{"id":39254,"date":"2026-06-25T18:23:38","date_gmt":"2026-06-25T11:23:38","guid":{"rendered":"https:\/\/asia-vn.edu.vn\/?p=39254"},"modified":"2026-06-25T18:23:38","modified_gmt":"2026-06-25T11:23:38","slug":"sv-asia-vietnam-thu-nghiem-du-an-smart-parking","status":"publish","type":"post","link":"https:\/\/asia-vn.edu.vn\/en\/sv-asia-vietnam-thu-nghiem-du-an-smart-parking\/","title":{"rendered":"Sinh vi\u00ean Asia Vietnam th\u1eed nghi\u1ec7m d\u1ef1 \u00e1n \u201cSmart Parking\u201d, nh\u1eadn di\u1ec7n bi\u1ec3n s\u1ed1 b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o"},"content":{"rendered":"

T\u1eeb nh\u1eefng t\u00ecnh hu\u1ed1ng quen thu\u1ed9c \u0111\u00f3, nh\u00f3m sinh vi\u00ean ng\u00e0nh Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Asia Vietnam \u0111\u00e3 l\u1ef1a ch\u1ecdn ph\u00e1t tri\u1ec3n \u201cSmart Parking\u201d, m\u1ed9t d\u1ef1 \u00e1n qu\u1ea3n l\u00fd b\u00e3i \u0111\u1ed7 xe \u1ee9ng d\u1ee5ng AI (Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o) \u0111\u1ec3 nh\u1eadn di\u1ec7n bi\u1ec3n s\u1ed1 v\u00e0 h\u1ed7 tr\u1ee3 s\u1ed1 h\u00f3a quy tr\u00ecnh v\u1eadn h\u00e0nh. D\u1ef1 \u00e1n \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y trong b\u00e0i b\u00e1o c\u00e1o gi\u1eefa k\u1ef3 c\u1ee7a h\u1ecdc ph\u1ea7n \u201cIntroduction to AI\u201d (Nh\u1eadp m\u00f4n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o), do th\u1ea7y Nguy\u1ec5n Huy To\u00e1n gi\u1ea3ng d\u1ea1y.<\/span><\/p>\n

T\u1eeb v\u00e9 gi\u1ea5y \u0111\u1ebfn \u00fd t\u01b0\u1edfng x\u00e2y d\u1ef1ng b\u00e3i \u0111\u1ed7 xe th\u00f4ng minh<\/b><\/span><\/p>\n

Theo chia s\u1ebb c\u1ee7a nh\u00f3m, nhi\u1ec1u b\u00e3i \u0111\u1ed7 xe hi\u1ec7n v\u1eabn s\u1eed d\u1ee5ng v\u00e9 gi\u1ea5y v\u00e0 thao t\u00e1c ghi nh\u1eadn th\u1ee7 c\u00f4ng. Quy tr\u00ecnh n\u00e0y c\u00f3 th\u1ec3 m\u1ea5t kho\u1ea3ng 30 – 60 gi\u00e2y cho m\u1ed7i ph\u01b0\u01a1ng ti\u1ec7n, \u0111\u1eb7c bi\u1ec7t d\u1ec5 t\u1ea1o \u00e1p l\u1ef1c v\u00e0o gi\u1edd cao \u0111i\u1ec3m. B\u00ean c\u1ea1nh t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd, vi\u1ec7c \u0111\u1ecdc sai bi\u1ec3n s\u1ed1 ho\u1eb7c l\u00e0m m\u1ea5t v\u00e9 gi\u1ea5y c\u0169ng c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn doanh thu, an ninh v\u00e0 tr\u1ea3i nghi\u1ec7m c\u1ee7a ng\u01b0\u1eddi g\u1eedi xe.<\/span><\/p>\n

\u201cSmart Parking\u201d \u0111\u01b0\u1ee3c nh\u00f3m ph\u00e1t tri\u1ec3n v\u1edbi m\u1ee5c ti\u00eau thay th\u1ebf m\u1ed9t ph\u1ea7n quy tr\u00ecnh v\u00e9 gi\u1ea5y b\u1eb1ng \u1ee9ng d\u1ee5ng s\u1ed1. Gi\u1ea3i ph\u00e1p h\u01b0\u1edbng t\u1edbi vi\u1ec7c qu\u00e9t bi\u1ec3n s\u1ed1, ghi nh\u1eadn th\u1eddi gian v\u00e0o b\u00e3i, \u0111\u1ed1i chi\u1ebfu khi xe ra – v\u00e0o v\u00e0 h\u1ed7 tr\u1ee3 t\u00ednh ph\u00ed t\u1ef1 \u0111\u1ed9ng. C\u00e1c b\u1ea1n sinh vi\u00ean k\u1ef3 v\u1ecdng th\u1eddi gian x\u1eed l\u00fd c\u00f3 th\u1ec3 r\u00fat ng\u1eafn xu\u1ed1ng d\u01b0\u1edbi 3 gi\u00e2y trong \u0111i\u1ec1u ki\u1ec7n th\u1eed nghi\u1ec7m, \u0111\u1ed3ng th\u1eddi gi\u1ea3m thao t\u00e1c ghi v\u00e9 th\u1ee7 c\u00f4ng.<\/span><\/p>\n

B\u00f9i T\u1ea5n Sang – Sinh vi\u00ean ng\u00e0nh Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Asia Vietnam cho bi\u1ebft:<\/span> \u201c\u0110i\u1ec1u em t\u1ef1 h\u00e0o nh\u1ea5t trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n d\u1ef1 \u00e1n l\u00e0 \u0111\u00e3 ph\u00e1t tri\u1ec3n ra m\u1ed9t gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd b\u00e3i \u0111\u1ed7 xe th\u1ef1c t\u1ebf, gi\u00fap c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh v\u00e0 gi\u1ea3m sai s\u00f3t c\u1ee7a con ng\u01b0\u1eddi\u201d, <\/span><\/i>Sang chia s\u1ebb.<\/span><\/p>\n

Ch\u1ecdn b\u00e3i \u0111\u1ed7 xe l\u00e0m \u0111\u1ec1 t\u00e0i c\u0169ng khi\u1ebfn c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m bi\u1ebft c\u00e1ch \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o theo c\u00e1ch c\u1ee5 th\u1ec3 h\u01a1n. C\u00f4ng ngh\u1ec7 kh\u00f4ng ch\u1ec9 c\u1ea7n nh\u1eadn di\u1ec7n \u0111\u00fang, m\u00e0 c\u00f2n ph\u1ea3i tr\u1ea3 k\u1ebft qu\u1ea3 \u0111\u1ee7 nhanh, d\u1ec5 d\u00f9ng v\u1edbi ng\u01b0\u1eddi v\u1eadn h\u00e0nh v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi m\u00f4i tr\u01b0\u1eddng c\u00f3 th\u1ec3 thi\u1ebfu k\u1ebft n\u1ed1i m\u1ea1ng nh\u01b0 t\u1ea7ng h\u1ea7m g\u1eedi xe.<\/span><\/p>\n

\"Sinh
Sinh vi\u00ean ng\u00e0nh Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Asia Vietnam gi\u1edbi thi\u1ec7u v\u1ec1 gi\u1ea3i ph\u00e1p \u201cSmart Parking\u201d tr\u01b0\u1edbc gi\u1ea3ng vi\u00ean v\u00e0 c\u00e1c b\u1ea1n h\u1ecdc<\/figcaption><\/figure>\n

Quy tr\u00ecnh \u1ee9ng d\u1ee5ng AI v\u00e0o qu\u1ea3n l\u00fd b\u00e3i \u0111\u1ed7 xe nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/span><\/p>\n

Trong b\u1ea3n th\u1eed nghi\u1ec7m, c\u00e1c b\u1ea1n sinh vi\u00ean \u0111\u00e3 x\u00e2y d\u1ef1ng quy tr\u00ecnh b\u00e3i xe theo c\u00e1c b\u01b0\u1edbc ch\u00ednh. Khi xe v\u00e0o b\u00e3i, h\u1ec7 th\u1ed1ng ch\u1ee5p v\u00e0 qu\u00e9t bi\u1ec3n s\u1ed1, sau \u0111\u00f3 ghi nh\u1eadn th\u1eddi gian v\u00e0o. Khi xe ra, h\u1ec7 th\u1ed1ng qu\u00e9t l\u1ea1i bi\u1ec3n s\u1ed1 \u0111\u1ec3 \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u v\u00e0 h\u1ed7 tr\u1ee3 t\u00ednh ph\u00ed. Ngo\u00e0i hai lu\u1ed3ng ch\u00ednh l\u00e0 xe v\u00e0o v\u00e0 xe ra, \u1ee9ng d\u1ee5ng c\u00f2n \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u01b0\u1edbng c\u00f3 ch\u1ee9c n\u0103ng qu\u1ea3n l\u00fd kh\u00e1ch h\u00e0ng th\u00e1ng, l\u01b0u l\u1ecbch s\u1eed ph\u01b0\u01a1ng ti\u1ec7n v\u00e0 theo d\u00f5i doanh thu theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n

\u0110i\u1ec3m c\u1ed1t l\u00f5i c\u1ee7a \u201cSmart Parking\u201d n\u1eb1m \u1edf kh\u1ea3 n\u0103ng chuy\u1ec3n th\u00f4ng tin t\u1eeb h\u00ecnh \u1ea3nh bi\u1ec3n s\u1ed1 th\u00e0nh d\u1eef li\u1ec7u c\u00f3 th\u1ec3 x\u1eed l\u00fd trong h\u1ec7 th\u1ed1ng. \u1ee8ng d\u1ee5ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 qu\u00e9t bi\u1ec3n s\u1ed1 khi xe v\u00e0o, l\u01b0u th\u1eddi gian g\u1eedi xe v\u00e0 \u0111\u1ed1i chi\u1ebfu l\u1ea1i khi xe ra.\u00a0<\/span><\/p>\n

\u201cCh\u00fang em s\u1eed d\u1ee5ng YOLOv9 (m\u00f4 h\u00ecnh AI d\u00f9ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng trong h\u00ecnh \u1ea3nh) v\u00e0 OCR (c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc) \u0111\u1ec3 nh\u1eadn di\u1ec7n bi\u1ec3n s\u1ed1 xe, t\u1eeb \u0111\u00f3 gi\u1ea3m th\u1eddi gian x\u1eed l\u00fd v\u00e0 gi\u1ea3m c\u00e1c thao t\u00e1c ghi v\u00e9 th\u1ee7 c\u00f4ng<\/span><\/i>\u201d, Nguy\u1ec5n Tr\u1ea7n Cao Phong – Sinh vi\u00ean ng\u00e0nh Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Asia Vietnam cho bi\u1ebft.<\/span><\/p>\n

\u0110\u1eb7c bi\u1ec7t, nh\u00f3m kh\u00f4ng ch\u1ec9 th\u1eed nghi\u1ec7m ph\u1ea7n nh\u1eadn di\u1ec7n bi\u1ec3n s\u1ed1 ri\u00eang l\u1ebb, m\u00e0 c\u00f2n \u0111\u01b0a t\u00ednh n\u0103ng n\u00e0y v\u00e0o m\u1ed9t \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 d\u00f9ng tr\u00ean \u0111i\u1ec7n tho\u1ea1i Android. \u1ee8ng d\u1ee5ng c\u00f3 giao di\u1ec7n \u0111\u1ec3 ng\u01b0\u1eddi v\u1eadn h\u00e0nh thao t\u00e1c, c\u00f3 ph\u1ea7n x\u1eed l\u00fd d\u1eef li\u1ec7u bi\u1ec3n s\u1ed1 v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng l\u01b0u th\u00f4ng tin ngay tr\u00ean thi\u1ebft b\u1ecb, gi\u00fap h\u1ec7 th\u1ed1ng v\u1eabn c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng khi kh\u00f4ng c\u00f3 k\u1ebft n\u1ed1i Internet.<\/span><\/p>\n

Chi ti\u1ebft ho\u1ea1t \u0111\u1ed9ng khi kh\u00f4ng c\u00f3 m\u1ea1ng l\u00e0 m\u1ed9t \u0111i\u1ec3m \u1ea5n t\u01b0\u1ee3ng c\u1ee7a d\u1ef1 \u00e1n. V\u1edbi b\u00e3i xe t\u1ea7ng h\u1ea7m, k\u1ebft n\u1ed1i Internet kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng \u1ed5n \u0111\u1ecbnh. V\u00ec v\u1eady, vi\u1ec7c thi\u1ebft k\u1ebf c\u01a1 ch\u1ebf l\u01b0u d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 cho th\u1ea5y nh\u00f3m ngo\u00e0i t\u1eadp trung v\u00e0o t\u00ednh n\u0103ng nh\u1eadn di\u1ec7n bi\u1ec3n s\u1ed1, c\u00f2n b\u1eaft \u0111\u1ea7u t\u00ednh \u0111\u1ebfn \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf c\u1ee7a \u1ee9ng d\u1ee5ng.<\/span><\/p>\n

Sau d\u1ef1 \u00e1n, sinh vi\u00ean bi\u1ebfn \u00fd t\u01b0\u1edfng AI th\u00e0nh s\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf<\/b><\/span><\/p>\n

V\u1edbi c\u00e1c b\u1ea1n sinh vi\u00ean, b\u00e0i b\u00e1o c\u00e1o gi\u1eefa k\u1ef3 l\u00e0 c\u01a1 h\u1ed9i \u0111\u1ec3 nh\u00ecn l\u1ea1i qu\u00e1 tr\u00ecnh \u0111\u01b0a m\u1ed9t \u00fd t\u01b0\u1edfng c\u00f4ng ngh\u1ec7 th\u00e0nh b\u1ea3n th\u1eed nghi\u1ec7m c\u00f3 kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf. T\u1eeb m\u1ed9t b\u00e0i to\u00e1n quen thu\u1ed9c trong \u0111\u1eddi s\u1ed1ng, nh\u00f3m ph\u1ea3i x\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1 c\u1ea7n gi\u1ea3i quy\u1ebft, l\u1ef1a ch\u1ecdn c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p, ph\u00e2n chia vai tr\u00f2 trong nh\u00f3m v\u00e0 tr\u00ecnh b\u00e0y gi\u1ea3i ph\u00e1p tr\u01b0\u1edbc gi\u1ea3ng vi\u00ean, b\u1ea1n h\u1ecdc.<\/span><\/p>\n

Theo th\u1ea7y Nguy\u1ec5n Huy To\u00e1n – Gi\u1ea3ng vi\u00ean h\u1ecdc ph\u1ea7n \u201cIntroduction to AI\u201d, m\u1ee5c ti\u00eau c\u1ee7a h\u1ecdc ph\u1ea7n l\u00e0 gi\u00fap sinh vi\u00ean ti\u1ebfp c\u1eadn c\u00e1c kh\u00e1i ni\u1ec7m n\u1ec1n t\u1ea3ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u0111\u1ed3ng th\u1eddi hi\u1ec3u c\u00e1ch AI \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong \u0111\u1eddi s\u1ed1ng. V\u1edbi ph\u1ea7n b\u00e1o c\u00e1o gi\u1eefa k\u1ef3, ng\u01b0\u1eddi h\u1ecdc \u0111\u00e3 b\u01b0\u1edbc \u0111\u1ea7u th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng t\u01b0 duy theo quy tr\u00ecnh c\u1ee7a m\u1ed9t d\u1ef1 \u00e1n c\u00f4ng ngh\u1ec7.<\/span><\/p>\n

\u201cC\u00e1c em \u0111\u00e3 cho th\u1ea5y s\u1ef1 hi\u1ec3u bi\u1ebft v\u1ec1 v\u00f2ng \u0111\u1eddi ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m, \u0111\u00e2y l\u00e0 b\u01b0\u1edbc \u0111i \u0111\u1ea7u ti\u00ean tr\u00ean con \u0111\u01b0\u1eddng tr\u1edf th\u00e0nh k\u1ef9 s\u01b0 AI ho\u1eb7c nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m\u201d, <\/span><\/i>th\u1ea7y To\u00e1n nh\u1eadn \u0111\u1ecbnh.<\/span><\/p>\n

T\u1eeb g\u00f3c \u0111\u1ed9 \u0111\u00e0o t\u1ea1o, c\u00e1c d\u1ef1 \u00e1n c\u1ee7a sinh vi\u00ean gi\u00fap c\u00e1c em r\u00e8n luy\u1ec7n t\u01b0 duy s\u1ea3n ph\u1ea9m, k\u1ef9 n\u0103ng l\u00e0m vi\u1ec7c nh\u00f3m, kh\u1ea3 n\u0103ng tr\u00ecnh b\u00e0y gi\u1ea3i ph\u00e1p v\u00e0 th\u00e1i \u0111\u1ed9 nh\u00ecn nh\u1eadn th\u1ef1c t\u1ebf h\u01a1n v\u1ec1 vi\u1ec7c ph\u00e1t tri\u1ec3n m\u1ed9t s\u1ea3n ph\u1ea9m \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

T\u1ea1i nhi\u1ec1u b\u00e3i \u0111\u1ed7 xe hi\u1ec7n nay, quy tr\u00ecnh ghi v\u00e9 v\u00e0 \u0111\u1ed1i chi\u1ebfu ph\u01b0\u01a1ng ti\u1ec7n v\u1eabn \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u1ee7 c\u00f4ng. C\u00e1ch v\u1eadn h\u00e0nh n\u00e0y k\u00e9o d\u00e0i th\u1eddi gian x\u1eed l\u00fd, \u0111\u1eb7c bi\u1ec7t v\u00e0o gi\u1edd cao \u0111i\u1ec3m, \u0111\u1ed3ng th\u1eddi ti\u1ec1m \u1ea9n nguy c\u01a1 sai s\u00f3t khi ghi nh\u1eadn bi\u1ec3n s\u1ed1, th\u1ea5t l\u1ea1c v\u00e9 v\u00e0 g\u00e2y kh\u00f3 kh\u0103n cho c\u00f4ng t\u00e1c qu\u1ea3n l\u00fd.<\/span><\/p>\n","protected":false},"author":4,"featured_media":39256,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17,1],"tags":[460,512],"class_list":["post-39254","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc-chung","category-tin-tuc","tag-sinh-vien-asia-vietnam","tag-smart-parking","post_format-post-format-0"],"_links":{"self":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts\/39254","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/comments?post=39254"}],"version-history":[{"count":0,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts\/39254\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/media\/39256"}],"wp:attachment":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=39254"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=39254"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=39254"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}