{"id":4905,"date":"2025-10-01T09:48:47","date_gmt":"2025-10-01T02:48:47","guid":{"rendered":"https:\/\/swoer.vn\/?p=4905"},"modified":"2025-10-01T09:48:47","modified_gmt":"2025-10-01T02:48:47","slug":"nguyen-ly-hoat-dong-flexible-feeder","status":"publish","type":"post","link":"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/","title":{"rendered":"Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng Flexible Feeder: C\u01a1 ch\u1ebf Vision v\u00e0 rung \u0111\u1ed9ng \u0111a tr\u1ee5c"},"content":{"rendered":"<p><i><span style=\"font-weight: 400;\">N\u1ebfu b\u1ea1n \u0111\u00e3 quen thu\u1ed9c v\u1edbi nh\u1eefng chi\u1ebfc b\u00e1t rung (vibratory bowl feeder) c\u1ed1 \u0111\u1ecbnh, th\u00ec <\/span><\/i><b><i>Flexible Feeder (B\u1ed9 c\u1ea5p linh ki\u1ec7n linh ho\u1ea1t)<\/i><\/b><i><span style=\"font-weight: 400;\"> l\u00e0 m\u1ed9t b\u01b0\u1edbc ti\u1ebfn c\u00f4ng ngh\u1ec7 \u0111\u1ed9t ph\u00e1. N\u00f3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n c\u1ea5p ph\u00f4i cho c\u00e1c linh ki\u1ec7n <\/span><\/i><b><i>ph\u1ee9c t\u1ea1p, b\u1ea5t \u0111\u1ed1i x\u1ee9ng<\/i><\/b><i><span style=\"font-weight: 400;\"> ho\u1eb7c c\u00e1c d\u00e2y chuy\u1ec1n c\u1ea7n <\/span><\/i><b><i>thay \u0111\u1ed5i m\u1eabu m\u00e3 li\u00ean t\u1ee5c<\/i><\/b><i><span style=\"font-weight: 400;\">.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\">B\u00ed m\u1eadt \u0111\u1eb1ng sau kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng tuy\u1ec7t v\u1eddi c\u1ee7a Flexible Feeder kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t chi\u1ebfc m\u00e1y rung ph\u1ee9c t\u1ea1p h\u01a1n, m\u00e0 l\u00e0 s\u1ef1 t\u00edch h\u1ee3p th\u00f4ng minh c\u1ee7a <\/span><\/i><b><i>c\u01a1 ch\u1ebf v\u1eadt l\u00fd<\/i><\/b><i><span style=\"font-weight: 400;\"> dan <\/span><\/i><b><i>th\u1ecb gi\u00e1c m\u00e1y (Vision)<\/i><\/b><i><span style=\"font-weight: 400;\">. N\u00f3 chuy\u1ec3n \u0111\u1ed5i tr\u1ea1ng th\u00e1i &#8220;ng\u1eabu nhi\u00ean&#8221; th\u00e0nh &#8220;ch\u00ednh x\u00e1c&#8221;.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\">Artikel ini <a href=\"https:\/\/swoer.vn\/ms\/contact\/\"><strong>SUMPAH<\/strong><\/a> s\u1ebd \u0111i s\u00e2u v\u00e0o t\u1eebng b\u01b0\u1edbc trong nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Flexible Feeder, l\u00e0m r\u00f5 c\u00e1ch c\u00e1c th\u00e0nh ph\u1ea7n c\u00f4ng ngh\u1ec7 ph\u1ed1i h\u1ee3p \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c tuy\u1ec7t \u0111\u1ed1i.<\/span><\/i><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Jadual Kandungan<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Togol Jadual Kandungan\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Togol<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#Co_che_cap_phoi_Phan_Co_khi_va_Vat_ly\" >C\u01a1 ch\u1ebf c\u1ea5p ph\u00f4i (Ph\u1ea7n C\u01a1 kh\u00ed v\u00e0 V\u1eadt l\u00fd)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#1_Co_che_rung_dong_da_truc_Multi-axis_Vibration\" >1. C\u01a1 ch\u1ebf rung \u0111\u1ed9ng \u0111a tr\u1ee5c (Multi-axis Vibration)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#2_Toi_uu_hoa_be_mat_khay_cap_Tray_Surface\" >2. T\u1ed1i \u01b0u h\u00f3a b\u1ec1 m\u1eb7t khay c\u1ea5p (Tray Surface)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#3_Qua_trinh_tai_tao_phoi_Recirculation\" >3. Qu\u00e1 tr\u00ecnh t\u00e1i t\u1ea1o ph\u00f4i (Recirculation)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#Co_che_dinh_vi_va_nhan_dang_Phan_Thi_giac_may\" >C\u01a1 ch\u1ebf \u0111\u1ecbnh v\u1ecb v\u00e0 nh\u1eadn d\u1ea1ng (Ph\u1ea7n Th\u1ecb gi\u00e1c m\u00e1y)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#1_Thu_thap_hinh_anh_toi_uu\" >1. Thu th\u1eadp h\u00ecnh \u1ea3nh t\u1ed1i \u01b0u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#2_Xu_ly_va_phan_tich_thuat_toan\" >2. X\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch thu\u1eadt to\u00e1n<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#Giao_tiep_va_dieu_khien_Robot_Phan_Tich_hop\" >Giao ti\u1ebfp v\u00e0 \u0111i\u1ec1u khi\u1ec3n Robot (Ph\u1ea7n T\u00edch h\u1ee3p)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#1_Truyen_du_lieu_tuc_thoi_Real-time_Communication\" >1. Truy\u1ec1n d\u1eef li\u1ec7u t\u1ee9c th\u1eddi (Real-time Communication)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#2_Thao_tac_gap_ngau_nhien_Random_Picking\" >2. Thao t\u00e1c g\u1eafp ng\u1eabu nhi\u00ean (Random Picking)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#Ket_luan\" >membuat kesimpulan:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/swoer.vn\/ms\/nguyen-ly-hoat-dong-flexible-feeder\/#Lien_he_voi_chung_toi\" >Hubungi kami<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Co_che_cap_phoi_Phan_Co_khi_va_Vat_ly\"><\/span><span style=\"font-weight: 400;\">C\u01a1 ch\u1ebf c\u1ea5p ph\u00f4i (Ph\u1ea7n C\u01a1 kh\u00ed v\u00e0 V\u1eadt l\u00fd)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Giai \u0111o\u1ea1n \u0111\u1ea7u ti\u00ean l\u00e0 chu\u1ea9n b\u1ecb linh ki\u1ec7n, \u0111\u1ea3m b\u1ea3o ch\u00fang \u0111\u01b0\u1ee3c t\u00e1ch r\u1eddi v\u00e0 tr\u1ea3i \u0111\u1ec1u tr\u00ean b\u1ec1 m\u1eb7t.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Co_che_rung_dong_da_truc_Multi-axis_Vibration\"><\/span><span style=\"font-weight: 400;\">1. C\u01a1 ch\u1ebf rung \u0111\u1ed9ng \u0111a tr\u1ee5c (Multi-axis Vibration)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 \u0111i\u1ec3m kh\u00e1c bi\u1ec7t c\u1ed1t l\u00f5i. Flexible Feeder s\u1eed d\u1ee5ng \u0111\u1ed9ng c\u01a1 v\u00e0 c\u01a1 c\u1ea5u \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 t\u1ea1o ra <\/span><b>c\u00e1c s\u00f3ng rung \u0111\u1ed9ng \u0111a chi\u1ec1u<\/b><span style=\"font-weight: 400;\">, ch\u1ee9 kh\u00f4ng ph\u1ea3i rung \u0111\u1ed9ng \u0111\u01a1n h\u01b0\u1edbng c\u1ed1 \u0111\u1ecbnh.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>L\u00e0m t\u01a1i v\u00e0 T\u00e1ch r\u1eddi (Singulation):<\/b><span style=\"font-weight: 400;\"> S\u00f3ng rung n\u00e0y gi\u00fap c\u00e1c linh ki\u1ec7n \u0111\u01b0\u1ee3c <\/span><b>l\u00e0m t\u01a1i (fluidized)<\/b><span style=\"font-weight: 400;\"> v\u00e0 tr\u1ea3i \u0111\u1ec1u m\u1ed9t c\u00e1ch nh\u1eb9 nh\u00e0ng tr\u00ean khay.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u1ea3o v\u1ec7 Linh ki\u1ec7n:<\/b><span style=\"font-weight: 400;\"> Rung \u0111\u1ed9ng \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t tinh vi gi\u00fap ng\u0103n ng\u1eeba c\u00e1c chi ti\u1ebft nh\u1ea1y c\u1ea3m b\u1ecb m\u00e0i m\u00f2n, h\u01b0 h\u1ecfng ho\u1eb7c bi\u1ebfn d\u1ea1ng trong qu\u00e1 tr\u00ecnh c\u1ea5p ph\u00f4i.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Toi_uu_hoa_be_mat_khay_cap_Tray_Surface\"><\/span><span style=\"font-weight: 400;\">2. T\u1ed1i \u01b0u h\u00f3a b\u1ec1 m\u1eb7t khay c\u1ea5p (Tray Surface)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Khay c\u1ea5p th\u01b0\u1eddng \u0111\u01b0\u1ee3c l\u00e0m t\u1eeb v\u1eadt li\u1ec7u composite ho\u1eb7c c\u00f3 l\u1edbp ph\u1ee7 ch\u1ed1ng ma s\u00e1t\/ch\u1ed1ng d\u00ednh. B\u1ec1 m\u1eb7t n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap chi ti\u1ebft di chuy\u1ec3n ng\u1eabu nhi\u00ean m\u00e0 c\u00f2n \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c <\/span><b>gi\u1ea3m thi\u1ec3u s\u1ef1 d\u00ednh b\u00e1m<\/b><span style=\"font-weight: 400;\"> ho\u1eb7c k\u1eb9t ph\u00f4i.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Qua_trinh_tai_tao_phoi_Recirculation\"><\/span><span style=\"font-weight: 400;\">3. Qu\u00e1 tr\u00ecnh t\u00e1i t\u1ea1o ph\u00f4i (Recirculation)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">N\u1ebfu sau m\u1ed9t th\u1eddi gian, Vision System kh\u00f4ng t\u00ecm th\u1ea5y chi ti\u1ebft n\u00e0o \u1edf t\u01b0 th\u1ebf g\u1eafp \u0111\u01b0\u1ee3c, m\u00e1y s\u1ebd k\u00edch ho\u1ea1t m\u1ed9t chu k\u1ef3 rung \u0111\u1ed9ng ng\u1eafn, m\u1ea1nh h\u01a1n \u0111\u1ec3 <\/span><b>x\u00e1o tr\u1ed9n<\/b><span style=\"font-weight: 400;\"> c\u00e1c chi ti\u1ebft tr\u00ean khay, t\u1ea1o ra m\u1ed9t t\u1eadp h\u1ee3p ng\u1eabu nhi\u00ean m\u1edbi cho Vision System x\u1eed l\u00fd.<\/span><\/p>\n<figure id=\"attachment_4907\" aria-describedby=\"caption-attachment-4907\" style=\"width: 1366px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4907 size-full\" src=\"https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-cap-phoi.png\" alt=\"C\u01a1 ch\u1ebf c\u1ea5p ph\u00f4i\" width=\"1366\" height=\"768\" title=\"\" srcset=\"https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-cap-phoi.png 1366w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-cap-phoi-300x169.png 300w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-cap-phoi-1024x576.png 1024w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-cap-phoi-768x432.png 768w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-cap-phoi-18x10.png 18w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-cap-phoi-600x337.png 600w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" \/><figcaption id=\"caption-attachment-4907\" class=\"wp-caption-text\">C\u01a1 ch\u1ebf c\u1ea5p ph\u00f4i<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Co_che_dinh_vi_va_nhan_dang_Phan_Thi_giac_may\"><\/span><span style=\"font-weight: 400;\">C\u01a1 ch\u1ebf \u0111\u1ecbnh v\u1ecb v\u00e0 nh\u1eadn d\u1ea1ng (Ph\u1ea7n Th\u1ecb gi\u00e1c m\u00e1y)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Sau khi linh ki\u1ec7n \u0111\u00e3 \u0111\u01b0\u1ee3c tr\u1ea3i \u0111\u1ec1u ng\u1eabu nhi\u00ean, Vision System s\u1ebd ti\u1ebfp qu\u1ea3n \u0111\u1ec3 bi\u1ebfn s\u1ef1 ng\u1eabu nhi\u00ean \u0111\u00f3 th\u00e0nh t\u1ecda \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Thu_thap_hinh_anh_toi_uu\"><\/span><span style=\"font-weight: 400;\">1. Thu th\u1eadp h\u00ecnh \u1ea3nh t\u1ed1i \u01b0u<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ch\u1ee5p \u1ea3nh:<\/b><span style=\"font-weight: 400;\"> Camera c\u00f4ng nghi\u1ec7p (th\u01b0\u1eddng l\u00e0 2D \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao, \u0111\u00f4i khi l\u00e0 3D) \u0111\u01b0\u1ee3c \u0111\u1eb7t c\u1ed1 \u0111\u1ecbnh ph\u00eda tr\u00ean khay c\u1ea5p \u0111\u1ec3 ch\u1ee5p l\u1ea1i <\/span><b>khung h\u00ecnh (Field of View)<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Chi\u1ebfu s\u00e1ng:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng chi\u1ebfu s\u00e1ng chuy\u00ean d\u1ee5ng (th\u01b0\u1eddng l\u00e0 \u0111\u00e8n n\u1ec1n, \u0111\u00e8n v\u00f2ng) \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra \u0111\u1ed9 t\u01b0\u01a1ng ph\u1ea3n ho\u00e0n h\u1ea3o, \u0111\u1ea3m b\u1ea3o kh\u00f4ng c\u00f3 b\u00f3ng m\u1edd ho\u1eb7c ph\u1ea3n chi\u1ebfu l\u00e0m nhi\u1ec5u lo\u1ea1n d\u1eef li\u1ec7u.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Xu_ly_va_phan_tich_thuat_toan\"><\/span><span style=\"font-weight: 400;\">2. X\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch thu\u1eadt to\u00e1n<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 n\u01a1i tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u00e1t huy t\u00e1c d\u1ee5ng:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nh\u1eadn d\u1ea1ng H\u00ecnh d\u1ea1ng:<\/b><span style=\"font-weight: 400;\"> Ph\u1ea7n m\u1ec1m Vision d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t (Recipe) \u0111\u1ec3 nh\u1eadn di\u1ec7n h\u00ecnh d\u1ea1ng c\u1ee7a chi ti\u1ebft.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00ednh to\u00e1n T\u1ecda \u0111\u1ed9 Ch\u00ednh x\u00e1c:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng t\u00ednh to\u00e1n ch\u00ednh x\u00e1c <\/span><b>X, Y, Theta<\/b><span style=\"font-weight: 400;\"> (v\u1ecb tr\u00ed X, Y v\u00e0 g\u00f3c quay) c\u1ee7a c\u00e1c chi ti\u1ebft \u0111ang n\u1eb1m \u1edf t\u01b0 th\u1ebf g\u1eafp \u0111\u01b0\u1ee3c (Pickable Pose).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>L\u1ecdc l\u1ed7i Nhanh ch\u00f3ng:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng l\u1ecdc b\u1ecf c\u00e1c chi ti\u1ebft kh\u00f4ng \u0111\u1ea1t chu\u1ea9n (v\u00ed d\u1ee5: b\u1ecb ch\u1ed3ng l\u00ean nhau, n\u1eb1m ngo\u00e0i v\u00f9ng l\u00e0m vi\u1ec7c) \u0111\u1ec3 tr\u00e1nh l\u00e3ng ph\u00ed chu k\u1ef3 c\u1ee7a robot.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_4908\" aria-describedby=\"caption-attachment-4908\" style=\"width: 1366px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4908 size-full\" src=\"https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-dinh-vi-va-nhan-dang.png\" alt=\"C\u01a1 ch\u1ebf \u0111\u1ecbnh v\u1ecb v\u00e0 nh\u1eadn d\u1ea1ng\" width=\"1366\" height=\"768\" title=\"\" srcset=\"https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-dinh-vi-va-nhan-dang.png 1366w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-dinh-vi-va-nhan-dang-300x169.png 300w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-dinh-vi-va-nhan-dang-1024x576.png 1024w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-dinh-vi-va-nhan-dang-768x432.png 768w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-dinh-vi-va-nhan-dang-18x10.png 18w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Co-che-dinh-vi-va-nhan-dang-600x337.png 600w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" \/><figcaption id=\"caption-attachment-4908\" class=\"wp-caption-text\">C\u01a1 ch\u1ebf \u0111\u1ecbnh v\u1ecb v\u00e0 nh\u1eadn d\u1ea1ng<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Giao_tiep_va_dieu_khien_Robot_Phan_Tich_hop\"><\/span><span style=\"font-weight: 400;\">Giao ti\u1ebfp v\u00e0 \u0111i\u1ec1u khi\u1ec3n Robot (Ph\u1ea7n T\u00edch h\u1ee3p)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">S\u1ef1 \u0111\u1ed3ng b\u1ed9 gi\u1eefa Vision v\u00e0 Robot l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh t\u1ed1c \u0111\u1ed9 c\u1ee7a Flexible Feeder.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Truyen_du_lieu_tuc_thoi_Real-time_Communication\"><\/span><span style=\"font-weight: 400;\">1. Truy\u1ec1n d\u1eef li\u1ec7u t\u1ee9c th\u1eddi (Real-time Communication)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ngay l\u1eadp t\u1ee9c, Vision System s\u1ebd t\u1ea1o ra m\u1ed9t danh s\u00e1ch t\u1ecda \u0111\u1ed9 \u01b0u ti\u00ean (Pick List) v\u00e0 truy\u1ec1n d\u1eef li\u1ec7u n\u00e0y \u0111\u1ebfn B\u1ed9 \u0111i\u1ec1u khi\u1ec3n Robot\/PLC qua c\u00e1c <\/span><b>giao th\u1ee9c c\u00f4ng nghi\u1ec7p t\u1ed1c \u0111\u1ed9 cao<\/b><span style=\"font-weight: 400;\"> (v\u00ed d\u1ee5: Ethernet\/IP, Profinet). Vi\u1ec7c truy\u1ec1n d\u1eef li\u1ec7u ph\u1ea3i di\u1ec5n ra g\u1ea7n nh\u01b0 t\u1ee9c th\u1eddi \u0111\u1ec3 tr\u00e1nh \u0111\u1ed9 tr\u1ec5.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Thao_tac_gap_ngau_nhien_Random_Picking\"><\/span><span style=\"font-weight: 400;\">2. Thao t\u00e1c g\u1eafp ng\u1eabu nhi\u00ean (Random Picking)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Robot di chuy\u1ec3n \u0111\u1ebfn t\u1ecda \u0111\u1ed9 (X, Y, Theta) \u0111\u01b0\u1ee3c Vision ch\u1ec9 \u0111\u1ecbnh. Nh\u1edd c\u00f3 g\u00f3c quay (Theta), robot c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh d\u1ee5ng c\u1ee5 g\u1eafp (Gripper) \u0111\u1ec3 <\/span><b>g\u1eafp chi ti\u1ebft \u1edf b\u1ea5t k\u1ef3 t\u01b0 th\u1ebf n\u00e0o<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Chu tr\u00ecnh Ph\u1ea3n h\u1ed3i (Feedback Loop):<\/b><span style=\"font-weight: 400;\"> Sau khi robot th\u1ef1c hi\u1ec7n thao t\u00e1c g\u1eafp, Vision System nhanh ch\u00f3ng ch\u1ee5p l\u1ea1i h\u00ecnh \u1ea3nh m\u1edbi \u0111\u1ec3 x\u00e1c nh\u1eadn ph\u00f4i \u0111\u00e3 \u0111\u01b0\u1ee3c l\u1ea5y \u0111i v\u00e0 c\u1eadp nh\u1eadt l\u1ea1i danh s\u00e1ch t\u1ecda \u0111\u1ed9 c\u00f2n l\u1ea1i cho l\u1ea7n g\u1eafp ti\u1ebfp theo. Qu\u00e1 tr\u00ecnh n\u00e0y di\u1ec5n ra li\u00ean t\u1ee5c.<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_4909\" aria-describedby=\"caption-attachment-4909\" style=\"width: 1366px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-4909 size-full\" src=\"https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Giao-tiep-va-dieu-khien-Robot.png\" alt=\"Giao ti\u1ebfp v\u00e0 \u0111i\u1ec1u khi\u1ec3n Robot\" width=\"1366\" height=\"768\" title=\"\" srcset=\"https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Giao-tiep-va-dieu-khien-Robot.png 1366w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Giao-tiep-va-dieu-khien-Robot-300x169.png 300w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Giao-tiep-va-dieu-khien-Robot-1024x576.png 1024w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Giao-tiep-va-dieu-khien-Robot-768x432.png 768w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Giao-tiep-va-dieu-khien-Robot-18x10.png 18w, https:\/\/swoer.vn\/wp-content\/uploads\/2025\/10\/Giao-tiep-va-dieu-khien-Robot-600x337.png 600w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" \/><figcaption id=\"caption-attachment-4909\" class=\"wp-caption-text\">Giao ti\u1ebfp v\u00e0 \u0111i\u1ec1u khi\u1ec3n Robot<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><span style=\"font-weight: 400;\">membuat kesimpulan:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng c\u1ee7a <\/span><b>Flexible Feeder<\/b><span style=\"font-weight: 400;\"> l\u00e0 minh ch\u1ee9ng cho s\u1ee9c m\u1ea1nh c\u1ee7a t\u1ef1 \u0111\u1ed9ng h\u00f3a 4.0. N\u00f3 kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean c\u01a1 ch\u1ebf c\u1ed1 \u0111\u1ecbnh, m\u00e0 l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p \u0111\u1ed3ng b\u1ed9 v\u00e0 th\u00f4ng minh gi\u1eefa <\/span><b>c\u01a1 h\u1ecdc<\/b><span style=\"font-weight: 400;\"> (c\u1ea5p ph\u00f4i ng\u1eabu nhi\u00ean) v\u00e0 <\/span><b>Vision<\/b><span style=\"font-weight: 400;\"> (\u0111\u1ecbnh v\u1ecb ch\u00ednh x\u00e1c).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c hi\u1ec3u r\u00f5 nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng n\u00e0y gi\u00fap doanh nghi\u1ec7p nh\u00ecn th\u1ea5y gi\u00e1 tr\u1ecb c\u1ed1t l\u00f5i: kh\u1ea3 n\u0103ng x\u1eed l\u00fd b\u1ea5t k\u1ef3 chi ti\u1ebft n\u00e0o v\u00e0 t\u1ed1i \u0111a h\u00f3a n\u0103ng su\u1ea5t l\u1eafp r\u00e1p c\u1ee7a robot.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n mu\u1ed1n ch\u1ee9ng ki\u1ebfn nguy\u00ean l\u00fd ho\u1ea1t \u0111\u1ed9ng n\u00e0y \u00e1p d\u1ee5ng cho linh ki\u1ec7n c\u1ee7a m\u00ecnh? <\/span><b>Hubungi sekarang <a href=\"https:\/\/swoer.vn\/ms\/contact\/\">SUMPAH<\/a><\/b><span style=\"font-weight: 400;\"> \u0111\u1ec3 y\u00eau c\u1ea7u demo v\u00e0 t\u01b0 v\u1ea5n chuy\u00ean s\u00e2u v\u1ec1 gi\u1ea3i ph\u00e1p Flexible Feeder!<\/span><\/p>\n<p><b>\t<div id=\"gap-853652196\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-853652196 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t<\/b><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Lien_he_voi_chung_toi\"><\/span><b>Hubungi kami<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>Sila beritahu kami saiz bahan anda dan kelajuan yang diperlukan.<\/b><\/p>\n<p><b>\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f280-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"280\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/ms\/wp-json\/wp\/v2\/posts\/4905#wpcf7-f280-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/ms\/wp-json\/wp\/v2\/posts\/4905#wpcf7-f280-o1\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"280\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.0.6\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f280-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<\/div>\n<div class='custom_contact_style'>\n\t<div class=\"row row-small\">\n\t\t<div class=\"col medium-6 small-12 large-6\">\n\t\t\t<div class=\"col-inner\">\n\t\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"nama*\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<div class=\"col medium-6 small-12 large-6\">\n\t\t\t<div class=\"col-inner\">\n\t\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"E-mel*\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class='cus_contact_form_bottom'>\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-phone\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" placeholder=\"telefon\" value=\"\" type=\"text\" name=\"your-phone\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class='cus_contact_form_bottom'>\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-country\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" placeholder=\"Negara\" value=\"\" type=\"text\" name=\"your-country\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-message\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Mesej Anda *\" name=\"your-message\"><\/textarea><\/span>\n\t<\/p>\n\t<div style=\"margin-bottom:10px;\">\n\t\t<p><span class=\"wpcf7-form-control-wrap kc_captcha cf7ic-toggle\" data-name=\"kc_captcha\"><span class=\"wpcf7-form-control wpcf7-radio\"><span class=\"captcha-image\" style=\"display: none;\"><span class=\"cf7ic_instructions\">Please prove you are human 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