{"id":266,"date":"2026-09-12T03:42:45","date_gmt":"2026-09-12T03:42:45","guid":{"rendered":"https:\/\/thuvienso.thaisonsoft.com.vn\/?p=266"},"modified":"2026-09-12T07:11:15","modified_gmt":"2026-09-12T07:11:15","slug":"ban-do-quy-hoach-thong-minh-chu-dong-giam-sat-bien-dong-dat-dai-tren-nen-tang-so","status":"publish","type":"post","link":"https:\/\/thuvienso.thaisonsoft.com.vn\/?p=266","title":{"rendered":"B\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch th\u00f4ng minh: Ch\u1ee7 \u0111\u1ed9ng gi\u00e1m s\u00e1t bi\u1ebfn \u0111\u1ed9ng \u0111\u1ea5t \u0111ai tr\u00ean n\u1ec1n t\u1ea3ng s\u1ed1"},"content":{"rendered":"

B\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch th\u00f4ng minh: Ch\u1ee7 \u0111\u1ed9ng gi\u00e1m s\u00e1t bi\u1ebfn \u0111\u1ed9ng \u0111\u1ea5t \u0111ai tr\u00ean n\u1ec1n t\u1ea3ng s\u1ed1<\/strong><\/h1>\n

T\u00edch h\u1ee3p b\u1ea3n \u0111\u1ed3 GIS, d\u1eef li\u1ec7u \u1ea3nh v\u1ec7 tinh, \u1ea3nh t\u1eeb thi\u1ebft b\u1ecb bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i (UAV) v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, B\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch th\u00f4ng minh h\u1ed7 tr\u1ee3 c\u01a1 quan qu\u1ea3n l\u00fd \u0111\u1ed1i chi\u1ebfu quy ho\u1ea1ch v\u1edbi hi\u1ec7n tr\u1ea1ng, ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c bi\u1ebfn \u0111\u1ed9ng b\u1ea5t th\u01b0\u1eddng v\u00e0 theo d\u00f5i qu\u00e1 tr\u00ecnh x\u1eed l\u00fd tr\u00ean m\u1ed9t n\u1ec1n t\u1ea3ng t\u1eadp trung.<\/strong><\/p>\n

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B\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch th\u00f4ng minh t\u00edch h\u1ee3p d\u1eef li\u1ec7u quy ho\u1ea1ch, hi\u1ec7n tr\u1ea1ng s\u1eed d\u1ee5ng \u0111\u1ea5t v\u00e0 h\u00ecnh \u1ea3nh quan tr\u1eafc t\u1eeb thi\u1ebft b\u1ecb bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i (UAV) tr\u00ean m\u1ed9t n\u1ec1n t\u1ea3ng GIS tr\u1ef1c tuy\u1ebfn. H\u1ec7 th\u1ed1ng gi\u00fap c\u01a1 quan qu\u1ea3n l\u00fd tra c\u1ee9u, \u0111\u1ed1i chi\u1ebfu quy ho\u1ea1ch v\u1edbi th\u1ef1c t\u1ebf v\u00e0 theo d\u00f5i s\u1ef1 thay \u0111\u1ed5i c\u1ee7a t\u1eebng khu v\u1ef1c qua c\u00e1c th\u1eddi \u0111i\u1ec3m.<\/p>\n

Th\u00f4ng qua c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch v\u00e0 c\u1ea3nh b\u00e1o, h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 nh\u1eadn di\u1ec7n s\u1edbm bi\u1ebfn \u0111\u1ed9ng b\u1ea5t th\u01b0\u1eddng, khoanh v\u00f9ng c\u00f3 d\u1ea5u hi\u1ec7u vi ph\u1ea1m \u0111\u1ec3 c\u00e1n b\u1ed9 ki\u1ec3m tra, x\u00e1c minh. Vi\u1ec7c k\u1ebft n\u1ed1i d\u1eef li\u1ec7u b\u1ea3n \u0111\u1ed3 v\u1edbi th\u00f4ng tin ph\u1ea3n \u00e1nh c\u1ee7a ng\u01b0\u1eddi d\u00e2n gi\u00fap c\u01a1 quan ch\u1ee9c n\u0103ng thu\u1eadn ti\u1ec7n ti\u1ebfp nh\u1eadn, theo d\u00f5i v\u00e0 x\u1eed l\u00fd v\u1ee5 vi\u1ec7c.<\/p>\n

C\u00e1c b\u00e1o c\u00e1o v\u00e0 th\u00f4ng tin t\u1ed5ng h\u1ee3p cung c\u1ea5p c\u01a1 s\u1edf ph\u1ee5c v\u1ee5 c\u00f4ng t\u00e1c ch\u1ec9 \u0111\u1ea1o, \u0111i\u1ec1u h\u00e0nh, g\u00f3p ph\u1ea7n gi\u1ea3m th\u1eddi gian r\u00e0 so\u00e1t th\u1ee7 c\u00f4ng v\u00e0 n\u00e2ng cao t\u00ednh ch\u1ee7 \u0111\u1ed9ng trong qu\u1ea3n l\u00fd \u0111\u1ea5t \u0111ai, quy ho\u1ea1ch.<\/p>\n

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\u0110\u1ed1i chi\u1ebfu quy ho\u1ea1ch v\u00e0 hi\u1ec7n tr\u1ea1ng ngay tr\u00ean b\u1ea3n \u0111\u1ed3<\/strong><\/h2>\n

\"\"<\/p>\n

H\u1ec7 th\u1ed1ng cho ph\u00e9p hi\u1ec3n th\u1ecb \u0111\u1ed3ng th\u1eddi ba l\u1edbp d\u1eef li\u1ec7u: b\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t, hi\u1ec7n tr\u1ea1ng t\u1ea1i th\u1eddi \u0111i\u1ec3m tr\u01b0\u1edbc v\u00e0 hi\u1ec7n tr\u1ea1ng m\u1edbi nh\u1ea5t t\u1eeb \u1ea3nh v\u1ec7 tinh ho\u1eb7c d\u1eef li\u1ec7u UAV \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p theo nhu c\u1ea7u.<\/p>\n

Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 b\u1eadt, t\u1eaft t\u1eebng l\u1edbp \u0111\u1ec3 so s\u00e1nh, nh\u1eadn di\u1ec7n nh\u1eefng thay \u0111\u1ed5i v\u00e0 \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p gi\u1eefa quy ho\u1ea1ch v\u1edbi th\u1ef1c t\u1ebf. Vi\u1ec7c t\u1eadp trung d\u1eef li\u1ec7u tr\u00ean c\u00f9ng m\u1ed9t b\u1ea3n \u0111\u1ed3 gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian tra c\u1ee9u, h\u1ed7 tr\u1ee3 r\u00e0 so\u00e1t \u0111\u1ecba b\u00e0n v\u00e0 l\u1ef1a ch\u1ecdn v\u1ecb tr\u00ed ki\u1ec3m tra c\u00f3 tr\u1ecdng t\u00e2m.<\/p>\n

\u1ee8ng d\u1ee5ng AI \u0111\u1ec3 nh\u1eadn di\u1ec7n bi\u1ebfn \u0111\u1ed9ng v\u00e0 c\u1ea3nh b\u00e1o s\u1edbm<\/strong><\/h2>\n

Tr\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u \u1ea3nh \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt \u0111\u1ecbnh k\u1ef3, AI h\u1ed7 tr\u1ee3 so s\u00e1nh hi\u1ec7n tr\u1ea1ng gi\u1eefa c\u00e1c m\u1ed1c th\u1eddi gian, nh\u1eadn di\u1ec7n thay \u0111\u1ed5i v\u1ec1 di\u1ec7n t\u00edch, h\u00ecnh d\u1ea1ng v\u00e0 d\u1ea5u hi\u1ec7u chuy\u1ec3n \u0111\u1ed5i m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng \u0111\u1ea5t. Nh\u1eefng khu v\u1ef1c c\u00f3 bi\u1ebfn \u0111\u1ed9ng v\u01b0\u1ee3t ng\u01b0\u1ee1ng thi\u1ebft l\u1eadp \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o danh s\u00e1ch c\u1ea3nh b\u00e1o \u0111\u1ec3 c\u00e1n b\u1ed9 xem x\u00e9t, x\u00e1c minh.<\/p>\n

M\u1ed7i c\u1ea3nh b\u00e1o g\u1eafn v\u1edbi v\u1ecb tr\u00ed tr\u00ean b\u1ea3n \u0111\u1ed3, th\u1eddi \u0111i\u1ec3m ph\u00e1t hi\u1ec7n, di\u1ec7n t\u00edch bi\u1ebfn \u0111\u1ed9ng v\u00e0 h\u00ecnh \u1ea3nh tr\u01b0\u1edbc \u2013 sau. Nh\u1edd \u0111\u00f3, c\u00e1n b\u1ed9 c\u00f3 th\u00eam c\u01a1 s\u1edf \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 t\u00ecnh h\u00ecnh, khoanh v\u00f9ng ki\u1ec3m tra v\u00e0 x\u00e1c \u0111\u1ecbnh d\u1ea5u hi\u1ec7u vi ph\u1ea1m. H\u1ec7 th\u1ed1ng c\u0169ng h\u1ed7 tr\u1ee3 g\u1eedi th\u00f4ng b\u00e1o qua email \u0111\u1ebfn ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch khi xu\u1ea5t hi\u1ec7n bi\u1ebfn \u0111\u1ed9ng b\u1ea5t th\u01b0\u1eddng ho\u1eb7c ph\u1ea3n \u00e1nh m\u1edbi.<\/p>\n

L\u01b0u tr\u1eef l\u1ecbch s\u1eed hi\u1ec7n tr\u1ea1ng, h\u1ed7 tr\u1ee3 ki\u1ec3m tra v\u00e0 x\u00e1c minh
\n<\/strong><\/h2>\n

D\u1eef li\u1ec7u \u1ea3nh \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c theo khu v\u1ef1c, th\u1eddi gian v\u00e0 t\u1ecda \u0111\u1ed9, h\u00ecnh th\u00e0nh kho th\u00f4ng tin ph\u1ee5c v\u1ee5 tra c\u1ee9u l\u1ecbch s\u1eed s\u1eed d\u1ee5ng \u0111\u1ea5t. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 \u0111\u1ed1i chi\u1ebfu hi\u1ec7n tr\u1ea1ng qua nhi\u1ec1u th\u1eddi \u0111i\u1ec3m \u0111\u1ec3 l\u00e0m r\u00f5 qu\u00e1 tr\u00ecnh thay \u0111\u1ed5i t\u1ea1i m\u1ed9t v\u1ecb tr\u00ed c\u1ee5 th\u1ec3.<\/p>\n

B\u00ean c\u1ea1nh \u0111\u00f3, c\u00e1c c\u00f4ng c\u1ee5 \u0111o di\u1ec7n t\u00edch, chu vi v\u00e0 kho\u1ea3ng c\u00e1ch tr\u1ef1c ti\u1ebfp tr\u00ean b\u1ea3n \u0111\u1ed3 h\u1ed7 tr\u1ee3 c\u00e1n b\u1ed9 ph\u00e2n t\u00edch ph\u1ea1m vi bi\u1ebfn \u0111\u1ed9ng, chu\u1ea9n b\u1ecb th\u00f4ng tin cho c\u00f4ng t\u00e1c ki\u1ec3m tra, thanh tra v\u00e0 gi\u1ea3i quy\u1ebft tranh ch\u1ea5p.<\/p>\n

M\u1edf r\u1ed9ng gi\u00e1m s\u00e1t t\u00e0i nguy\u00ean v\u00e0 m\u00f4i tr\u01b0\u1eddng<\/strong><\/h2>\n

Ngo\u00e0i qu\u1ea3n l\u00fd \u0111\u1ea5t \u0111ai, h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 theo d\u00f5i bi\u1ebfn \u0111\u1ed9ng r\u1eebng, s\u00f4ng v\u00e0 \u0111\u1ea5t t\u1ef1 nhi\u00ean. C\u00e1c ch\u1ec9 s\u1ed1 ph\u00e2n t\u00edch \u1ea3nh nh\u01b0 NDVI v\u00e0 NBR \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 h\u1ed7 tr\u1ee3 \u0111\u00e1nh gi\u00e1 t\u00ecnh tr\u1ea1ng th\u1ef1c v\u1eadt, nh\u1eadn di\u1ec7n d\u1ea5u hi\u1ec7u suy gi\u1ea3m ho\u1eb7c \u1ea3nh h\u01b0\u1edfng do ch\u00e1y r\u1eebng.<\/p>\n

Kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch \u0111\u1ed9 che ph\u1ee7 c\u00e2y xanh cung c\u1ea5p th\u00eam th\u00f4ng tin ph\u1ee5c v\u1ee5 qu\u1ea3n l\u00fd m\u00f4i tr\u01b0\u1eddng v\u00e0 quy ho\u1ea1ch \u0111\u00f4 th\u1ecb, gi\u00fap c\u01a1 quan chuy\u00ean m\u00f4n l\u1ef1a ch\u1ecdn khu v\u1ef1c c\u1ea7n theo d\u00f5i, ki\u1ec3m tra.<\/p>\n

K\u1ebft n\u1ed1i ph\u1ea3n \u00e1nh c\u1ee7a ng\u01b0\u1eddi d\u00e2n v\u1edbi qu\u00e1 tr\u00ecnh x\u1eed l\u00fd
\n\"\"
\n<\/strong><\/h2>\n

Ng\u01b0\u1eddi d\u00e2n c\u00f3 th\u1ec3 g\u1eedi ph\u1ea3n \u00e1nh k\u00e8m v\u1ecb tr\u00ed GPS ho\u1eb7c l\u1ef1a ch\u1ecdn \u0111\u1ecba \u0111i\u1ec3m tr\u1ef1c ti\u1ebfp tr\u00ean b\u1ea3n \u0111\u1ed3. Th\u00f4ng tin \u0111\u01b0\u1ee3c g\u1eafn v\u1edbi v\u1ecb tr\u00ed c\u1ee5 th\u1ec3, gi\u00fap c\u01a1 quan ch\u1ee9c n\u0103ng thu\u1eadn ti\u1ec7n ti\u1ebfp nh\u1eadn, \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u v\u00e0 t\u1ed5 ch\u1ee9c x\u00e1c minh.<\/p>\n

Tr\u1ea1ng th\u00e1i gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt tr\u00ean h\u1ec7 th\u1ed1ng \u0111\u1ec3 ng\u01b0\u1eddi d\u00e2n theo d\u00f5i. \u0110\u1ed3ng th\u1eddi, c\u01a1 quan qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 ki\u1ec3m so\u00e1t ti\u1ebfn \u0111\u1ed9, h\u1ea1n ch\u1ebf b\u1ecf s\u00f3t v\u1ee5 vi\u1ec7c v\u00e0 theo d\u00f5i tr\u00e1ch nhi\u1ec7m x\u1eed l\u00fd.<\/p>\n

T\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 ch\u1ec9 \u0111\u1ea1o, \u0111i\u1ec1u h\u00e0nh<\/strong><\/h2>\n

M\u00e0n h\u00ecnh \u0111i\u1ec1u h\u00e0nh t\u1eadp trung (Dashboard) t\u1ed5ng h\u1ee3p th\u00f4ng tin v\u1ec1 bi\u1ebfn \u0111\u1ed9ng s\u1eed d\u1ee5ng \u0111\u1ea5t, c\u1ea3nh b\u00e1o v\u00e0 t\u00ecnh h\u00ecnh x\u1eed l\u00fd theo d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt tr\u00ean h\u1ec7 th\u1ed1ng. C\u00e1c bi\u1ec3u \u0111\u1ed3 th\u1ec3 hi\u1ec7n thay \u0111\u1ed5i di\u1ec7n t\u00edch \u0111\u1ea5t x\u00e2y d\u1ef1ng, \u0111\u1ea5t r\u1eebng, \u0111\u1ea5t n\u00f4ng nghi\u1ec7p theo th\u1eddi gian v\u00e0 \u0111\u1ecba b\u00e0n, h\u1ed7 tr\u1ee3 l\u00e3nh \u0111\u1ea1o n\u1eafm b\u1eaft t\u00ecnh h\u00ecnh.<\/p>\n

H\u1ec7 th\u1ed1ng cho ph\u00e9p xu\u1ea5t b\u00e1o c\u00e1o PDF, Excel; ph\u00e2n quy\u1ec1n theo c\u1ea5p qu\u1ea3n l\u00fd, \u0111\u01a1n v\u1ecb chuy\u00ean m\u00f4n v\u00e0 t\u1eebng l\u1edbp d\u1eef li\u1ec7u. Ki\u1ebfn tr\u00fac m\u1edf h\u1ed7 tr\u1ee3 k\u1ebft n\u1ed1i qua API v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ea5t \u0111ai, quy ho\u1ea1ch, d\u1ecbch v\u1ee5 c\u00f4ng v\u00e0 c\u00e1c n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u d\u00f9ng chung theo ph\u1ea1m vi tri\u1ec3n khai.<\/p>\n

V\u1edbi B\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch th\u00f4ng minh, c\u01a1 quan qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 t\u0103ng t\u00ednh ch\u1ee7 \u0111\u1ed9ng trong gi\u00e1m s\u00e1t \u0111\u1ea5t \u0111ai, t\u1eadp trung ngu\u1ed3n l\u1ef1c v\u00e0o nh\u1eefng khu v\u1ef1c c\u00f3 d\u1ea5u hi\u1ec7u b\u1ea5t th\u01b0\u1eddng v\u00e0 n\u00e2ng cao kh\u1ea3 n\u0103ng ph\u1ed1i h\u1ee3p x\u1eed l\u00fd. Gi\u1ea3i ph\u00e1p h\u01b0\u1edbng t\u1edbi quy tr\u00ecnh qu\u1ea3n l\u00fd d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, t\u1eeb theo d\u00f5i hi\u1ec7n tr\u1ea1ng, ph\u00e1t hi\u1ec7n bi\u1ebfn \u0111\u1ed9ng \u0111\u1ebfn x\u00e1c minh v\u00e0 t\u1ed5ng h\u1ee3p b\u00e1o c\u00e1o.<\/p>\n","protected":false},"excerpt":{"rendered":"

B\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch th\u00f4ng minh: Ch\u1ee7 \u0111\u1ed9ng gi\u00e1m s\u00e1t bi\u1ebfn \u0111\u1ed9ng \u0111\u1ea5t \u0111ai tr\u00ean n\u1ec1n t\u1ea3ng s\u1ed1 T\u00edch h\u1ee3p b\u1ea3n \u0111\u1ed3 GIS, d\u1eef li\u1ec7u \u1ea3nh v\u1ec7 tinh, \u1ea3nh t\u1eeb thi\u1ebft b\u1ecb bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i (UAV) v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, B\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch th\u00f4ng minh h\u1ed7 tr\u1ee3 c\u01a1 quan qu\u1ea3n l\u00fd \u0111\u1ed1i […]\n","protected":false},"author":1,"featured_media":267,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17,13],"tags":[],"class_list":["post-266","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-du-an-hanh-chinh-cong","category-thiet-ke-va-lap-trinh-website"],"_links":{"self":[{"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=\/wp\/v2\/posts\/266","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=266"}],"version-history":[{"count":3,"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=\/wp\/v2\/posts\/266\/revisions"}],"predecessor-version":[{"id":284,"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=\/wp\/v2\/posts\/266\/revisions\/284"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=\/wp\/v2\/media\/267"}],"wp:attachment":[{"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=266"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=266"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thuvienso.thaisonsoft.com.vn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=266"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}