ea3m bi\u1ebfn g\u1eafn tr\u00ean thi\u1ebft b\u1ecb ghi nh\u1eadn c\u00e1c th\u00f4ng s\u1ed1 nh\u01b0 \u0111\u1ed9 rung, ti\u1ebfng \u1ed3n, nhi\u1ec7t \u0111\u1ed9, d\u00f2ng \u0111i\u1ec7n\u2026<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Truy\u1ec1n d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> Gateway truy\u1ec1n d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c l\u00ean cloud ho\u1eb7c server \u0111\u1ec3 x\u1eed l\u00fd.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> AI\/ML ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c \u0111\u1ec3 ph\u00e1t hi\u1ec7n thay \u0111\u1ed5i kh\u00e1c th\u01b0\u1eddng so v\u1edbi tr\u1ea1ng th\u00e1i b\u00ecnh th\u01b0\u1eddng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1ef1 \u0111o\u00e1n l\u1ed7i:<\/b><span style=\"font-weight: 400;\"> M\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n x\u00e1c \u0111\u1ecbnh kh\u1ea3 n\u0103ng x\u1ea3y ra h\u1ecfng h\u00f3c v\u00e0 th\u1eddi \u0111i\u1ec3m c\u00f3 th\u1ec3 c\u1ea7n b\u1ea3o tr\u00ec.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>G\u1eedi c\u1ea3nh b\u00e1o:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng g\u1eedi c\u1ea3nh b\u00e1o k\u1ecbp th\u1eddi \u0111\u1ec3 k\u1ef9 s\u01b0 ti\u1ebfn h\u00e0nh ki\u1ec3m tra ho\u1eb7c thay th\u1ebf linh ki\u1ec7n tr\u01b0\u1edbc khi s\u1ef1 c\u1ed1 x\u1ea3y ra.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Nh\u1edd nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng n\u00e0y, b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT gi\u00fap doanh nghi\u1ec7p ch\u1ee7 \u0111\u1ed9ng h\u01a1n r\u1ea5t nhi\u1ec1u so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec truy\u1ec1n th\u1ed1ng.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cac_phuong_phap_bao_tri_du_doan_pho_bien\"><\/span><b>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u1ed5 bi\u1ebfn<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c k\u1ef9 thu\u1eadt ph\u1ed5 bi\u1ebfn trong <\/span><b>b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><span style=\"font-weight: 400;\">, m\u1ed7i ph\u01b0\u01a1ng ph\u00e1p s\u1eed d\u1ee5ng c\u1ea3m bi\u1ebfn ri\u00eang v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng lo\u1ea1i thi\u1ebft b\u1ecb. N\u1ed9i dung n\u00e0y s\u1ebd d\u1eabn v\u00e0o c\u00e1c H3 chi ti\u1ebft. T\u00f9y theo lo\u1ea1i m\u00e1y m\u00f3c v\u00e0 m\u1ee5c ti\u00eau gi\u00e1m s\u00e1t, k\u1ef9 thu\u1eadt vi\u00ean c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng ri\u00eang l\u1ebb ho\u1eb7c k\u1ebft h\u1ee3p c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 ph\u00e2n t\u00edch \u00e2m thanh, \u0111\u1ed9 rung, ch\u1ea5t l\u01b0\u1ee3ng d\u1ea7u, h\u1ed3ng ngo\u1ea1i v\u00e0 ki\u1ec3m tra m\u1ea1ch \u0111\u1ed9ng c\u01a1, mang \u0111\u1ebfn nhi\u1ec1u g\u00f3c nh\u00ecn kh\u00e1c nhau \u0111\u1ec3 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n.<\/span><\/p>\n<figure id=\"attachment_2233\" aria-describedby=\"caption-attachment-2233\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2233 size-full\" title=\"C\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u1ed5 bi\u1ebfn\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-3.webp\" alt=\"C\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u1ed5 bi\u1ebfn\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-3.webp 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-3-300x200.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-2233\" class=\"wp-caption-text\">C\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u1ed5 bi\u1ebfn<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Phan_tich_am_thanh\"><\/span><b>Ph\u00e2n t\u00edch \u00e2m thanh<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch \u00e2m thanh l\u00e0 ph\u01b0\u01a1ng ph\u00e1p s\u1eed d\u1ee5ng c\u1ea3m bi\u1ebfn microphone ho\u1eb7c c\u1ea3m bi\u1ebfn si\u00eau \u00e2m \u0111\u1ec3 ghi nh\u1eadn ti\u1ebfng \u1ed3n c\u1ee7a thi\u1ebft b\u1ecb. M\u00e1y m\u00f3c khi ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng s\u1ebd t\u1ea1o ra \u00e2m thanh \u1ed5n \u0111\u1ecbnh. Khi c\u00f3 s\u1ef1 thay \u0111\u1ed5i b\u1ea5t th\u01b0\u1eddng nh\u01b0 ti\u1ebfng l\u1ea1ch c\u1ea1ch, ti\u1ebfng r\u00edt ho\u1eb7c ti\u1ebfng k\u00eau kim lo\u1ea1i, \u0111\u00f3 c\u00f3 th\u1ec3 l\u00e0 d\u1ea5u hi\u1ec7u thi\u1ebft b\u1ecb \u0111ang g\u1eb7p v\u1ea5n \u0111\u1ec1.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Khi k\u1ebft h\u1ee3p IoT, d\u1eef li\u1ec7u \u00e2m thanh \u0111\u01b0\u1ee3c g\u1eedi l\u00ean n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch, n\u01a1i AI so s\u00e1nh v\u1edbi m\u1eabu \u00e2m thanh chu\u1ea9n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh s\u1ef1 kh\u00e1c bi\u1ec7t. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u1eb7c bi\u1ec7t hi\u1ec7u qu\u1ea3 cho m\u00e1y n\u00e9n kh\u00ed, \u0111\u1ed9ng c\u01a1, qu\u1ea1t c\u00f4ng nghi\u1ec7p v\u00e0 b\u01a1m n\u01b0\u1edbc.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phan_tich_do_rung\"><\/span><b>Ph\u00e2n t\u00edch \u0111\u1ed9 rung<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 ph\u01b0\u01a1ng ph\u00e1p ph\u1ed5 bi\u1ebfn v\u00e0 quan tr\u1ecdng nh\u1ea5t trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT. C\u00e1c c\u1ea3m bi\u1ebfn rung (accelerometer) \u0111\u01b0\u1ee3c g\u1eafn l\u00ean \u0111\u1ed9ng c\u01a1, b\u01a1m ho\u1eb7c v\u00f2ng bi \u0111\u1ec3 \u0111o \u0111\u1ed9 rung c\u1ee7a thi\u1ebft b\u1ecb. M\u1ed7i lo\u1ea1i h\u1ecfng h\u00f3c s\u1ebd c\u00f3 \u201cd\u1ea5u v\u00e2n tay rung \u0111\u1ed9ng\u201d ri\u00eang.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">M\u1ea5t c\u00e2n b\u1eb1ng t\u1ea1o ra rung \u0111\u1ec1u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u1ec7ch tr\u1ee5c t\u1ea1o ra rung theo chu k\u1ef3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1c \u0111\u1ea1n m\u00f2n t\u1ea1o ra rung t\u1ea7n s\u1ed1 cao.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch \u0111\u1ed9 rung gi\u00fap x\u00e1c \u0111\u1ecbnh l\u1ed7i r\u1ea5t ch\u00ednh x\u00e1c, \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi thi\u1ebft b\u1ecb quay trong nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Kiem_tra_chat_luong_dau\"><\/span><b>Ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1ea7u<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch d\u1ea7u b\u00f4i tr\u01a1n gi\u00fap k\u1ef9 thu\u1eadt vi\u00ean nh\u1eadn bi\u1ebft t\u00ecnh tr\u1ea1ng b\u00ean trong c\u1ee7a m\u00e1y m\u00e0 kh\u00f4ng c\u1ea7n th\u00e1o r\u1eddi. C\u1ea3m bi\u1ebfn c\u00f3 th\u1ec3 \u0111o c\u00e1c th\u00f4ng s\u1ed1 nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u1ed9 nh\u1edbt<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u00e0m l\u01b0\u1ee3ng kim lo\u1ea1i m\u00e0i m\u00f2n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nhi\u1ec7t \u0111\u1ed9 d\u1ea7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u1ed9 \u1ea9m trong d\u1ea7u<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">N\u1ebfu l\u01b0\u1ee3ng kim lo\u1ea1i trong d\u1ea7u t\u0103ng, \u0111\u00f3 l\u00e0 d\u1ea5u hi\u1ec7u linh ki\u1ec7n b\u00ean trong b\u1ecb m\u00e0i m\u00f2n. IoT gi\u00fap thu th\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c v\u00e0 c\u1ea3nh b\u00e1o t\u1ef1 \u0111\u1ed9ng khi ch\u1ea5t l\u01b0\u1ee3ng d\u1ea7u xu\u1ed1ng th\u1ea5p.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phan_tich_nhiet_do_hong_ngoai\"><\/span><b>Ph\u00e2n t\u00edch nhi\u1ec7t \u0111\u1ed9 h\u1ed3ng ngo\u1ea1i<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Camera nhi\u1ec7t ho\u1eb7c c\u1ea3m bi\u1ebfn h\u1ed3ng ngo\u1ea1i \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n \u0111i\u1ec3m n\u00f3ng b\u1ea5t th\u01b0\u1eddng tr\u00ean thi\u1ebft b\u1ecb. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi t\u1ee7 \u0111i\u1ec7n, motor, b\u01a1m, m\u00e1y n\u00e9n v\u00e0 thi\u1ebft b\u1ecb c\u01a1 kh\u00ed. Khi m\u1ed9t b\u1ed9 ph\u1eadn b\u1eaft \u0111\u1ea7u h\u1ecfng, nhi\u1ec7t l\u01b0\u1ee3ng th\u01b0\u1eddng t\u0103ng l\u00ean tr\u01b0\u1edbc khi s\u1ef1 c\u1ed1 x\u1ea3y ra.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">IoT cho ph\u00e9p theo d\u00f5i nhi\u1ec7t \u0111\u1ed9 theo th\u1eddi gian th\u1ef1c v\u00e0 hi\u1ec3n th\u1ecb bi\u1ec3u \u0111\u1ed3 r\u00f5 r\u00e0ng gi\u00fap k\u1ef9 s\u01b0 ph\u00e2n t\u00edch nhanh ch\u00f3ng.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Kiem_tra_mach_dong_co\"><\/span><b>Ki\u1ec3m tra m\u1ea1ch \u0111\u1ed9ng c\u01a1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch m\u1ea1ch \u0111\u1ed9ng c\u01a1 l\u00e0 ph\u01b0\u01a1ng ph\u00e1p theo d\u00f5i c\u00e1c th\u00f4ng s\u1ed1 \u0111i\u1ec7n nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00f2ng \u0111i\u1ec7n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110i\u1ec7n \u00e1p<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ec7 s\u1ed1 c\u00f4ng su\u1ea5t<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea7n s\u1ed1<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">C\u00e1c d\u1ea5u hi\u1ec7u b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u \u0111i\u1ec7n c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 l\u1ed7i cu\u1ed9n d\u00e2y, t\u00ecnh tr\u1ea1ng qu\u00e1 t\u1ea3i ho\u1eb7c s\u1ef1 c\u1ed1 k\u1ebft n\u1ed1i. Khi k\u1ebft h\u1ee3p v\u1edbi IoT, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1ecf nh\u1ea5t \u0111\u1ec3 tr\u00e1nh ch\u00e1y \u0111\u1ed9ng c\u01a1 ho\u1eb7c d\u1eebng m\u00e1y \u0111\u1ed9t ng\u1ed9t.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Loi_ich_cua_bao_tri_du_doan_IoT_trong_san_xuat\"><\/span><b>L\u1ee3i \u00edch c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT trong s\u1ea3n xu\u1ea5t<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 hi\u1ec3u r\u00f5 gi\u00e1 tr\u1ecb m\u00e0 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n mang l\u1ea1i, ch\u00fang ta c\u1ea7n nh\u00ecn v\u00e0o c\u00e1ch IoT thay \u0111\u1ed5i to\u00e0n di\u1ec7n quy tr\u00ecnh v\u1eadn h\u00e0nh. Nh\u1edd m\u1ea1ng l\u01b0\u1edbi c\u1ea3m bi\u1ebfn th\u00f4ng minh v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 bi\u1ebft thi\u1ebft b\u1ecb \u0111ang ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o, m\u00e0 c\u00f2n d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c khi n\u00e0o m\u00e1y m\u00f3c c\u00f3 th\u1ec3 g\u1eb7p s\u1ef1 c\u1ed1. \u0110i\u1ec1u n\u00e0y t\u1ea1o n\u00ean nh\u1eefng l\u1ee3i \u00edch v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi b\u1ea3o tr\u00ec truy\u1ec1n th\u1ed1ng.<\/span><\/p>\n<figure id=\"attachment_2234\" aria-describedby=\"caption-attachment-2234\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2234 size-full\" title=\"L\u1ee3i \u00edch c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT trong s\u1ea3n xu\u1ea5t\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-4.webp\" alt=\"L\u1ee3i \u00edch c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT trong s\u1ea3n xu\u1ea5t\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-4.webp 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-4-300x200.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-2234\" class=\"wp-caption-text\">L\u1ee3i \u00edch c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT trong s\u1ea3n xu\u1ea5t<\/figcaption><\/figure>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gi\u1ea3m th\u1eddi gian d\u1eebng m\u00e1y (downtime): <\/b><span style=\"font-weight: 400;\">B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT gi\u00fap ph\u00e1t hi\u1ec7n s\u1edbm b\u1ea5t th\u01b0\u1eddng, t\u1eeb \u0111\u00f3 l\u00ean k\u1ebf ho\u1ea1ch s\u1eeda ch\u1eefa ph\u00f9 h\u1ee3p tr\u01b0\u1edbc khi thi\u1ebft b\u1ecb h\u1ecfng. \u0110i\u1ec1u n\u00e0y tr\u00e1nh \u0111\u01b0\u1ee3c downtime b\u1ea5t ng\u1edd, v\u1ed1n g\u00e2y t\u1ed5n th\u1ea5t l\u1edbn trong s\u1ea3n xu\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ti\u1ebft ki\u1ec7m chi ph\u00ed b\u1ea3o tr\u00ec: <\/b><span style=\"font-weight: 400;\">Thay v\u00ec thay linh ki\u1ec7n \u0111\u1ecbnh k\u1ef3 ho\u1eb7c s\u1eeda ch\u1eefa khi \u0111\u00e3 h\u1ecfng n\u1eb7ng, doanh nghi\u1ec7p ch\u1ec9 b\u1ea3o tr\u00ec \u0111\u00fang v\u00e0o th\u1eddi \u0111i\u1ec3m c\u1ea7n thi\u1ebft. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m chi ph\u00ed v\u1eadt t\u01b0 v\u00e0 chi ph\u00ed nh\u00e2n c\u00f4ng \u0111\u00e1ng k\u1ec3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u00e2ng cao tu\u1ed5i th\u1ecd thi\u1ebft b\u1ecb: <\/b><span style=\"font-weight: 400;\">Khi m\u00e1y m\u00f3c \u0111\u01b0\u1ee3c theo d\u00f5i li\u00ean t\u1ee5c v\u00e0 duy tr\u00ec trong tr\u1ea1ng th\u00e1i t\u1ed1i \u01b0u, tu\u1ed5i th\u1ecd c\u1ee7a ch\u00fang t\u0103ng l\u00ean \u0111\u00e1ng k\u1ec3. \u0110\u00e2y l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u v\u1ed1n \u0111\u1ea7u t\u01b0.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ed1i \u01b0u hi\u1ec7u su\u1ea5t v\u1eadn h\u00e0nh: <\/b><span style=\"font-weight: 400;\">D\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c gi\u00fap ng\u01b0\u1eddi qu\u1ea3n l\u00fd hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 h\u00e0nh vi ho\u1ea1t \u0111\u1ed9ng c\u1ee7a thi\u1ebft b\u1ecb, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra chi\u1ebfn l\u01b0\u1ee3c s\u1ea3n xu\u1ea5t th\u00f4ng minh h\u01a1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u0103ng an to\u00e0n lao \u0111\u1ed9ng: <\/b><span style=\"font-weight: 400;\">B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT gi\u00fap gi\u1ea3m s\u1ed1 l\u01b0\u1ee3ng s\u1ef1 c\u1ed1 nghi\u00eam tr\u1ecdng, tr\u00e1nh ch\u00e1y n\u1ed5, h\u1ecfng h\u00f3c b\u1ea5t ng\u1edd, \u0111\u1ea3m b\u1ea3o m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c an to\u00e0n h\u01a1n.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Uu_va_nhuoc_diem_cua_bao_tri_du_doan_IoT\"><\/span><b>\u01afu v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tr\u01b0\u1edbc khi tri\u1ec3n khai m\u1ed9t h\u1ec7 th\u1ed1ng IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n, doanh nghi\u1ec7p c\u1ea7n hi\u1ec3u r\u00f5 nh\u1eefng \u0111i\u1ec3m m\u1ea1nh v\u00e0 nh\u1eefng r\u00e0o c\u1ea3n c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i. \u0110o\u1ea1n v\u0103n d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u1edbi thi\u1ec7u t\u1ed5ng quan tr\u01b0\u1edbc khi \u0111i s\u00e2u v\u00e0o ph\u00e2n t\u00edch.<\/span><\/p>\n<figure id=\"attachment_2235\" aria-describedby=\"caption-attachment-2235\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2235 size-full\" title=\"\u01afu v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-5.webp\" alt=\"\u01afu v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-5.webp 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-5-300x200.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-2235\" class=\"wp-caption-text\">\u01afu v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Uu_diem\"><\/span><b>\u01afu \u0111i\u1ec3m<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u1ed9 ch\u00ednh x\u00e1c cao: <\/b><span style=\"font-weight: 400;\">IoT thu th\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c v\u1edbi t\u1ea7n su\u1ea5t l\u1edbn, k\u1ebft h\u1ee3p AI cho k\u1ebft qu\u1ea3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n nhi\u1ec1u so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p th\u1ee7 c\u00f4ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh b\u1ea3o tr\u00ec: <\/b><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng v\u00e0 g\u1eedi c\u1ea3nh b\u00e1o, gi\u1ea3m ph\u1ee5 thu\u1ed9c v\u00e0o ho\u1ea1t \u0111\u1ed9ng ki\u1ec3m tra th\u1ee7 c\u00f4ng t\u1ed1n th\u1eddi gian.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gi\u1ea3m chi ph\u00ed d\u00e0i h\u1ea1n: <\/b><span style=\"font-weight: 400;\">M\u1eb7c d\u00f9 chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u kh\u00e1 cao, nh\u01b0ng v\u1ec1 d\u00e0i h\u1ea1n doanh nghi\u1ec7p s\u1ebd ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c nhi\u1ec1u chi ph\u00ed s\u1eeda ch\u1eefa l\u1edbn.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Minh b\u1ea1ch d\u1eef li\u1ec7u: <\/b><span style=\"font-weight: 400;\">D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp to\u00e0n di\u1ec7n v\u00e0 l\u01b0u tr\u1eef th\u1ed1ng nh\u1ea5t gi\u00fap qu\u1ea3n l\u00fd d\u1ec5 d\u00e0ng ph\u00e2n t\u00edch v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Nhuoc_diem\"><\/span><b>Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u l\u1edbn: <\/b><span style=\"font-weight: 400;\">M\u1ed9t h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT \u0111\u1ea7y \u0111\u1ee7 bao g\u1ed3m nhi\u1ec1u c\u1ea3m bi\u1ebfn, gateway, n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u v\u00e0 nh\u00e2n s\u1ef1 v\u1eadn h\u00e0nh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n: <\/b><span style=\"font-weight: 400;\">Doanh nghi\u1ec7p c\u1ea7n nh\u00e2n s\u1ef1 c\u00f3 k\u1ef9 n\u0103ng v\u1ec1 IoT, ph\u00e2n t\u00edch d\u1eef li\u1ec7u, AI \u0111\u1ec3 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Th\u1eddi gian tri\u1ec3n khai d\u00e0i: <\/b><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng c\u1ea7n th\u1eddi gian \u0111\u1ec3 thu th\u1eadp \u0111\u1ee7 d\u1eef li\u1ec7u nh\u1eb1m \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u1ee5 thu\u1ed9c v\u00e0o h\u1ea1 t\u1ea7ng m\u1ea1ng: <\/b><span style=\"font-weight: 400;\">N\u1ebfu m\u1ea1ng y\u1ebfu ho\u1eb7c kh\u00f4ng \u1ed5n \u0111\u1ecbnh, d\u1eef li\u1ec7u truy\u1ec1n \u0111i b\u1ecb gi\u00e1n \u0111o\u1ea1n, \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cac_linh_vuc_ung_dung_IoT_trong_bao_tri_du_doan\"><\/span><b>C\u00e1c l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT c\u00f3 kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau. Tr\u01b0\u1edbc khi \u0111i v\u00e0o t\u1eebng nh\u00f3m c\u1ee5 th\u1ec3, \u0111o\u1ea1n d\u1eabn d\u01b0\u1edbi \u0111\u00e2y s\u1ebd n\u00eau t\u1ed5ng quan v\u1ec1 s\u1ef1 linh ho\u1ea1t c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u1edd kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t t\u1eeb xa, ph\u00e2n t\u00edch th\u00f4ng minh v\u00e0 c\u1ea3nh b\u00e1o t\u1ef1 \u0111\u1ed9ng, IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u00f9 h\u1ee3p v\u1edbi m\u1ecdi l\u0129nh v\u1ef1c c\u00f3 thi\u1ebft b\u1ecb v\u1eadn h\u00e0nh li\u00ean t\u1ee5c, m\u00e1y m\u00f3c ph\u1ee9c t\u1ea1p ho\u1eb7c y\u00eau c\u1ea7u \u0111\u1ed9 an to\u00e0n cao.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>S\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p: <\/b><span style=\"font-weight: 400;\">IoT \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 theo d\u00f5i \u0111\u1ed9ng c\u01a1, b\u01a1m, turbine, d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t. C\u00e1c c\u1ea3m bi\u1ebfn rung, nhi\u1ec7t v\u00e0 \u00e2m thanh gi\u00fap x\u00e1c \u0111\u1ecbnh l\u1ed7i s\u1edbm trong m\u00e1y m\u00f3c c\u00f4ng nghi\u1ec7p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ng\u00e0nh n\u0103ng l\u01b0\u1ee3ng: <\/b><span style=\"font-weight: 400;\">Turbine gi\u00f3, m\u00e1y ph\u00e1t \u0111i\u1ec7n, tr\u1ea1m bi\u1ebfn \u00e1p\u2026 th\u01b0\u1eddng xuy\u00ean \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u1ec3 h\u1ea1n ch\u1ebf r\u1ee7i ro ch\u00e1y n\u1ed5 v\u00e0 gi\u00e1n \u0111o\u1ea1n cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1ea7u kh\u00ed: <\/b><span style=\"font-weight: 400;\">M\u00e1y khoan, m\u00e1y n\u00e9n kh\u00ed, \u0111\u01b0\u1eddng \u1ed1ng \u00e1p su\u1ea5t cao \u0111\u00f2i h\u1ecfi c\u00f4ng t\u00e1c b\u1ea3o tr\u00ec ch\u00ednh x\u00e1c \u0111\u1ec3 tr\u00e1nh s\u1ef1 c\u1ed1 nghi\u00eam tr\u1ecdng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>V\u1eadn t\u1ea3i v\u00e0 logistics: <\/b><span style=\"font-weight: 400;\">Xe t\u1ea3i, xe container, t\u00e0u bi\u1ec3n, m\u00e1y bay \u0111\u1ec1u c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng IoT \u0111\u1ec3 gi\u00e1m s\u00e1t \u0111\u1ed9ng c\u01a1 v\u00e0 h\u1ec7 th\u1ed1ng truy\u1ec1n \u0111\u1ed9ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00f2a nh\u00e0 th\u00f4ng minh: <\/b><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng HVAC, thang m\u00e1y, m\u00e1y b\u01a1m n\u01b0\u1edbc \u0111\u01b0\u1ee3c theo d\u00f5i li\u00ean t\u1ee5c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u00f4ng nghi\u1ec7p th\u00f4ng minh: <\/b><span style=\"font-weight: 400;\">C\u00e1c thi\u1ebft b\u1ecb nh\u01b0 m\u00e1y b\u01a1m n\u01b0\u1edbc, \u0111\u1ed9ng c\u01a1 nh\u00e0 k\u00ednh, m\u00e1y thu ho\u1ea1ch c\u0169ng \u1ee9ng d\u1ee5ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 l\u00e0m vi\u1ec7c.<\/span><\/li>\n<\/ul>\n<p><b>L\u01b0u \u00fd khi tri\u1ec3n khai b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u tri\u1ec3n khai h\u1ec7 th\u1ed1ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT, doanh nghi\u1ec7p c\u1ea7n x\u00e1c \u0111\u1ecbnh r\u00f5 m\u1ee5c ti\u00eau, ph\u1ea1m vi v\u00e0 k\u1ebf ho\u1ea1ch ph\u00f9 h\u1ee3p. \u0110o\u1ea1n d\u1eabn d\u01b0\u1edbi \u0111\u00e2y s\u1ebd \u0111\u1ecbnh h\u01b0\u1edbng c\u00e1c y\u1ebfu t\u1ed1 quan tr\u1ecdng c\u1ea7n chu\u1ea9n b\u1ecb.<\/span><\/p>\n<figure id=\"attachment_2236\" aria-describedby=\"caption-attachment-2236\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2236 size-full\" title=\"L\u01b0u \u00fd khi tri\u1ec3n khai b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-6.webp\" alt=\"L\u01b0u \u00fd khi tri\u1ec3n khai b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-6.webp 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2025\/12\/bao-tri-du-doan-iot-6-300x200.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-2236\" class=\"wp-caption-text\">L\u01b0u \u00fd khi tri\u1ec3n khai b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 \u0111\u1ea3m b\u1ea3o vi\u1ec7c tri\u1ec3n khai hi\u1ec7u qu\u1ea3, doanh nghi\u1ec7p n\u00ean b\u1eaft \u0111\u1ea7u t\u1eeb quy m\u00f4 nh\u1ecf, t\u1eadp trung v\u00e0o thi\u1ebft b\u1ecb quan tr\u1ecdng nh\u1ea5t r\u1ed3i m\u1edf r\u1ed9ng d\u1ea7n theo nhu c\u1ea7u v\u1eadn h\u00e0nh.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>X\u00e1c \u0111\u1ecbnh r\u00f5 thi\u1ebft b\u1ecb \u01b0u ti\u00ean: <\/b><span style=\"font-weight: 400;\">Kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3 thi\u1ebft b\u1ecb \u0111\u1ec1u c\u1ea7n g\u1eafn c\u1ea3m bi\u1ebfn. H\u00e3y \u01b0u ti\u00ean c\u00e1c m\u00e1y m\u00f3c quan tr\u1ecdng, \u0111\u1eaft ti\u1ec1n ho\u1eb7c d\u1ec5 g\u00e2y gi\u00e1n \u0111o\u1ea1n s\u1ea3n xu\u1ea5t khi h\u1ecfng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ch\u1ecdn \u0111\u00fang lo\u1ea1i c\u1ea3m bi\u1ebfn: <\/b><span style=\"font-weight: 400;\">T\u00f9y lo\u1ea1i m\u00e1y, doanh nghi\u1ec7p c\u1ea7n ch\u1ecdn c\u1ea3m bi\u1ebfn ph\u00f9 h\u1ee3p: rung cho \u0111\u1ed9ng c\u01a1, h\u1ed3ng ngo\u1ea1i cho t\u1ee7 \u0111i\u1ec7n, \u00e2m thanh cho m\u00e1y n\u00e9n\u2026<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u1ea3m b\u1ea3o h\u1ea1 t\u1ea7ng truy\u1ec1n d\u1eef li\u1ec7u: <\/b><span style=\"font-weight: 400;\">M\u1ea1ng Wi-Fi c\u00f4ng nghi\u1ec7p, LPWAN, 4G\/5G ph\u1ea3i ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh \u0111\u1ec3 tr\u00e1nh m\u1ea5t d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Chu\u1ea9n h\u00f3a quy tr\u00ecnh b\u1ea3o tr\u00ec: <\/b><span style=\"font-weight: 400;\">D\u1eef li\u1ec7u ch\u1ec9 c\u00f3 gi\u00e1 tr\u1ecb khi \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong quy tr\u00ecnh b\u1ea3o tr\u00ec r\u00f5 r\u00e0ng v\u00e0 th\u1ed1ng nh\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u00e0o t\u1ea1o nh\u00e2n s\u1ef1: <\/b><span style=\"font-weight: 400;\">K\u1ef9 thu\u1eadt vi\u00ean v\u00e0 ng\u01b0\u1eddi v\u1eadn h\u00e0nh c\u1ea7n hi\u1ec3u h\u1ec7 th\u1ed1ng \u0111\u1ec3 s\u1eed d\u1ee5ng dashboard, \u0111\u1ecdc c\u1ea3nh b\u00e1o v\u00e0 ra quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Thach_thuc_khi_thuc_hien_bao_tri_du_doan_IoT\"><\/span><b>Th\u00e1ch th\u1ee9c khi th\u1ef1c hi\u1ec7n b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">D\u00f9 mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch, vi\u1ec7c tri\u1ec3n khai b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT v\u1eabn t\u1ed3n t\u1ea1i nhi\u1ec1u th\u00e1ch th\u1ee9c. \u0110o\u1ea1n v\u0103n d\u1eabn d\u01b0\u1edbi \u0111\u00e2y s\u1ebd kh\u00e1i qu\u00e1t c\u00e1c kh\u00f3 kh\u0103n m\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u1ed1i m\u1eb7t khi \u0111\u01b0a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0o th\u1ef1c t\u1ebf.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c \u1ee9ng d\u1ee5ng IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng d\u1ec5 d\u00e0ng, \u0111\u1eb7c bi\u1ec7t v\u1edbi c\u00e1c doanh nghi\u1ec7p ch\u01b0a c\u00f3 n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 m\u1ea1nh. Nh\u1eefng th\u00e1ch th\u1ee9c ch\u00ednh bao g\u1ed3m:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kh\u00f3 kh\u0103n trong vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng: <\/b><span style=\"font-weight: 400;\">Thi\u1ebfu d\u1eef li\u1ec7u ho\u1eb7c d\u1eef li\u1ec7u kh\u00f4ng ch\u00ednh x\u00e1c khi\u1ebfn m\u00f4 h\u00ecnh AI kh\u00f3 x\u00e1c \u0111\u1ecbnh l\u1ed7i m\u1ed9t c\u00e1ch tin c\u1eady.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u: <\/b><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng IoT d\u1ec5 tr\u1edf th\u00e0nh m\u1ee5c ti\u00eau t\u1ea5n c\u00f4ng m\u1ea1ng n\u1ebfu kh\u00f4ng c\u00f3 gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt ph\u00f9 h\u1ee3p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng c\u0169: <\/b><span style=\"font-weight: 400;\">Nhi\u1ec1u nh\u00e0 m\u00e1y \u0111ang s\u1eed d\u1ee5ng thi\u1ebft b\u1ecb \u0111\u1eddi c\u0169, kh\u00f3 l\u1eafp c\u1ea3m bi\u1ebfn ho\u1eb7c k\u1ebft n\u1ed1i v\u1edbi n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u s\u1ed1.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Chi ph\u00ed duy tr\u00ec l\u00e2u d\u00e0i: <\/b><span style=\"font-weight: 400;\">B\u1ea3o tr\u00ec thi\u1ebft b\u1ecb IoT, c\u1eadp nh\u1eadt ph\u1ea7n m\u1ec1m v\u00e0 n\u00e2ng c\u1ea5p h\u1ec7 th\u1ed1ng \u0111\u00f2i h\u1ecfi chi ph\u00ed \u0111\u1ecbnh k\u1ef3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Thi\u1ebfu chuy\u00ean gia IoT v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u: <\/b><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn \u1edf h\u1ea7u h\u1ebft doanh nghi\u1ec7p, \u0111\u1eb7c bi\u1ec7t l\u00e0 ng\u00e0nh s\u1ea3n xu\u1ea5t truy\u1ec1n th\u1ed1ng.<\/span><\/li>\n<\/ul>\n<p><b>B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT<\/b><span style=\"font-weight: 400;\"> l\u00e0 xu h\u01b0\u1edbng t\u1ea5t y\u1ebfu trong c\u00f4ng nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i, gi\u00fap doanh nghi\u1ec7p duy tr\u00ec thi\u1ebft b\u1ecb ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh, gi\u1ea3m chi ph\u00ed v\u00e0 t\u1ed1i \u01b0u n\u0103ng su\u1ea5t. Nh\u1edd kh\u1ea3 n\u0103ng thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, <\/span><b>IoT trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/b><span style=\"font-weight: 400;\"> mang l\u1ea1i m\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n nhi\u1ec1u so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 ph\u00e2n t\u00edch \u0111\u1ed9 rung, \u00e2m thanh, ch\u1ea5t l\u01b0\u1ee3ng d\u1ea7u hay ki\u1ec3m tra m\u1ea1ch \u0111\u1ed9ng c\u01a1, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm nguy c\u01a1 h\u1ecfng h\u00f3c, t\u1eeb \u0111\u00f3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro s\u1ea3n xu\u1ea5t.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong k\u1ef7 nguy\u00ean c\u00f4ng nghi\u1ec7p 4.0, c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng h\u01b0\u1edbng \u0111\u1ebfn s\u1ef1 t\u1ed1i \u01b0u trong v\u1eadn h\u00e0nh v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro d\u1eebng m\u00e1y. M\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 mang t\u00ednh \u0111\u1ed9t ph\u00e1 l\u00e0 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n IoT, cho ph\u00e9p x\u00e1c \u0111\u1ecbnh s\u1edbm nguy c\u01a1 h\u1ecfng h\u00f3c tr\u01b0\u1edbc khi x\u1ea3y ra. Nh\u1edd<\/p>\n","protected":false},"author":1,"featured_media":2239,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/posts\/2229"}],"collection":[{"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/comments?post=2229"}],"version-history":[{"count":3,"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/posts\/2229\/revisions"}],"predecessor-version":[{"id":2241,"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/posts\/2229\/revisions\/2241"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/media\/2239"}],"wp:attachment":[{"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/media?parent=2229"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/categories?post=2229"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/technest.com.vn\/vi\/wp-json\/wp\/v2\/tags?post=2229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}