{"id":17020,"date":"2024-07-09T17:04:43","date_gmt":"2024-07-09T10:04:43","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&#038;p=17020"},"modified":"2024-07-15T10:56:13","modified_gmt":"2024-07-15T03:56:13","slug":"logistics-4-0-revolutionize-supply-chain-management-with-ai","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/vi\/knowledge\/logistics-4-0-revolutionize-supply-chain-management-with-ai\/","title":{"rendered":"Logistics 4.0: C\u00e1ch m\u1ea1ng h\u00f3a Qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng v\u1edbi AI"},"content":{"rendered":"<p><a href=\"https:\/\/bap-software.net\/vi\/knowledge\/logistics-4-0-revolutionize-supply-chain-management-with-ai\/\">Logistics 4.0<\/a> \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1ch ch\u00fang ta qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, v\u00e0 <a href=\"https:\/\/bap-software.net\/vi\/knowledge\/iot-advanced-technology\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> (AI) \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong s\u1ef1 chuy\u1ec3n \u0111\u1ed5i n\u00e0y. AI kh\u00f4ng ch\u1ec9 gi\u00fap gi\u1ea3m chi ph\u00ed m\u00e0 c\u00f2n t\u0103ng c\u01b0\u1eddng t\u00ednh linh ho\u1ea1t v\u00e0 hi\u1ec7u qu\u1ea3, t\u1eeb \u0111\u00f3 n\u00e2ng cao kh\u1ea3 n\u0103ng c\u1ea1nh tranh v\u00e0 kh\u1ea3 n\u0103ng \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng v\u1edbi nh\u1eefng bi\u1ebfn \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u1ea3i th\u00edch chi ti\u1ebft nh\u1eefng t\u00e1c \u0111\u1ed9ng quan tr\u1ecdng c\u1ee7a AI \u0111\u1ed1i v\u1edbi ng\u00e0nh logistics v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng.<\/p>\n<h2><strong>1\/ Logistics 4.0 l\u00e0 g\u00ec?<\/strong><\/h2>\n<div id=\"attachment_17047\" style=\"width: 888px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17047\" class=\"wp-image-17047 size-full\" src=\"https:\/\/cdn.bap-software.net\/2024\/07\/09184009\/xu-huong-logistics-4-0.png\" alt=\"What is Logistics 4.0\" width=\"878\" height=\"612\" \/><p id=\"caption-attachment-17047\" class=\"wp-caption-text\">C\u00e1ch m\u1ea1ng 4.0 trong Logistic (Itacenter)<\/p><\/div>\n<p>Logistics 4.0 \u0111\u1ea1i di\u1ec7n cho s\u1ef1 ti\u1ebfn b\u1ed9 \u0111\u00e1ng k\u1ec3 trong l\u0129nh v\u1ef1c qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, nh\u1edd v\u00e0o s\u1ef1 k\u1ebft h\u1ee3p m\u1ea1nh m\u1ebd c\u1ee7a Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI). \u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n m\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 s\u1ed1 nh\u01b0 <a href=\"https:\/\/bap-software.net\/vi\/knowledge\/artificial-intelligence-machine-learning\/\">machine learning<\/a> v\u00e0 <a href=\"https:\/\/bap-software.net\/vi\/knowledge\/what-is-big-data\/\">big data<\/a> \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c ho\u1ea1t \u0111\u1ed9ng logistics t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i.<\/p>\n<p>AI gi\u00fap d\u1ef1 b\u00e1o v\u00e0 t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh v\u1eadn chuy\u1ec3n, gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed v\u00e0 t\u0103ng c\u01b0\u1eddng hi\u1ec7u qu\u1ea3. Ngo\u00e0i ra, n\u00f3 c\u00f2n c\u1ea3i thi\u1ec7n qu\u1ea3n l\u00fd kho h\u00e0ng th\u00f4ng minh v\u00e0 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n gian l\u1eadn v\u00e0 r\u1ee7i ro trong chu\u1ed7i cung \u1ee9ng.<\/p>\n<p>V\u1edbi Logistics 4.0, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 linh ho\u1ea1t cao h\u01a1n, gi\u1ea3m thi\u1ec3u chi ph\u00ed v\u00e0 th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng. Vi\u1ec7c \u00e1p d\u1ee5ng AI trong logistics kh\u00f4ng ch\u1ec9 l\u00e0 xu h\u01b0\u1edbng m\u00e0 c\u00f2n l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng gi\u00fap n\u00e2ng cao c\u1ea1nh tranh v\u00e0 \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng v\u1edbi s\u1ef1 bi\u1ebfn \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng.<\/p>\n<h2><strong>2\/ L\u1ee3i th\u1ebf khi \u1ee9ng d\u1ee5ng AI trong ho\u1ea1t \u0111\u1ed9ng Logistics<\/strong><\/h2>\n<div id=\"attachment_17043\" style=\"width: 877px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17043\" class=\"wp-image-17043 size-full\" src=\"https:\/\/cdn.bap-software.net\/2024\/07\/09183956\/709309c0a79142cf1b80.jpg\" alt=\"Advantages when applying AI in Logistics activities\" width=\"867\" height=\"419\" \/><p id=\"caption-attachment-17043\" class=\"wp-caption-text\">\u1ee8ng d\u1ee5ng AI l\u00e0m thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i ng\u00e0nh v\u1eadn t\u1ea3i v\u00e0 h\u1eadu c\u1ea7n (Intech Group)<\/p><\/div>\n<ul>\n<li><b>D\u1ef1 \u0111o\u00e1n v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c tuy\u1ebfn v\u1eadn chuy\u1ec3n:<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch ch\u00ednh c\u1ee7a AI l\u00e0 kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c tuy\u1ebfn v\u1eadn chuy\u1ec3n. C\u00f4ng ngh\u1ec7 AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n m\u00f4 h\u00ecnh th\u1eddi ti\u1ebft c\u0169ng nh\u01b0 giao th\u00f4ng \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng v\u1eadn chuy\u1ec3n hi\u1ec7u qu\u1ea3 nh\u1ea5t. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y r\u00fat ng\u1eafn th\u1eddi gian chuy\u1ebfn \u0111i v\u00e0 gi\u1ea3m chi ph\u00ed v\u1eadn chuy\u1ec3n \u0111\u1ed3ng th\u1eddi t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u00ednh linh ho\u1ea1t c\u1ee7a l\u1ecbch tr\u00ecnh.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><b>Qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch nhu c\u1ea7u:<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI c\u00f3 th\u1ec3 gi\u00fap qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho v\u00e0 d\u1ef1 b\u00e1o nhu c\u1ea7u b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 th\u1ecb tr\u01b0\u1eddng. H\u01a1n n\u1eefa, AI c\u00f3 th\u1ec3 d\u1ef1 b\u00e1o m\u00f4 h\u00ecnh ti\u00eau d\u00f9ng v\u00e0 nhu c\u1ea7u s\u1ea3n ph\u1ea9m, cho ph\u00e9p doanh nghi\u1ec7p t\u1ea1o ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c t\u1ed3n kho ch\u00ednh x\u00e1c v\u00e0 linh ho\u1ea1t h\u01a1n.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><b>Qu\u1ea3n l\u00fd r\u1ee7i ro chu\u1ed7i cung \u1ee9ng:<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\"> Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c m\u1ed1i nguy trong chu\u1ed7i cung \u1ee9ng. T\u1eeb <a href=\"https:\/\/bap-software.net\/vi\/knowledge\/real-time-updating-really-as-important-as-you-think\/\">gi\u00e1m s\u00e1t th\u1eddi gian th\u1ef1c<\/a> \u0111\u1ebfn ph\u00e1t hi\u1ec7n gian l\u1eadn trong qu\u1ea3n l\u00fd, AI c\u1ea3i thi\u1ec7n t\u00ednh b\u1ea3o m\u1eadt v\u00e0 hi\u1ec7u qu\u1ea3 trong to\u00e0n ng\u00e0nh h\u1eadu c\u1ea7n.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><b>D\u1ecbch v\u1ee5 v\u00e0 s\u1ef1 g\u1eafn k\u1ebft v\u1edbi kh\u00e1ch h\u00e0ng: <\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c s\u1eed d\u1ee5ng AI gi\u00fap t\u0103ng c\u01b0\u1eddng d\u1ecbch v\u1ee5 v\u00e0 s\u1ef1 g\u1eafn k\u1ebft v\u1edbi kh\u00e1ch h\u00e0ng. AI s\u1ebd n\u00e2ng cao tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng trong th\u1ef1c t\u1ebf c\u0169ng nh\u01b0 ph\u00e1t tri\u1ec3n m\u1ed1i quan h\u1ec7 v\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng.<\/span><\/p>\n<h2><strong>3\/ \u1ee8ng d\u1ee5ng AI \u0111\u00e3 l\u00e0m thay \u0111\u1ed5i ng\u00e0nh Logistics nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/h2>\n<div id=\"attachment_17056\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17056\" class=\"wp-image-17056 size-full\" src=\"https:\/\/cdn.bap-software.net\/2024\/07\/09224337\/Logistics-with-AI.webp\" alt=\"How has AI application changed the Logistics field?\" width=\"800\" height=\"526\" \/><p id=\"caption-attachment-17056\" class=\"wp-caption-text\">Kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn hi\u1ec7u qu\u1ea3 c\u1ee7a AI (Vietnam Work)<\/p><\/div>\n<p><span style=\"font-weight: 400;\">C\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 t\u1ea1o ra nhi\u1ec1u t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 trong l\u0129nh v\u1ef1c logistics v\u00e0 mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch. AI s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc v\u00e0 ph\u00e2n t\u00edch ph\u1ee9c t\u1ea1p \u0111\u1ec3 d\u1ef1 b\u00e1o nhu c\u1ea7u v\u00e0 qu\u1ea3n l\u00fd \u0111\u01a1n h\u00e0ng, thay v\u00ec d\u1ef1a v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch c\u01a1 b\u1ea3n v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y cho ph\u00e9p AI \u0111\u01b0a ra d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c v\u1ec1 s\u1ed1 l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m c\u1ea7n thi\u1ebft, gi\u1ea3m l\u00e3ng ph\u00ed v\u00e0 tr\u00e1nh t\u00ecnh tr\u1ea1ng thi\u1ebfu h\u1ee5t h\u00e0ng h\u00f3a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u01a1n n\u1eefa, trong c\u00e1c nh\u00e0 kho, vi\u1ec7c s\u1eed d\u1ee5ng r\u00f4-b\u1ed1t c\u1ed9ng t\u00e1c (cobot) v\u00e0 xe \u0111\u1ea9y t\u1ef1 \u0111\u1ed9ng (AGV) \u0111\u00e3 gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh l\u1ef1a ch\u1ecdn \u0111\u01a1n h\u00e0ng. AGV mang v\u00e0 t\u1ea3i h\u00e0ng h\u00f3a t\u1ef1 \u0111\u1ed9ng trong nh\u00e0 kho, khi m\u00e0 nh\u00e0 m\u00e1y kh\u00f4ng c\u00f3 ng\u01b0\u1eddi l\u00e1i \u0111\u1ec3 x\u00e1c th\u1ef1c t\u1ed3n kho ho\u1eb7c theo d\u00f5i v\u1ecb tr\u00ed h\u00e0ng h\u00f3a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, IoT \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 theo d\u00f5i c\u00e1c h\u00e0ng h\u00f3a t\u1eeb l\u00fac ti\u1ebfp nh\u1eadn kho v\u00e0 xu\u1ea5t kho. C\u1ea3m bi\u1ebfn RFID v\u00e0 k\u1ec7 th\u00f4ng minh cung c\u1ea5p kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t v\u00e0 c\u1eadp nh\u1eadt theo th\u1eddi gian th\u1ef1c hi\u1ec7n c\u00e1c thay \u0111\u1ed5i v\u1ec1 kh\u1ed1i l\u01b0\u1ee3ng v\u00e0 v\u1ecb tr\u00ed c\u1ee7a s\u1ea3n ph\u1ea9m. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u1ea5t c\u1ea3 d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau \u0111\u00e3 \u0111\u01b0\u1ee3c h\u1ee3p nh\u1ea5t v\u00e0 c\u1eadp nh\u1eadt trong c\u01a1 s\u1edf d\u1eef li\u1ec7u, gi\u00fap t\u0103ng t\u00ednh minh b\u1ea1ch v\u00e0 hi\u1ec7u qu\u1ea3 trong qu\u1ea3n l\u00fd kho h\u00e0ng.<\/span><\/p>\n<h2><strong>4\/ V\u00ed d\u1ee5 v\u1ec1 AI trong l\u0129nh v\u1ef1c Logistics<\/strong><\/h2>\n<div id=\"attachment_17044\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17044\" class=\"wp-image-17044 size-full\" src=\"https:\/\/cdn.bap-software.net\/2024\/07\/09183958\/al-phat-hien-nhanh-cac-hong-hoc-giam-ton-that.jpg\" alt=\"Example of AI in Logistics field\" width=\"800\" height=\"450\" \/><p id=\"caption-attachment-17044\" class=\"wp-caption-text\">AI Logistics trong th\u1ef1c t\u1ebf doanh nghi\u1ec7p (akaBot)<\/p><\/div>\n<p><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u1ee7a Amazon l\u00e0 m\u1ed9t v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong qu\u1ea3n l\u00fd kho h\u00e0ng. Robot do AI \u0111i\u1ec1u khi\u1ec3n v\u1eadn chuy\u1ec3n h\u00e0ng h\u00f3a kh\u1eafp nh\u00e0 kho, n\u00e2ng cao t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c trong qu\u00e1 tr\u00ecnh x\u1eed l\u00fd \u0111\u01a1n h\u00e0ng, \u0111\u1ed3ng th\u1eddi gi\u1ea3m sai s\u00f3t v\u00e0 chi ph\u00ed nh\u00e2n s\u1ef1.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">UPS s\u1eed d\u1ee5ng AI \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng c\u00e1c tuy\u1ebfn giao h\u00e0ng. C\u00f4ng ngh\u1ec7 AI ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00ed t\u01b0\u1ee3ng v\u00e0 \u0111i\u1ec1u ki\u1ec7n giao th\u00f4ng theo th\u1eddi gian th\u1ef1c, gi\u00fap xe t\u1ea3i x\u00e1c \u0111\u1ecbnh tuy\u1ebfn \u0111\u01b0\u1eddng l\u00fd t\u01b0\u1edfng nh\u1ea5t. T\u1eeb \u0111\u00f3 gi\u1ea3m th\u1eddi gian giao h\u00e0ng v\u00e0 m\u1ee9c ti\u00eau th\u1ee5 nhi\u00ean li\u1ec7u.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DHL c\u0169ng s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 ki\u1ec3m so\u00e1t r\u1ee7i ro, b\u1eb1ng c\u00e1ch theo d\u00f5i v\u00e0 d\u1ef1 \u0111o\u00e1n c\u00e1c m\u1ed1i nguy hi\u1ec3m trong chu\u1ed7i cung \u1ee9ng c\u1ee7a t\u1eadp \u0111o\u00e0n. C\u00e1c thu\u1eadt to\u00e1n AI h\u1ed7 tr\u1ee3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c m\u1ed1i \u0111e d\u1ecda v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc ph\u00f2ng ng\u1eeba k\u1ecbp th\u1eddi, \u0111\u1ea3m b\u1ea3o an to\u00e0n cho s\u1ea3n ph\u1ea9m v\u00e0 th\u00f4ng tin.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">FedEx s\u1eed d\u1ee5ng <a href=\"https:\/\/bap-software.net\/vi\/knowledge\/ai-chatbot\/\">chatbot AI<\/a> \u0111\u1ec3 cung c\u1ea5p d\u1ecbch v\u1ee5 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng 24\/7. Chatbot n\u00e0y th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n nh\u01b0 ki\u1ec3m tra \u0111\u01a1n h\u00e0ng v\u00e0 qu\u1ea3n l\u00fd m\u1ed1i quan t\u00e2m c\u1ee7a kh\u00e1ch h\u00e0ng m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3, t\u0103ng tr\u1ea3i nghi\u1ec7m cho ng\u01b0\u1eddi d\u00f9ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">IBM Watson s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 gi\u00e1m s\u00e1t ng\u00e0nh h\u1eadu c\u1ea7n c\u0169ng nh\u01b0 h\u1ed7 tr\u1ee3 c\u00e1c t\u1ed5 ch\u1ee9c x\u00e1c \u0111\u1ecbnh xu h\u01b0\u1edbng v\u00e0 thay \u0111\u1ed5i chi\u1ebfn l\u01b0\u1ee3c kinh doanh k\u1ecbp th\u1eddi. \u0110i\u1ec1u n\u00e0y th\u00fac \u0111\u1ea9y kh\u1ea3 n\u0103ng c\u1ea1nh tranh v\u00e0 th\u00e0nh c\u00f4ng tr\u00ean th\u1ecb tr\u01b0\u1eddng.<\/span><\/p>\n<h2><strong>5\/ T\u01b0\u01a1ng lai c\u1ee7a AI trong l\u0129nh v\u1ef1c Logistics<\/strong><\/h2>\n<div id=\"attachment_17055\" style=\"width: 754px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17055\" class=\"wp-image-17055 \" src=\"https:\/\/cdn.bap-software.net\/2024\/07\/09224334\/Logistics-4.0-e1720514892718.webp\" alt=\"Future fluctuations in the Logistics industry\" width=\"744\" height=\"417\" \/><p id=\"caption-attachment-17055\" class=\"wp-caption-text\">Nh\u1eefng bi\u1ebfn \u0111\u1ed9ng trong t\u01b0\u01a1ng lai ng\u00e0nh Logistics (VNG Cloud)<\/p><\/div>\n<p><span style=\"font-weight: 400;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang m\u1edf ra nh\u1eefng tri\u1ec3n v\u1ecdng l\u1edbn cho ng\u00e0nh logistics, h\u1ee9a h\u1eb9n mang l\u1ea1i nhi\u1ec1u c\u1ea3i ti\u1ebfn \u0111\u1ed9t ph\u00e1.<\/span><\/p>\n<p><b> D\u1ef1 b\u00e1o nhu c\u1ea7u v\u00e0 qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho th\u00f4ng minh:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thay v\u00ec d\u1ef1a v\u00e0o c\u1ea3m t\u00ednh v\u00e0 kinh nghi\u1ec7m, doanh nghi\u1ec7p s\u1ebd s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u00e1n h\u00e0ng, xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng, \u0111i\u1ec1u ki\u1ec7n th\u1eddi ti\u1ebft,&#8230; m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nh\u1edd v\u1eady, doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ef1 b\u00e1o nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c, t\u1ed1i \u01b0u h\u00f3a l\u01b0\u1ee3ng h\u00e0ng t\u1ed3n kho, tr\u00e1nh t\u00ecnh tr\u1ea1ng d\u01b0 th\u1eeba ho\u1eb7c thi\u1ebfu h\u1ee5t, t\u1eeb \u0111\u00f3 gi\u1ea3m chi ph\u00ed l\u01b0u kho v\u00e0 hao h\u1ee5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o th\u00f4ng minh s\u1ebd t\u1ef1 \u0111\u1ed9ng th\u00f4ng b\u00e1o cho doanh nghi\u1ec7p khi c\u1ea7n b\u1ed5 sung h\u00e0ng h\u00f3a, \u0111\u1ea3m b\u1ea3o \u0111\u00e1p \u1ee9ng nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng m\u1ed9t c\u00e1ch k\u1ecbp th\u1eddi.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Robot s\u1ebd thay th\u1ebf con ng\u01b0\u1eddi trong c\u00e1c c\u00f4ng vi\u1ec7c \u0111\u01a1n \u0111i\u1ec7u, nguy hi\u1ec3m ho\u1eb7c t\u1ed1n nhi\u1ec1u th\u1eddi gian nh\u01b0 b\u1ed1c x\u1ebfp h\u00e0ng h\u00f3a, ph\u00e2n lo\u1ea1i s\u1ea3n ph\u1ea9m, \u0111\u00f3ng g\u00f3i,&#8230; gi\u00fap n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 an to\u00e0n lao \u0111\u1ed9ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng s\u1ebd t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c di chuy\u1ec3n h\u00e0ng h\u00f3a trong kho, gi\u1ea3m thi\u1ec3u sai s\u00f3t v\u00e0 tai n\u1ea1n, \u0111\u1ed3ng th\u1eddi ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u00e1c ph\u01b0\u01a1ng ti\u1ec7n v\u1eadn t\u1ea3i t\u1ef1 h\u00e0nh s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 v\u1eadn chuy\u1ec3n h\u00e0ng h\u00f3a trong ph\u1ea1m vi ng\u1eafn, g\u00f3p ph\u1ea7n gi\u1ea3m chi ph\u00ed v\u1eadn chuy\u1ec3n v\u00e0 nh\u00e2n c\u00f4ng.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><b>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00e2ng cao:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI s\u1ebd thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n nh\u01b0 c\u1ea3m bi\u1ebfn IoT, h\u1ec7 th\u1ed1ng GPS, h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng,&#8230; m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nh\u1edd v\u1eady, doanh nghi\u1ec7p c\u00f3 th\u1ec3 theo d\u00f5i h\u00e0nh tr\u00ecnh c\u1ee7a h\u00e0ng h\u00f3a theo th\u1eddi gian th\u1ef1c, x\u00e1c \u0111\u1ecbnh \u0111i\u1ec3m ngh\u1ebdn trong chu\u1ed7i cung \u1ee9ng v\u00e0 \u0111\u01b0a ra gi\u1ea3i ph\u00e1p c\u1ea3i thi\u1ec7n k\u1ecbp th\u1eddi.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Vi\u1ec7c n\u1eafm b\u1eaft nhu c\u1ea7u v\u00e0 h\u00e0nh vi kh\u00e1ch h\u00e0ng m\u1ed9t c\u00e1ch chi ti\u1ebft s\u1ebd gi\u00fap doanh nghi\u1ec7p c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m mua s\u1eafm, t\u0103ng c\u01b0\u1eddng s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 th\u00fac \u0111\u1ea9y doanh thu.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>Ph\u01b0\u01a1ng<\/strong><b> ti\u1ec7n v\u1eadn t\u1ea3i kh\u00f4ng ng\u01b0\u1eddi l\u00e1i v\u00e0 robot t\u1ef1 \u0111\u1ed9ng:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Xe t\u1ea3i t\u1ef1 l\u00e1i s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 v\u1eadn chuy\u1ec3n h\u00e0ng h\u00f3a tr\u00ean qu\u00e3ng \u0111\u01b0\u1eddng d\u00e0i, gi\u00fap gi\u1ea3m thi\u1ec3u chi ph\u00ed nhi\u00ean li\u1ec7u, nh\u00e2n c\u00f4ng v\u00e0 tai n\u1ea1n giao th\u00f4ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Robot t\u1ef1 \u0111\u1ed9ng s\u1ebd h\u1ed7 tr\u1ee3 con ng\u01b0\u1eddi trong c\u00e1c c\u00f4ng vi\u1ec7c ph\u1ee9c t\u1ea1p nh\u01b0 b\u1ed1c d\u1ee1 container, s\u1eafp x\u1ebfp h\u00e0ng h\u00f3a trong kho, n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a ho\u1ea1t \u0111\u1ed9ng kho b\u00e3i.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Vi\u1ec7c s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ti\u1ec7n kh\u00f4ng ng\u01b0\u1eddi l\u00e1i s\u1ebd g\u00f3p ph\u1ea7n b\u1ea3o v\u1ec7 m\u00f4i tr\u01b0\u1eddng v\u00e0 gi\u1ea3m thi\u1ec3u kh\u00ed th\u1ea3i.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Nh\u00ecn chung, AI s\u1ebd \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a ng\u00e0nh logistics trong n\u0103m 2025. Tuy nhi\u00ean, \u0111\u1ec3 \u1ee9ng d\u1ee5ng AI hi\u1ec7u qu\u1ea3, doanh nghi\u1ec7p c\u1ea7n c\u00f3 chi\u1ebfn l\u01b0\u1ee3c c\u1ee5 th\u1ec3, b\u00e0i b\u1ea3n v\u00e0 \u0111\u1ea7u t\u01b0 v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng, ngu\u1ed3n nh\u00e2n l\u1ef1c ph\u00f9 h\u1ee3p.<\/span><\/p>\n<h2><strong>6\/ K\u1ebft lu\u1eadn<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">AI \u0111\u00e3 v\u00e0 \u0111ang t\u1ea1o ra nh\u1eefng thay \u0111\u1ed5i to l\u1edbn trong l\u0129nh v\u1ef1c logistics, mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch v\u01b0\u1ee3t tr\u1ed9i v\u1ec1 hi\u1ec7u qu\u1ea3 v\u00e0 kh\u1ea3 n\u0103ng c\u1ea1nh tranh. T\u1eeb qu\u1ea3n l\u00fd kho h\u00e0ng, t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh v\u1eadn chuy\u1ec3n, \u0111\u1ebfn c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng v\u00e0 d\u1ef1 b\u00e1o th\u1ecb tr\u01b0\u1eddng, AI \u0111\u00e3 ch\u1ee9ng minh \u0111\u01b0\u1ee3c vai tr\u00f2 quan tr\u1ecdng c\u1ee7a m\u00ecnh. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Trong t\u01b0\u01a1ng lai, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI h\u1ee9a h\u1eb9n s\u1ebd ti\u1ebfp t\u1ee5c c\u00e1ch m\u1ea1ng h\u00f3a ng\u00e0nh logistics, m\u1edf ra nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi v\u00e0 gi\u00fap c\u00e1c doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 th\u00edch nghi m\u00e0 c\u00f2n d\u1eabn \u0111\u1ea7u trong th\u1ecb tr\u01b0\u1eddng \u0111\u1ea7y c\u1ea1nh tranh.\u00a0<\/span><\/p>","protected":false},"author":25,"featured_media":17047,"template":"","meta":{"_acf_changed":false},"tags":[],"blog-cat":[2058],"class_list":["post-17020","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","blog-cat-technology"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Logistics 4.0: C\u00e1ch m\u1ea1ng h\u00f3a Qu\u1ea3n l\u00fd Chu\u1ed7i cung \u1ee9ng v\u1edbi AI<\/title>\n<meta name=\"description\" content=\"Logistics 4.0 \u0111\u1ea1i di\u1ec7n cho s\u1ef1 ti\u1ebfn b\u1ed9 \u0111\u00e1ng k\u1ec3 trong l\u0129nh v\u1ef1c qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, nh\u1edd v\u00e0o s\u1ef1 k\u1ebft h\u1ee3p m\u1ea1nh m\u1ebd c\u1ee7a Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI). \u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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