{"id":8012,"date":"2021-01-05T09:08:11","date_gmt":"2021-01-05T09:08:11","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=8012"},"modified":"2021-01-06T07:53:27","modified_gmt":"2021-01-06T07:53:27","slug":"big-data-du-lieu-lon-anh-huong-den-thanh-pho-thong-minh-nhu-the-nao","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/big-data-du-lieu-lon-anh-huong-den-thanh-pho-thong-minh-nhu-the-nao-p8012\/","title":{"rendered":"Big Data &#8211; D\u1eef li\u1ec7u l\u1edbn \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn th\u00e0nh ph\u1ed1 th\u00f4ng minh nh\u01b0 th\u1ebf n\u00e0o?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00e1c gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u l\u1edbn cung c\u1ea5p c\u00e1c ki\u1ec3m so\u00e1t qu\u1ea3n tr\u1ecb \u0111\u1ed1i v\u1edbi l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u, bao g\u1ed3m l\u01b0u tr\u1eef, sao l\u01b0u, ph\u00e2n t\u00edch v\u00e0 tr\u1ef1c quan h\u00f3a.\u00a0H\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u l\u1edbn \u0111em \u0111\u1ebfn t\u00ednh hi\u1ec7u qu\u1ea3 v\u00e0o m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p.\u00a0Ngo\u00e0i ra, c\u00e1c gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u l\u1edbn cho ph\u00e9p s\u1eed d\u1ee5ng c\u00e1c kh\u1ea3 n\u0103ng ti\u00ean ti\u1ebfn trong c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh &#8211; Smart City.\u00a0Trong \u0111\u00f3 bao g\u1ed3m c\u00f4ng ngh\u1ec7 Internet of Things (IoT), c\u1ea3m bi\u1ebfn th\u00f4ng minh, giao th\u00f4ng th\u00f4ng minh, v.v&#8230; B\u00e0i vi\u1ebft n\u00e0y xem x\u00e9t c\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n v\u1ec1 th\u00e0nh ph\u1ed1 th\u00f4ng minh v\u00e0 c\u00e1ch d\u1eef li\u1ec7u l\u1edbn t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn th\u00e0nh ph\u1ed1 th\u00f4ng minh nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n<h3>Th\u00e0nh ph\u1ed1 th\u00f4ng minh l\u00e0 g\u00ec?<\/h3>\n<p>Th\u00e0nh ph\u1ed1 th\u00f4ng minh s\u1eed d\u1ee5ng c\u00e1c c\u1ea3m bi\u1ebfn v\u00e0\u00a0c\u00e1c thi\u1ebft b\u1ecb \u0111\u00e3 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i \u0111\u1ec3 thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u00a0D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng c\u1ee7a th\u00e0nh ph\u1ed1, qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean v\u00e0 c\u1ea3i thi\u1ec7n cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a c\u00f4ng d\u00e2n.\u00a0C\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn ph\u01b0\u01a1ng ti\u1ec7n giao th\u00f4ng c\u00f4ng c\u1ed9ng, qu\u1ea3n l\u00fd giao th\u00f4ng, t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c cung c\u1ea5p n\u01b0\u1edbc v\u00e0 \u0111i\u1ec7n c\u0169ng nh\u01b0 c\u1ea3i thi\u1ec7n c\u00e1c d\u1ecbch v\u1ee5 th\u1ef1c thi ph\u00e1p lu\u1eadt, tr\u01b0\u1eddng h\u1ecdc, b\u1ec7nh vi\u1ec7n, v.v&#8230;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/01\/tgmc-blog-5ff42c7ef2335.gif\" alt=\"\" \/><\/p>\n<h3>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 m\u1ed9t th\u00e0nh ph\u1ed1 tr\u1edf n\u00ean th\u00f4ng minh?<\/h3>\n<p>Th\u00e0nh ph\u1ed1 th\u00f4ng minh c\u00f3 ba l\u1edbp ho\u1ea1t \u0111\u1ed9ng c\u01a1 b\u1ea3n:<\/p>\n<ul>\n<li>T\u1ea7ng c\u00f4ng ngh\u1ec7: M\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c c\u1ea3m bi\u1ebfn v\u00e0 thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 cung c\u1ea5p nhi\u1ec1u lo\u1ea1i d\u1ecbch v\u1ee5 kh\u00e1c nhau.<\/li>\n<li>\u1ee8ng d\u1ee5ng chuy\u00ean d\u1ee5ng: H\u1ec7 th\u1ed1ng th\u00f4ng tin \u0111\u01b0\u1ee3c c\u00e1c quan ch\u1ee9c v\u00e0 c\u00f4ng d\u00e2n s\u1eed d\u1ee5ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u1ee7a th\u00e0nh ph\u1ed1.<\/li>\n<li>S\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng: Vi\u1ec7c tri\u1ec3n khai v\u00e0 s\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng trong th\u00e0nh ph\u1ed1 b\u1edfi ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh.<\/li>\n<\/ul>\n<p>T\u1ea7ng c\u00f4ng ngh\u1ec7 c\u1ee7a th\u00e0nh ph\u1ed1 th\u00f4ng minh bao g\u1ed3m:<\/p>\n<ul>\n<li>Internet of Things (IoT): C\u00e1c thi\u1ebft b\u1ecb c\u1ea3m bi\u1ebfn v\u00e0 k\u1ebft n\u1ed1i internet c\u00f3 th\u1ec3 giao ti\u1ebfp v\u1edbi nhau v\u00e0 g\u1eedi d\u1eef li\u1ec7u \u0111\u1ebfn h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd.\u00a0Th\u00e0nh ph\u1ed1 th\u00f4ng minh s\u1eed d\u1ee5ng IoT \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u v\u00e0 ch\u1ee7 \u0111\u1ed9ng gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1.<\/li>\n<li>C\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0 truy\u1ec1n th\u00f4ng (ICT): N\u1ec1n t\u1ea3ng n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 cho ph\u00e9p giao ti\u1ebfp gi\u1eefa c\u00e1c c\u00f4ng d\u00e2n v\u1edbi nhau.\u00a0Th\u00e0nh ph\u1ed1 th\u00f4ng minh c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ICT \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c thay \u0111\u1ed5i \u0111\u1ed1i v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a th\u00e0nh ph\u1ed1 b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 ph\u1ea3n h\u1ed3i t\u1eeb ng\u01b0\u1eddi d\u00e2n.<\/li>\n<li>C\u1ea3m bi\u1ebfn: C\u1ea3m bi\u1ebfn c\u00f3 th\u1ec3 thu th\u1eadp c\u00e1c lo\u1ea1i th\u00f4ng tin kh\u00e1c nhau, nh\u01b0 c\u01b0\u1eddng \u0111\u1ed9 \u00e1nh s\u00e1ng, nhi\u1ec7t \u0111\u1ed9, s\u1ed1 l\u01b0\u1ee3ng xe c\u1ed9 v\u00e0 ng\u01b0\u1eddi.<\/li>\n<\/ul>\n<p>Ba v\u00ed d\u1ee5 v\u1ec1 c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 tr\u1edf n\u00ean th\u00f4ng minh h\u00f3a:<\/p>\n<ul>\n<li><strong>Giao th\u00f4ng th\u00f4ng minh:<\/strong> C\u1ea3i thi\u1ec7n qu\u1ea3n l\u00fd giao th\u00f4ng th\u00f4ng qua vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng \u0111i\u1ec1u h\u01b0\u1edbng, th\u1ebb th\u00f4ng minh v\u00e0 h\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n t\u00edn hi\u1ec7u.Giao th\u00f4ng th\u00f4ng minh\u00a0c\u00f4ng ngh\u1ec7 th\u00f4ng b\u00e1o cho kh\u00e1ch du l\u1ecbch v\u1ec1 giao th\u00f4ng v\u00e0 c\u00e1c \u0111i\u1ec1u ki\u1ec7n \u0111\u01b0\u1eddng x\u00e1 kh\u00e1c, h\u01b0\u1edbng d\u1eabn ng\u01b0\u1eddi l\u00e1i xe \u0111\u1ebfn c\u00e1c \u0111i\u1ec3m \u0111\u1ed7 xe c\u00f3 s\u1eb5n v\u00e0 ph\u00e1t hi\u1ec7n tai n\u1ea1n giao th\u00f4ng.<\/li>\n<li><strong>Ngu\u1ed3n n\u01b0\u1edbc v\u00e0 N\u0103ng l\u01b0\u1ee3ng th\u00f4ng minh:<\/strong> D\u1ef1a tr\u00ean \u0111\u1ed3ng h\u1ed3 th\u00f4ng minh thu th\u1eadp d\u1eef li\u1ec7u nhu c\u1ea7u v\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng v\u00e0 n\u01b0\u1edbc.\u00a0D\u1eef li\u1ec7u n\u00e0y cho ph\u00e9p c\u00e1c th\u00e0nh ph\u1ed1 \u0111i\u1ec1u ti\u1ebft ngu\u1ed3n cung c\u1ea5p.\u00a0V\u00ed d\u1ee5, \u0111\u1ec3 cung c\u1ea5p nhi\u1ec1u n\u01b0\u1edbc h\u01a1n ho\u1eb7c n\u0103ng l\u01b0\u1ee3ng cho m\u1ed9t s\u1ed1 khu v\u1ef1c c\u1ee7a th\u00e0nh ph\u1ed1 ti\u00eau th\u1ee5 nhi\u1ec1u t\u00e0i nguy\u00ean h\u01a1n.<\/li>\n<li>Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe th\u00f4ng minh: C\u1ea3i thi\u1ec7n vi\u1ec7c \u0111i\u1ec1u tr\u1ecb v\u00e0 ch\u1ea9n \u0111o\u00e1n s\u1ee9c kh\u1ecfe th\u00f4ng qua c\u00f4ng ngh\u1ec7 v\u00e0 thi\u1ebft b\u1ecb th\u00f4ng minh.\u00a0V\u00ed d\u1ee5, c\u00e1c c\u1ea3m bi\u1ebfn th\u00f4ng minh c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n \u00f4 nhi\u1ec5m kh\u00f4ng kh\u00ed ho\u1eb7c n\u01b0\u1edbc tr\u01b0\u1edbc khi ch\u00fang bi\u1ebfn th\u00e0nh nguy c\u01a1 s\u1ee9c kh\u1ecfe c\u1ed9ng \u0111\u1ed3ng.\u00a0C\u1ea3m bi\u1ebfn c\u0169ng c\u00f3 th\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb c\u00e1c c\u01a1 s\u1edf y t\u1ebf v\u00e0 ph\u00e1t hi\u1ec7n s\u1ef1 l\u00e2y lan c\u1ee7a d\u1ecbch b\u1ec7nh.<\/li>\n<\/ul>\n<h3>D\u1eef li\u1ec7u l\u1edbn \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn th\u00e0nh ph\u1ed1 th\u00f4ng minh nh\u01b0 th\u1ebf n\u00e0o<\/h3>\n<p>Big Data, d\u1eef li\u1ec7u l\u1edbn, c\u00f3 th\u1ec3 c\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn c\u00e1c l\u0129nh v\u1ef1c kh\u00e1c nhau c\u1ee7a th\u00e0nh ph\u1ed1, bao g\u1ed3m giao th\u00f4ng, an ninh c\u00f4ng c\u1ed9ng, ng\u00e2n s\u00e1ch th\u00e0nh ph\u1ed1, v.v&#8230;<\/p>\n<h4>An ninh c\u00f4ng c\u1ed9ng<\/h4>\n<p>Th\u00e0nh ph\u1ed1 th\u00f4ng minh ph\u1ea3i t\u1ea1o ra s\u1ef1 an to\u00e0n cho c\u00f4ng d\u00e2n c\u1ee7a h\u1ecd.\u00a0C\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng khu v\u1ef1c n\u00e0o d\u1ec5 tr\u1edf th\u00e0nh trung t\u00e2m c\u1ee7a t\u1ed9i ph\u1ea1m v\u00e0 d\u1ef1 \u0111o\u00e1n v\u1ecb tr\u00ed t\u1ed9i ph\u1ea1m ch\u00ednh x\u00e1c.\u00a0Th\u00f4ng tin nh\u01b0 d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 \u0111\u1ecba l\u00fd gi\u00fap c\u00e1c th\u00e0nh ph\u1ed1 t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng an to\u00e0n h\u01a1n nhi\u1ec1u.<\/p>\n<h4>Giao th\u00f4ng V\u1eadn t\u1ea3i<\/h4>\n<p>\u00d9n t\u1eafc giao th\u00f4ng l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 l\u1edbn \u1edf nhi\u1ec1u th\u00e0nh ph\u1ed1 v\u00ec n\u00f3 c\u00f3 th\u1ec3 ti\u00eau t\u1ed1n h\u00e0ng tri\u1ec7u \u0111\u00f4 la doanh thu c\u1ee7a c\u00e1c th\u00e0nh ph\u1ed1.\u00a0C\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 qu\u1ea3n l\u00fd giao th\u00f4ng v\u1eadn t\u1ea3i b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c c\u01a1 quan qu\u1ea3n l\u00fd v\u1eadn t\u1ea3i.\u00a0D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ra c\u00e1c m\u00f4 h\u00ecnh gi\u00fap gi\u1ea3m t\u1eafc ngh\u1ebdn giao th\u00f4ng v\u00e0 gi\u00fap c\u00e1c c\u01a1 quan ch\u1ee9c n\u0103ng tri\u1ec3n khai t\u1ed1i \u01b0u h\u00f3a \u0111\u01b0\u1eddng theo h\u01b0\u1edbng d\u1eef li\u1ec7u.<\/p>\n<h4>Gi\u1ea3m chi ph\u00ed<\/h4>\n<p>C\u00e1c th\u00e0nh ph\u1ed1 \u0111\u1ea7u t\u01b0 r\u1ea5t nhi\u1ec1u ti\u1ec1n v\u00e0o vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i m\u1ed9t th\u00e0nh ph\u1ed1 th\u00e0nh th\u00e0nh ph\u1ed1 th\u00f4ng minh.\u00a0C\u00e1c kho\u1ea3n \u0111\u1ea7u t\u01b0 n\u00e0y c\u00f3 th\u1ec3 l\u00e0 \u0111\u1ec3 tu s\u1eeda ho\u1eb7c c\u1ea3i t\u1ea1o.\u00a0Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 g\u1ee3i \u00fd l\u0129nh v\u1ef1c n\u00e0o c\u1ea7n chuy\u1ec3n \u0111\u1ed5i v\u00e0 lo\u1ea1i chuy\u1ec3n \u0111\u1ed5i n\u00e0o.\u00a0Do \u0111\u00f3, c\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 \u0111\u1ea7u t\u01b0 chuy\u00ean d\u1ee5ng cho c\u00e1c l\u0129nh v\u1ef1c c\u1ea7n thi\u1ebft.<\/p>\n<h4>T\u0103ng tr\u01b0\u1edfng b\u1ec1n v\u1eefng<\/h4>\n<p>Ph\u00e2n t\u00edch th\u01b0\u1eddng xuy\u00ean v\u1ec1 s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a th\u00e0nh ph\u1ed1 th\u00f4ng minh cho ph\u00e9p c\u00e1c quan ch\u1ee9c th\u00e0nh ph\u1ed1 c\u1eadp nh\u1eadt li\u00ean t\u1ee5c v\u1ec1 nh\u1eefng thay \u0111\u1ed5i c\u1ea7n thi\u1ebft.\u00a0C\u1eadp nh\u1eadt li\u00ean t\u1ee5c l\u00e0 \u0111\u1ed9ng l\u1ef1c t\u0103ng tr\u01b0\u1edfng ch\u00ednh c\u1ee7a t\u00ednh b\u1ec1n v\u1eefng v\u00ec ch\u00fang cung c\u1ea5p \u00fd t\u01b0\u1edfng r\u00f5 r\u00e0ng v\u1ec1 c\u00e1c ph\u00e1t tri\u1ec3n c\u1ea7n thi\u1ebft.\u00a0D\u1eef li\u1ec7u \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh k\u1ebft qu\u1ea3 ph\u00e1t tri\u1ec3n c\u1ee7a m\u1ed9t th\u00e0nh ph\u1ed1 th\u00f4ng minh.<\/p>\n<h3>N\u01a1i c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee7a h\u1ecd<\/h3>\n<p>Th\u00e0nh ph\u1ed1 th\u00f4ng minh c\u1ea7n m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef v\u00e0 truy c\u1eadp theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng:<\/p>\n<ul>\n<li>D\u1eef li\u1ec7u v\u1ec1 \u00f4 t\u00f4 th\u00f4ng minh: \u00d4 t\u00f4\u00a0t\u1ef1 h\u00e0nh v\u00e0 th\u00f4ng minh ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p nhi\u1ec1u h\u01a1n v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng di \u0111\u1ed9ng.\u00a0Nh\u1edd \u0111\u00f3, c\u00e1c xe \u00f4 t\u00f4 c\u00f3 th\u1ec3 li\u00ean l\u1ea1c v\u1edbi nhau v\u00e0 v\u1edbi c\u00e1c th\u00e0nh ph\u1ed1.\u00a0Giao ti\u1ebfp n\u00e0y c\u00f3 th\u1ec3 gi\u1ea3m t\u1eafc ngh\u1ebdn, ng\u0103n ng\u1eeba s\u1ef1 c\u1ed1 tr\u00ean \u0111\u01b0\u1eddng v\u00e0 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng \u0111i\u1ec1u h\u01b0\u1edbng.<\/li>\n<li>D\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng camera: Gi\u00e1m s\u00e1t b\u1eb1ng camera c\u00f3 th\u1ec3 gi\u00fap \u0111i\u1ec1u h\u00e0nh giao th\u00f4ng, c\u1ea3i thi\u1ec7n an ninh c\u00f4ng c\u1ed9ng, x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng chi\u1ebfu s\u00e1ng th\u00f4ng minh v\u00e0 ph\u1ee5c v\u1ee5 nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 ph\u00e1t hi\u1ec7n t\u1ed9i ph\u1ea1m.<\/li>\n<li>D\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn m\u00f4i tr\u01b0\u1eddng: C\u1ea3m bi\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng kh\u00f4ng kh\u00ed cho ph\u00e9p c\u00e1c th\u00e0nh ph\u1ed1 t\u00ecm v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng ch\u1ed1ng l\u1ea1i c\u00e1c t\u00e1c nh\u00e2n g\u00e2y \u00f4 nhi\u1ec5m, x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed c\u00e1c khu v\u1ef1c xanh c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng kh\u00f4ng kh\u00ed th\u1ea5p v\u00e0 cung c\u1ea5p c\u1ea3nh b\u00e1o t\u00ecnh tr\u1ea1ng ch\u1ea5t l\u01b0\u1ee3ng kh\u00f4ng kh\u00ed cho ng\u01b0\u1eddi d\u00e2n.<\/li>\n<\/ul>\n<p>Th\u00e0nh ph\u1ed1 th\u00f4ng minh c\u00f3 th\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee7a h\u1ecd \u1edf ba \u0111\u1ecba \u0111i\u1ec3m ch\u00ednh:<\/p>\n<h4>L\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y &#8211; Cloud storage<\/h4>\n<p>Th\u00e0nh ph\u1ed1 th\u00f4ng minh y\u00eau c\u1ea7u m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u cho m\u1ee5c \u0111\u00edch ph\u00e2n t\u00edch.\u00a0H\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y s\u1eed d\u1ee5ng \u1ed5 c\u1ee9ng th\u1ec3 r\u1eafn trong trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a ch\u00fang, lo\u1ea1i b\u1ecf d\u1eef li\u1ec7u d\u01b0 th\u1eeba v\u00e0 m\u00e3 h\u00f3a vi\u1ec7c truy\u1ec1n d\u1eef li\u1ec7u. C\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y\u00a0th\u01b0\u1eddng c\u00f3 nhi\u1ec1u t\u00f9y ch\u1ecdn thanh to\u00e1n linh ho\u1ea1t h\u01a1n so v\u1edbi trung t\u00e2m d\u1eef li\u1ec7u t\u1ea1i ch\u1ed7.<\/p>\n<h4>\u0110i\u1ec7n to\u00e1n bi\u00ean &#8211; Edge Computing<\/h4>\n<p>\u0110i\u1ec7n to\u00e1n bi\u00ean cho ph\u00e9p b\u1ea1n x\u1eed l\u00fd d\u1eef li\u1ec7u g\u1ea7n ngu\u1ed3n.\u00a0\u0110i\u1ec7n to\u00e1n bi\u00ean c\u00f3 th\u1ec3 r\u1ebb h\u01a1n so v\u1edbi truy\u1ec1n d\u1eef li\u1ec7u \u0111\u1ebfn m\u1ed9t v\u1ecb tr\u00ed l\u01b0u tr\u1eef t\u1eeb xa v\u00e0 sau \u0111\u00f3 \u0111\u1ebfn c\u00e1c c\u01a1 quan ch\u1ee9c n\u0103ng th\u00e0nh ph\u1ed1 c\u00f3 li\u00ean quan.\u00a0C\u00e1c ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n t\u1ea1i bi\u00ean nh\u01b0 qu\u1ea3n l\u00fd giao th\u00f4ng \u0111ang b\u1eb1ng <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u1edf m\u1ed9t s\u1ed1 th\u00e0nh ph\u1ed1.\u00a0Qu\u1ea3n l\u00fd giao th\u00f4ng b\u1eb1ng AI s\u1eed d\u1ee5ng t\u1ef1 \u0111\u1ed9ng h\u00f3a th\u00f4ng minh \u0111\u1ec3 ph\u00e1t hi\u1ec7n t\u1eafc ngh\u1ebdn v\u00e0 tai n\u1ea1n giao th\u00f4ng v\u00e0 cung c\u1ea5p ph\u1ea3n \u1ee9ng nhanh h\u01a1n v\u1edbi c\u00e1c \u0111i\u1ec1u ki\u1ec7n kh\u00e1c nhau.<\/p>\n<h4>L\u01b0u tr\u1eef k\u1ebft h\u1ee3p &#8211; Hybrid storage<\/h4>\n<p><a class=\"iblink\" href=\"\/storage\/\">H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> d\u1eef li\u1ec7u lai k\u1ebft h\u1ee3p c\u00e1c l\u1ee3i \u00edch c\u1ee7a l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y v\u00e0 c\u1ea1nh.\u00a0L\u01b0u tr\u1eef d\u1eef li\u1ec7u k\u1ebft h\u1ee3p cho ph\u00e9p c\u00e1c th\u00e0nh ph\u1ed1 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh m\u1edbi d\u1ef1a tr\u00ean c\u1ea3nh b\u00e1o th\u1eddi gian th\u1ef1c v\u1ec1 \u0111i\u1ec1u ki\u1ec7n c\u0169ng nh\u01b0 kho d\u1eef li\u1ec7u phong ph\u00fa.<\/p>\n<h3>Ph\u1ea7n k\u1ebft lu\u1eadn<\/h3>\n<p>D\u1eef li\u1ec7u l\u1edbn \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong th\u00e0nh ph\u1ed1 th\u00f4ng minh.\u00a0C\u00e1c th\u00e0nh ph\u1ed1 c\u00f3 th\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb c\u00e1c thi\u1ebft b\u1ecb IoT v\u00e0 c\u1ea3m bi\u1ebfn \u0111\u1ec3 nh\u1eadn ra c\u00e1c m\u1eabu v\u00e0 nhu c\u1ea7u.\u00a0Ph\u00e2n t\u00edch chuy\u00ean s\u00e2u c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m s\u1ed1 v\u1ee5 tai n\u1ea1n v\u00e0 t\u1eafc ngh\u1ebdn \u0111\u01b0\u1eddng b\u1ed9 v\u00e0 gi\u00fap ng\u01b0\u1eddi l\u00e1i xe t\u00ecm \u0111\u01b0\u1ee3c ch\u1ed7 \u0111\u1eadu xe.\u00a0D\u1eef li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m t\u1ed9i ph\u1ea1m, c\u1ea3i thi\u1ec7n chi\u1ebfu s\u00e1ng \u0111\u00f4 th\u1ecb th\u00f4ng minh v\u00e0 c\u1ea3i thi\u1ec7n h\u1ec7 th\u1ed1ng n\u01b0\u1edbc v\u00e0 n\u0103ng l\u01b0\u1ee3ng.<\/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>C&aacute;c gi&#7843;i ph&aacute;p d&#7919; li&#7879;u l&#7899;n cung c&#7845;p c&aacute;c ki&#7875;m so&aacute;t qu&#7843;n tr&#7883; &#273;&#7889;i v&#7899;i l&#432;&#7907;ng l&#7899;n d&#7919; li&#7879;u, bao g&#7891;m l&#432;u tr&#7919;, sao l&#432;u, ph&acirc;n t&iacute;ch v&agrave; tr&#7921;c quan h&oacute;a.&nbsp;H&#7879; th&#7889;ng d&#7919; li&#7879;u l&#7899;n &#273;em &#273;&#7871;n t&iacute;nh hi&#7879;u qu&#7843; v&agrave;o m&#7897;t c&#417; s&#7903; h&#7841; t&#7847;ng d&#7919; li&#7879;u ph&#7913;c t&#7841;p.&nbsp;Ngo&agrave;i ra, c&aacute;c gi&#7843;i ph&aacute;p d&#7919;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":8017,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[162,1],"tags":[677,676,58,32],"class_list":["post-8012","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","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>Big Data - D\u1eef li\u1ec7u l\u1edbn \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn th\u00e0nh ph\u1ed1 th\u00f4ng minh nh\u01b0 th\u1ebf n\u00e0o? - 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\" href=\"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/big-data-du-lieu-lon-anh-huong-den-thanh-pho-thong-minh-nhu-the-nao-p8012\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Big Data - D\u1eef li\u1ec7u l\u1edbn \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn th\u00e0nh ph\u1ed1 th\u00f4ng minh nh\u01b0 th\u1ebf n\u00e0o? - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&aacute;c gi&#7843;i ph&aacute;p d&#7919; 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