{"id":1468,"date":"2023-08-26T15:20:29","date_gmt":"2023-08-26T08:20:29","guid":{"rendered":"https:\/\/southern.com.vn\/?p=1468"},"modified":"2023-08-26T15:20:29","modified_gmt":"2023-08-26T08:20:29","slug":"ai-dang-thay-doi-cach-van-hanh-logistics","status":"publish","type":"post","link":"https:\/\/southern.com.vn\/vi\/ai-dang-thay-doi-cach-van-hanh-logistics\/","title":{"rendered":"Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (AI) \u0110ang D\u1ea7n Thay \u0110\u1ed5i C\u00e1ch V\u1eadn H\u00e0nh Logistics"},"content":{"rendered":"

Ng\u00e0nh v\u1eadn t\u1ea3i v\u00e0 Logistics \u0111\u1ed9ng \u0111\u00e3 tr\u1ea3i qua m\u1ed9t cu\u1ed9c bi\u1ebfn \u0111\u1ed5i to\u00e0n di\u1ec7n nh\u1edd s\u1ef1 \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI). Kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 c\u1ea3i ti\u1ebfn, AI th\u1eadm ch\u00ed \u0111\u00e3 thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta ngh\u0129 v\u1ec1 kh\u1ea3 n\u0103ng c\u1ee7a h\u1ec7 th\u1ed1ng v\u1eadn chuy\u1ec3n v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng. T\u1eeb vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh v\u1eadn t\u1ea3i \u0111\u1ebfn vi\u1ec7c d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng. H\u00e3y c\u00f9ng nhau kh\u00e1m ph\u00e1 c\u00e1ch m\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong logistics<\/strong> \u0111ang \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh nh\u01b0 th\u1ebf n\u00e0o nh\u00e9.<\/span><\/p>\n

C\u00e1ch Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong Logistics \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng<\/span><\/h2>\n

Xe t\u1ea3i t\u1ef1 h\u00e0nh<\/strong><\/span><\/h3>\n

Trong th\u1eddi gian g\u1ea7n \u0111\u00e2y, vi\u1ec7c ph\u00e1t tri\u1ec3n xe t\u1ea3i t\u1ef1 l\u00e1i \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t \u1ee9ng d\u1ee5ng ti\u00ean phong c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong Logistics. Nh\u1eefng h\u00e0nh tr\u00ecnh \u0111\u01b0\u1eddng d\u00e0i xuy\u00ean qu\u1ed1c gia th\u01b0\u1eddng m\u1ec7t m\u1ecfi v\u00e0 d\u1ec5 d\u1ef1 \u0111o\u00e1n h\u01a1n. \u0110i\u1ec1u n\u00e0y t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho s\u1ef1 \u1ee9ng d\u1ee5ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong logistics n\u00f3i chung v\u00e0 v\u1eadn t\u1ea3i n\u00f3i ri\u00eang.\u00a0<\/span><\/p>\n

M\u1ed9t c\u00f4ng ty kh\u1edfi nghi\u1ec7p t\u1ea1i California \u0111\u00e3 ph\u00e1t tri\u1ec3n th\u00e0nh c\u00f4ng chi\u1ebfc xe t\u1ea3i t\u1ef1 l\u00e1i c\u00f3 kh\u1ea3 n\u0103ng v\u1eadn chuy\u1ec3n h\u00e0ng h\u00f3a tr\u00ean kho\u1ea3ng c\u00e1ch 41 gi\u1edd ch\u1ea1y xuy\u00ean qua \u0111\u1ea5t n\u01b0\u1edbc \u0111\u1ec3 giao b\u01a1. \u0110\u00e2y l\u00e0 chuy\u1ebfn h\u00e0nh tr\u00ecnh xuy\u00ean qu\u1ed1c gia \u0111\u1ea7u ti\u00ean tr\u00ean th\u1ebf gi\u1edbi b\u1eb1ng xe t\u1ea3i th\u01b0\u01a1ng m\u1ea1i t\u1ef1 l\u00e1i. S\u1ef1 \u00e1p d\u1ee5ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00f4ng ch\u1ec9 c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m chi ph\u00ed t\u00e0i x\u1ebf m\u00e0 c\u00f2n \u0111\u00e1p \u1ee9ng nhu c\u1ea7u giao h\u00e0ng c\u1ee7a h\u1ecd.<\/span><\/p>\n

\"Xe
<\/span> Xe t\u1ef1 l\u00e1i l\u00e0 m\u1ed9t \u1ee9ng d\u1ee5ng ti\u00ean phong c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong Logistics<\/span><\/figcaption><\/figure>\n

H\u00e0ng kh\u00f4ng<\/strong><\/span><\/h3>\n

Vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong l\u0129nh v\u1ef1c logistics v\u00e0 v\u1eadn t\u1ea3i kh\u00f4ng ph\u1ea3i l\u00e0 \u0111i\u1ec1u m\u1edbi . Tuy nhi\u00ean, vi\u1ec7c t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0o ho\u1ea1t \u0111\u1ed9ng giao th\u00f4ng h\u00e0ng kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra s\u1ef1 thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3. \u0110i\u1ec1u n\u00e0y m\u1edf ra c\u01a1 h\u1ed9i m\u1edbi trong vi\u1ec7c thi\u1ebft k\u1ebf m\u00e1y bay v\u00e0 qu\u1ea3n l\u00fd kh\u00f4ng l\u01b0u.<\/span><\/p>\n

C\u00f3 nhi\u1ec1u d\u1ef1 \u00e1n nghi\u00ean c\u1ee9u \u0111ang \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong ng\u00e0nh h\u00e0ng kh\u00f4ng nh\u1eb1m c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o t\u00ecnh h\u00ecnh giao th\u00f4ng \u1edf c\u00e1c giai \u0111o\u1ea1n kh\u00e1c nhau trong chuy\u1ebfn bay. V\u00ed d\u1ee5, d\u1ef1 \u00e1n BigData4ATM s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1ec1 h\u00e0nh vi h\u00e0nh kh\u00e1ch \u0111\u1ec3 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng s\u00e2n bay trong t\u01b0\u01a1ng lai. S\u1ef1 \u1ee9ng d\u1ee5ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong v\u1eadn t\u1ea3i c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00edch h\u1ee3p t\u1ed1t h\u01a1n tr\u00ean kh\u00f4ng. Gi\u00fap gi\u1ea3m b\u1edbt m\u1ed9t s\u1ed1 nhi\u1ec7m v\u1ee5 v\u00e0 t\u1eadp trung cho nh\u1eefng nhi\u1ec7m v\u1ee5 quan tr\u1ecdng h\u01a1n trong qu\u00e1 tr\u00ecnh bay.<\/span><\/p>\n

V\u1eadn chuy\u1ec3n, \u0110i\u1ec1u h\u01b0\u1edbng v\u00e0 C\u1ea3ng<\/strong><\/span><\/h3>\n

Trong v\u00e0i n\u0103m g\u1ea7n \u0111\u00e2y, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a ng\u00e0nh h\u1eadu c\u1ea7n v\u1eadn t\u1ea3i bi\u1ec3n \u0111\u00e3 tr\u1edf n\u00ean c\u1ef1c k\u1ef3 c\u1ea7n thi\u1ebft. Khi nhi\u1ec1u doanh nghi\u1ec7p v\u1eabn s\u1eed d\u1ee5ng t\u00e0u th\u1ee7y \u0111\u1ec3 chuy\u00ean ch\u1edf h\u00e0ng h\u00f3a. V\u1eadn t\u1ea3i bi\u1ec3n \u0111\u00f2i h\u1ecfi vi\u1ec7c ph\u00e2n t\u00edch nhi\u1ec1u d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh v\u1eadn chuy\u1ec3n cho c\u00e1c t\u00e0u c\u00f3 k\u00edch th\u01b0\u1edbc v\u00e0 lo\u1ea1i h\u00e0ng h\u00f3a kh\u00e1c nhau. S\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong logistics v\u00e0 ph\u1ea7n m\u1ec1m v\u1eadn t\u1ea3i cung c\u1ea5p kh\u1ea3 n\u0103ng thu th\u1eadp d\u1eef li\u1ec7u c\u1ee5 th\u1ec3. Gi\u00fap \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh, t\u0103ng c\u01b0\u1eddng an to\u00e0n trong qu\u00e1 tr\u00ecnh v\u1eadn chuy\u1ec3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t n\u0103ng l\u01b0\u1ee3ng c\u1ee7a c\u00e1c t\u00e0u th\u1ee7y.<\/span><\/p>\n

\"AI
AI gi\u00fap t\u0103ng c\u01b0\u1eddng an to\u00e0n trong qu\u00e1 tr\u00ecnh v\u1eadn chuy\u1ec3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t n\u0103ng l\u01b0\u1ee3ng c\u1ee7a c\u00e1c t\u00e0u th\u1ee7y<\/figcaption><\/figure>\n

H\u1eadu c\u1ea7n v\u00e0 \u0111i\u1ec1u h\u01b0\u1edbng h\u00e0ng h\u1ea3i d\u1ef1a v\u00e0o nhi\u1ec1u y\u1ebfu t\u1ed1 bi\u1ebfn \u0111\u1ed5i, v\u00e0 th\u01b0\u1eddng r\u1ea5t kh\u00f3 \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1i \u01b0u v\u1ec1 tuy\u1ebfn \u0111\u01b0\u1eddng m\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 h\u1ed7 tr\u1ee3 t\u1eeb c\u00e1c d\u1eef li\u1ec7u. Vi\u1ec7c ki\u1ec3m so\u00e1t t\u00e0u t\u1eeb \u0111\u1ea5t li\u1ec1n c\u0169ng c\u00f3 th\u1ec3 mang l\u1ea1i hi\u1ec7u qu\u1ea3. Ch\u1eb3ng h\u1ea1n, d\u1ef1 \u00e1n MUNIN \u0111\u00e3 th\u1eed nghi\u1ec7m h\u1ec7 th\u1ed1ng t\u00e0u t\u1ef1 h\u00e0nh \u0111\u01b0\u1ee3c \u0111i\u1ec1u khi\u1ec3n t\u1eeb xa t\u1eeb b\u1edd, t\u0103ng ti\u1ec1m n\u0103ng c\u1ee7a t\u1ef1 \u0111\u1ed9ng h\u00f3a trong l\u0129nh v\u1ef1c v\u1eadn t\u1ea3i bi\u1ec3n. Gi\u00fap \u0111i\u1ec1u h\u01b0\u1edbng t\u00e0u th\u1ee7y m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o v\u1eadn chuy\u1ec3n h\u00e0ng h\u1ea3i \u0111\u1ea1t ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t nh\u1ea5t.<\/span><\/p>\n

Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/strong><\/span><\/h3>\n

C\u1ea5u tr\u00fac c\u1ee7a m\u1ecdi h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh d\u1ef1a ch\u1ee7 y\u1ebfu v\u00e0o hai y\u1ebfu t\u1ed1 ch\u00ednh: B\u1ed9 c\u1ea3m bi\u1ebfn h\u00ecnh \u1ea3nh v\u00e0 b\u1ed9 x\u1eed l\u00fd th\u00f4ng minh t\u01b0\u01a1ng t\u1ef1 “n\u00e3o b\u1ed9” m\u00e1y t\u00ednh. Th\u00f4ng qua vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n ph\u1ee9c t\u1ea1p, kh\u1ea3 n\u0103ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n qua kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng, nh\u1eadn bi\u1ebft h\u00e0ng h\u00f3a, theo d\u00f5i c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee5 th\u1ec3, ph\u00e2n t\u00edch m\u00e0u s\u1eafc v\u00e0 th\u1eadm ch\u00ed th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng c\u1ee5 th\u1ec3.<\/span><\/p>\n

\u1ee8ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 gi\u00e1m s\u00e1t t\u00ecnh tr\u1ea1ng s\u1ea3n xu\u1ea5t. T\u1eeb vi\u1ec7c ph\u00e1t hi\u1ec7n l\u1ed7i s\u1ea3n ph\u1ea9m \u0111\u1ebfn vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a n\u0103ng su\u1ea5t. \u0110\u00e1ng ch\u00fa \u00fd, c\u00e1c h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1, x\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n g\u00e2y ra s\u1ef1 c\u1ed1, \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng. Th\u1eadm ch\u00ed th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p ng\u0103n ng\u1eeba \u0111\u1ec3 tr\u00e1nh r\u1ee7i ro trong t\u01b0\u01a1ng lai \u0111\u1ed1i v\u1edbi h\u00e0ng h\u00f3a.<\/span><\/p>\n

\"\u1ee8ng
<\/span> \u1ee8ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ec3 gi\u00e1m s\u00e1t t\u00ecnh tr\u1ea1ng s\u1ea3n xu\u1ea5t.<\/span><\/figcaption><\/figure>\n

M\u1ed9t l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng kh\u00e1c c\u1ee7a th\u1ecb gi\u00e1c m\u00e1y t\u00ednh l\u00e0 qu\u00e1 tr\u00ecnh \u0111\u00f3ng g\u00f3i v\u00e0 v\u1eadn chuy\u1ec3n s\u1ea3n ph\u1ea9m. Kh\u00f4ng ch\u1ec9 gi\u1edbi h\u1ea1n trong vi\u1ec7c nh\u1eadn d\u1ea1ng v\u00e0 x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed c\u1ee7a c\u00e1c s\u1ea3n ph\u1ea9m trong kho, c\u00f4ng ngh\u1ec7 n\u00e0y c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng ho\u1ea1t \u0111\u1ed9ng t\u1ef1 \u0111\u1ed9ng. V\u1edbi h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh th\u00f4ng minh, s\u1ebd gi\u1ea3m thi\u1ec3u t\u00ecnh tr\u1ea1ng gi\u00e1n \u0111o\u1ea1n cho kh\u00e1ch h\u00e0ng, n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng chu\u1ed7i cung \u1ee9ng v\u00e0 t\u0103ng b\u1ea3o m\u1eadt trong qu\u00e1 tr\u00ecnh giao h\u00e0ng.<\/span><\/p>\n

Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong><\/span><\/h3>\n

M\u1ecdi doanh nghi\u1ec7p logistics \u0111\u1ec1u ph\u1ea3i th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3. \u0110\u1ea3m b\u1ea3o giao h\u00e0ng \u0111\u00fang th\u1eddi h\u1ea1n v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u1eadn chuy\u1ec3n. \u0110\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau n\u00e0y, vi\u1ec7c ti\u1ebfn h\u00e0nh ph\u00e2n t\u00edch s\u00e2u d\u1ef1a tr\u00ean d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c xu h\u01b0\u1edbng r\u1ee7i ro, \u00e1p \u0111\u1ea3o kh\u00f3 kh\u0103n v\u00e0 th\u1ef1c hi\u1ec7n d\u1ef1 b\u00e1o l\u00e0 c\u1ef1c k\u1ef3 quan tr\u1ecdng.<\/span><\/p>\n

Theo b\u00e1o c\u00e1o n\u0103m 2020 v\u1ec1 ng\u00e0nh logistics c\u1ee7a MHI, t\u1ef7 l\u1ec7 c\u00e1c doanh nghi\u1ec7p logistics s\u1eed d\u1ee5ng ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n \u0111\u00e3 t\u0103ng t\u1eeb 17% v\u00e0o n\u0103m 2017 l\u00ean 30% v\u00e0o n\u0103m 2019. Kh\u1ea3 n\u0103ng n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap c\u1ea3i thi\u1ec7n qu\u00e1 tr\u00ecnh theo d\u00f5i chu\u1ed7i cung \u1ee9ng, t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh v\u1eadn chuy\u1ec3n v\u00e0 t\u0103ng kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd. M\u00e0 c\u00f2n gi\u00fap x\u00e1c \u0111\u1ecbnh v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00f4ng mong \u0111\u1ee3i v\u00e0 nguy c\u01a1 ti\u1ec1m \u1ea9n.<\/span><\/p>\n

D\u1eef li\u1ec7u l\u1edbn – Big Data<\/strong><\/span><\/h3>\n

Gi\u1ed1ng nh\u01b0 trong m\u1ecdi ng\u00e0nh kinh doanh kh\u00e1c, Logistics lu\u00f4n t\u1ed3n t\u1ea1i m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u. N\u1ebfu kh\u00f4ng c\u00f3 h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3, doanh nghi\u1ec7p s\u1ebd g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c x\u1eed l\u00fd to\u00e0n b\u1ed9 t\u00e0i li\u1ec7u n\u00e0y. C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n vi\u1ec7c ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 tr\u00e1nh giao h\u00e0ng ch\u1eadm tr\u1ec5 b\u1eb1ng c\u00e1ch thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau.<\/span><\/p>\n

Theo m\u1ed9t nghi\u00ean c\u1ee9u, h\u01a1n 91% trong t\u1ed5ng s\u1ed1 1000 c\u00f4ng ty Fortune \u0111ang \u0111\u1ea7u t\u01b0 v\u00e0o l\u0129nh v\u1ef1c d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3. Th\u00eam v\u00e0o \u0111\u00f3, vi\u1ec7c \u00e1p d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p t\u00ednh to\u00e1n c\u00e1c y\u1ebfu t\u1ed1 bi\u1ebfn \u0111\u1ed5i nh\u01b0 l\u1ecbch b\u1ea3o tr\u00ec xe, d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn tr\u00ean xe, th\u1eddi ti\u1ebft v\u00e0 chi ph\u00ed nhi\u00ean li\u1ec7u.<\/span><\/p>\n

\"AI
<\/span> AI \u00e1p d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u1ea3i ti\u1ebfn m\u1edbi tr\u00ean to\u00e0n b\u1ed9 chu\u1ed7i cung \u1ee9ng<\/span><\/figcaption><\/figure>\n

V\u1edbi vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u1ea3i ti\u1ebfn m\u1edbi tr\u00ean to\u00e0n b\u1ed9 chu\u1ed7i cung \u1ee9ng, AI \u0111ang th\u00fac \u0111\u1ea9y s\u1ef1 thay \u0111\u1ed5i trong c\u00e1c quy tr\u00ecnh logistics. Nh\u1eefng ti\u1ebfn b\u1ed9 nh\u01b0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n, robot, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 h\u00e0nh l\u00e0 nh\u1eefng v\u00ed d\u1ee5 cho th\u1ea5y c\u00f4ng ngh\u1ec7 c\u00f3 kh\u1ea3 n\u0103ng c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 ho\u1ea1t \u0111\u1ed9ng logistics v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng. Ch\u00fang thay \u0111\u1ed5i c\u00e1ch qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho, c\u0169ng nh\u01b0 t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng v\u1eadn chuy\u1ec3n v\u00e0 logistics trong c\u00e1c giai \u0111o\u1ea1n kh\u00e1c nhau. C\u00e1c doanh nghi\u1ec7p logistics v\u00e0 chu\u1ed7i cung \u1ee9ng c\u00f3 th\u1ec3 coi c\u00f4ng ngh\u1ec7 n\u00e0y nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 t\u0103ng c\u01b0\u1eddng hi\u1ec7u su\u1ea5t v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed.<\/span><\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

Ng\u00e0nh v\u1eadn t\u1ea3i v\u00e0 Logistics \u0111\u1ed9ng \u0111\u00e3 tr\u1ea3i qua m\u1ed9t cu\u1ed9c bi\u1ebfn \u0111\u1ed5i to\u00e0n di\u1ec7n nh\u1edd s\u1ef1 \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI). Kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 c\u1ea3i ti\u1ebfn, AI th\u1eadm ch\u00ed \u0111\u00e3 thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta ngh\u0129 v\u1ec1 kh\u1ea3 n\u0103ng c\u1ee7a h\u1ec7 th\u1ed1ng v\u1eadn chuy\u1ec3n v\u00e0 qu\u1ea3n l\u00fd<\/p>\n","protected":false},"author":1,"featured_media":1477,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[103],"tags":[],"yoast_head":"\nTr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o Trong Logistics: N\u00e2ng T\u1ea7m Hi\u1ec7u Qu\u1ea3 V\u1eadn H\u00e0nh<\/title>\n<meta name=\"description\" content=\"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong Logistics \u0111\u00e3 thay \u0111\u1ed5i kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng. \u2705T\u1eeb vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh \u0111\u1ebfn d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng\" \/>\n<meta name=\"robots\" content=\"index, follow, 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