{"id":7508,"date":"2026-05-19T17:17:11","date_gmt":"2026-05-19T10:17:11","guid":{"rendered":"https:\/\/chuyendoiso.haiphong.gov.vn\/?p=7508"},"modified":"2026-05-19T17:17:11","modified_gmt":"2026-05-19T10:17:11","slug":"nghien-cuu-thiet-ke-che-tao-he-thong-canh-bao-va-giam-sat-nguy-co-chay-som-ung-dung-tri-tue-nhan-tao-ap-dung-tai-cac-nha-xuong-tren-dia-ban-thanh-pho-hai-phong","status":"publish","type":"post","link":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/2026\/05\/19\/nghien-cuu-thiet-ke-che-tao-he-thong-canh-bao-va-giam-sat-nguy-co-chay-som-ung-dung-tri-tue-nhan-tao-ap-dung-tai-cac-nha-xuong-tren-dia-ban-thanh-pho-hai-phong\/","title":{"rendered":"Nghi\u00ean c\u1ee9u, thi\u1ebft k\u1ebf, ch\u1ebf t\u1ea1o h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o v\u00e0 gi\u00e1m s\u00e1t nguy c\u01a1 ch\u00e1y s\u1edbm, \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u00e1p d\u1ee5ng t\u1ea1i c\u00e1c nh\u00e0 x\u01b0\u1edfng tr\u00ean \u0111\u1ecba b\u00e0n th\u00e0nh ph\u1ed1 H\u1ea3i Ph\u00f2ng"},"content":{"rendered":"

S\u00e1ng 19\/5, S\u1edf Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 (KH&CN) th\u00e0nh ph\u1ed1 H\u1ea3i Ph\u00f2ng t\u1ed5 ch\u1ee9c H\u1ed9i \u0111\u1ed3ng t\u01b0 v\u1ea5n tuy\u1ec3n ch\u1ecdn th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 KH&CN c\u1ea5p th\u00e0nh ph\u1ed1 \u201cNghi\u00ean c\u1ee9u, thi\u1ebft k\u1ebf, ch\u1ebf t\u1ea1o h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o v\u00e0 gi\u00e1m s\u00e1t nguy c\u01a1 ch\u00e1y s\u1edbm, \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u00e1p d\u1ee5ng t\u1ea1i c\u00e1c nh\u00e0 x\u01b0\u1edfng tr\u00ean \u0111\u1ecba b\u00e0n th\u00e0nh ph\u1ed1 H\u1ea3i Ph\u00f2ng\u201d<\/em>. Nhi\u1ec7m v\u1ee5 do Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc H\u00e0ng h\u1ea3i Vi\u1ec7t Nam ch\u1ee7 tr\u00ec th\u1ef1c hi\u1ec7n. Ph\u00f3 Gi\u00e1m \u0111\u1ed1c S\u1edf KH&CN Ph\u1ea1m Th\u1ecb Sen Qu\u1ef3nh ch\u1ee7 tr\u00ec H\u1ed9i ngh\u1ecb.<\/strong><\/p>\n

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Ph\u00f3 Gi\u00e1m \u0111\u1ed1c S\u1edf KH&CN TP. H\u1ea3i Ph\u00f2ng Ph\u1ea1m Th\u1ecb Sen Qu\u1ef3nh ch\u1ee7 tr\u00ec H\u1ed9i ngh\u1ecb.<\/figcaption><\/figure>\n

\u0110\u1ec1 t\u00e0i do TS. Nguy\u1ec5n Thanh V\u00e2n l\u00e0m Ch\u1ee7 nhi\u1ec7m. V\u1edbi th\u1eddi gian th\u1ef1c hi\u1ec7n 18 th\u00e1ng, nh\u00f3m nghi\u00ean c\u1ee9u h\u01b0\u1edbng \u0111\u1ebfn c\u00e1c m\u1ee5c ti\u00eau: Nghi\u00ean c\u1ee9u, thi\u1ebft k\u1ebf v\u00e0 ch\u1ebf t\u1ea1o h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o nguy c\u01a1 ch\u00e1y s\u1edbm t\u00edch h\u1ee3p camera nhi\u1ec7t-c\u1ea3m bi\u1ebfn kh\u00ed camera gi\u00e1m s\u00e1t-AI; ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c d\u1ea5u hi\u1ec7u nguy c\u01a1 ch\u00e1y nh\u01b0: qu\u00e1 nhi\u1ec7t, tia l\u1eeda \u0111i\u1ec7n, kh\u00f3i nh\u1eb9, ng\u1ecdn l\u1eeda nh\u1ecf, kh\u00ed b\u1ea5t th\u01b0\u1eddng; x\u00e2y d\u1ef1ng ph\u1ea7n m\u1ec1m gi\u00e1m s\u00e1t, c\u1ea3nh b\u00e1o theo th\u1eddi gian th\u1ef1c v\u00e0 h\u1ed7 tr\u1ee3 theo d\u00f5i t\u1eeb xa; t\u1ea1o s\u1ea3n ph\u1ea9m m\u1eabu c\u00f3 kh\u1ea3 n\u0103ng th\u1eed nghi\u1ec7m trong ph\u00f2ng th\u00ed nghi\u1ec7m v\u00e0 t\u1ea1i ph\u00e2n x\u01b0\u1edfng s\u1ea3n xu\u1ea5t.<\/p>\n

\u0110\u1ec3 th\u1ef1c hi\u1ec7n m\u1ee5c ti\u00eau \u0111\u00f3, nh\u00f3m s\u1ebd tri\u1ec3n khai nhi\u1ec1u n\u1ed9i dung nghi\u00ean c\u1ee9u. V\u1edbi ph\u1ea7n t\u1ed5ng quan v\u1ec1 c\u01a1 s\u1edf ph\u00e1p l\u00fd – k\u1ef9 thu\u1eadt, nh\u00f3m s\u1ebd th\u1ef1c hi\u1ec7n nghi\u00ean c\u1ee9u h\u1ec7 th\u1ed1ng b\u00e1o ch\u00e1y c\u00f4ng nghi\u1ec7p, b\u00e1o ch\u00e1y t\u1ef1 \u0111\u1ed9ng v\u00e0 truy\u1ec1n tin b\u00e1o ch\u00e1y; ph\u00e2n t\u00edch c\u00e1c quy \u0111\u1ecbnh, ti\u00eau chu\u1ea9n li\u00ean quan. V\u1edbi ph\u1ea7n x\u00e2y d\u1ef1ng c\u1ea5u tr\u00fac h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o nguy c\u01a1 ch\u00e1y s\u1edbm, nh\u00f3m \u0111\u1ec1 xu\u1ea5t m\u00f4 h\u00ecnh t\u00edch h\u1ee3p: camera nhi\u1ec7t, camera RGB, c\u1ea3m bi\u1ebfn kh\u00ed d\u1ec5 ch\u00e1y, AI, SCADA; thi\u1ebft k\u1ebf c\u1ea5u tr\u00fac nhi\u1ec1u v\u00f9ng gi\u00e1m s\u00e1t, m\u1ed7i v\u00f9ng c\u00f3 camera c\u1ed1 \u0111\u1ecbnh, camera nhi\u1ec7t v\u00e0 c\u1ea3m bi\u1ebfn kh\u00ed d\u1ec5 ch\u00e1y.<\/p>\n

V\u1edbi n\u1ed9i dung ph\u00e1t tri\u1ec3n thu\u1eadt to\u00e1n ph\u00e1t hi\u1ec7n v\u00e0 c\u1ea3nh b\u00e1o s\u1edbm, nh\u00f3m s\u1ebd tri\u1ec3n khai c\u00e1c c\u00f4ng vi\u1ec7c nh\u01b0: x\u1eed l\u00fd \u1ea3nh nhi\u1ec7t \u0111\u1ec3 ph\u00e1t hi\u1ec7n \u0111i\u1ec3m n\u00f3ng, qu\u00e1 nhi\u1ec7t c\u1ee5c b\u1ed9; \u1ee9ng d\u1ee5ng AI nh\u1eadn d\u1ea1ng kh\u00f3i, l\u1eeda, tia l\u1eeda \u0111i\u1ec7n; gi\u00e1m s\u00e1t c\u00e1c kh\u00ed d\u1ec5 ch\u00e1y v\u00e0 c\u00e1c th\u00f4ng s\u1ed1 m\u00f4i tr\u01b0\u1eddng; k\u1ebft h\u1ee3p d\u1eef li\u1ec7u \u0111a ngu\u1ed3n \u0111\u1ec3 ph\u00e2n lo\u1ea1i m\u1ee9c nguy c\u01a1 v\u00e0 gi\u1ea3m b\u00e1o \u0111\u1ed9ng gi\u1ea3. V\u1edbi n\u1ed9i dung thi\u1ebft k\u1ebf, ch\u1ebf t\u1ea1o v\u00e0 t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng, nh\u00f3m s\u1ebd tri\u1ec3n khai thi\u1ebft k\u1ebf ph\u1ea7n c\u1ee9ng thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb camera v\u00e0 c\u1ea3m bi\u1ebfn kh\u00ed; x\u00e2y d\u1ef1ng ph\u1ea7n m\u1ec1m gi\u00e1m s\u00e1t, c\u1ea3nh b\u00e1o v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u. V\u1edbi n\u1ed9i dung th\u1eed nghi\u1ec7m, \u0111\u00e1nh gi\u00e1 v\u00e0 ho\u00e0n thi\u1ec7n \u0111\u1ec1 t\u00e0i, nh\u00f3m s\u1ebd ti\u1ebfn h\u00e0nh th\u1eed nghi\u1ec7m v\u1edbi c\u00e1c k\u1ecbch b\u1ea3n nh\u01b0: qu\u00e1 nhi\u1ec7t, kh\u00f3i nh\u1eb9, l\u1eeda nh\u1ecf, r\u00f2 r\u00ec kh\u00ed d\u1ec5 ch\u00e1y; \u0111\u00e1nh gi\u00e1 th\u1eddi gian ph\u00e1t hi\u1ec7n, \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ea3nh b\u00e1o, kh\u1ea3 n\u0103ng gi\u1ea3m b\u00e1o \u0111\u1ed9ng gi\u1ea3; hi\u1ec7u ch\u1ec9nh v\u00e0 ho\u00e0n thi\u1ec7n h\u1ec7 th\u1ed1ng tr\u01b0\u1edbc khi \u0111\u1ec1 xu\u1ea5t \u1ee9ng d\u1ee5ng t\u1ea1i c\u00e1c x\u01b0\u1edfng s\u1ea3n xu\u1ea5t.<\/p>\n

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\u0110\u1ea1i di\u1ec7n nh\u00f3m nghi\u00ean c\u1ee9u thuy\u1ebft minh v\u1ec1 \u0111\u1ec1 t\u00e0i<\/figcaption><\/figure>\n

Sau khi nghe \u0111\u1ea1i di\u1ec7n nh\u00f3m nghi\u00ean c\u1ee9u thuy\u1ebft minh v\u1ec1 \u0111\u1ec1 t\u00e0i, c\u00e1c th\u00e0nh vi\u00ean H\u1ed9i \u0111\u1ed3ng \u0111\u00e1nh gi\u00e1 \u0111\u00e2y l\u00e0 m\u1ed9t \u0111\u1ec1 t\u00e0i mang t\u00ednh \u1ee9ng d\u1ee5ng cao, c\u1ea7n thi\u1ebft tri\u1ec3n khai th\u1ef1c hi\u1ec7n. B\u00ean c\u1ea1nh \u0111\u00f3, H\u1ed9i \u0111\u1ed3ng \u0111\u00e3 \u0111\u01b0a ra nhi\u1ec1u \u00fd ki\u1ebfn g\u00f3p \u00fd \u0111\u1ed1i v\u1edbi nh\u00f3m t\u00e1c gi\u1ea3 nh\u1eb1m gi\u00fap cho \u0111\u1ec1 t\u00e0i \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 th\u1ef1c ti\u1ec5n \u0111\u1ec1 ra. C\u00e1c \u00fd ki\u1ebfn cho r\u1eb1ng c\u1ea7n l\u00e0m r\u00f5 h\u01a1n m\u1ee5c ti\u00eau c\u1ee7a \u0111\u1ec1 t\u00e0i c\u0169ng nh\u01b0: c\u00e1c n\u1ed9i dung nghi\u00ean c\u1ee9u nh\u1eb1m b\u1ea3o \u0111\u1ea3m gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n, kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng c\u1ee7a \u0111\u1ec1 t\u00e0i sau khi \u0111\u01b0\u1ee3c nghi\u1ec7m thu. L\u00e0m r\u00f5 h\u01a1n nh\u1eefng n\u1ed9i h\u00e0m li\u00ean quan (c\u1ea3nh b\u00e1o, gi\u00e1m s\u00e1t, nguy c\u01a1 ch\u00e1y\u2026) v\u00e0 nh\u1eefng khu v\u1ef1c m\u00e0 nh\u00f3m l\u1ef1a ch\u1ecdn \u0111\u1ec3 tri\u1ec3n khai \u0111\u1ec1 t\u00e0i nghi\u00ean c\u1ee9u. L\u00e0m r\u00f5 h\u01a1n t\u00ednh m\u1edbi c\u1ee7a \u0111\u1ec1 t\u00e0i n\u00e0y tr\u00ean c\u01a1 s\u1edf \u0111\u1ed1i s\u00e1nh v\u1edbi c\u00e1c nghi\u00ean c\u1ee9u, c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u01b0\u1edbc \u0111\u00e2y v\u00e0 th\u1ef1c tr\u1ea1ng c\u00f4ng t\u00e1c c\u1ea3nh b\u00e1o ch\u00e1y t\u1ea1i c\u00e1c khu v\u1ef1c nh\u00e0 x\u01b0\u1edfng s\u1ea3n xu\u1ea5t tr\u00ean \u0111\u1ecba b\u00e0n th\u00e0nh ph\u1ed1. B\u1ed5 sung th\u00eam nh\u1eefng th\u00f4ng s\u1ed1, ch\u1ec9 s\u1ed1 k\u1ef9 thu\u1eadt li\u00ean quan\u2026 c\u00f9ng nhi\u1ec1u \u00fd ki\u1ebfn kh\u00e1c v\u1ec1 n\u1ed9i dung, ph\u01b0\u01a1ng ph\u00e1p nghi\u00ean c\u1ee9u c\u0169ng nh\u01b0 h\u01b0\u1edbng ti\u1ebfp c\u1eadn c\u1ee7a \u0111\u1ec1 t\u00e0i.<\/p>\n

\u0110\u1ec1 t\u00e0i \u0111\u01b0\u1ee3c H\u1ed9i \u0111\u1ed3ng nh\u1ea5t tr\u00ed th\u00f4ng qua. Sau khi ti\u1ebfp thu c\u00e1c \u00fd ki\u1ebfn c\u1ee7a H\u1ed9i \u0111\u1ed3ng t\u01b0 v\u1ea5n, nh\u00f3m nghi\u00ean c\u1ee9u s\u1ebd ch\u1ec9nh s\u1eeda, b\u1ed5 sung n\u1ed9i dung thuy\u1ebft minh \u0110\u1ec1 t\u00e0i, g\u1eedi v\u1ec1 S\u1edf KH&CN th\u1ea9m \u0111\u1ecbnh, sau \u0111\u00f3 tr\u00ecnh \u1ee6y ban nh\u00e2n d\u00e2n th\u00e0nh ph\u1ed1 ph\u00ea duy\u1ec7t \u0111\u1ec3 tri\u1ec3n khai th\u1ef1c hi\u1ec7n.\/.<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Kh\u00e1nh Chi<\/em><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"

S\u00e1ng 19\/5, S\u1edf Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 (KH&CN) th\u00e0nh ph\u1ed1 H\u1ea3i Ph\u00f2ng t\u1ed5 ch\u1ee9c H\u1ed9i \u0111\u1ed3ng t\u01b0 v\u1ea5n tuy\u1ec3n ch\u1ecdn th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 KH&CN c\u1ea5p th\u00e0nh ph\u1ed1 \u201cNghi\u00ean c\u1ee9u, thi\u1ebft k\u1ebf, ch\u1ebf t\u1ea1o h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o v\u00e0 gi\u00e1m s\u00e1t nguy c\u01a1 ch\u00e1y s\u1edbm, \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u00e1p d\u1ee5ng t\u1ea1i […]<\/p>\n","protected":false},"author":6,"featured_media":7510,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"tdm_status":"","tdm_grid_status":"","footnotes":""},"categories":[13],"tags":[],"class_list":["post-7508","post","type-post","status-publish","format-standard","has-post-thumbnail","category-tin-tuc"],"_links":{"self":[{"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/posts\/7508","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/comments?post=7508"}],"version-history":[{"count":1,"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/posts\/7508\/revisions"}],"predecessor-version":[{"id":7511,"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/posts\/7508\/revisions\/7511"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/media\/7510"}],"wp:attachment":[{"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/media?parent=7508"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/categories?post=7508"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chuyendoiso.haiphong.gov.vn\/index.php\/wp-json\/wp\/v2\/tags?post=7508"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}