{"id":4443,"date":"2021-09-24T08:49:43","date_gmt":"2021-09-24T01:49:43","guid":{"rendered":"https:\/\/tino.org\/?p=4443"},"modified":"2025-06-10T11:44:24","modified_gmt":"2025-06-10T04:44:24","slug":"bao-tri-du-doan-la-gi","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/bao-tri-du-doan-la-gi\/","title":{"rendered":"B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n l\u00e0 g\u00ec? \u0110\u00e2y c\u00f3 ph\u1ea3i l\u00e0 ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec t\u1ed1t nh\u1ea5t d\u00e0nh cho doanh nghi\u1ec7p?"},"content":{"rendered":"\n

Tuy l\u00e0 nh\u1eefng v\u1eadt d\u1ee5ng \u201cv\u00f4 tri v\u00f4 gi\u00e1c\u201d nh\u01b0ng m\u00e1y m\u00f3c c\u0169ng c\u1ea7n \u0111\u01b0\u1ee3c \u201cch\u0103m s\u00f3c\u201d \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 n\u00e2ng cao ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t cho doanh nghi\u1ec7p. M\u1ed9t trong nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a m\u00e1y m\u00f3c \u0111\u00f3 ch\u00ednh l\u00e0 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n – c\u00e1ch th\u1ee9c b\u1ea3o tr\u00ec \u0111\u01b0\u1ee3c nhi\u1ec1u doanh nghi\u1ec7p t\u00edn nhi\u1ec7m nh\u1ea5t.<\/strong>\n<\/p>\n\n\n\n

<\/a>T\u00ecm hi\u1ec3u \u0111\u00f4i n\u00e9t v\u1ec1 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/strong><\/h2>\n\n\n\n

<\/a>B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n

\n B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n (Predictive Maintenance<\/strong>) l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p \u1ee9ng d\u1ee5ng k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u201cti\u00ean \u0111o\u00e1n\u201d tr\u01b0\u1edbc l\u1ed7i b\u1ea5t th\u01b0\u1eddng c\u00f3 th\u1ec3 x\u1ea3y ra \u0111\u1ed1i v\u1edbi m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p nhanh ch\u00f3ng l\u00ean l\u1ecbch \u0111i\u1ec1u ch\u1ec9nh, b\u1ea3o tr\u00ec m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb tr\u01b0\u1edbc th\u1eddi \u0111i\u1ec3m ch\u00fang th\u1eadt s\u1ef1 h\u1ecfng h\u00f3c.\n<\/p>\n\n\n\n

\"bao-tri-du-doan-la-gi\"<\/figure><\/div>\n\n\n\n

Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p c\u00f9ng nh\u1eefng c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i kh\u00e1c nh\u01b0: c\u1ea3m bi\u1ebfn, IoT<\/a>, Machine Learning<\/a>, m\u00f4 h\u00ecnh h\u00f3a,…, gi\u00fap \u0111\u1ea1t hi\u1ec7u qu\u1ea3 b\u1ea3o tr\u00ec cao h\u01a1n. B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n th\u01b0\u1eddng xuy\u00ean v\u00e0 \u0111\u00fang c\u00e1ch gi\u00fap doanh nghi\u1ec7p gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng v\u1ec1 chi ph\u00ed s\u1eeda ch\u1eefa c\u0169ng nh\u01b0 th\u1eddi gian \u201cch\u1ebft\u201d c\u1ee7a m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb. <\/p>\n\n\n\n

<\/a>M\u1ee5c ti\u00eau c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n

\n T\u01b0\u01a1ng t\u1ef1 nh\u01b0 nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o tr\u00ec kh\u00e1c, b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n c\u0169ng c\u00f3 m\u1ee5c ti\u00eau l\u00e0 c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb v\u00e0 n\u00e2ng cao n\u0103ng su\u1ea5t v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p.\n<\/p>\n\n\n\n

\n Tuy nhi\u00ean, b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n d\u1ef1a tr\u00ean c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n c\u00f4ng ngh\u1ec7, kh\u00f4ng c\u1ea7n s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a con ng\u01b0\u1eddi. V\u00ec v\u1eady, m\u1ee5c ti\u00eau c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u00f2n l\u00e0 gi\u00fap t\u0103ng hi\u1ec7u qu\u1ea3 l\u00e0m vi\u1ec7c, gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng v\u1ec1 ng\u01b0\u1eddi v\u00e0 c\u1ee7a c\u0169ng nh\u01b0 h\u1ea1n ch\u1ebf th\u1eddi gian m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb t\u1ea1m ng\u01b0ng l\u00e0m vi\u1ec7c trong th\u1eddi gian d\u00e0i.\n<\/p>\n\n\n\n

\"bao-tri-du-doan-la-gi\"<\/figure><\/div>\n\n\n\n

<\/a>Nguy\u00ean l\u00fd v\u1eadn h\u00e0nh c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/strong><\/h3>\n\n\n\n

\n B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u00e1t hi\u1ec7n t\u01b0\u01a1ng lai h\u1ecfng h\u00f3c c\u1ee7a m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb d\u1ef1a tr\u00ean m\u1ed9t b\u1ed9 c\u1ea3m bi\u1ebfn. B\u1ed9 c\u1ea3m bi\u1ebfn n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng ghi l\u1ea1i c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau nh\u01b0: nhi\u1ec7t \u0111\u1ed9, \u0111\u1ed9 d\u1eabn \u0111i\u1ec7n, \u0111\u1ed9 rung,…, th\u00f4ng qua c\u00e1c ho\u1ea1t \u0111\u1ed9ng v\u1eadt l\u00fd c\u1ee7a m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb.\n<\/p>\n\n\n\n

\n B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1edd v\u00e0o s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a IoT (Internet of Things – Internet v\u1ea1n v\u1eadt). C\u00f4ng ngh\u1ec7 n\u00e0y cho ph\u00e9p nh\u1eefng h\u1ec7 th\u1ed1ng kh\u00e1c nhau th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c c\u00f9ng nhau \u0111\u1ec3 \u01b0\u1edbc t\u00ednh th\u1eddi \u0111i\u1ec3m c\u1ea7n \u0111\u01b0\u1ee3c b\u1ea3o tr\u00ec. Trong khi \u0111\u00f3, Machine Learning s\u1ebd \u0111\u1ea3m nhi\u1ec7m vai tr\u00f2 ph\u00e2n t\u00edch c\u00e1c thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n v\u00e0 \u0111\u01b0a ra m\u1ed9t k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c nh\u1ea5t.\n<\/p>\n\n\n\n

Cu\u1ed1i c\u00f9ng, v\u1edbi t\u00ednh n\u0103ng v\u01b0\u1ee3t tr\u1ed9i c\u1ee7a b\u0103ng th\u00f4ng v\u00e0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a>, m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c ghi l\u1ea1i v\u00e0 ph\u00e2n t\u00edch \u0111\u1ec3 t\u1ea1o ra b\u1ee9c tranh t\u1ed5ng th\u1ec3 v\u1ec1 nh\u1eefng thi\u1ebft b\u1ecb, m\u00e1y m\u00f3c \u0111ang v\u1eadn h\u00e0nh trong doanh nghi\u1ec7p. <\/p>\n\n\n\n

<\/a>M\u1ed9t s\u1ed1 \u01b0u \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/strong><\/h2>\n\n\n\n

<\/a>\u01afu \u0111i\u1ec3m c\u1ee7a b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/strong><\/h3>\n\n\n\n
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