{"id":8009,"date":"2021-01-07T21:12:00","date_gmt":"2021-01-07T21:12:00","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=8009"},"modified":"2021-01-06T08:19:11","modified_gmt":"2021-01-06T08:19:11","slug":"nhung-dieu-can-biet-ve-luu-tru-big-data-trong-cac-ung-dung-smart-city","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/nhung-dieu-can-biet-ve-luu-tru-big-data-trong-cac-ung-dung-smart-city-p8009\/","title":{"rendered":"Nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft v\u1ec1 l\u01b0u tr\u1eef Big Data trong c\u00e1c \u1ee9ng d\u1ee5ng Smart City"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Trong khi c\u00e1c th\u00e0nh ph\u1ed1 t\u1eeb l\u00e2u \u0111\u00e3 ph\u1ee5 thu\u1ed9c v\u00e0o gi\u00e1m s\u00e1t video \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng an to\u00e0n c\u00f4ng c\u1ed9ng v\u00e0 ng\u0103n ch\u1eb7n t\u1ed9i ph\u1ea1m, c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh ng\u00e0y nay \u0111ang khai th\u00e1c c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u00f3 cho v\u00f4 s\u1ed1 m\u1ee5c \u0111\u00edch kh\u00e1c, bao g\u1ed3m qu\u1ea3n l\u00fd giao th\u00f4ng, chi\u1ebfu s\u00e1ng v\u00e0 b\u00e3i \u0111\u1eadu xe t\u1ef1 v\u1eadn h\u00e0nh.<\/p>\n<p>\u0110i\u1ec1u n\u00e0y ph\u1ea7n l\u1edbn l\u00e0 do b\u1ea3n th\u00e2n camera \u0111\u00e3 tr\u1edf th\u00e0nh &#8220;thi\u1ebft b\u1ecb m\u00e1y t\u00ednh&#8221; th\u00f4ng minh cung c\u1ea5p c\u00e1c ph\u00e2n t\u00edch video v\u00e0 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 thi\u1ebft b\u1ecb kh\u00e1c nhau.\u00a0Trong s\u1ed1 nhi\u1ec1u \u1ee9ng d\u1ee5ng ti\u1ec1m n\u0103ng \u0111\u1ec3 gi\u00e1m s\u00e1t v\u00e0 c\u00e1c d\u1eef li\u1ec7u kh\u00e1c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p cho c\u00e1c \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh l\u00e0 giao th\u00f4ng v\u1eadn t\u1ea3i.\u00a0B\u1eb1ng c\u00e1ch tri\u1ec3n khai camera gi\u00e1m s\u00e1t v\u1edbi t\u00ednh n\u0103ng ph\u00e2n t\u00edch nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng, c\u00e1c nh\u00e0 ch\u1ee9c tr\u00e1ch c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n nh\u1eefng chi\u1ebfc \u00f4 t\u00f4 b\u1ecb ch\u1ebft m\u00e1y, l\u00e1i xe \u0111i sai \u0111\u01b0\u1eddng v\u00e0 c\u00e1c ch\u01b0\u1edbng ng\u1ea1i v\u1eadt kh\u00e1c c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u1ea3 an to\u00e0n v\u00e0 th\u1eddi gian di chuy\u1ec3n.\u00a0S\u1eed d\u1ee5ng th\u00f4ng tin chi ti\u1ebft n\u00e0y, c\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p qu\u1ea3n l\u00fd giao th\u00f4ng v\u1edbi h\u1ec7 th\u1ed1ng bi\u1ec3n b\u00e1o k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ec3 c\u1ea3nh b\u00e1o ng\u01b0\u1eddi l\u00e1i xe v\u1ec1 c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n v\u00e0 \u0111\u1ecbnh tuy\u1ebfn l\u1ea1i h\u1ecd \u0111\u1ec3 tr\u00e1nh nh\u1eefng tr\u1edf ng\u1ea1i n\u00e0y.<\/p>\n<p>M\u1ee5c ti\u00eau l\u1edbn h\u01a1n c\u1ee7a th\u00e0nh ph\u1ed1 th\u00f4ng minh l\u00e0 t\u1ea1o ra hi\u1ec7u qu\u1ea3, n\u00e2ng cao t\u00ednh b\u1ec1n v\u1eefng, t\u1ea1o ra s\u1ef1 ph\u00e1t tri\u1ec3n kinh t\u1ebf v\u00e0 n\u00e2ng cao c\u00e1c y\u1ebfu t\u1ed1 ch\u1ea5t l\u01b0\u1ee3ng cu\u1ed9c s\u1ed1ng t\u1ed5ng th\u1ec3 cho nh\u1eefng ng\u01b0\u1eddi s\u1ed1ng v\u00e0 l\u00e0m vi\u1ec7c trong th\u00e0nh ph\u1ed1.\u00a0\u0110\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c th\u00e0nh ph\u1ed1 t\u1ef1 qu\u1ea3n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u giao th\u00f4ng \u0111\u01b0\u1ee3c thu th\u1eadp trong c\u00e1c khung th\u1eddi gian d\u00e0i h\u01a1n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3m b\u1edbt c\u00e1c t\u1eafc ngh\u1ebdn th\u01b0\u1eddng xuy\u00ean v\u00e0 c\u00e1c v\u1ea5n \u0111\u1ec1 kh\u00e1c t\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c \u0111\u1ebfn th\u1eddi gian \u0111i l\u1ea1i v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng cu\u1ed9c s\u1ed1ng n\u00f3i chung.<\/p>\n<p>\u0110\u00e2y ch\u1ec9 l\u00e0 m\u1ed9t v\u00ed d\u1ee5 v\u1ec1 c\u00e1ch c\u00e1c th\u00e0nh ph\u1ed1 t\u1ef1 v\u1eadn h\u00e0nh c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c n\u1ec1n t\u1ea3ng v\u00e0 c\u00f4ng ngh\u1ec7 th\u00e0nh ph\u1ed1 th\u00f4ng minh \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng m\u1ee5c ti\u00eau n\u00e0y.\u00a0Tr\u1ecdng t\u00e2m c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y l\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u b\u1ed5 sung.\u00a0Sau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 y\u1ebfu t\u1ed1 ch\u00ednh c\u1ea7n xem x\u00e9t khi \u0111\u00e1nh gi\u00e1 c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y, l\u00e0 n\u1ec1n t\u1ea3ng cho c\u00e1c \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh.<\/p>\n<h2>R\u00e0ng bu\u1ed9c t\u1ea5t c\u1ea3 v\u1edbi nhau<\/h2>\n<p>Theo IHS Markit, l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra tr\u00ean to\u00e0n th\u1ebf gi\u1edbi ch\u1ec9 ri\u00eang b\u1eb1ng camera gi\u00e1m s\u00e1t d\u1ef1 ki\u1ebfn \u200b\u200bs\u1ebd \u0111\u1ea1t 2500 petabyte m\u1ed7i ng\u00e0y (v\u00e0o n\u0103m 2019). Th\u00eam v\u00e0o \u0111\u00f3 l\u00e0 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi qu\u1ea3n l\u00fd giao th\u00f4ng, ki\u1ec3m so\u00e1t truy c\u1eadp, giao th\u00f4ng c\u00f4ng c\u1ed9ng v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c, v\u00e0 c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh \u0111ang xem x\u00e9t d\u1eef li\u1ec7u l\u1edbn, t\u1ea5t c\u1ea3 \u0111\u1ec1u ph\u1ea3i \u0111\u01b0\u1ee3c thu th\u1eadp, t\u1ed5ng h\u1ee3p v\u00e0 l\u01b0u tr\u1eef \u0111\u1ec3 ph\u00e2n t\u00edch s\u00e2u d\u1eabn \u0111\u1ebfn lo\u1ea1i th\u00f4ng tin chi ti\u1ebft m\u00e0 c\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n t\u00ednh an to\u00e0n, hi\u1ec7u qu\u1ea3 v\u00e0 cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a c\u01b0 d\u00e2n.\u00a0M\u1eb7c d\u00f9 t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u n\u00e0y \u0111\u1ec1u c\u00f3 gi\u00e1 tr\u1ecb theo \u0111\u00fang ngh\u0129a c\u1ee7a n\u00f3, nh\u01b0ng gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 n\u1eb1m \u1edf kh\u1ea3 n\u0103ng t\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin n\u1eafm b\u1eaft s\u00e2u h\u01a1n v\u00e0 cung c\u1ea5p b\u1ee9c tranh \u0111\u1ea7y \u0111\u1ee7 h\u01a1n v\u1ec1 ho\u1ea1t \u0111\u1ed9ng t\u1ed5ng th\u1ec3 c\u1ee7a th\u00e0nh ph\u1ed1.<\/p>\n<p>C\u00f4ng ty nghi\u00ean c\u1ee9u IDC \u0111\u00e3 d\u1ef1 \u0111o\u00e1n l\u01b0\u1ee3ng d\u1eef li\u1ec7u t\u00edch l\u0169y \u0111\u01b0\u1ee3c t\u1ea1o ra tr\u00ean to\u00e0n th\u1ebf gi\u1edbi s\u1ebd t\u0103ng t\u1eeb 33 zettabyte (33 ngh\u00ecn t\u1ef7 gigabyte) v\u00e0o n\u0103m 2018 l\u00ean 175 zettabyte v\u00e0o n\u0103m 2025. B\u1eb1ng ch\u1ee9ng l\u00e0 d\u1eef li\u1ec7u IHS Markit \u1edf tr\u00ean, ph\u1ea7n l\u1edbn d\u1eef li\u1ec7u n\u00e0y s\u1ebd \u0111\u1ebfn t\u1eeb c\u00e1c camera gi\u00e1m s\u00e1t IP cho c\u1ea3 m\u1ee5c \u0111\u00edch an ninh v\u00e0 business intelligence.\u00a0Do \u0111\u00f3, trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p, h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t video cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng \u0111\u1ec3 g\u1eafn t\u1ea5t c\u1ea3 th\u00f4ng tin n\u00e0y l\u1ea1i v\u1edbi nhau.\u00a0M\u1eb7c d\u00f9 \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng b\u1edfi <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI), c\u00e1c gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t ng\u00e0y nay c\u00f3 kh\u1ea3 n\u0103ng cung c\u1ea5p lo\u1ea1i th\u00f4ng tin n\u1eafm b\u1eaft c\u00f3 th\u1ec3 chuy\u1ec3n th\u00e0nh h\u00e0nh \u0111\u1ed9ng m\u00e0 c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh y\u00eau c\u1ea7u.<\/p>\n<p>Tr\u1ecdng t\u00e2m c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y l\u00e0 c\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> gi\u00e1m s\u00e1t, c\u00f3 kh\u1ea3 n\u0103ng t\u1ed5ng h\u1ee3p t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u n\u00e0y c\u1ea3 \u1edf v\u00f9ng bi\u00ean \u0111\u1ec3 ph\u00e2n t\u00edch t\u1ee9c th\u1eddi v\u00e0 th\u00f4ng minh theo th\u1eddi gian th\u1ef1c, c\u0169ng nh\u01b0 trong c\u00e1c m\u00f4i tr\u01b0\u1eddng back-end \u0111\u1ec3 ph\u00e2n t\u00edch trong d\u00e0i h\u1ea1n, xu h\u01b0\u1edbng t\u1ed5ng th\u1ec3 v\u00e0 ph\u00e2n t\u00edch h\u1ecdc s\u00e2u gi\u00fap h\u1ec7 th\u1ed1ng th\u00f4ng minh h\u01a1n theo th\u1eddi gian.\u00a0C\u00e1c gi\u1ea3i ph\u00e1p m\u1ea1nh m\u1ebd n\u00e0y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 ch\u1ecbu \u0111\u01b0\u1ee3c s\u1ef1 kh\u1eafc nghi\u1ec7t c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh v\u00e0 cung c\u1ea5p m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng kh\u00e1c mang l\u1ea1i l\u1ee3i \u00edch cho c\u00e1c th\u00e0nh ph\u1ed1 t\u1ef1 tr\u1ecb.<\/p>\n<h2>T\u00ecm ki\u1ebfm b\u1ed9 l\u01b0u tr\u1eef ph\u00f9 h\u1ee3p nh\u1ea5t<\/h2>\n<p>Trong th\u1eddi \u0111\u1ea1i c\u1ee7a IoT v\u00e0 AI, n\u01a1i m\u00e0 c\u00e1c thi\u1ebft b\u1ecb \u0111ang t\u1ea1o ra nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n bao gi\u1edd h\u1ebft, vi\u1ec7c quy\u1ebft \u0111\u1ecbnh l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 l\u01b0u tr\u1eef t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u n\u00e0y m\u1ed9t c\u00e1ch h\u1ee3p l\u00fd \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t v\u1ea5n \u0111\u1ec1 c\u1ea7n c\u00e2n nh\u1eafc.\u00a0T\u00f9y thu\u1ed9c v\u00e0o nhu c\u1ea7u c\u1ee7a th\u00e0nh ph\u1ed1, c\u00f3 m\u1ed9t s\u1ed1 c\u00e1ch ti\u1ebfp c\u1eadn c\u00f3 s\u1eb5n, bao g\u1ed3m l\u01b0u tr\u1eef \u1edf r\u00eca (g\u1ea7n n\u01a1i video ho\u1eb7c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ghi l\u1ea1i), trong \u0111\u00e1m m\u00e2y (m\u00e1y ch\u1ee7 ho\u1eb7c m\u00e1y ch\u1ee7 l\u01b0u tr\u1eef ph\u1ee5 tr\u1ee3 l\u1edbn, t\u1eadp trung) ho\u1eb7c th\u1eadm ch\u00ed k\u1ebft h\u1ee3p c\u1ea3 hai, m\u00e0 m\u1ed9t s\u1ed1 chuy\u00ean gia \u0111ang g\u1ecdi l\u00e0 CNTT 4.0.<\/p>\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh v\u1edbi h\u00e0ng tr\u0103m ho\u1eb7c h\u00e0ng ngh\u00ecn camera v\u00e0 c\u1ea3m bi\u1ebfn IoT, c\u00e1c th\u00e0nh ph\u1ed1 n\u00ean \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn nhi\u1ec1u l\u1edbp \u0111\u1ed1i v\u1edbi ki\u1ebfn \u200b\u200btr\u00fac l\u01b0u tr\u1eef mang l\u1ea1i l\u1ee3i \u00edch c\u1ee7a c\u1ea3 l\u01b0u tr\u1eef c\u1ea1nh &#8211; v\u00e0 l\u01b0u tr\u1eef d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y.<\/p>\n<p>L\u00fd do ch\u00ednh cho \u0111i\u1ec1u n\u00e0y l\u00e0 vi\u1ec7c truy\u1ec1n m\u1ed9t l\u01b0\u1ee3ng l\u1edbn video v\u00e0 d\u1eef li\u1ec7u l\u00ean \u0111\u00e1m m\u00e2y r\u1ea5t t\u1ed1n k\u00e9m v\u00e0 c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 \u0111\u1ed9 tr\u1ec5 \u0111\u00e1ng k\u1ec3.\u00a0Gi\u1ea3i ph\u00e1p cho th\u00e0nh ph\u1ed1 th\u00f4ng minh l\u00e0 tri\u1ec3n khai c\u00e1c c\u00f4ng ngh\u1ec7 t\u1ed5ng h\u1ee3p, l\u1ecdc v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1edf \u0111i\u1ec3m cu\u1ed1i v\u00e0 t\u1ea1i r\u00eca m\u1ea1ng, sau \u0111\u00f3 g\u1eedi c\u00e1c c\u1ea3nh b\u00e1o li\u00ean quan \u0111\u1ebfn h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd video \u1edf \u0111\u1ea7u cu\u1ed1i \u0111\u1ec3 xem x\u00e9t v\u00e0 ph\u1ea3n h\u1ed3i.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd nhanh ch\u00f3ng v\u00e0 th\u00f4ng b\u00e1o \u0111\u01b0\u1ee3c g\u1eedi k\u1ecbp th\u1eddi h\u01a1n, c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n an ninh c\u00f4ng c\u1ed9ng.<\/p>\n<p>V\u00ed d\u1ee5: khi camera th\u00e0nh ph\u1ed1 ph\u00e1t hi\u1ec7n s\u1ef1 c\u1ed1 b\u1eb1ng ph\u00e2n t\u00edch video ho\u1eb7c AI, n\u00f3 c\u00f3 th\u1ec3 g\u1eedi c\u1ea3nh b\u00e1o t\u1edbi trung t\u00e2m gi\u00e1m s\u00e1t ho\u1eb7c ch\u1ec9 huy, cho ph\u00e9p c\u1ea3nh s\u00e1t ph\u1ea3n \u1ee9ng nhanh ch\u00f3ng.\u00a0M\u1ed9t thi\u1ebft b\u1ecb NVR \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u1edbi \u1ed5 c\u1ee9ng \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho gi\u00e1m s\u00e1t cho ph\u00e9p \u0111i\u1ec1u ph\u1ed1i vi\u00ean ho\u1eb7c ng\u01b0\u1eddi \u0111i\u1ec1u h\u00e0nh trong trung t\u00e2m ch\u1ec9 huy truy c\u1eadp video v\u1ec1 s\u1ef1 c\u1ed1 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 th\u00eam t\u00ecnh h\u00ecnh, cho ph\u00e9p h\u1ecd cung c\u1ea5p cho c\u1ea3nh s\u00e1t nh\u1eadn th\u1ee9c t\u00ecnh hu\u1ed1ng theo th\u1eddi gian th\u1ef1c v\u00e0 th\u00f4ng tin h\u00e0nh \u0111\u1ed9ng v\u1ec1 s\u1ef1 c\u1ed1 nh\u01b0 anh \u1ea5y ho\u1eb7c c\u00f4 \u1ea5y \u0111ang tr\u00ean \u0111\u01b0\u1eddng \u0111\u1ebfn \u0111\u1ecba \u0111i\u1ec3m.<\/p>\n<p>\u0110\u1ec3 l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch nh\u1eb1m cung c\u1ea5p c\u00e1c xu h\u01b0\u1edbng s\u00e2u h\u01a1n, video v\u00e0 d\u1eef li\u1ec7u sau \u0111\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean \u0111\u00e1m m\u00e2y, n\u01a1i c\u00e1c nh\u00e0 cung c\u1ea5p s\u1eed d\u1ee5ng \u1ed5 \u0111\u0129a th\u1ec3 r\u1eafn v\u00e0 doanh nghi\u1ec7p ch\u1ea5t l\u01b0\u1ee3ng cao \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng video v\u00e0 d\u1eef li\u1ec7u t\u1eeb c\u00e1c thi\u1ebft b\u1ecb IoT c\u1ee7a th\u00e0nh ph\u1ed1 s\u1ebd \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 \u1edf m\u1ee9c cao nh\u1ea5t c\u1ee7a s\u1ef1 ch\u00ednh tr\u1ef1c.\u00a0Trong m\u00f4i tr\u01b0\u1eddng t\u1eadp trung n\u00e0y, v\u00ed d\u1ee5, h\u00e0ng tu\u1ea7n ho\u1eb7c h\u00e0ng th\u00e1ng video v\u00e0 d\u1eef li\u1ec7u thu th\u1eadp t\u1eeb camera giao th\u00f4ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh gi\u1edd giao th\u00f4ng cao \u0111i\u1ec3m v\u00e0 ki\u1ec3u giao th\u00f4ng trong to\u00e0n th\u00e0nh ph\u1ed1, cho ph\u00e9p c\u00e1c nh\u00e0 ch\u1ee9c tr\u00e1ch \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n l\u1ed9 tr\u00ecnh \u0111i l\u00e0m c\u1ee7a m\u1ecdi ng\u01b0\u1eddi, ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u1ed3ng b\u1ed9 h\u00f3a giao th\u00f4ng \u0111\u00e8n chi\u1ebfu s\u00e1ng t\u1ea1i c\u00e1c ng\u00e3 t\u01b0 nh\u1ea5t \u0111\u1ecbnh.<\/p>\n<p>M\u1eb7c d\u00f9 c\u00e1ch ti\u1ebfp c\u1eadn nhi\u1ec1u l\u1edbp n\u00e0y l\u00e0 l\u00fd t\u01b0\u1edfng, nh\u01b0ng n\u00f3 c\u00f3 th\u1ec3 kh\u00f4ng kh\u1ea3 thi \u0111\u1ed1i v\u1edbi m\u1ecdi th\u00e0nh ph\u1ed1.\u00a0T\u1ed1c \u0111\u1ed9 ch\u1eadm h\u01a1n v\u00e0 kho\u1ea3ng c\u00e1ch xa h\u01a1n, c\u0169ng nh\u01b0 chi ph\u00ed, c\u00f3 th\u1ec3 l\u00e0 tr\u1edf ng\u1ea1i \u0111\u1ed1i v\u1edbi l\u01b0u tr\u1eef d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y \u1edf m\u1ed9t s\u1ed1 th\u00e0nh ph\u1ed1.\u00a0Do \u0111\u00f3, m\u00f4 h\u00ecnh l\u01b0u tr\u1eef m\u00e0 m\u1ed9t th\u00e0nh ph\u1ed1 l\u1ef1a ch\u1ecdn cu\u1ed1i c\u00f9ng kh\u00f4ng ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ee5c ti\u00eau c\u1ee7a \u1ee9ng d\u1ee5ng m\u00e0 c\u00f2n c\u1ea3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 ng\u00e2n s\u00e1ch.<\/p>\n<h2>C\u00f4ng ngh\u1ec7 th\u00fac \u0111\u1ea9y c\u00e1c \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh m\u1ea1nh m\u1ebd<\/h2>\n<p>Khi s\u1ed1 l\u01b0\u1ee3ng tuy\u1ec7t \u0111\u1ed1i c\u00e1c thi\u1ebft b\u1ecb IoT v\u00e0 camera gi\u00e1m s\u00e1t th\u00f4ng minh \u0111\u01b0\u1ee3c tri\u1ec3n khai trong l\u0129nh v\u1ef1c n\u00e0y t\u0103ng l\u00ean, c\u00f3 nhi\u1ec1u \u00e1p l\u1ef1c l\u1edbn h\u01a1n \u0111\u1ed1i v\u1edbi c\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a>.\u00a0H\u1ecd kh\u00f4ng ch\u1ec9 ph\u1ea3i ghi l\u1ea1i, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch video v\u00e0 d\u1eef li\u1ec7u kh\u00e1c m\u00e0 c\u00f2n ph\u1ea3i th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 n\u00e0y tr\u00ean c\u01a1 s\u1edf xuy\u00ean su\u1ed1t 24&#215;7.\u00a0\u0110i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng \u0111\u00e1p \u1ee9ng ng\u00e0y c\u00e0ng nhi\u1ec1u c\u00e1c \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh d\u1ef1a v\u00e0o h\u1ecdc s\u00e2u.\u00a0Do \u0111\u00f3, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i tri\u1ec3n khai gi\u00e1m s\u00e1t &#8211; v\u00e0 c\u00e1c \u1ed5 c\u1ee9ng \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a b\u1eb1ng AI \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c li\u00ean t\u1ee5c \u0111\u1ec3 mang l\u1ea1i kh\u1ea3 n\u0103ng \u0111\u1ecdc v\u00e0 ghi v\u01b0\u1ee3t tr\u1ed9i.<\/p>\n<p>\u1ed4 c\u1ee9ng \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho vi\u1ec7c gi\u00e1m s\u00e1t c\u00f3 kh\u1ea3 n\u0103ng ch\u1ecbu \u0111\u01b0\u1ee3c nhi\u1ec7t \u0111\u1ed9 qu\u00e1 cao, c\u0103ng th\u1eb3ng v\u00e0 rung l\u1eafc th\u01b0\u1eddng x\u1ea3y ra trong <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a>.\u00a0C\u00e1c \u1ed5 \u0111\u0129a chuy\u00ean d\u1ee5ng n\u00e0y c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng ng\u0103n ng\u1eeba s\u1ef1 c\u1ed1 \u0111\u1ec3 tr\u00e1nh nguy c\u01a1 x\u00e2m nh\u1eadp d\u1eef li\u1ec7u.<\/p>\n<p>Do t\u00ednh nh\u1ea1y c\u1ea3m c\u1ee7a d\u1eef li\u1ec7u th\u00e0nh ph\u1ed1 th\u00f4ng minh v\u00e0 kh\u1ea3 n\u0103ng x\u1ea3y ra vi ph\u1ea1m m\u1ea1ng, an ninh m\u1ea1ng l\u00e0 m\u1ed1i quan t\u00e2m h\u00e0ng \u0111\u1ea7u.\u00a0\u0110\u01b0\u01a1ng nhi\u00ean, \u0111i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 b\u1ea5t k\u1ef3 camera, thi\u1ebft b\u1ecb ho\u1eb7c c\u1ea3m bi\u1ebfn n\u00e0o \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi m\u1ea1ng \u0111\u1ec1u ph\u1ea3i cung c\u1ea5p c\u00e1c bi\u1ec7n ph\u00e1p an ninh m\u1ea1ng h\u00e0ng \u0111\u1ea7u \u0111\u1ec3 ng\u0103n ch\u1eb7n tin t\u1eb7c s\u1eed d\u1ee5ng ch\u00fang nh\u01b0 m\u1ed9t c\u1eeda sau \u0111\u1ec3 x\u00e2m nh\u1eadp m\u1ea1ng v\u00e0 truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u b\u1eb1ng m\u1eadt kh\u1ea9u m\u1eb7c \u0111\u1ecbnh ho\u1eb7c c\u00e1c l\u1ed7 h\u1ed5ng kh\u00e1c.\u00a0Ngo\u00e0i ra, d\u1eef li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 b\u1ecb \u0111\u00e1nh c\u1eafp t\u1eeb \u1ed5 c\u1ee9ng do x\u1eed l\u00fd kh\u00f4ng \u0111\u00fang c\u00e1ch.\u00a0\u0110\u1ec3 ch\u1ed1ng l\u1ea1i kh\u1ea3 n\u0103ng \u0111\u00f3, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i ch\u1ecdn c\u00e1c \u1ed5 \u0111\u0129a cung c\u1ea5p m\u00e3 h\u00f3a d\u1ef1a tr\u00ean ph\u1ea7n c\u1ee9ng, c\u0169ng nh\u01b0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o m\u1eadt \u0111\u1ec3 x\u00f3a d\u1eef li\u1ec7u tr\u00ean c\u00e1c \u1ed5 \u0111\u0129a \u0111\u00e3 h\u1ebft tu\u1ed5i th\u1ecd ho\u1eb7c kh\u00f4ng c\u00f2n ho\u1ea1t \u0111\u1ed9ng v\u00ec b\u1ea5t k\u1ef3 l\u00fd do n\u00e0o.\u00a0C\u00e1c t\u00ednh n\u0103ng n\u00e0y mang l\u1ea1i cho c\u1ea3 c\u00e1c nh\u00e0 t\u00edch h\u1ee3p v\u00e0 c\u00e1c th\u00e0nh ph\u1ed1 an t\u00e2m r\u1eb1ng h\u1ecd c\u00f3 th\u1ec3 tr\u00e1nh \u0111\u01b0\u1ee3c lo\u1ea1i vi ph\u1ea1m n\u00e0y v\u00e0 nh\u1eefng h\u1eadu qu\u1ea3 cu\u1ed1i c\u00f9ng s\u1ebd x\u1ea3y ra sau \u0111\u00f3.\u00a0H\u1ecd c\u0169ng \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 c\u00e1c ti\u00eau chu\u1ea9n nh\u01b0 TAA v\u00e0 FIPS.<\/p>\n<p>V\u00ec c\u00e1c \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh l\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng 24\u00d77, n\u00ean c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef ph\u1ea3i lu\u00f4n ho\u1ea1t \u0111\u1ed9ng t\u1ed1i \u01b0u.\u00a0Th\u1eadt kh\u00f4ng may, c\u00e1c \u1ed5 \u0111\u0129a th\u1ec9nh tho\u1ea3ng b\u1ecb l\u1ed7i, v\u00ec v\u1eady \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 c\u00e1c th\u00e0nh ph\u1ed1 ph\u1ea3i chu\u1ea9n b\u1ecb cho kh\u1ea3 n\u0103ng \u0111\u00f3.\u00a0Ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd s\u1ee9c kh\u1ecfe nh\u00fang c\u00f3 th\u1ec3 theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch \u0111i\u1ec1u ki\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u1ee7a \u1ed5 \u0111\u0129a m\u1ecdi l\u00fac.\u00a0S\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n n\u00e2ng cao, c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y ph\u00e1t hi\u1ec7n c\u00e1c b\u1ea5t th\u01b0\u1eddng nh\u01b0 nhi\u1ec7t \u0111\u1ed9 v\u00e0 \u0111\u1ed9 rung \u0111\u1ec3 h\u1ea1n ch\u1ebf h\u01b0 h\u1ecfng v\u00e0 ng\u0103n ng\u1eeba l\u1ed7i \u1ed5 \u0111\u0129a.\u00a0B\u1eb1ng c\u00e1ch tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y, c\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 t\u1ed1i \u0111a h\u00f3a hi\u1ec7u su\u1ea5t kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c v\u00e0 s\u1ee9c kh\u1ecfe c\u1ee7a \u1ed5 \u0111\u0129a c\u1ee7a h\u1ecd \u0111\u1ec3 t\u1ea1o ra c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef hi\u1ec7u qu\u1ea3 h\u01a1n, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 d\u1eef li\u1ec7u t\u1ed1t h\u01a1n \u0111\u1ec3 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u1ee7a th\u00e0nh ph\u1ed1.<\/p>\n<p>Tuy nhi\u00ean, ngay c\u1ea3 khi c\u00f3 c\u00e1c gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m theo d\u00f5i s\u1ee9c kh\u1ecfe m\u1ea1nh m\u1ebd nh\u1ea5t, v\u1eabn c\u00f3 th\u1ec3 c\u00f3 nh\u1eefng tr\u01b0\u1eddng h\u1ee3p b\u1ea5t ng\u1edd x\u1ea3y ra khi\u1ebfn \u1ed5 \u0111\u0129a b\u1ecb h\u1ecfng.\u00a0\u0110\u1ec3 chu\u1ea9n b\u1ecb cho nh\u1eefng tr\u01b0\u1eddng h\u1ee3p nh\u01b0 v\u1eady, c\u00e1c th\u00e0nh ph\u1ed1 c\u1ea7n \u0111\u1ea3m b\u1ea3o c\u00f3 s\u1ef1 d\u1ef1 ph\u00f2ng trong h\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd v\u00e0 t\u0103ng c\u01b0\u1eddng b\u1eb1ng c\u00e1ch \u0111\u0103ng k\u00fd d\u1ecbch v\u1ee5 c\u1ee9u h\u1ed9 ho\u1eb7c ph\u1ee5c h\u1ed3i d\u1eef li\u1ec7u, c\u00f3 th\u1ec3 gi\u00fap d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c kh\u00f4i ph\u1ee5c trong t\u1ed1i \u0111a hai n\u0103m trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p.\u00a0Nh\u1eefng lo\u1ea1i d\u1ecbch v\u1ee5 n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi l\u1ef1c l\u01b0\u1ee3ng c\u1ea3nh s\u00e1t ho\u1eb7c c\u00e1c nh\u00e2n vi\u00ean an ninh c\u00f4ng c\u1ed9ng kh\u00e1c, nh\u1eefng ng\u01b0\u1eddi y\u00eau c\u1ea7u d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong th\u1eddi gian d\u00e0i.<\/p>\n<h2>Ph\u1ea7n k\u1ebft lu\u1eadn<\/h2>\n<p>Kh\u00f4ng c\u00f2n nghi ng\u1edd g\u00ec n\u1eefa, c\u00e1c \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh mang l\u1ea1i kh\u1ea3 n\u0103ng c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng trong m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c, \u0111\u1eb7c bi\u1ec7t l\u00e0 ch\u1ea5t l\u01b0\u1ee3ng cu\u1ed9c s\u1ed1ng v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef c\u00f3 th\u1ec3 cung c\u1ea5p n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc cho nh\u1eefng s\u00e1ng ki\u1ebfn \u200b\u200bn\u00e0y.\u00a0B\u1eb1ng c\u00e1ch l\u00e0m theo l\u1eddi khuy\u00ean tr\u00ean, c\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 ch\u1ecdn c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef mang l\u1ea1i hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 tin c\u1eady cao, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o r\u1eb1ng h\u1ecd \u0111ang tri\u1ec3n khai n\u00f3 theo c\u00e1ch ph\u00f9 h\u1ee3p nh\u1ea5t, \u0111\u00e2y l\u00e0 ch\u00eca kh\u00f3a quy\u1ebft \u0111\u1ecbnh s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a b\u1ea5t k\u1ef3 \u1ee9ng d\u1ee5ng th\u00e0nh ph\u1ed1 th\u00f4ng minh n\u00e0o.<\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23349\">Ch\u1ea1y \u1ea3o h\u00f3a Proxmox tr\u00ean h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef h\u1ee3p nh\u1ea5t EonStor GS c\u1ee7a Infortrend<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20978\">Ph\u00e2n t\u00edch video th\u00f4ng minh &#8211; Intelligent Video Analytics: T\u01b0\u01a1ng lai c\u1ee7a m\u1ecdi ng\u00e0nh<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21626\">U.2 SSD: &#8220;Chi\u1ebfn binh&#8221; hi\u1ec7u n\u0103ng cao \u1ea9n m\u00ecnh trong th\u1ebf gi\u1edbi l\u01b0u tr\u1eef doanh nghi\u1ec7p<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21606\">Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p AI v\u00e0o h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u doanh nghi\u1ec7p: T\u01b0\u01a1ng lai \u0111\u00e3 \u0111\u1ebfn!<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21598\">Gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef c\u1ee7a Infortrend: C\u00e1ch m\u1ea1ng h\u00f3a Qu\u1ea3n l\u00fd D\u1eef li\u1ec7u Y t\u1ebf<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21510\">C\u1eadp nh\u1eadt danh m\u1ee5c l\u01b0u tr\u1eef c\u1ee7a Infortrend: T\u1eeb AI \u0111\u1ebfn H\u1ea1 t\u1ea7ng Doanh nghi\u1ec7p<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Trong khi c&aacute;c th&agrave;nh ph&#7889; t&#7915; l&acirc;u &#273;&atilde; ph&#7909; thu&#7897;c v&agrave;o gi&aacute;m s&aacute;t video &#273;&#7875; t&#259;ng c&#432;&#7901;ng an to&agrave;n c&ocirc;ng c&#7897;ng v&agrave; ng&#259;n ch&#7863;n t&#7897;i ph&#7841;m, c&aacute;c th&agrave;nh ph&#7889; th&ocirc;ng minh ng&agrave;y nay &#273;ang khai th&aacute;c c&aacute;c gi&#7843;i ph&aacute;p &#273;&oacute; cho v&ocirc; s&#7889; m&#7909;c &#273;&iacute;ch kh&aacute;c, bao g&#7891;m qu&#7843;n l&yacute; giao th&ocirc;ng, chi&#7871;u s&aacute;ng v&agrave;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":8010,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162,1],"tags":[677,676,58,32],"class_list":["post-8009","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","category-tong-hop","tag-big-data","tag-iot","tag-smart-city","tag-storage"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft v\u1ec1 l\u01b0u tr\u1eef Big Data trong c\u00e1c \u1ee9ng d\u1ee5ng Smart City - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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