{"id":2676,"date":"2022-10-25T16:36:00","date_gmt":"2022-10-25T20:36:00","guid":{"rendered":"https:\/\/symboticnew.wpenginepowered.com\/?p=2676"},"modified":"2026-05-20T12:08:02","modified_gmt":"2026-05-20T16:08:02","slug":"cong-nghe-thi-giac-va-cam-bien-robot-tien-tien","status":"publish","type":"post","link":"https:\/\/www.symbotic.com\/vi\/blog\/cong-nghe-thi-giac-va-cam-bien-robot-tien-tien\/","title":{"rendered":"C\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c v\u00e0 c\u1ea3m bi\u1ebfn robot ti\u00ean ti\u1ebfn"},"content":{"rendered":"\n<section class=\"acf-block block-post-header\" id=\"block_72cad96fb2380cc9da18be21e0e135fb\" data-theme=\"light\">\n\t<div class=\"container\">\n\t\t\t\t\t<div class=\"block-post-header__media\">\n\t\t\t\t\t\t\t\t\t<figure>\n\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2025\/09\/Smart-Palletization-Algorithms-640x427.png\" class=\"attachment-3x2-md size-3x2-md\" alt=\"B\u1ea3ng th\u00f4ng tin b\u00e3i \u0111\u1ed7 xe hi\u1ec3n th\u1ecb c\u00e1c v\u1ecb tr\u00ed tr\u1ed1ng v\u00e0 b\u1ea3n \u0111\u1ed3 khu v\u1ef1c.\" \/>\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"block-post-header__content cms\">\n\t\t\t\n\t\t<div class=\"block-category\" id=\"block_ee8d2268c75c21815b18fd35b51a263b\">\n\t\t\t\t\t\t\t<p class=\"supertext\">Blog<\/p>\n\t\t\t\t\t<\/div>\n\t\n\n\n<h1 class=\"wp-block-heading has-t-2-font-size\">C\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c v\u00e0 c\u1ea3m bi\u1ebfn robot ti\u00ean ti\u1ebfn<\/h1>\n\n\n\n\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n<div class=\"single-content\">\n\t<div class=\"single-content__body cms\" id=\"block_b8ae197298c7fc2c6814545ec5efd453\">\n\t\t\n\n<div class=\"block-media\" id=\"block_f4be9e6cfa29378358a3a3d4c5e7d265\">\n\t<figure class=\"component-media component-media--video component-media--video-lightbox\">\n\t\t\t\t<div class=\"component-media__image\">\n\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2025\/09\/Smart-Palletization-Algorithms-640x427.png\" class=\"attachment-3x2-md size-3x2-md\" alt=\"B\u1ea3ng th\u00f4ng tin b\u00e3i \u0111\u1ed7 xe hi\u1ec3n th\u1ecb c\u00e1c v\u1ecb tr\u00ed tr\u1ed1ng v\u00e0 b\u1ea3n \u0111\u1ed3 khu v\u1ef1c.\" \/><button class=\"video-control\" data-micromodal-trigger=\"modal-1\"><i class=\"icon-play\"><\/i><span>Ph\u00e1t video<\/span><\/button>\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<figcaption class=\"component-media__caption\">C\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c v\u00e0 c\u1ea3m bi\u1ebfn robot ti\u00ean ti\u1ebfn mang l\u1ea1i t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c<\/figcaption>\n\t\t\t\t\t\t<\/figure>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">H\u1ec7 th\u1ed1ng Symbotic ho\u1ea1t \u0111\u1ed9ng v\u1edbi t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh trong m\u00f4i tr\u01b0\u1eddng kho h\u00e0ng thay \u0111\u1ed5i li\u00ean t\u1ee5c. C\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c ti\u00ean ti\u1ebfn, \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p to\u00e0n di\u1ec7n trong h\u1ec7 th\u1ed1ng, cho ph\u00e9p robot c\u1ea3m nh\u1eadn v\u00e0 quan s\u00e1t nh\u1edd ph\u1ea7n m\u1ec1m h\u1ecdc m\u00e1y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi m\u1ed9t pallet h\u00e0ng h\u00f3a \u0111\u1ebfn kho, c\u00e1nh tay robot \u0111\u01b0\u1ee3c trang b\u1ecb h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c s\u1ebd nh\u1ea5c m\u1ed9t l\u1edbp th\u00f9ng carton \u0111\u1ea7y \u0111\u1ee7 c\u00f9ng l\u00fac, tr\u01b0\u1edbc ti\u00ean ki\u1ec3m tra xem c\u00f3 v\u1eadt c\u1ea3n nh\u01b0 t\u1ea5m l\u00f3t hay v\u1ea5n \u0111\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng th\u00f9ng carton c\u1ea7n \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft hay kh\u00f4ng. C\u00e1c th\u00f9ng carton \u0111\u01b0\u1ee3c \u0111\u1eb7t l\u00ean b\u0103ng t\u1ea3i, n\u01a1i m\u1ed9t c\u1eb7p robot \u0111\u01b0\u1ee3c trang b\u1ecb h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c s\u1ebd ki\u1ec3m tra t\u1eebng th\u00f9ng tr\u01b0\u1edbc khi t\u00e1ch r\u1eddi v\u00e0 \u0111\u1ecbnh h\u01b0\u1edbng th\u00f9ng \u0111\u1ec3 \u0111\u01b0a v\u00e0o h\u1ec7 th\u1ed1ng. H\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ea3m b\u1ea3o to\u00e0n b\u1ed9 quy tr\u00ecnh di\u1ec5n ra nhanh ch\u00f3ng v\u00e0 li\u1ec1n m\u1ea1ch.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">H\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c c\u0169ng ki\u1ec3m tra c\u00e1c th\u00f9ng h\u00e0ng nh\u1eadp kho \u0111\u1ec3 x\u00e1c minh \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a s\u1ea3n ph\u1ea9m \u2014 v\u00e0 ph\u00e1t hi\u1ec7n h\u00e0ng h\u00f3a h\u01b0 h\u1ecfng ho\u1eb7c v\u1ea5n \u0111\u1ec1 v\u1ec1 bao b\u00ec. B\u1eb1ng c\u00e1ch qu\u00e9t t\u1ea5t c\u1ea3 s\u00e1u m\u1eb7t c\u1ee7a m\u1ed7i th\u00f9ng, ph\u1ea7n m\u1ec1m th\u1ecb gi\u00e1c ph\u00e1t hi\u1ec7n v\u1eadt li\u1ec7u nguy hi\u1ec3m v\u00e0 c\u00e1c bi\u1ec3u t\u01b0\u1ee3ng \u0111\u1ecbnh h\u01b0\u1edbng th\u00f9ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o s\u1ea3n ph\u1ea9m \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef \u0111\u00fang c\u00e1ch v\u00e0 ng\u0103n ng\u1eeba r\u00f2 r\u1ec9.<\/p>\n\n\n\n<section class=\"acf-block block-testimonial-slider\" id=\"block_39d42333333fc177a457e981b98440be\" data-theme=\"white\">\n\t<div class=\"container\">\n\t\t\t\t\t\t\t<div class=\"testimonial-slider\">\n\t\t\t\t<div class=\"testimonial-slider__wrapper swiper\">\n\t\t\t\t\t<div class=\"testimonial-slider__slides swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"testimonial-slide swiper-slide\">\n\t\t\t\t\t\t\t\t<p class=\"testimonial-slide__quote\">Th\u1eadt l\u00e0 m\u1ed9t tr\u1ea3i nghi\u1ec7m tuy\u1ec7t v\u1eddi khi \u0111\u01b0\u1ee3c l\u00e0m vi\u1ec7c c\u00f9ng nh\u1eefng k\u1ef9 s\u01b0 v\u00e0 nh\u00e0 to\u00e1n h\u1ecdc t\u00e0i n\u0103ng nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi. H\u1ecd l\u00e0 nh\u1eefng chuy\u00ean gia h\u00e0ng \u0111\u1ea7u trong c\u00e1c l\u0129nh v\u1ef1c c\u1ee7a m\u00ecnh \u2013 nh\u01b0 h\u1ecdc m\u00e1y, \u0111i\u1ec7n to\u00e1n bi\u00ean v\u00e0 robotics. C\u00f9ng nhau, ch\u00fang t\u00f4i \u0111ang ph\u00e1t tri\u1ec3n nh\u1eefng s\u00e1ng t\u1ea1o mang t\u00ednh \u0111\u1ed9t ph\u00e1.<\/p>\n\t\t\t\t\t\t\t\t<div class=\"testimonial-slide__bottom\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"80\" height=\"80\" src=\"https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Curtis-80x80.png\" class=\"testimonial-slide__img\" alt=\"M\u1ed9t ng\u01b0\u1eddi \u0111\u00e0n \u00f4ng \u0111ang m\u1ec9m c\u01b0\u1eddi, m\u1eb7c \u00e1o s\u01a1 mi m\u00e0u xanh, \u0111\u1ee9ng tr\u01b0\u1edbc n\u1ec1n m\u00e0u x\u00e1m.\" srcset=\"https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Curtis-80x80.png 80w, https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Curtis-300x300.png 300w, https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Curtis-150x150.png 150w, https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Curtis-350x350.png 350w, https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Curtis.png 600w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/>\t\t\t\t\t\t\t\t\t<div class=\"testimonial-slide__meta\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"testimonial-slide__name\">Curtis<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"testimonial-slide__title\">K\u1ef9 s\u01b0 Gi\u1ea3i ph\u00e1p C\u1ea5p cao, Symbotic<\/p>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"testimonial-pagination\">\n\t\t\t\t\t<button\n\t\t\t\t\t\tclass=\"testimonial-pagination__button testimonial-pagination__button--prev\"\n\t\t\t\t\t\taria-label=\"Trang chi\u1ebfu tr\u01b0\u1edbc\"\n\t\t\t\t\t><\/button>\n\t\t\t\t\t<button\n\t\t\t\t\t\tclass=\"testimonial-pagination__button testimonial-pagination__button--next\"\n\t\t\t\t\t\taria-label=\"Trang chi\u1ebfu ti\u1ebfp theo\"\n\t\t\t\t\t><\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n<\/section>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh \u0111\u00f3ng vai tr\u00f2 thi\u1ebft y\u1ebfu trong vi\u1ec7c \u0111\u1ea3m b\u1ea3o h\u00e0ng tr\u0103m robot di \u0111\u1ed9ng t\u1ef1 \u0111\u1ed9ng, di chuy\u1ec3n v\u1edbi t\u1ed1c \u0111\u1ed9 l\u00ean \u0111\u1ebfn 20+ d\u1eb7m\/gi\u1edd, c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c v\u1ecb tr\u00ed c\u1ee7a m\u00ecnh v\u00e0 c\u1ea3m nh\u1eadn s\u1ef1 hi\u1ec7n di\u1ec7n c\u1ee7a nhau \u0111\u1ec3 tr\u00e1nh va ch\u1ea1m. Symbotic \u0111ang \u0111\u1ea9y gi\u1edbi h\u1ea1n c\u1ee7a c\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh v\u1edbi c\u00e1c robot di \u0111\u1ed9ng c\u1ee7a m\u00ecnh \u2014 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng \u0111\u1ed9t ph\u00e1 th\u1ef1c s\u1ef1 v\u1ec1 t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed7i robot \u0111\u01b0\u1ee3c trang b\u1ecb nhi\u1ec1u camera RGB \u0111\u1ec3 h\u01b0\u1edbng d\u1eabn chuy\u1ec3n \u0111\u1ed9ng v\u00e0 gi\u00fap n\u00f3 di chuy\u1ec3n xung quanh ch\u01b0\u1edbng ng\u1ea1i v\u1eadt. Hai camera \u1edf c\u1ea3 ph\u00eda tr\u01b0\u1edbc v\u00e0 ph\u00eda sau s\u1ebd cung c\u1ea5p cho robot kh\u1ea3 n\u0103ng \u201cnh\u00ecn hai m\u1eaft\u201d \u0111\u1ec3 nh\u1eadn bi\u1ebft \u0111\u1ed9 s\u00e2u v\u00e0 ph\u00e1t hi\u1ec7n v\u1eadt th\u1ec3 t\u1ed1t h\u01a1n. Kh\u1ea3 n\u0103ng \u201cnh\u00ecn\u201d n\u00e0y gi\u00fap robot di chuy\u1ec3n nhanh h\u01a1n v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t camera 3D gi\u00fap robot x\u00e1c minh k\u00edch th\u01b0\u1edbc v\u00e0 v\u1ecb tr\u00ed c\u1ee7a th\u00f9ng h\u00e0ng, \u0111\u1ed3ng th\u1eddi ph\u00e1t hi\u1ec7n c\u00e1c b\u1ea5t th\u01b0\u1eddng tr\u01b0\u1edbc khi x\u1eed l\u00fd. Camera theo d\u00f5i khoang ch\u1ee9a h\u00e0ng khi robot di chuy\u1ec3n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o h\u00e0ng h\u00f3a kh\u00f4ng b\u1ecb x\u00ea d\u1ecbch. \u0110i\u1ec1u n\u00e0y gi\u1ea3m thi\u1ec3u kh\u1ea3 n\u0103ng x\u1ea3y ra l\u1ed7i v\u00e0 \u0111\u1ed5 v\u1ee1.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng khi c\u00e1c th\u00f9ng h\u00e0ng \u0111\u01b0\u1ee3c x\u1ebfp th\u00e0nh pallet \u0111\u1ec3 v\u1eadn chuy\u1ec3n \u0111\u1ebfn kh\u00e1ch h\u00e0ng. \u0110\u1ea7u ti\u00ean, h\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c trong c\u00e1c khu v\u1ef1c xu\u1ea5t h\u00e0ng \u0111\u1ea3m b\u1ea3o m\u1ed7i th\u00f9ng h\u00e0ng \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u01b0\u1edbng v\u00e0 \u0111\u1eb7t \u0111\u00fang v\u1ecb tr\u00ed \u0111\u1ec3 n\u00e2ng v\u00e0 \u0111\u1eb7t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sau \u0111\u00f3, to\u00e0n b\u1ed9 khu v\u1ef1c pallet \u0111\u01b0\u1ee3c l\u1eadp b\u1ea3n \u0111\u1ed3 3D theo th\u1eddi gian th\u1ef1c, gi\u00fap robot bi\u1ebft ch\u00ednh x\u00e1c v\u1ecb tr\u00ed \u0111\u1eb7t t\u1eebng th\u00f9ng h\u00e0ng khi x\u00e2y d\u1ef1ng pallet si\u00eau cao, d\u00e0y \u0111\u1eb7c v\u00e0 \u1ed5n \u0111\u1ecbnh. H\u1ec7 th\u1ed1ng th\u1ecb gi\u00e1c ph\u00e1t hi\u1ec7n khi th\u00f9ng h\u00e0ng b\u1ecb l\u1ec7ch ho\u1eb7c sai v\u1ecb tr\u00ed v\u00e0 \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh \u1ed5n \u0111\u1ecbnh c\u1ee7a pallet.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c robot t\u1ef1 \u0111\u1ed9ng \u0111\u01b0\u1ee3c trang b\u1ecb th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, k\u1ebft h\u1ee3p v\u1edbi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, h\u1ecdc m\u00e1y v\u00e0 m\u1ea1ng n\u01a1-ron, mang l\u1ea1i hi\u1ec7u su\u1ea5t, \u0111\u1ed9 tin c\u1eady v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng \u0111\u1eb3ng c\u1ea5p th\u1ebf gi\u1edbi cho H\u1ec7 th\u1ed1ng Symbotic.<\/p>\n\n\n\n<section class=\"acf-block block-testimonial-slider\" id=\"block_bcd17f1049e179736cad00aa249069a2\" data-theme=\"white\">\n\t<div class=\"container\">\n\t\t\t\t\t\t\t<div class=\"testimonial-slider\">\n\t\t\t\t<div class=\"testimonial-slider__wrapper swiper\">\n\t\t\t\t\t<div class=\"testimonial-slider__slides swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"testimonial-slide swiper-slide\">\n\t\t\t\t\t\t\t\t<p class=\"testimonial-slide__quote\">Ch\u00fang t\u00f4i \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a ng\u00e0nh kho b\u00e3i v\u1edbi gi\u1ea3i ph\u00e1p h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh. V\u00e0 ch\u00fang t\u00f4i m\u1edbi ch\u1ec9 ch\u1ea1m \u0111\u1ebfn b\u1ec1 m\u1eb7t c\u1ee7a nh\u1eefng ti\u1ec1m n\u0103ng m\u00e0 c\u00f4ng ngh\u1ec7 n\u00e0y mang l\u1ea1i. T\u00f4i th\u1ef1c s\u1ef1 h\u00e1o h\u1ee9c mu\u1ed1n xem c\u00f4ng ngh\u1ec7 n\u00e0y s\u1ebd ph\u00e1t tri\u1ec3n \u0111\u1ebfn \u0111\u00e2u trong t\u01b0\u01a1ng lai.<\/p>\n\t\t\t\t\t\t\t\t<div class=\"testimonial-slide__bottom\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"80\" height=\"80\" src=\"https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Nir-80x80.png\" class=\"testimonial-slide__img\" alt=\"M\u1ed9t ng\u01b0\u1eddi \u0111\u00e0n \u00f4ng t\u00f3c ng\u1eafn, r\u00e2u quai n\u00f3n, \u0111ang m\u1ec9m c\u01b0\u1eddi, m\u1eb7c \u00e1o s\u01a1 mi k\u1ebb caro m\u00e0u xanh nh\u1ea1t tr\u00ean n\u1ec1n tr\u1eafng.\" srcset=\"https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Nir-80x80.png 80w, https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Nir-300x300.png 300w, https:\/\/www.symbotic.com\/vi\/wp-content\/uploads\/sites\/10\/2026\/01\/Nir-150x150.png 150w, 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