{"id":27475,"date":"2020-12-03T15:56:00","date_gmt":"2020-12-03T08:56:00","guid":{"rendered":"https:\/\/ttud.com.vn\/?p=27475"},"modified":"2021-11-09T22:54:25","modified_gmt":"2021-11-09T15:54:25","slug":"cong-cu-may-hoc-moi-theo-doi-tac-nghen-giao-thong-do-thi","status":"publish","type":"post","link":"https:\/\/casta.ttud.com.vn\/index.php\/cong-cu-may-hoc-moi-theo-doi-tac-nghen-giao-thong-do-thi\/","title":{"rendered":"C\u00f4ng c\u1ee5 m\u00e1y h\u1ecdc m\u1edbi theo d\u00f5i t\u1eafc ngh\u1ebdn giao th\u00f4ng \u0111\u00f4 th\u1ecb"},"content":{"rendered":"\n

M\u1ed9t thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc m\u1edbi \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 gi\u00fap c\u00e1c nh\u00e0 ph\u00e2n t\u00edch giao th\u00f4ng v\u1eadn t\u1ea3i \u0111\u00f4 th\u1ecb gi\u1ea3i t\u1ecfa c\u00e1c n\u00fat th\u1eaft c\u1ed5 chai v\u00e0 \u0111i\u1ec3m th\u01b0\u1eddng g\u00e2y t\u1eafc ngh\u1ebdn giao th\u00f4ng th\u00e0nh ph\u1ed1.<\/p>\n\n\n\n

\"\"\/<\/figure><\/div>\n\n\n\n

C\u00f4ng c\u1ee5, c\u00f3 t\u00ean l\u00e0 TranSEC, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1ea1i Ph\u00f2ng th\u00ed nghi\u1ec7m Qu\u1ed1c gia T\u00e2y B\u1eafc Th\u00e1i B\u00ecnh D\u01b0\u01a1ng tr\u1ef1c thu\u1ed9c B\u1ed9 N\u0103ng l\u01b0\u1ee3ng Hoa K\u1ef3 nh\u1eb1m gi\u00fap c\u00e1c k\u1ef9 s\u01b0 giao th\u00f4ng \u0111\u00f4 th\u1ecb ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c c\u00e1c th\u00f4ng tin h\u1eefu \u00edch v\u1ec1 c\u00e1c ki\u1ec3u giao th\u00f4ng trong th\u00e0nh ph\u1ed1 c\u1ee7a h\u1ecd.<\/p>\n\n\n\n

Hi\u1ec7n nay, th\u00f4ng tin giao th\u00f4ng c\u00f4ng c\u1ed9ng \u1edf c\u1ea5p \u0111\u01b0\u1eddng ph\u1ed1 c\u00f2n th\u01b0a th\u1edbt v\u00e0 kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7. C\u00e1c k\u1ef9 s\u01b0 giao th\u00f4ng n\u00f3i chung \u0111\u00e3 d\u1ef1a v\u00e0o s\u1ed1 l\u01b0\u1ee3ng giao th\u00f4ng c\u00f4 l\u1eadp, th\u1ed1ng k\u00ea c\u00e1c va ch\u1ea1m v\u00e0 d\u1eef li\u1ec7u t\u1ed1c \u0111\u1ed9 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh t\u00ecnh tr\u1ea1ng \u0111\u01b0\u1eddng giao th\u00f4ng. C\u00f4ng c\u1ee5 m\u1edbi s\u1eed d\u1ee5ng b\u1ed9 d\u1eef li\u1ec7u giao th\u00f4ng \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb c\u00e1c l\u00e1i xe UBER v\u00e0 d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn giao th\u00f4ng c\u00f4ng c\u1ed9ng kh\u00e1c \u0111\u1ec3 l\u1eadp b\u1ea3n \u0111\u1ed3 l\u01b0u l\u01b0\u1ee3ng giao th\u00f4ng \u1edf c\u1ea5p \u0111\u01b0\u1eddng ph\u1ed1 theo th\u1eddi gian. N\u00f3 t\u1ea1o ra m\u1ed9t b\u1ee9c tranh to\u00e0n c\u1ea3nh v\u1ec1 giao th\u00f4ng th\u00e0nh ph\u1ed1 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 m\u00e1y h\u1ecdc v\u00e0 c\u00e1c ngu\u1ed3n m\u00e1y t\u00ednh c\u00f3 s\u1eb5n t\u1ea1i ph\u00f2ng th\u00ed nghi\u1ec7m qu\u1ed1c gia.<\/p>\n\n\n\n

Arif Khan, m\u1ed9t nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh PNNL, ng\u01b0\u1eddi \u0111\u00e3 h\u1ed7 tr\u1ee3 ph\u00e1t tri\u1ec3n TranSEC, cho bi\u1ebft: \u201c\u0110i\u1ec3m m\u1edbi c\u1ee7a thi\u1ebft b\u1ecb l\u00e0 kh\u1ea3 n\u0103ng \u01b0\u1edbc t\u00ednh l\u01b0u l\u01b0\u01a1ng giao th\u00f4ng c\u1ea5p \u0111\u01b0\u1eddng ph\u1ed1 tr\u00ean m\u1ed9t khu v\u1ef1c \u0111\u00f4 th\u1ecb l\u1edbn. V\u00e0 kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng \u1edf m\u1ed9t khu v\u1ef1c th\u00e0nh ph\u1ed1 l\u1edbn c\u1ee5 th\u1ec3, c\u00f4ng c\u1ee5 n\u00e0y c\u00f3 t\u00ednh di \u0111\u1ed9ng v\u00e0 c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng cho b\u1ea5t k\u1ef3 khu v\u1ef1c \u0111\u00f4 th\u1ecb n\u00e0o c\u00f3 d\u1eef li\u1ec7u giao th\u00f4ng t\u1ed5ng h\u1ee3p<\/em>\u201d.<\/p>\n\n\n\n

C\u00f4ng c\u1ee5 ph\u00e2n t\u00edch l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp nhanh tr\u00ean UBER<\/em><\/p>\n\n\n\n

TranSEC (vi\u1ebft t\u1eaft c\u1ee7a kh\u1ea3 n\u0103ng \u01b0\u1edbc t\u00ednh tr\u1ea1ng th\u00e1i giao th\u00f4ng) kh\u00e1c bi\u1ec7t v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p gi\u00e1m s\u00e1t giao th\u00f4ng kh\u00e1c nh\u1edd kh\u1ea3 n\u0103ng c\u00f3 th\u1ec3 ph\u00e2n t\u00edch tr\u1ea1ng th\u00e1i th\u00f4ng tin th\u01b0a th\u1edbt v\u00e0 kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7. N\u00f3 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u00e1y h\u1ecdc \u0111\u1ec3 k\u1ebft n\u1ed1i c\u00e1c ph\u00e2n \u0111o\u1ea1n c\u00f3 d\u1eef li\u1ec7u b\u1ecb thi\u1ebfu v\u00e0 \u0111i\u1ec1u \u0111\u00f3 cho ph\u00e9p n\u00f3 th\u1ef1c hi\u1ec7n c\u00e1c \u01b0\u1edbc t\u00ednh g\u1ea7n b\u1eb1ng m\u1ee9c l\u01b0u l\u01b0\u1ee3ng giao th\u00f4ng \u0111\u01b0\u1eddng ph\u1ed1 trong th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n

C\u00e1c t\u00ednh n\u0103ng b\u1ea3n \u0111\u1ed3 tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh c\u1ee7a ch\u00fang ta c\u00f3 th\u1ec3 gi\u00fap ch\u00fang ta t\u1ed1i \u01b0u h\u00f3a h\u00e0nh tr\u00ecnh c\u1ee7a m\u00ecnh th\u00f4ng qua c\u1ea3nh quan th\u00e0nh ph\u1ed1, ch\u1ec9 ra c\u00e1c \u0111i\u1ec3m t\u1eafc ngh\u1ebdn v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng thay th\u1ebf nh\u01b0ng c\u00e1c c\u00f4ng c\u1ee5 \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng cho l\u00e1i xe c\u00e1 nh\u00e2n c\u1ed1 g\u1eafng \u0111i t\u1eeb \u0111i\u1ec3m A \u0111\u1ebfn \u0111i\u1ec3m B. Hi\u1ec7n t\u1ea1i c\u00e1c k\u1ef9 s\u01b0 giao th\u00f4ng c\u1ee7a th\u00e0nh ph\u1ed1 r\u1ea5t quan t\u00e2m \u0111\u1ebfn vi\u1ec7c l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 gi\u00fap t\u1ea5t c\u1ea3 c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n \u0111\u1ebfn \u0111\u00edch m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 b\u1edfi \u0111\u00f4i khi, m\u1ed9t tuy\u1ebfn \u0111\u01b0\u1eddng c\u00f3 v\u1ebb hi\u1ec7u qu\u1ea3 \u0111\u1ed1i v\u1edbi m\u1ed9t ng\u01b0\u1eddi l\u00e1i xe c\u00e1 nh\u00e2n l\u1ea1i d\u1eabn \u0111\u1ebfn c\u00f3 qu\u00e1 nhi\u1ec1u ph\u01b0\u01a1ng ti\u1ec7n c\u1ed1 g\u1eafng \u0111i v\u00e0o m\u00e0 con \u0111\u01b0\u1eddng \u0111\u00f3 kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u00f3 th\u1ec3 x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng giao th\u00f4ng l\u1edbn.<\/p>\n\n\n\n

S\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u00f4ng khai t\u1eeb to\u00e0n b\u1ed9 khu v\u1ef1c \u0111\u00f4 th\u1ecb Los Angeles r\u1ed9ng 1.500 d\u1eb7m vu\u00f4ng, nh\u00f3m nghi\u00ean c\u1ee9u \u0111\u00e3 gi\u1ea3m th\u1eddi gian c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u1ea1o ra m\u1ed9t m\u00f4 h\u00ecnh t\u1eafc ngh\u1ebdn giao th\u00f4ng theo m\u1ed9t m\u1ee9c \u0111\u1ed9, t\u1eeb h\u00e0ng gi\u1edd xu\u1ed1ng c\u00f2n ph\u00fat. Vi\u1ec7c t\u0103ng t\u1ed1c \u0111\u1ed9, \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n v\u1edbi c\u00e1c ngu\u1ed3n t\u00ednh to\u00e1n hi\u1ec7u su\u1ea5t cao t\u1ea1i PNNL, gi\u00fap ph\u00e2n t\u00edch l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp th\u1eddi gian th\u1ef1c g\u1ea7n nh\u01b0 kh\u1ea3 thi.<\/p>\n\n\n\n

M\u1edbi \u0111\u00e2y, nh\u00f3m nghi\u00ean c\u1ee9u \u0111\u00e3 tr\u00ecnh b\u00e0y ph\u00e2n t\u00edch n\u00e0y t\u1ea1i H\u1ed9i th\u1ea3o \u0110i\u1ec7n to\u00e1n \u0110\u00f4 th\u1ecb \u1ea3o v\u00e0o th\u00e1ng 8\/2020 trong khu\u00f4n kh\u1ed5 H\u1ed9i ngh\u1ecb Kh\u00e1m ph\u00e1 tri th\u1ee9c v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u (SIGKDD) v\u00e0 h\u1ecd c\u0169ng \u0111\u00e3 t\u00ecm ki\u1ebfm c\u00e1c \u00fd ki\u1ebfn \u0111\u00f3ng g\u00f3p c\u1ee7a c\u00e1c k\u1ef9 s\u01b0 giao th\u00f4ng t\u1ea1i m\u1ed9t cu\u1ed9c h\u1ecdp \u1ea3o tr\u00ean TranSEC.<\/p>\n\n\n\n

Mark Franz, \u0111\u1ea1i bi\u1ec3u tham d\u1ef1 cu\u1ed9c h\u1ecdp v\u00e0 l\u00e0 m\u1ed9t k\u1ef9 s\u01b0 nghi\u00ean c\u1ee9u t\u1ea1i Trung t\u00e2m C\u00f4ng ngh\u1ec7 giao th\u00f4ng ti\u00ean ti\u1ebfn, \u0110\u1ea1i h\u1ecdc Maryland, College Park, cho bi\u1ebft: \u201cTranSEC kh\u1eafc ph\u1ee5c nh\u1eefng l\u1ed7 h\u1ed5ng d\u1eef li\u1ec7u c\u1ed1 h\u1eefu trong c\u00e1c ph\u01b0\u01a1ng ph\u00e1p thu th\u1eadp d\u1eef li\u1ec7u k\u1ebf th\u1eeba v\u00e0 n\u00f3 c\u00f3 ti\u1ec1m n\u0103ng to l\u1edbn<\/em>\u201d.<\/p>\n\n\n\n

M\u00e1y h\u1ecdc c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c theo th\u1eddi gian<\/em><\/p>\n\n\n\n

T\u00ednh n\u0103ng h\u1ecdc m\u00e1y c\u1ee7a TranSEC c\u00f3 ngh\u0129a l\u00e0 khi c\u00e0ng thu th\u1eadp v\u00e0 x\u1eed l\u00fd nhi\u1ec1u d\u1eef li\u1ec7u, n\u00f3 s\u1ebd tr\u1edf n\u00ean tinh t\u1ebf v\u00e0 h\u1eefu \u00edch h\u01a1n theo th\u1eddi gian. Lo\u1ea1i ph\u00e2n t\u00edch n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hi\u1ec3u m\u1ee9c \u0111\u1ed9 nhi\u1ec5u lo\u1ea1n lan truy\u1ec1n tr\u00ean c\u00e1c m\u1ea1ng l\u01b0\u1edbi. Cung c\u1ea5p \u0111\u1ea7y \u0111\u1ee7 d\u1eef li\u1ec7u, ph\u1ea7n t\u1eed h\u1ecdc m\u00e1y s\u1ebd c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c t\u00e1c \u0111\u1ed9ng \u0111\u1ec3 c\u00e1c k\u1ef9 s\u01b0 xem x\u00e9t l\u01b0u l\u01b0\u1ee3ng giao th\u00f4ng c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh, ph\u00e2n lu\u1ed3ng hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n

Arun Sathanur, nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh PNNL v\u00e0 l\u00e0 tr\u01b0\u1edfng nh\u00f3m nghi\u00ean c\u1ee9u cho bi\u1ebft: \u201cCh\u00fang t\u00f4i s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean bi\u1ec3u \u0111\u1ed3 c\u00f9ng v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p l\u1ea5y m\u1eabu m\u1edbi v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 t\u1ed1i \u01b0u h\u00f3a, \u0111\u1ec3 t\u00ecm hi\u1ec3u c\u1ea3 th\u1eddi gian di chuy\u1ec3n c\u1ee7a ph\u01b0\u01a1ng ti\u1ec7n v\u00e0 c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u00f3 ti\u1ec1m n\u0103ng l\u1edbn \u0111\u1ec3 m\u1edf r\u1ed9ng sang c\u00e1c ph\u01b0\u01a1ng th\u1ee9c v\u1eadn t\u1ea3i kh\u00e1c, ch\u1eb3ng h\u1ea1n nh\u01b0 qu\u00e1 c\u1ea3nh v\u00e0 v\u1eadn t\u1ea3i h\u00e0ng h\u00f3a. L\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch n\u00ean n\u00f3 c\u00f3 kh\u1ea3 n\u0103ng \u0111i\u1ec1u tra t\u00ecnh tr\u1ea1ng giao th\u00f4ng lan r\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o<\/em>\u201d.<\/p>\n\n\n\n

V\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn theo h\u01b0\u1edbng d\u1eef li\u1ec7u c\u1ee7a PNNL, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 \u0111\u0103ng t\u1ea3i d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c l\u00ean v\u00e0 c\u1eadp nh\u1eadt TranSEC th\u01b0\u1eddng xuy\u00ean l\u00ean trung t\u00e2m ki\u1ec3m so\u00e1t giao th\u00f4ng v\u1eadn t\u1ea3i. C\u00e1c k\u1ef9 s\u01b0 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c d\u1ef1 b\u00e1o ng\u1eafn h\u1ea1n \u0111\u1ec3 h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh nh\u1eb1m qu\u1ea3n l\u00fd c\u00e1c v\u1ea5n \u0111\u1ec1 giao th\u00f4ng. Ph\u01b0\u01a1ng ph\u00e1p c\u1ee7a PNNL c\u0169ng c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng \u0111\u1ec3 bao g\u1ed3m d\u1ef1 b\u00e1o th\u1eddi ti\u1ebft ho\u1eb7c c\u00e1c d\u1eef li\u1ec7u kh\u00e1c \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn \u0111i\u1ec1u ki\u1ec7n tr\u00ean \u0111\u01b0\u1eddng.<\/p>\n\n\n\n

\u0110i\u1ec7n to\u00e1n cho c\u00e1c nh\u00e0 quy ho\u1ea1ch giao th\u00f4ng v\u1eadn t\u1ea3i tr\u00ean to\u00e0n qu\u1ed1c<\/em><\/p>\n\n\n\n

Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u1ee7a TranSEC cung c\u1ea5p nh\u1eadn th\u1ee9c t\u00ecnh hu\u1ed1ng tr\u00ean to\u00e0n h\u1ec7 th\u1ed1ng \u0111\u1ec3 gi\u00fap gi\u1ea3m \u00f9n t\u1eafc giao th\u00f4ng \u0111\u00f4 th\u1ecb.<\/p>\n\n\n\n

\u201cC\u00e1c k\u1ef9 s\u01b0 giao th\u00f4ng tr\u00ean nhi\u1ec1u qu\u1ed1c gia hi\u1ec7n nay ch\u01b0a c\u00f3 c\u00f4ng c\u1ee5 n\u00e0o cho h\u1ecd \u01b0\u1edbc t\u00ednh g\u1ea7n th\u1eddi gian th\u1ef1c v\u1ec1 tr\u1ea1ng th\u00e1i c\u1ee7a m\u1ea1ng l\u01b0\u1edbi giao th\u00f4ng. Vi\u1ec7c c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c \u0111i\u1ec1u ki\u1ec7n n\u00e0y tr\u01b0\u1edbc m\u1ed9t gi\u1edd ho\u1eb7c h\u01a1n s\u1ebd r\u1ea5t c\u00f3 gi\u00e1 tr\u1ecb, v\u00e0 \u0111\u1ec3 bi\u1ebft \u0111\u01b0\u1ee3c c\u00e1c v\u1ecb tr\u00ed t\u1eafc ngh\u1ebdn s\u1ebd x\u1ea3y ra<\/em>\u201d, Robert Rallo, nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh PNNL v\u00e0 th\u00e0nh vi\u00ean d\u1ef1 \u00e1n TranSEC cho bi\u1ebft.<\/p>\n\n\n\n

Vi\u1ec7c v\u1eadn h\u00e0nh m\u1ed9t m\u00f4 h\u00ecnh th\u00e0nh ph\u1ed1 c\u00f3 quy m\u00f4 \u0111\u1ea7y \u0111\u1ee7 v\u1eabn c\u1ea7n c\u00f3 c\u00e1c ngu\u1ed3n t\u00ednh to\u00e1n hi\u1ec7u su\u1ea5t cao v\u00e0 TranSEC c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng \u0111\u00e1p \u1ee9ng. V\u00ed d\u1ee5, m\u1ed9t m\u1ea1ng l\u01b0\u1edbi \u0111\u01b0\u1eddng ch\u1ec9 c\u00f3 c\u00e1c \u0111\u01b0\u1eddng cao t\u1ed1c v\u00e0 \u0111\u01b0\u1eddng tr\u1ee5c ch\u00ednh s\u1ebd c\u00f3 th\u1ec3 m\u00f4 h\u00ecnh h\u00f3a \u0111\u01b0\u1ee3c tr\u00ean m\u1ed9t m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n c\u00f4ng su\u1ea5t l\u1edbn.<\/p>\n\n\n\n

\u201cCh\u00fang t\u00f4i \u0111ang n\u1ed7 l\u1ef1c h\u01b0\u1edbng t\u1edbi vi\u1ec7c cung c\u1ea5p TranSEC cho c\u00e1c th\u00e0nh ph\u1ed1 tr\u1ef1c thu\u1ed9c trung \u01b0\u01a1ng tr\u00ean to\u00e0n qu\u1ed1c<\/em>\u201d, Katherine Wolf, gi\u00e1m \u0111\u1ed1c d\u1ef1 \u00e1n c\u1ee7a TranSEC b\u00e0y t\u1ecf.<\/p>\n\n\n\n

Cu\u1ed1i c\u00f9ng, sau khi \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u0111\u1ec3 ho\u00e0n thi\u1ec7n th\u00eam, TranSEC c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 gi\u00fap l\u1eadp tr\u00ecnh c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng xe t\u1ef1 h\u00e0nh, nh\u00f3m nghi\u00ean c\u1ee9u n\u00f3i.<\/p>\n\n\n\n

P.T.T (NASATI)<\/em><\/p>\n\n\n\n

theo https:\/\/techxplore.com\/news\/2020-12-machine-tool-tracks-urban-traffic.html, 2\/12\/2020<\/em><\/p>\n\n\n\n

https:\/\/www.vista.gov.vn\/news\/cac-linh-vuc-khoa-hoc-va-cong-nghe\/cong-cu-may-hoc-moi-theo-doi-tac-nghen-giao-thong-do-thi-3168.html<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

M\u1ed9t thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc m\u1edbi \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 gi\u00fap c\u00e1c nh\u00e0 ph\u00e2n t\u00edch giao th\u00f4ng v\u1eadn t\u1ea3i \u0111\u00f4 th\u1ecb gi\u1ea3i t\u1ecfa c\u00e1c n\u00fat th\u1eaft c\u1ed5 chai v\u00e0 \u0111i\u1ec3m th\u01b0\u1eddng g\u00e2y t\u1eafc ngh\u1ebdn giao th\u00f4ng th\u00e0nh ph\u1ed1. C\u00f4ng c\u1ee5, c\u00f3 t\u00ean l\u00e0 TranSEC, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1ea1i Ph\u00f2ng th\u00ed nghi\u1ec7m Qu\u1ed1c gia T\u00e2y B\u1eafc […]<\/p>\n","protected":false},"author":25,"featured_media":29891,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[47],"tags":[],"class_list":["post-27475","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc"],"_links":{"self":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/27475","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/comments?post=27475"}],"version-history":[{"count":2,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/27475\/revisions"}],"predecessor-version":[{"id":29892,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/27475\/revisions\/29892"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/media\/29891"}],"wp:attachment":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/media?parent=27475"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/categories?post=27475"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/tags?post=27475"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}