{"id":13673,"date":"2023-07-27T16:37:09","date_gmt":"2023-07-27T08:37:09","guid":{"rendered":"https:\/\/incit.org\/?p=13673"},"modified":"2023-07-27T16:37:09","modified_gmt":"2023-07-27T08:37:09","slug":"cutting-edge-data-analytics-why-newer-technologies-alone-cannot-power-the-factory-of-the-future","status":"publish","type":"post","link":"https:\/\/incit.org\/vi\/thought-leadership\/cutting-edge-data-analytics-why-newer-technologies-alone-cannot-power-the-factory-of-the-future\/","title":{"rendered":"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u ti\u00ean ti\u1ebfn: t\u1ea1i sao c\u00f4ng ngh\u1ec7 m\u1edbi h\u01a1n kh\u00f4ng th\u1ec3 t\u1ef1 cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng cho nh\u00e0 m\u00e1y trong t\u01b0\u01a1ng lai"},"content":{"rendered":"<p>D\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c thu th\u1eadp d\u01b0\u1edbi nhi\u1ec1u h\u00ecnh th\u1ee9c kh\u00e1c nhau v\u00e0 l\u00e0 m\u1ed9t ph\u1ea7n thi\u1ebft y\u1ebfu c\u1ee7a c\u00e1c quy tr\u00ecnh trong nhi\u1ec1u th\u1ebf k\u1ef7 - t\u1eeb c\u00e1c \u0111i\u1ec3m \u0111\u00e1nh d\u1ea5u v\u00e0 ghi ch\u00fa \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c b\u1ea3ng t\u00ednh ph\u1ee9c t\u1ea1p v\u00e0 l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y. Ng\u00e0y nay, s\u1ed1 l\u01b0\u1ee3ng v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p, hay d\u1eef li\u1ec7u l\u1edbn, \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 l\u01b0u tr\u1eef l\u00e0 v\u00f4 c\u00f9ng l\u1edbn, v\u1edbi \u01b0\u1edbc t\u00ednh kho\u1ea3ng 2,5 t\u1ef7 gigabyte \u0111\u01b0\u1ee3c t\u1ea1o ra m\u1ed7i ng\u00e0y.<\/p>\n<p>Trong s\u1ea3n xu\u1ea5t, m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng nhanh ch\u00f3ng \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 ph\u00e2n ph\u1ed1i b\u1eb1ng c\u00e1c c\u00f4ng ngh\u1ec7 th\u00f4ng minh h\u01a1n v\u00e0 k\u1ebft n\u1ed1i v\u1edbi nhau nh\u01b0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), m\u00e1y h\u1ecdc (ML) v\u00e0 c\u00e1c thi\u1ebft b\u1ecb Internet v\u1ea1n v\u1eadt (IoT) hi\u1ec7n \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh.<\/p>\n<p>Tuy nhi\u00ean, n\u1ebfu kh\u00f4ng n\u1eafm v\u1eefng c\u00e1ch s\u1eed d\u1ee5ng v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn, d\u1eef li\u1ec7u s\u1ebd ch\u1ec9 c\u00f2n l\u00e0 nh\u1eefng con s\u1ed1 \u0111\u01a1n thu\u1ea7n.<\/p>\n<p>Gi\u1eefa vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 s\u1ea3n xu\u1ea5t th\u00f4ng minh n\u00e0y v\u00e0 qu\u1ea3n l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 nhi\u1ec1u \u0111i\u1ec3m d\u1eef li\u1ec7u h\u01a1n tr\u00ean <a href=\"https:\/\/incit.org\/en\/thought-leadership\/digital-transformation-enabling-shopfloor-intelligence\/\">s\u00e0n c\u1eeda h\u00e0ng<\/a> h\u01a1n bao gi\u1edd h\u1ebft. \u0110\u1ed1i v\u1edbi h\u1ecd, vi\u1ec7c \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i nhu\u1eadn cao h\u01a1n t\u1eeb c\u00e1c kho\u1ea3n \u0111\u1ea7u t\u01b0 c\u00f4ng ngh\u1ec7 trong t\u01b0\u01a1ng lai s\u1ebd ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch tinh vi, cho ph\u00e9p h\u1ecd x\u00e1c \u0111\u1ecbnh, nghi\u00ean c\u1ee9u v\u00e0 r\u00fat ra k\u1ebft lu\u1eadn h\u1eefu h\u00ecnh t\u1eeb d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u00fang \u0111\u1eafn, mang l\u1ea1i k\u1ebft qu\u1ea3 kinh doanh t\u1ed1i \u01b0u. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c \u0111\u00f2n b\u1ea9y ph\u00e2n t\u00edch ph\u00f9 h\u1ee3p, kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u n\u00e0o b\u1ecb b\u1ecf s\u00f3t.<\/p>\n<h2>N\u1ebfu t\u1ef1 \u0111\u1ed9ng h\u00f3a l\u00e0 v\u1ec1 hi\u1ec7u qu\u1ea3, th\u00ec ph\u00e2n t\u00edch l\u00e0 v\u1ec1 tr\u00ed th\u00f4ng minh<\/h2>\n<p>C\u00e1c cu\u1ed9c th\u1ea3o lu\u1eadn xung quanh s\u1ea3n xu\u1ea5t hi\u1ec7n \u0111\u1ea1i th\u01b0\u1eddng xoay quanh c\u00e1c c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh nh\u1eb1m mang l\u1ea1i hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng \u1edf quy m\u00f4 l\u1edbn. V\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a <a href=\"https:\/\/incit.org\/en\/services\/siri\/\">C\u00f4ng nghi\u1ec7p 4.0<\/a>, ch\u00fang ta \u0111\u00e3 ch\u1ee9ng ki\u1ebfn t\u1ed1c \u0111\u1ed9 \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y ng\u00e0y c\u00e0ng t\u0103ng v\u00e0 t\u1ed1c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u00e3 t\u0103ng t\u1ed1c h\u01a1n n\u1eefa k\u1ec3 t\u1eeb khi \u0111\u1ea1i d\u1ecbch COVID-19 th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a l\u00ean m\u1ed9t t\u1ea7m cao m\u1edbi.<\/p>\n<p>Nhi\u1ec1u doanh nghi\u1ec7p hi\u1ec7n \u0111ang n\u1ed7 l\u1ef1c n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 gi\u1ea3i ph\u00e1p th\u00f4ng minh. Tuy nhi\u00ean, vi\u1ec7c ph\u00e2n bi\u1ec7t gi\u1eefa hi\u1ec7u qu\u1ea3 v\u00e0 th\u00f4ng minh l\u00e0 r\u1ea5t quan tr\u1ecdng.<\/p>\n<p>V\u00ed d\u1ee5, c\u00e1c c\u1ea3m bi\u1ebfn IoT m\u1ea1nh m\u1ebd \u0111\u00e3 t\u0103ng hi\u1ec7u qu\u1ea3 quy tr\u00ecnh b\u1eb1ng c\u00e1ch cho ph\u00e9p gi\u00e1m s\u00e1t v\u00e0 ghi l\u1ea1i t\u00e0i s\u1ea3n s\u1ea3n xu\u1ea5t theo th\u1eddi gian th\u1ef1c, ch\u1eb3ng h\u1ea1n nh\u01b0 theo d\u00f5i v\u1ecb tr\u00ed v\u00e0 n\u1ed9i dung c\u1ee7a c\u00e1c th\u00f9ng t\u1ea1i c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t m\u1ed9t c\u00e1ch \u1ea3o v\u00e0 t\u1ef1 \u0111\u1ed9ng b\u1ed5 sung h\u00e0ng t\u1ed3n kho theo y\u00eau c\u1ea7u.<\/p>\n<p>Tuy nhi\u00ean, vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 ph\u00e2n t\u00edch m\u1ea1nh m\u1ebd mang l\u1ea1i m\u1ee9c \u0111\u1ed9 th\u00f4ng minh cao h\u01a1n, gi\u00fap t\u1ed1i \u01b0u h\u00f3a d\u1ec5 d\u00e0ng h\u01a1n. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u cho ph\u00e9p nh\u00e0 s\u1ea3n xu\u1ea5t x\u00e1c \u0111\u1ecbnh c\u00e1c l\u0129nh v\u1ef1c c\u1ea7n c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 v\u00e0 gi\u1ea3m chi ph\u00ed h\u01a1n n\u1eefa \u2013 c\u00f3 th\u1ec3 l\u00e0 s\u1eafp x\u1ebfp l\u1ea1i tr\u00ecnh t\u1ef1 d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t, c\u1ea5u h\u00ecnh l\u1ea1i s\u1ea3n ph\u1ea9m b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c b\u1ed9 ph\u1eadn t\u1eeb kho \u0111\u00f3, ho\u1eb7c \u0111\u1ec1 xu\u1ea5t c\u00e1c linh ki\u1ec7n ti\u1ebft ki\u1ec7m h\u01a1n.<\/p>\n<p>Nh\u1edd ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 ti\u1ebfn g\u1ea7n h\u01a1n m\u1ed9t b\u01b0\u1edbc \u0111\u1ebfn m\u1ee5c ti\u00eau c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c v\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh, bi\u1ebfn n\u00f3 th\u00e0nh m\u1ed9t \u0111\u1eb7c \u0111i\u1ec3m quan tr\u1ecdng kh\u00e1c c\u1ee7a nh\u00e0 m\u00e1y th\u00f4ng minh. Do \u0111\u00f3, vi\u1ec7c t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty s\u1ea3n xu\u1ea5t, b\u1ed5 sung th\u00eam m\u1ed9t l\u1edbp th\u00f4ng minh v\u00e0o ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd \u0111\u1ec3 gi\u00fap h\u1ecd x\u00e1c \u0111\u1ecbnh v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c l\u1ed7 h\u1ed5ng \u0111\u1ed3ng th\u1eddi c\u1ea3i ti\u1ebfn c\u00e1c quy tr\u00ecnh hi\u1ec7n c\u00f3. M\u1eb7c d\u00f9 \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c \u0111\u1ed1i v\u1edbi m\u1ed9t s\u1ed1 ng\u01b0\u1eddi, nh\u01b0ng \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c b\u1eb1ng c\u00e1ch tri\u1ec3n khai c\u00e1c khu\u00f4n kh\u1ed5 v\u00e0 c\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 chu\u1ea9n nh\u01b0 <a href=\"https:\/\/incit.org\/en\/services\/siri\/\">Ch\u1ec9 s\u1ed1 s\u1eb5n s\u00e0ng c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u00f4ng minh (SIRI)<\/a> \u0111\u1ec3 c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 th\u00fac \u0111\u1ea9y v\u00e0 m\u1edf r\u1ed9ng qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u0169ng nh\u01b0 quy tr\u00ecnh c\u1ee7a m\u00ecnh h\u01a1n n\u1eefa.<\/p>\n<h2>T\u1eeb c\u00e1c nh\u00e0 m\u00e1y ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng \u0111\u1ebfn h\u1ec7 sinh th\u00e1i s\u1ea3n xu\u1ea5t t\u1ef1 \u0111\u1ed9ng<\/h2>\n<p>Ng\u00e0nh s\u1ea3n xu\u1ea5t \u0111\u00e3 ch\u1ee9ng ki\u1ebfn nhi\u1ec1u thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 trong nh\u1eefng n\u0103m qua, ph\u00e1t tri\u1ec3n \u0111\u00e1ng k\u1ec3 v\u1edbi m\u1ed7i l\u00e0n s\u00f3ng \u0111\u1ed9t ph\u00e1 m\u1edbi. Vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i t\u1eeb \u0111\u1ea7u t\u01b0 v\u00e0o c\u00f4ng ngh\u1ec7 m\u1edbi theo t\u1eebng giai \u0111o\u1ea1n sang x\u00e2y d\u1ef1ng c\u00e1c nh\u00e0 m\u00e1y th\u00f4ng minh v\u1edbi k\u1ebf ho\u1ea1ch chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u01b0\u1ee3c tri\u1ec3n khai b\u00e0i b\u1ea3n ngay t\u1eeb \u0111\u1ea7u \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c tri\u1ec3n khai. Tuy nhi\u00ean, c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o ng\u00e0nh c\u00f3 t\u1ea7m nh\u00ecn xa mu\u1ed1n bi\u1ebft \u0111i\u1ec1u g\u00ec s\u1ebd x\u1ea3y ra ti\u1ebfp theo v\u00e0 nh\u1eefng b\u01b0\u1edbc c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3.<\/p>\n<p>Khi c\u00e1c nh\u00e0 m\u00e1y hi\u1ec7n \u0111\u1ea1i trong t\u01b0\u01a1ng lai khai th\u00e1c v\u00e0 ph\u00e2n t\u00edch ng\u00e0y c\u00e0ng nhi\u1ec1u d\u1eef li\u1ec7u, c\u00e1c nh\u00e0 m\u00e1y n\u00e0y c\u0169ng b\u1eaft \u0111\u1ea7u h\u1ecdc c\u00e1ch \u0111\u00e1nh gi\u00e1 b\u1ed1i c\u1ea3nh, th\u00edch \u1ee9ng v\u1edbi c\u00e1c h\u1ea1n ch\u1ebf v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi k\u1ebft qu\u1ea3 m\u00e0 t\u1ed5 ch\u1ee9c \u0111\u00e3 x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc - v\u1edbi \u00edt ho\u1eb7c kh\u00f4ng c\u00f3 s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<p>Theo th\u1eddi gian, s\u1ee9c m\u1ea1nh c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 th\u1ec3 th\u00fac \u0111\u1ea9y th\u1ebf h\u1ec7 nh\u00e0 m\u00e1y th\u00f4ng minh ti\u1ebfp theo, d\u1eabn \u0111\u1ebfn h\u1ec7 sinh th\u00e1i s\u1ea3n xu\u1ea5t th\u1ef1c s\u1ef1 t\u1ef1 \u0111\u1ed9ng, \u0111\u1ec9nh cao c\u1ee7a nh\u1eefng n\u1ed7 l\u1ef1c ban \u0111\u1ea7u c\u1ee7a C\u00f4ng nghi\u1ec7p 4.0. M\u1eb7c d\u00f9 C\u00f4ng nghi\u1ec7p 5.0 v\u1eabn c\u00f2n xa v\u1eddi, nh\u01b0ng s\u1ef1 kh\u1edfi \u0111\u1ea7u c\u1ee7a h\u1ec7 sinh th\u00e1i s\u1ea3n xu\u1ea5t t\u1ef1 \u0111\u1ed9ng s\u1ebd l\u00e0 m\u1ed9t b\u01b0\u1edbc ti\u1ebfn r\u00f5 r\u00e0ng so v\u1edbi C\u00f4ng nghi\u1ec7p 4.0.<\/p>\n<p>Vai tr\u00f2 ch\u1ee7 \u0111\u1ea1o c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u ti\u00ean ti\u1ebfn \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n s\u1ebd tr\u1edf th\u00e0nh \u0111\u1eb7c \u0111i\u1ec3m quy\u1ebft \u0111\u1ecbnh c\u1ee7a k\u1ef7 nguy\u00ean s\u1ea3n xu\u1ea5t ti\u1ebfp theo, n\u01a1i s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 c\u00e2n b\u1eb1ng li\u1ec1n m\u1ea1ch gi\u1eefa s\u1ea3n xu\u1ea5t h\u00e0ng lo\u1ea1t v\u1edbi nhu c\u1ea7u t\u00f9y ch\u1ec9nh.<\/p>\n<h2>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u: x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ea3n xu\u1ea5t<\/h2>\n<p>Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 c\u00f4ng ngh\u1ec7 th\u00f4ng minh, k\u1ebft n\u1ed1i \u0111\u00e3 mang l\u1ea1i th\u00e0nh c\u00f4ng to l\u1edbn h\u01a1n cho c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ng\u00e0y nay so v\u1edbi tr\u01b0\u1edbc \u0111\u00e2y. Trong su\u1ed1t qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a, m\u00e1y m\u00f3c ti\u00ean ti\u1ebfn v\u00e0 h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p, c\u00f9ng v\u1edbi d\u1eef li\u1ec7u l\u1edbn, AI, ML v\u00e0 IoT, \u0111\u00e3 gi\u00fap v\u1eadn h\u00e0nh c\u00e1c nh\u00e0 m\u00e1y th\u1ebf h\u1ec7 m\u1edbi v\u00e0 t\u1ed1i \u0111a h\u00f3a n\u0103ng l\u1ef1c c\u1ee7a ch\u00fang. Tuy nhi\u00ean, kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u01b0\u1ee3c t\u1ea1o ra trong m\u1ed9t nh\u00e0 m\u00e1y hi\u1ec7n \u0111\u1ea1i s\u1ebd kh\u00f4ng th\u1ec3 h\u1eefu \u00edch n\u1ebfu kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng quan tr\u1ecdng l\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 di\u1ec5n gi\u1ea3i v\u00e0 suy lu\u1eadn nh\u1eefng th\u00f4ng tin quan tr\u1ecdng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/p>\n<p>V\u1edbi ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00e1c nh\u00e0 m\u00e1y t\u01b0\u01a1ng lai v\u00e0 h\u1ec7 sinh th\u00e1i ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh hi\u1ec7n th\u1ef1c nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n cao h\u01a1n c\u1ee7a C\u00f4ng nghi\u1ec7p 4.0. Tuy nhi\u00ean, \u0111\u1ec3 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ti\u1ebfn t\u1edbi giai \u0111o\u1ea1n ti\u1ebfp theo n\u00e0y, h\u1ecd ph\u1ea3i hi\u1ec3u r\u00f5 nh\u1eefng thi\u1ebfu s\u00f3t c\u1ee7a m\u00ecnh v\u00e0 c\u00e1ch gi\u1ea3i quy\u1ebft nh\u1eefng kho\u1ea3ng tr\u1ed1ng ti\u1ec1m \u1ea9n. <a href=\"https:\/\/incit.org\/en\/services\/siri\/\">Ch\u1ec9 s\u1ed1 s\u1eb5n s\u00e0ng c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u00f4ng minh<\/a>c\u00e1c ti\u00eau chu\u1ea9n c\u1ee5 th\u1ec3 theo ng\u00e0nh v\u00e0 l\u1ed9 tr\u00ecnh r\u00f5 r\u00e0ng s\u1ebd m\u1edf \u0111\u01b0\u1eddng cho s\u1ef1 chuy\u1ec3n \u0111\u1ed5i m\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t h\u01b0\u1edbng t\u1edbi.<\/p>\n<p>B\u1ea1n c\u00f3 mu\u1ed1n tham gia \u0111\u00e1nh gi\u00e1 Ch\u1ec9 s\u1ed1 S\u1eb5n s\u00e0ng Ng\u00e0nh Th\u00f4ng minh \u0111\u1ec3 xem c\u00f4ng ty c\u1ee7a b\u1ea1n \u0111ang ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o so v\u1edbi c\u00e1c c\u00f4ng ty c\u00f9ng ng\u00e0nh kh\u00f4ng? Truy c\u1eadp <a href=\"https:\/\/siri.incit.org\/assessment\/request-assessment\">https:\/\/siri.incit.org\/assessment\/request-assessment<\/a> ho\u1eb7c li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i t\u1ea1i <a href=\"mailto:contact@incit.org\">contact@incit.org<\/a> \u0111\u1ec3 t\u00ecm hi\u1ec3u th\u00eam.<\/p>","protected":false},"excerpt":{"rendered":"<p>Data has been captured in various forms and has been an essential part of processes for centuries \u2013 from simple tallying markers and notes to complex spreadsheets and cloud storage. Today, the amount and volume of complex data, or big data, that is created and stored is staggering, with an estimated 2.5 billion gigabytes generated [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":13710,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[82,27,35,44],"class_list":["post-13673","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership","tag-data-analytics","tag-mainspotlight","tag-manufacturing","tag-spotlight"],"acf":{"topic":"data analytics"},"_links":{"self":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/13673","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/comments?post=13673"}],"version-history":[{"count":0,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/13673\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media\/13710"}],"wp:attachment":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media?parent=13673"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/categories?post=13673"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/tags?post=13673"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}