{"id":16408,"date":"2025-07-03T11:45:05","date_gmt":"2025-07-03T04:45:05","guid":{"rendered":"https:\/\/www.ckconitsha.com\/vn\/?p=16408"},"modified":"2025-07-03T21:35:15","modified_gmt":"2025-07-03T14:35:15","slug":"san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung","status":"publish","type":"post","link":"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/","title":{"rendered":"S\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 g\u00ec? Xu h\u01b0\u1edbng v\u00e0 c\u00e1ch \u1ee9ng d\u1ee5ng"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_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\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><\/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:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#San_xuat_thong_minh_la_gi\" >S\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Su_khac_biet_giua_san_xuat_thong_minh_va_nha_may_thong_minh\" >S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa s\u1ea3n xu\u1ea5t th\u00f4ng minh v\u00e0 nh\u00e0 m\u00e1y th\u00f4ng minh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Loi_ich_cua_san_xuat_thong_minh\" >L\u1ee3i \u00edch c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Tiet_kiem_chi_phi\" >Ti\u1ebft ki\u1ec7m chi ph\u00ed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Quan_ly_tinh_gon\" >Qu\u1ea3n l\u00fd tinh g\u1ecdn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Dam_bao_an_toan\" >\u0110\u1ea3m b\u1ea3o an to\u00e0n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#San_xuat_linh_hoat\" >S\u1ea3n xu\u1ea5t linh ho\u1ea1t<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Toi_uu_hoa_nang_suat\" >T\u1ed1i \u01b0u h\u00f3a n\u0103ng su\u1ea5t<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Phat_trien_ben_vung\" >Ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Cong_nghe_trong_san_xuat_thong_minh\" >C\u00f4ng ngh\u1ec7 trong s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Xu_ly_du_lieu\" >X\u1eed l\u00fd d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Advanced_Robotics\" >Advanced Robotics<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Cong_nghe_in_3D\" >C\u00f4ng ngh\u1ec7 in 3D<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Cong_nghe_VR\" >C\u00f4ng ngh\u1ec7 VR<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Ket_noi_5G\" >K\u1ebft n\u1ed1i 5G<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Dien_toan_bien_Edge_Computing\" >\u0110i\u1ec7n to\u00e1n bi\u00ean (Edge Computing)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Ban_sao_ky_thuat_so_Digital_Twins\" >B\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 (Digital Twins)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Thiet_ke_san_xuat_thong_minh\" >Thi\u1ebft k\u1ebf s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Cac_nguyen_tac_trong_san_xuat_thong_minh\" >C\u00e1c nguy\u00ean t\u1eafc trong s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Tinh_an_toan\" >T\u00ednh an to\u00e0n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Thuc_hien_theo_thoi_gian_thuc\" >Th\u1ef1c hi\u1ec7n theo th\u1eddi gian th\u1ef1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Chu_dong_va_ban_tu_dong\" >Ch\u1ee7 \u0111\u1ed9ng v\u00e0 b\u00e1n t\u1ef1 \u0111\u1ed9ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Sap_xep_va_phuc_hoi\" >S\u1eafp x\u1ebfp v\u00e0 ph\u1ee5c h\u1ed3i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Mo_rong_va_tuong_tac\" >M\u1edf r\u1ed9ng v\u00e0 t\u01b0\u01a1ng t\u00e1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Phat_trien_co_so_vat_chat_va_chuoi_gia_tri\" >Ph\u00e1t tri\u1ec3n c\u01a1 s\u1edf v\u1eadt ch\u1ea5t v\u00e0 chu\u1ed7i gi\u00e1 tr\u1ecb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Ben_vung_va_tiet_kiem\" >B\u1ec1n v\u1eefng v\u00e0 ti\u1ebft ki\u1ec7m<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Cac_buoc_trien_khai_san_xuat_thong_minh\" >C\u00e1c b\u01b0\u1edbc tri\u1ec3n khai s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Buoc_1_Danh_gia_hien_trang\" >B\u01b0\u1edbc 1: \u0110\u00e1nh gi\u00e1 hi\u1ec7n tr\u1ea1ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Buoc_2_Lap_ke_hoach_chien_luoc\" >B\u01b0\u1edbc 2: L\u1eadp k\u1ebf ho\u1ea1ch chi\u1ebfn l\u01b0\u1ee3c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Buoc_3_Chuyen_doi_so\" >B\u01b0\u1edbc 3: Chuy\u1ec3n \u0111\u1ed5i s\u1ed1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Buoc_4_Tu_dong_hoa_va_toi_uu_hoa\" >B\u01b0\u1edbc 4: T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Buoc_5_Phan_tich_du_lieu_va_ra_quyet_dinh\" >B\u01b0\u1edbc 5: Ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 ra quy\u1ebft \u0111\u1ecbnh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Buoc_6_Dao_tao_va_phat_trien_nhan_luc\" >B\u01b0\u1edbc 6: \u0110\u00e0o t\u1ea1o v\u00e0 ph\u00e1t tri\u1ec3n nh\u00e2n l\u1ef1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Buoc_7_Danh_gia_va_cai_tien\" >B\u01b0\u1edbc 7: \u0110\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i ti\u1ebfn<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Thach_thuc_trong_san_xuat_thong_minh\" >Th\u00e1ch th\u1ee9c trong s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Bao_mat_du_lieu\" >B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Dao_tao_luc_luong_lao_dong\" >\u0110\u00e0o t\u1ea1o l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Tich_hop_voi_he_thong_cu\" >T\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng c\u0169<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Chi_phi_thuc_hien\" >Chi ph\u00ed th\u1ef1c hi\u1ec7n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Chuan_hoa\" >Chu\u1ea9n h\u00f3a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Ung_dung_cua_san_xuat_thong_minh\" >\u1ee8ng d\u1ee5ng c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Trong_nganh_cong_nghiep_o_to\" >Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Trong_nganh_cong_nghiep_dien_tu\" >Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u0111i\u1ec7n t\u1eed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Trong_nganh_cong_nghiep_thuc_pham_va_do_uong\" >Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u1ef1c ph\u1ea9m v\u00e0 \u0111\u1ed3 u\u1ed1ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-45\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Cac_linh_vuc_khac\" >C\u00e1c l\u0129nh v\u1ef1c kh\u00e1c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-46\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Vi_du_ve_cac_doanh_nghiep_ap_dung_san_xuat_thong_minh\" >V\u00ed d\u1ee5 v\u1ec1 c\u00e1c doanh nghi\u1ec7p \u00e1p d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-47\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Cong_ty_Rang_Dong\" >C\u00f4ng ty R\u1ea1ng \u0110\u00f4ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-48\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#VinFast\" >VinFast<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-49\" href=\"https:\/\/www.ckconitsha.com\/vn\/san-xuat-thong-minh-la-gi-xu-huong-va-cach-ung-dung\/#Vinamilk\" >Vinamilk<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<p style=\"text-align: justify\">S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 \u0111ang th\u00fac \u0111\u1ea9y s\u1ef1 chuy\u1ec3n \u0111\u1ed5i trong m\u1ecdi l\u0129nh v\u1ef1c v\u00e0 ng\u00e0nh s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p c\u0169ng kh\u00f4ng ngo\u1ea1i l\u1ec7. Kh\u00e1i ni\u1ec7m s\u1ea3n xu\u1ea5t th\u00f4ng minh xu\u1ea5t hi\u1ec7n nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p t\u1ea5t y\u1ebfu \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng ng\u00e0y c\u00e0ng cao v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng, t\u1ed1c \u0111\u1ed9 v\u00e0 s\u1ef1 linh ho\u1ea1t. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 IoT, AI hay robot t\u1ef1 \u0111\u1ed9ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng h\u01a1n trong vi\u1ec7c qu\u1ea3n l\u00fd s\u1ea3n xu\u1ea5t, chu\u1ed7i cung \u1ee9ng, t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean v\u00e0 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a m\u00f4i tr\u01b0\u1eddng.<\/p>\n<h2 id=\"san-xuat-thong-minh-la-gi\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"San_xuat_thong_minh_la_gi\"><\/span>S\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh (Smart Manufacturing) l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh s\u1ea3n xu\u1ea5t m\u1edbi, trong \u0111\u00f3 c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), Internet v\u1ea1n v\u1eadt (IoT), D\u1eef li\u1ec7u l\u1edbn (Big Data) v\u00e0 h\u1ec7 th\u1ed1ng m\u1ea1ng c\u1ea3m bi\u1ebfn \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o quy tr\u00ecnh s\u1ea3n xu\u1ea5t. M\u1ee5c ti\u00eau c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t, c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m, gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed v\u00e0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean.<\/p>\n<p style=\"text-align: justify\">Kh\u00e1i ni\u1ec7m n\u00e0y \u0111i xa h\u01a1n so v\u1edbi t\u1ef1 \u0111\u1ed9ng h\u00f3a truy\u1ec1n th\u1ed1ng, n\u01a1i m\u00e1y m\u00f3c th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i m\u00e0 kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi hay c\u1ea3i ti\u1ebfn. Trong s\u1ea3n xu\u1ea5t th\u00f4ng minh, c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng c\u00f3 kh\u1ea3 n\u0103ng thu th\u1eadp, ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, t\u1eeb \u0111\u00f3 ra quy\u1ebft \u0111\u1ecbnh v\u00e0 t\u1ef1 \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/p>\n<p style=\"text-align: justify\">Nh\u00ecn chung, s\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 to\u00e0n di\u1ec7n, t\u1eeb c\u00f4ng ngh\u1ec7, quy tr\u00ecnh \u0111\u1ebfn con ng\u01b0\u1eddi. N\u00f3 gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a, \u0111\u1ea9y nhanh v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t b\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c th\u00e0nh t\u1ef1u khoa h\u1ecdc k\u1ef9 thu\u1eadt ti\u00ean ti\u1ebfn, ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u th\u1ef1c t\u1ebf c\u1ee7a doanh nghi\u1ec7p. Nh\u1edd \u0111\u00f3, hi\u1ec7u su\u1ea5t s\u1ea3n xu\u1ea5t \u0111\u01b0\u1ee3c n\u00e2ng cao \u0111\u00e1ng k\u1ec3, mang l\u1ea1i l\u1ee3i th\u1ebf c\u1ea1nh tranh cho doanh nghi\u1ec7p.<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"s\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 g\u00ec\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2024\/10\/1-san-xuat-thong-minh-la-gi.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\nS\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 m\u00f4 h\u00ecnh s\u1ea3n xu\u1ea5t c\u00f3 \u1ee9ng d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn<\/em><\/p>\n<h2 id=\"su-khac-biet-giua-san-xuat-thong-minh-va-nha-may-thong-minh\"><span class=\"ez-toc-section\" id=\"Su_khac_biet_giua_san_xuat_thong_minh_va_nha_may_thong_minh\"><\/span>S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa s\u1ea3n xu\u1ea5t th\u00f4ng minh v\u00e0 nh\u00e0 m\u00e1y th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh v\u00e0 nh\u00e0 m\u00e1y th\u00f4ng minh th\u01b0\u1eddng b\u1ecb nh\u1ea7m l\u1eabn v\u1edbi nhau, nh\u01b0ng th\u1ef1c t\u1ebf ch\u00fang c\u00f3 nh\u1eefng \u0111i\u1ec3m kh\u00e1c bi\u1ec7t r\u00f5 r\u1ec7t v\u1ec1 ph\u1ea1m vi v\u00e0 ch\u1ee9c n\u0103ng. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ea3ng so s\u00e1nh:<\/p>\n<table align=\"center\" cellpadding=\"5\" cellspacing=\"1\" style=\"width: 80%\">\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">Ti\u00eau ch\u00ed<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">S\u1ea3n xu\u1ea5t th\u00f4ng minh<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">Nh\u00e0 m\u00e1y th\u00f4ng minh<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">Kh\u00e1i ni\u1ec7m<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">M\u00f4 h\u00ecnh s\u1ea3n xu\u1ea5t \u1ee9ng d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t, bao g\u1ed3m c\u1ea3 vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 v\u1eadn h\u00e0nh.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">Nh\u00e0 m\u00e1y \u0111\u01b0\u1ee3c trang b\u1ecb c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a to\u00e0n b\u1ed9 ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t.<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">Ph\u1ea1m vi \u00e1p d\u1ee5ng<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">\u00c1p d\u1ee5ng cho to\u00e0n b\u1ed9 chu\u1ed7i gi\u00e1 tr\u1ecb s\u1ea3n xu\u1ea5t, t\u1eeb thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m, s\u1ea3n xu\u1ea5t, \u0111\u1ebfn qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 chi\u1ebfn l\u01b0\u1ee3c ph\u00e2n ph\u1ed1i.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">T\u1eadp trung v\u00e0o c\u00e1c ho\u1ea1t \u0111\u1ed9ng trong n\u1ed9i b\u1ed9 nh\u00e0 m\u00e1y, bao g\u1ed3m s\u1ea3n xu\u1ea5t, b\u1ea3o tr\u00ec, qu\u1ea3n l\u00fd kho,&#8230;<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">T\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">S\u1eed d\u1ee5ng AI, IoT, D\u1eef li\u1ec7u l\u1edbn, v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t v\u00e0 ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">C\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a, c\u1ea3m bi\u1ebfn v\u00e0 m\u1ea1ng l\u01b0\u1edbi thi\u1ebft b\u1ecb k\u1ebft n\u1ed1i \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t s\u1ea3n xu\u1ea5t trong nh\u00e0 m\u00e1y.<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">M\u1ee5c ti\u00eau<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u qu\u1ea3 s\u1ea3n xu\u1ea5t, gi\u1ea3m l\u00e3ng ph\u00ed v\u00e0 t\u1ed1i \u01b0u h\u00f3a t\u00e0i nguy\u00ean tr\u00ean to\u00e0n b\u1ed9 chu\u1ed7i cung \u1ee9ng.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh s\u1ea3n xu\u1ea5t v\u00e0 qu\u1ea3n l\u00fd nh\u00e0 m\u00e1y \u0111\u1ec3 t\u0103ng n\u0103ng su\u1ea5t v\u00e0 gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh.<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">T\u00ednh k\u1ebft n\u1ed1i<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">Li\u00ean k\u1ebft gi\u1eefa nhi\u1ec1u b\u1ed9 ph\u1eadn v\u00e0 quy tr\u00ecnh, t\u1eeb nh\u00e0 cung c\u1ea5p, nh\u00e0 m\u00e1y \u0111\u1ebfn kh\u00e1ch h\u00e0ng cu\u1ed1i.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">Ch\u1ee7 y\u1ebfu k\u1ebft n\u1ed1i c\u00e1c m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb v\u00e0 h\u1ec7 th\u1ed1ng trong ph\u1ea1m vi nh\u00e0 m\u00e1y.<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">Ra quy\u1ebft \u0111\u1ecbnh<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">Quy\u1ebft \u0111\u1ecbnh \u0111\u01b0\u1ee3c \u0111\u01b0a ra d\u1ef1a tr\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau, bao g\u1ed3m c\u1ea3 d\u1eef li\u1ec7u t\u1eeb b\u00ean ngo\u00e0i nh\u00e0 m\u00e1y.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">Quy\u1ebft \u0111\u1ecbnh th\u01b0\u1eddng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u t\u1eeb c\u00e1c c\u1ea3m bi\u1ebfn v\u00e0 h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a trong n\u1ed9i b\u1ed9 nh\u00e0 m\u00e1y.<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">Kh\u1ea3 n\u0103ng th\u00edch nghi<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">C\u00f3 kh\u1ea3 n\u0103ng thay \u0111\u1ed5i nhanh ch\u00f3ng \u0111\u1ec3 \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u th\u1ecb tr\u01b0\u1eddng v\u00e0 c\u00e1c \u0111i\u1ec1u ki\u1ec7n s\u1ea3n xu\u1ea5t thay \u0111\u1ed5i.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">T\u1eadp trung v\u00e0o vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t trong ph\u1ea1m vi nh\u00e0 m\u00e1y.<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">M\u1ee9c \u0111\u1ed9 t\u1ef1 \u0111\u1ed9ng h\u00f3a<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">M\u1ee9c \u0111\u1ed9 t\u1ef1 \u0111\u1ed9ng h\u00f3a cao, bao g\u1ed3m vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh v\u00e0 ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c thi\u1ebft b\u1ecb v\u00e0 m\u00e1y m\u00f3c s\u1ea3n xu\u1ea5t, v\u1edbi s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi khi c\u1ea7n thi\u1ebft.<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: center\">Qu\u1ea3n l\u00fd d\u1eef li\u1ec7u<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0 qu\u1ea3n l\u00fd xuy\u00ean su\u1ed1t to\u00e0n b\u1ed9 chu\u1ed7i gi\u00e1 tr\u1ecb, bao g\u1ed3m c\u1ea3 d\u1eef li\u1ec7u t\u1eeb c\u00e1c \u0111\u1ed1i t\u00e1c b\u00ean ngo\u00e0i.<\/p>\n<\/td>\n<td style=\"border-color:#000000;border-style:solid;border-width:1px;vertical-align:middle\">\n<p style=\"text-align: justify\">D\u1eef li\u1ec7u ch\u1ee7 y\u1ebfu \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch trong ph\u1ea1m vi nh\u00e0 m\u00e1y \u0111\u1ec3 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng n\u1ed9i b\u1ed9.<\/p>\n<\/td>\n<\/tr>\n<\/table>\n<h2 id=\"loi-ich-cua-san-xuat-thong-minh\"><span class=\"ez-toc-section\" id=\"Loi_ich_cua_san_xuat_thong_minh\"><\/span>L\u1ee3i \u00edch c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch \u0111\u00e1ng k\u1ec3 cho doanh nghi\u1ec7p nh\u1edd vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh s\u1ea3n xu\u1ea5t. Nh\u1eefng l\u1ee3i \u00edch n\u00e0y bao g\u1ed3m:<\/p>\n<ol>\n<li>Ti\u1ebft ki\u1ec7m chi ph\u00ed<\/li>\n<li>Qu\u1ea3n l\u00fd tinh g\u1ecdn<\/li>\n<li>\u0110\u1ea3m b\u1ea3o an to\u00e0n<\/li>\n<li>S\u1ea3n xu\u1ea5t linh ho\u1ea1t<\/li>\n<li>T\u1ed1i \u01b0u h\u00f3a n\u0103ng su\u1ea5t<\/li>\n<li>Ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng<\/li>\n<\/ol>\n<h3 id=\"tiet-kiem-chi-phi\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Tiet_kiem_chi_phi\"><\/span>Ti\u1ebft ki\u1ec7m chi ph\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i, doanh nghi\u1ec7p c\u00f3 th\u1ec3 thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m, d\u1ef1 b\u00e1o nhu c\u1ea7u v\u00e0 \u0111i\u1ec1u ch\u1ec9nh quy tr\u00ecnh s\u1ea3n xu\u1ea5t m\u1ed9t c\u00e1ch linh ho\u1ea1t. S\u1ef1 ch\u00ednh x\u00e1c n\u00e0y s\u1ebd gi\u00fap doanh nghi\u1ec7p gi\u1ea3m thi\u1ec3u l\u01b0\u1ee3ng nguy\u00ean li\u1ec7u v\u00e0 n\u0103ng l\u01b0\u1ee3ng ti\u00eau hao, \u0111\u1ed3ng th\u1eddi gi\u1ea3m chi ph\u00ed b\u1ea3o tr\u00ec v\u00e0 s\u1eeda ch\u1eefa m\u00e1y m\u00f3c nh\u1edd ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c s\u1ef1 c\u1ed1 ti\u1ec1m \u1ea9n. Khi c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 gi\u00e1m s\u00e1t v\u00e0 \u0111\u01b0a ra c\u00e1c c\u1ea3nh b\u00e1o v\u1ec1 b\u1ea3o tr\u00ec ho\u1eb7c s\u1eeda ch\u1eefa, ng\u0103n ng\u1eeba s\u1ef1 c\u1ed1 tr\u01b0\u1edbc khi x\u1ea3y ra.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f2n cho ph\u00e9p t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng th\u00f4ng qua vi\u1ec7c d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c nhu c\u1ea7u c\u1ee7a th\u1ecb tr\u01b0\u1eddng, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u t\u1ed3n kho v\u00e0 chi ph\u00ed l\u01b0u kho. B\u1eb1ng c\u00e1ch tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd th\u00f4ng minh, doanh nghi\u1ec7p c\u00f3 th\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch s\u1ea3n xu\u1ea5t d\u1ef1a tr\u00ean nhu c\u1ea7u th\u1ef1c t\u1ebf v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c tuy\u1ebfn v\u1eadn chuy\u1ec3n.\u00a0<\/p>\n<p style=\"text-align: justify\">C\u00e1c m\u00e1y m\u00f3c t\u1ef1 \u0111\u1ed9ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 th\u1ef1c hi\u1ec7n nhi\u1ec1u c\u00f4ng \u0111o\u1ea1n c\u00f9ng l\u00fac, lo\u1ea1i b\u1ecf nhu c\u1ea7u di chuy\u1ec3n v\u1eadt li\u1ec7u gi\u1eefa c\u00e1c giai \u0111o\u1ea1n s\u1ea3n xu\u1ea5t. S\u1ea3n ph\u1ea9m ho\u00e0n thi\u1ec7n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n tr\u1ef1c ti\u1ebfp \u0111\u1ebfn kho l\u01b0u tr\u1eef m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p th\u1ee7 c\u00f4ng.<\/p>\n<h3 id=\"quan-ly-tinh-gon\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Quan_ly_tinh_gon\"><\/span>Qu\u1ea3n l\u00fd tinh g\u1ecdn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh h\u1ed7 tr\u1ee3 vi\u1ec7c th\u1ef1c hi\u1ec7n ph\u01b0\u01a1ng ph\u00e1p qu\u1ea3n l\u00fd tinh g\u1ecdn (Lean Manufacturing) b\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf c\u00e1c ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0 t\u1ed1i \u01b0u h\u00f3a t\u1eebng giai \u0111o\u1ea1n c\u1ee7a chu\u1ed7i gi\u00e1 tr\u1ecb. V\u1edbi kh\u1ea3 n\u0103ng thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, doanh nghi\u1ec7p c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c b\u01b0\u1edbc trong quy tr\u00ecnh s\u1ea3n xu\u1ea5t kh\u00f4ng mang l\u1ea1i gi\u00e1 tr\u1ecb, t\u1eeb \u0111\u00f3 lo\u1ea1i b\u1ecf ho\u1eb7c c\u1ea3i thi\u1ec7n \u0111\u1ec3 t\u0103ng hi\u1ec7u qu\u1ea3.<\/p>\n<h3 id=\"dam-bao-an-toan\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Dam_bao_an_toan\"><\/span>\u0110\u1ea3m b\u1ea3o an to\u00e0n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Vi\u1ec7c \u1ee9ng d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh g\u00f3p ph\u1ea7n \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c n\u00e2ng cao an to\u00e0n lao \u0111\u1ed9ng v\u00e0 gi\u1ea3m thi\u1ec3u nguy c\u01a1 tai n\u1ea1n. C\u00e1c c\u1ea3m bi\u1ebfn, camera gi\u00e1m s\u00e1t v\u00e0 h\u1ec7 th\u1ed1ng ki\u1ec3m tra t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 theo d\u00f5i t\u00ecnh tr\u1ea1ng m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb v\u00e0 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c nguy c\u01a1 ti\u1ec1m \u1ea9n, t\u1eeb \u0111\u00f3 ng\u0103n ng\u1eeba c\u00e1c s\u1ef1 c\u1ed1 x\u1ea3y ra.\u00a0<\/p>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh c\u0169ng cho ph\u00e9p doanh nghi\u1ec7p \u00e1p d\u1ee5ng c\u00e1c quy tr\u00ecnh an to\u00e0n, gi\u1ea3m thi\u1ec3u s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi v\u00e0o nh\u1eefng c\u00f4ng vi\u1ec7c nguy hi\u1ec3m v\u00e0 t\u1ea1o ra m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c an to\u00e0n h\u01a1n.<\/p>\n<h3 id=\"san-xuat-linh-hoat\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"San_xuat_linh_hoat\"><\/span>S\u1ea3n xu\u1ea5t linh ho\u1ea1t<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">C\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd ti\u00ean ti\u1ebfn gi\u00fap t\u0103ng t\u00ednh linh ho\u1ea1t trong vi\u1ec7c thay \u0111\u1ed5i s\u1ea3n ph\u1ea9m, t\u00f9y ch\u1ec9nh quy tr\u00ecnh v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch s\u1ea3n xu\u1ea5t. Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 nhanh ch\u00f3ng \u0111\u00e1p \u1ee9ng c\u00e1c \u0111\u01a1n h\u00e0ng \u0111\u1eb7c bi\u1ec7t, r\u00fat ng\u1eafn th\u1eddi gian ra th\u1ecb tr\u01b0\u1eddng v\u00e0 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng c\u1ea1nh tranh. C\u0169ng nh\u01b0 \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng v\u1edbi s\u1ef1 thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng, nhu c\u1ea7u kh\u00e1ch h\u00e0ng v\u00e0 \u0111i\u1ec1u ki\u1ec7n s\u1ea3n xu\u1ea5t.<\/p>\n<h3 id=\"toi-uu-hoa-nang-suat\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Toi_uu_hoa_nang_suat\"><\/span>T\u1ed1i \u01b0u h\u00f3a n\u0103ng su\u1ea5t<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">C\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng v\u00e0 c\u1ea3m bi\u1ebfn cung c\u1ea5p d\u1eef li\u1ec7u v\u1ec1 t\u00ecnh tr\u1ea1ng v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a thi\u1ebft b\u1ecb, gi\u00fap nh\u1eadn di\u1ec7n v\u00e0 gi\u1ea3i quy\u1ebft nhanh c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 l\u00e0m gi\u00e1n \u0111o\u1ea1n quy tr\u00ecnh s\u1ea3n xu\u1ea5t. Ngo\u00e0i ra, s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f2n h\u1ed7 tr\u1ee3 t\u1ed1i \u01b0u h\u00f3a l\u1ecbch tr\u00ecnh b\u1ea3o tr\u00ec, gi\u1ea3m thi\u1ec3u th\u1eddi gian d\u1eebng m\u00e1y v\u00e0 c\u1ea3i thi\u1ec7n n\u0103ng su\u1ea5t lao \u0111\u1ed9ng nh\u1edd v\u00e0o vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c c\u00f4ng \u0111o\u1ea1n l\u1eb7p l\u1ea1i.<\/p>\n<h3 id=\"phat-trien-ben-vung\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Phat_trien_ben_vung\"><\/span>Ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 h\u01a1n, gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed v\u00e0 ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng, s\u1ea3n xu\u1ea5t th\u00f4ng minh g\u00f3p ph\u1ea7n b\u1ea3o v\u1ec7 m\u00f4i tr\u01b0\u1eddng v\u00e0 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c c\u1ee7a c\u00f4ng nghi\u1ec7p \u0111\u1ed1i v\u1edbi h\u1ec7 sinh th\u00e1i. C\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn gi\u00fap theo d\u00f5i v\u00e0 ki\u1ec3m so\u00e1t l\u01b0\u1ee3ng ph\u00e1t th\u1ea3i, \u0111\u1ed3ng th\u1eddi th\u00fac \u0111\u1ea9y s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng t\u00e1i t\u1ea1o v\u00e0 nguy\u00ean li\u1ec7u t\u00e1i ch\u1ebf, h\u01b0\u1edbng t\u1edbi m\u1ed9t n\u1ec1n s\u1ea3n xu\u1ea5t xanh v\u00e0 b\u1ec1n v\u1eefng.<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"l\u1ee3i \u00edch c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2024\/10\/2-loi-ich-san-xuat-thong-minh.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\n\u00c1p d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m chi ph\u00ed hi\u1ec7u qu\u1ea3<\/em><\/p>\n<h2 id=\"cong-nghe-trong-san-xuat-thong-minh\"><span class=\"ez-toc-section\" id=\"Cong_nghe_trong_san_xuat_thong_minh\"><\/span>C\u00f4ng ngh\u1ec7 trong s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"xu-ly-du-lieu\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Xu_ly_du_lieu\"><\/span>X\u1eed l\u00fd d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 H\u1ecdc m\u00e1y (Machine Learning) cho ph\u00e9p ph\u00e2n t\u00edch l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c xu h\u01b0\u1edbng, d\u1ef1 b\u00e1o nhu c\u1ea7u v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c. Vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c gi\u00fap doanh nghi\u1ec7p nhanh ch\u00f3ng ph\u1ea3n \u1ee9ng v\u1edbi c\u00e1c thay \u0111\u1ed5i trong s\u1ea3n xu\u1ea5t v\u00e0 kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 tr\u01b0\u1edbc khi ch\u00fang \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u su\u1ea5t.<\/p>\n<p style=\"text-align: justify\">Theo \u0111\u00f3, vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c gi\u00fap t\u1ed1i \u01b0u m\u1ecdi ho\u1ea1t \u0111\u1ed9ng nh\u01b0: n\u00e2ng cao n\u0103ng su\u1ea5t, l\u1eadp k\u1ebf ho\u1ea1ch b\u00e1n h\u00e0ng v\u00e0 s\u1ea3n xu\u1ea5t, t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng, cung c\u1ea5p c\u00e1c lo\u1ea1i d\u1ecbch v\u1ee5 sau b\u00e1n h\u00e0ng t\u1ed1t h\u01a1n,&#8230;<\/p>\n<h3 id=\"advanced-robotics\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Advanced_Robotics\"><\/span>Advanced Robotics<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Robot ti\u00ean ti\u1ebfn (Advanced Robotics) trong s\u1ea3n xu\u1ea5t th\u00f4ng minh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y \u0111\u00f2i h\u1ecfi s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Nh\u1eefng robot n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi v\u00e0 th\u00edch nghi v\u1edbi m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t nh\u1edd v\u00e0o AI v\u00e0 c\u1ea3m bi\u1ebfn th\u00f4ng minh, cho ph\u00e9p ch\u00fang th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u00e0 linh ho\u1ea1t. Advanced Robotics kh\u00f4ng ch\u1ec9 t\u0103ng n\u0103ng su\u1ea5t m\u00e0 c\u00f2n gi\u1ea3m thi\u1ec3u sai s\u00f3t v\u00e0 \u0111\u1ea3m b\u1ea3o an to\u00e0n lao \u0111\u1ed9ng.<\/p>\n<p style=\"text-align: justify\">Nh\u1eefng robot hi\u1ec7n \u0111\u1ea1i c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c c\u00f9ng v\u1edbi con ng\u01b0\u1eddi trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t, h\u1ed7 tr\u1ee3 c\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i ho\u1eb7c nguy hi\u1ec3m. Kh\u1ea3 n\u0103ng c\u1ed9ng t\u00e1c gi\u1eefa robot v\u00e0 con ng\u01b0\u1eddi c\u0169ng gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh, \u0111\u1ed3ng th\u1eddi gi\u1eef cho nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c v\u00e0 \u1ed5n \u0111\u1ecbnh. Vi\u1ec7c t\u00edch h\u1ee3p Advanced Robotics v\u00e0o s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u0169ng m\u1edf ra c\u01a1 h\u1ed9i cho vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 v\u1eadn chuy\u1ec3n.<\/p>\n<h3 id=\"cong-nghe-in-3d\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Cong_nghe_in_3D\"><\/span>C\u00f4ng ngh\u1ec7 in 3D<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">C\u00f4ng ngh\u1ec7 in 3D l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng trong s\u1ea3n xu\u1ea5t th\u00f4ng minh, cho ph\u00e9p t\u1ea1o ra c\u00e1c s\u1ea3n ph\u1ea9m ho\u1eb7c linh ki\u1ec7n t\u1eeb v\u1eadt li\u1ec7u kh\u00e1c nhau v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao. In 3D gi\u00fap t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m, th\u1eed nghi\u1ec7m v\u00e0 s\u1ea3n xu\u1ea5t nguy\u00ean m\u1eabu, \u0111\u1ed3ng th\u1eddi gi\u1ea3m thi\u1ec3u chi ph\u00ed v\u00e0 th\u1eddi gian s\u1ea3n xu\u1ea5t. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh s\u1ea3n ph\u1ea9m theo y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i thay \u0111\u1ed5i d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t.<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 in 3D c\u00f2n gi\u00fap gi\u1ea3m l\u01b0\u1ee3ng ph\u1ebf li\u1ec7u, do ch\u1ec9 s\u1eed d\u1ee5ng l\u01b0\u1ee3ng v\u1eadt li\u1ec7u c\u1ea7n thi\u1ebft cho t\u1eebng s\u1ea3n ph\u1ea9m. Ngo\u00e0i ra, c\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 th\u1ec3 s\u1ea3n xu\u1ea5t c\u00e1c chi ti\u1ebft ph\u1ee9c t\u1ea1p m\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng kh\u00f3 th\u1ef1c hi\u1ec7n, m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng thi\u1ebft k\u1ebf v\u00e0 s\u00e1ng t\u1ea1o trong s\u1ea3n xu\u1ea5t.<\/p>\n<h3 id=\"cong-nghe-vr\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Cong_nghe_VR\"><\/span>C\u00f4ng ngh\u1ec7 VR<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng VR, doanh nghi\u1ec7p c\u00f3 th\u1ec3 th\u1eed nghi\u1ec7m v\u00e0 \u0111i\u1ec1u ch\u1ec9nh thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m, quy tr\u00ecnh s\u1ea3n xu\u1ea5t, ho\u1eb7c b\u1ed1 tr\u00ed nh\u00e0 m\u00e1y m\u00e0 kh\u00f4ng t\u1ed1n k\u00e9m nhi\u1ec1u chi ph\u00ed. VR c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean trong m\u00f4i tr\u01b0\u1eddng \u1ea3o an to\u00e0n, gi\u00fap n\u00e2ng cao k\u1ef9 n\u0103ng v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro trong qu\u00e1 tr\u00ecnh l\u00e0m vi\u1ec7c.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, c\u00f4ng ngh\u1ec7 VR c\u00f2n h\u1ed7 tr\u1ee3 trong vi\u1ec7c ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 ph\u00e1t hi\u1ec7n l\u1ed7i s\u1ea3n ph\u1ea9m. Khi k\u1ebft h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng c\u1ea3m bi\u1ebfn v\u00e0 AI, VR gi\u00fap doanh nghi\u1ec7p c\u00f3 th\u1ebb gi\u00e1m s\u00e1t s\u1ea3n xu\u1ea5t t\u1eeb xa, qu\u1ea3n l\u00fd v\u00e0 \u0111i\u1ec1u ch\u1ec9nh quy tr\u00ecnh m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n<h3 id=\"ket-noi-5g\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Ket_noi_5G\"><\/span>K\u1ebft n\u1ed1i 5G<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">K\u1ebft n\u1ed1i 5G \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong s\u1ea3n xu\u1ea5t th\u00f4ng minh nh\u1edd t\u1ed1c \u0111\u1ed9 truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u nhanh v\u00e0 \u0111\u1ed9 tr\u1ec5 th\u1ea5p. N\u00f3 cho ph\u00e9p c\u00e1c thi\u1ebft b\u1ecb, c\u1ea3m bi\u1ebfn v\u00e0 h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t giao ti\u1ebfp v\u1edbi nhau theo th\u1eddi gian th\u1ef1c, \u0111\u1ea3m b\u1ea3o th\u00f4ng tin lu\u00f4n \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt v\u00e0 quy tr\u00ecnh s\u1ea3n xu\u1ea5t di\u1ec5n ra li\u1ec1n m\u1ea1ch. \u0110\u1ed3ng th\u1eddi, h\u1ed7 tr\u1ee3 vi\u1ec7c tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u1edbi nh\u01b0 AI, IoT v\u00e0 Advanced Robotics v\u1edbi hi\u1ec7u qu\u1ea3 cao h\u01a1n. Theo c\u00f4ng ty t\u01b0 v\u1ea5n STL Partners, vi\u1ec7c \u1ee9ng d\u1ee5ng 5G v\u00e0o s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f3 th\u1ec3 thu v\u1ec1 740 t\u1ef7 USD n\u0103m 2030.<\/p>\n<p style=\"text-align: justify\">Trong b\u1ed1i c\u1ea3nh ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng, &#8220;Green 5G&#8221; \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng b\u1eb1ng c\u00e1ch n\u00e2ng cao kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i gi\u1eefa c\u00e1c d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t, robot v\u00e0 m\u00e1y m\u00f3c trong c\u00e1c nh\u00e0 m\u00e1y th\u00f4ng minh v\u00e0 k\u1ef9 thu\u1eadt s\u1ed1. S\u1ef1 k\u1ebft n\u1ed1i n\u00e0y gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh, gi\u1ea3m ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 s\u1ea3n xu\u1ea5t, g\u00f3p ph\u1ea7n c\u1ea3i thi\u1ec7n t\u00ednh b\u1ec1n v\u1eefng c\u1ee7a ho\u1ea1t \u0111\u1ed9ng c\u00f4ng nghi\u1ec7p.<\/p>\n<h3 id=\"dien-toan-bien-edge-computing\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Dien_toan_bien_Edge_Computing\"><\/span>\u0110i\u1ec7n to\u00e1n bi\u00ean (Edge Computing)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">\u0110i\u1ec7n to\u00e1n bi\u00ean mang l\u1ea1i cho doanh nghi\u1ec7p kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 h\u01a1n so v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00e1m m\u00e2y truy\u1ec1n th\u1ed1ng, nh\u1edd v\u00e0o m\u1ed9t l\u1edbp trung gian \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a gi\u00fap gi\u1ea3m \u0111\u1ed9 tr\u1ec5. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p doanh nghi\u1ec7p nhanh ch\u00f3ng ph\u00e1t hi\u1ec7n v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c s\u1ef1 c\u1ed1 trong quy tr\u00ecnh s\u1ea3n xu\u1ea5t, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u chi ph\u00ed truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u v\u00e0 n\u00e2ng cao m\u1ee9c \u0111\u1ed9 b\u1ea3o m\u1eadt. Theo d\u1ef1 b\u00e1o t\u1eeb Gartner, v\u00e0o n\u0103m 2025, 75% l\u01b0\u1ee3ng d\u1eef li\u1ec7u doanh nghi\u1ec7p s\u1ebd \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 x\u1eed l\u00fd t\u1ea1i bi\u00ean, t\u0103ng \u0111\u00e1ng k\u1ec3 so v\u1edbi m\u1ee9c 10% ghi nh\u1eadn n\u0103m 2018. Xu h\u01b0\u1edbng n\u00e0y cho th\u1ea5y s\u1ef1 l\u1ec7 thu\u1ed9c v\u00e0o c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u t\u1eadp trung truy\u1ec1n th\u1ed1ng \u0111ang d\u1ea7n gi\u1ea3m b\u1edbt.<\/p>\n<p style=\"text-align: justify\">H\u01a1n n\u1eefa, vi\u1ec7c \u1ee9ng d\u1ee5ng \u0111i\u1ec7n to\u00e1n bi\u00ean gi\u00fap t\u1ed1i \u01b0u h\u00f3a c\u00f4ng t\u00e1c b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb b\u1eb1ng c\u00e1ch cung c\u1ea5p d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ef1 c\u1ed1 v\u00e0 th\u1ef1c hi\u1ec7n b\u1ea3o tr\u00ec m\u1ed9t c\u00e1ch ch\u1ee7 \u0111\u1ed9ng. Kh\u1ea3 n\u0103ng x\u1eed l\u00fd t\u1ea1i ch\u1ed7 c\u00f2n t\u0103ng c\u01b0\u1eddng hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 AI v\u00e0 h\u1ecdc m\u00e1y trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t.\u00a0<\/p>\n<h3 id=\"ban-sao-ky-thuat-so-digital-twins\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Ban_sao_ky_thuat_so_Digital_Twins\"><\/span>B\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 (Digital Twins)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">B\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 (Digital Twins) l\u00e0 m\u00f4 h\u00ecnh s\u1ed1 h\u00f3a c\u1ee7a m\u1ed9t \u0111\u1ed1i t\u01b0\u1ee3ng v\u1eadt l\u00fd ho\u1eb7c quy tr\u00ecnh s\u1ea3n xu\u1ea5t, cho ph\u00e9p theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t trong th\u1eddi gian th\u1ef1c. C\u00f4ng ngh\u1ec7 n\u00e0y gi\u00fap doanh nghi\u1ec7p d\u1ef1 b\u00e1o c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 ph\u00e1t sinh v\u00e0 t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t th\u00f4ng qua vi\u1ec7c m\u00f4 ph\u1ecfng c\u00e1c k\u1ecbch b\u1ea3n kh\u00e1c nhau. Digital Twins cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t, t\u1eeb m\u00e1y m\u00f3c \u0111\u1ebfn chu\u1ed7i cung \u1ee9ng.<\/p>\n<p style=\"text-align: justify\">V\u1edbi kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh t\u1eeb xa, Digital Twins gi\u00fap doanh nghi\u1ec7p nhanh ch\u00f3ng ph\u00e1t hi\u1ec7n v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c s\u1ef1 c\u1ed1, gi\u1ea3m thi\u1ec3u th\u1eddi gian d\u1eebng m\u00e1y v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u1eadn h\u00e0nh. C\u00f4ng ngh\u1ec7 n\u00e0y c\u00f2n h\u1ed7 tr\u1ee3 c\u1ea3i ti\u1ebfn thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m v\u00e0 quy tr\u00ecnh, n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n xu\u1ea5t v\u00e0 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng.<\/p>\n<p style=\"text-align: justify\">C\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m k\u1ef3 v\u1ecdng Digital Twins s\u1ebd \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m v\u00e0 c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3, \u0111\u1ed3ng th\u1eddi gi\u1ea3m chi ph\u00ed. Theo \u0111\u00f3, th\u1ecb tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 Digital Twins to\u00e0n c\u1ea7u d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng tr\u01b0\u1edfng kho\u1ea3ng 60%\/n\u0103m trong c\u00e1c n\u0103m t\u1edbi v\u00e0 \u0111\u1ea1t 73,5 t\u1ef7 USD v\u00e0o n\u0103m 2027.<\/p>\n<h3 id=\"thiet-ke-san-xuat-thong-minh\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Thiet_ke_san_xuat_thong_minh\"><\/span>Thi\u1ebft k\u1ebf s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Thi\u1ebft k\u1ebf s\u1ea3n xu\u1ea5t th\u00f4ng minh t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m v\u00e0 quy tr\u00ecnh s\u1ea3n xu\u1ea5t ngay t\u1eeb giai \u0111o\u1ea1n \u0111\u1ea7u. C\u00e1c c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m v\u00e0 c\u00f4ng ngh\u1ec7 s\u1ed1 cho ph\u00e9p m\u00f4 ph\u1ecfng, ph\u00e2n t\u00edch v\u00e0 c\u1ea3i ti\u1ebfn c\u00e1c m\u1eabu thi\u1ebft k\u1ebf tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o s\u1ea3n xu\u1ea5t, gi\u00fap gi\u1ea3m thi\u1ec3u l\u1ed7i v\u00e0 t\u0103ng t\u00ednh hi\u1ec7u qu\u1ea3. S\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f2n \u00e1p d\u1ee5ng AI v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e1c ph\u01b0\u01a1ng \u00e1n thi\u1ebft k\u1ebf t\u1ed1i \u01b0u, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u0111i\u1ec1u ki\u1ec7n s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf.<\/p>\n<p style=\"text-align: justify\">Thi\u1ebft k\u1ebf s\u1ea3n xu\u1ea5t th\u00f4ng minh kh\u00f4ng ch\u1ec9 n\u00e2ng cao hi\u1ec7u su\u1ea5t m\u00e0 c\u00f2n \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m, gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed v\u00e0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean. Nh\u1edd v\u00e0o c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn, doanh nghi\u1ec7p c\u00f3 th\u1ec3 nhanh ch\u00f3ng t\u00f9y ch\u1ec9nh v\u00e0 tri\u1ec3n khai c\u00e1c s\u1ea3n ph\u1ea9m m\u1edbi theo nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng.<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" alt=\"c\u00f4ng ngh\u1ec7 s\u1ea3n xu\u1ea5t th\u00f4ng minh\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2024\/10\/3-cong-nghe-san-xuat-thong-minh.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\n<em>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 th\u1ef1c t\u1ebf \u1ea3o \u0111\u1ec3 ki\u1ec3m nghi\u1ec7m s\u1ea3n ph\u1ea9m tr\u01b0\u1edbc khi b\u00e1n ra th\u1ecb tr\u01b0\u1eddng<\/em><\/p>\n<h2 id=\"cac-nguyen-tac-trong-san-xuat-thong-minh\"><span class=\"ez-toc-section\" id=\"Cac_nguyen_tac_trong_san_xuat_thong_minh\"><\/span>C\u00e1c nguy\u00ean t\u1eafc trong s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>T\u00ednh an to\u00e0n<\/li>\n<li>Th\u1ef1c hi\u1ec7n theo th\u1eddi gian th\u1ef1c<\/li>\n<li>Ch\u1ee7 \u0111\u1ed9ng v\u00e0 b\u00e1n t\u1ef1 \u0111\u1ed9ng<\/li>\n<li>S\u1eafp x\u1ebfp v\u00e0 ph\u1ee5c h\u1ed3i<\/li>\n<li>M\u1edf r\u1ed9ng v\u00e0 t\u01b0\u01a1ng t\u00e1c<\/li>\n<li>Ph\u00e1t tri\u1ec3n c\u01a1 s\u1edf v\u1eadt ch\u1ea5t v\u00e0 chu\u1ed7i gi\u00e1 tr\u1ecb<\/li>\n<li>B\u1ec1n v\u1eefng v\u00e0 ti\u1ebft ki\u1ec7m<\/li>\n<\/ol>\n<h3 id=\"tinh-an-toan\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Tinh_an_toan\"><\/span>T\u00ednh an to\u00e0n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong s\u1ea3n xu\u1ea5t th\u00f4ng minh, t\u00ednh an to\u00e0n lu\u00f4n \u0111\u01b0\u1ee3c \u0111\u1eb7t l\u00ean h\u00e0ng \u0111\u1ea7u nh\u1eb1m b\u1ea3o v\u1ec7 c\u1ea3 con ng\u01b0\u1eddi v\u00e0 t\u00e0i s\u1ea3n. C\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t v\u00e0 ph\u00e2n t\u00edch c\u00e1c \u0111i\u1ec1u ki\u1ec7n l\u00e0m vi\u1ec7c trong th\u1eddi gian th\u1ef1c, gi\u00fap ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c nguy c\u01a1 ti\u1ec1m \u1ea9n v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c bi\u1ec7n ph\u00e1p ph\u00f2ng ng\u1eeba. C\u00e1c c\u1ea3m bi\u1ebfn v\u00e0 c\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n n\u00e2ng cao nh\u01b0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (computer vision) c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n nh\u1eefng b\u1ea5t th\u01b0\u1eddng trong d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t ho\u1eb7c \u0111i\u1ec1u ki\u1ec7n l\u00e0m vi\u1ec7c kh\u00f4ng an to\u00e0n.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, c\u00e1c quy tr\u00ecnh s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f2n t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c \u0111\u00e0o t\u1ea1o v\u00e0 hu\u1ea5n luy\u1ec7n nh\u00e2n vi\u00ean v\u1ec1 c\u00e1c bi\u1ec7n ph\u00e1p an to\u00e0n. H\u1ec7 th\u1ed1ng th\u1ef1c t\u1ebf \u1ea3o (VR) v\u00e0 th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng (AR) c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 m\u00f4 ph\u1ecfng c\u00e1c t\u00ecnh hu\u1ed1ng nguy hi\u1ec3m, gi\u00fap nh\u00e2n vi\u00ean th\u1ef1c h\u00e0nh c\u00e1ch x\u1eed l\u00fd trong m\u00f4i tr\u01b0\u1eddng gi\u1ea3 l\u1eadp. Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u tai n\u1ea1n lao \u0111\u1ed9ng v\u00e0 \u0111\u1ea3m b\u1ea3o ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t an to\u00e0n h\u01a1n.<\/p>\n<h3 id=\"thuc-hien-theo-thoi-gian-thuc\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Thuc_hien_theo_thoi_gian_thuc\"><\/span>Th\u1ef1c hi\u1ec7n theo th\u1eddi gian th\u1ef1c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh y\u00eau c\u1ea7u s\u1ef1 c\u1eadp nh\u1eadt li\u00ean t\u1ee5c v\u00e0 kh\u1ea3 n\u0103ng ph\u1ea3n \u1ee9ng nhanh v\u1edbi c\u00e1c thay \u0111\u1ed5i trong th\u1eddi gian th\u1ef1c. C\u00e1c h\u1ec7 th\u1ed1ng theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp t\u1eeb c\u00e1c thi\u1ebft b\u1ecb v\u00e0 quy tr\u00ecnh s\u1ea3n xu\u1ea5t gi\u00fap doanh nghi\u1ec7p n\u1eafm b\u1eaft t\u00ecnh h\u00ecnh m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 k\u1ecbp th\u1eddi. Nh\u1edd \u0111\u00f3, c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c th\u00f4ng s\u1ed1 s\u1ea3n xu\u1ea5t ho\u1eb7c thay \u0111\u1ed5i quy tr\u00ecnh ngay l\u1eadp t\u1ee9c khi c\u00f3 s\u1ef1 c\u1ed1 ho\u1eb7c thay \u0111\u1ed5i trong nhu c\u1ea7u s\u1ea3n ph\u1ea9m.<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c th\u1ef1c hi\u1ec7n theo th\u1eddi gian th\u1ef1c c\u0169ng gi\u00fap t\u1ed1i \u01b0u h\u00f3a l\u1ecbch tr\u00ecnh s\u1ea3n xu\u1ea5t, gi\u1ea3m thi\u1ec3u th\u1eddi gian ch\u1ebft c\u1ee7a m\u00e1y m\u00f3c v\u00e0 t\u0103ng c\u01b0\u1eddng hi\u1ec7u su\u1ea5t t\u1ed5ng th\u1ec3. C\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c, \u0111\u1ea3m b\u1ea3o s\u1ea3n xu\u1ea5t lu\u00f4n \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 th\u1eddi gian giao h\u00e0ng nghi\u00eam ng\u1eb7t.<\/p>\n<h3 id=\"chu-dong-va-ban-tu-dong\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Chu_dong_va_ban_tu_dong\"><\/span>Ch\u1ee7 \u0111\u1ed9ng v\u00e0 b\u00e1n t\u1ef1 \u0111\u1ed9ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t th\u00f4ng minh, vi\u1ec7c \u1ee9ng d\u1ee5ng c\u00e1c h\u1ec7 th\u1ed1ng ch\u1ee7 \u0111\u1ed9ng v\u00e0 b\u00e1n t\u1ef1 \u0111\u1ed9ng gi\u00fap n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 gi\u1ea3m b\u1edbt s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o lao \u0111\u1ed9ng th\u1ee7 c\u00f4ng. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1ecf tr\u01b0\u1edbc khi ch\u00fang tr\u1edf th\u00e0nh c\u00e1c s\u1ef1 c\u1ed1 nghi\u00eam tr\u1ecdng, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u th\u1eddi gian d\u1eebng m\u00e1y v\u00e0 t\u0103ng tu\u1ed5i th\u1ecd c\u1ee7a thi\u1ebft b\u1ecb.<\/p>\n<p style=\"text-align: justify\">Trong c\u00e1c t\u00ecnh hu\u1ed1ng l\u1eb7p l\u1ea1i h\u00e0ng ng\u00e0y, c\u00e1c ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t th\u00f4ng minh s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng k\u00edch ho\u1ea1t c\u00e1c ho\u1ea1t \u0111\u1ed9ng v\u00e0 quy\u1ebft \u0111\u1ecbnh x\u1eed l\u00fd m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Tuy nhi\u00ean, khi g\u1eb7p ph\u1ea3i c\u00e1c t\u00ecnh hu\u1ed1ng b\u1ea5t th\u01b0\u1eddng ho\u1eb7c s\u1ef1 c\u1ed1, h\u1ec7 th\u1ed1ng v\u1eabn y\u00eau c\u1ea7u s\u1ef1 can thi\u1ec7p nhanh ch\u00f3ng c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o gi\u1ea3i quy\u1ebft k\u1ecbp th\u1eddi v\u00e0 duy tr\u00ec s\u1ef1 \u1ed5n \u0111\u1ecbnh trong quy tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/p>\n<h3 id=\"sap-xep-va-phuc-hoi\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Sap_xep_va_phuc_hoi\"><\/span>S\u1eafp x\u1ebfp v\u00e0 ph\u1ee5c h\u1ed3i<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh cho ph\u00e9p c\u00e1c quy tr\u00ecnh s\u1eafp x\u1ebfp v\u00e0 ph\u1ee5c h\u1ed3i nhanh ch\u00f3ng, \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t lu\u00f4n ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3. Kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 \u0111i\u1ec1u ch\u1ec9nh ho\u1ea1t \u0111\u1ed9ng theo t\u00ecnh h\u00ecnh th\u1ef1c t\u1ebf gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a l\u1ecbch tr\u00ecnh s\u1ea3n xu\u1ea5t, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u th\u1eddi gian ch\u1edd v\u00e0 t\u0103ng n\u0103ng su\u1ea5t.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u v\u00e0 b\u1ea3o tr\u00ec d\u1ef1 b\u00e1o c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 ngay l\u1eadp t\u1ee9c, gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn to\u00e0n b\u1ed9 d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p n\u00e0y gi\u00fap doanh nghi\u1ec7p kh\u00f4i ph\u1ee5c l\u1ea1i ho\u1ea1t \u0111\u1ed9ng nhanh ch\u00f3ng sau c\u00e1c s\u1ef1 c\u1ed1 b\u1ea5t ng\u1edd, \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t di\u1ec5n ra li\u1ec1n m\u1ea1ch.<\/p>\n<h3 id=\"mo-rong-va-tuong-tac\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Mo_rong_va_tuong_tac\"><\/span>M\u1edf r\u1ed9ng v\u00e0 t\u01b0\u01a1ng t\u00e1c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">M\u1edf r\u1ed9ng v\u00e0 t\u01b0\u01a1ng t\u00e1c l\u00e0 y\u1ebfu t\u1ed1 thi\u1ebft y\u1ebfu trong s\u1ea3n xu\u1ea5t th\u00f4ng minh, gi\u00fap doanh nghi\u1ec7p d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 m\u1edbi v\u00e0 th\u00edch \u1ee9ng v\u1edbi nhu c\u1ea7u thay \u0111\u1ed5i. C\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t, cho ph\u00e9p doanh nghi\u1ec7p t\u0103ng c\u01b0\u1eddng ho\u1eb7c gi\u1ea3m quy m\u00f4 s\u1ea3n xu\u1ea5t m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i c\u1ea5u tr\u00fac c\u01a1 b\u1ea3n.<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c t\u00edch h\u1ee3p v\u00e0 t\u01b0\u01a1ng t\u00e1c gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb v\u00e0 h\u1ec7 th\u1ed1ng kh\u00e1c nhau gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng t\u1ed5ng th\u1ec3. C\u00e1c giao di\u1ec7n m\u1edf v\u00e0 c\u00e1c ti\u00eau chu\u1ea9n k\u1ebft n\u1ed1i chung cho ph\u00e9p c\u00e1c h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t th\u00f4ng minh ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed3ng b\u1ed9, gi\u00fap t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p v\u00e0 t\u1ea1o ra chu\u1ed7i cung \u1ee9ng li\u1ec1n m\u1ea1ch.<\/p>\n<h3 id=\"phat-trien-co-so-vat-chat-va-chuoi-gia-tri\"><span class=\"ez-toc-section\" id=\"Phat_trien_co_so_vat_chat_va_chuoi_gia_tri\"><\/span>Ph\u00e1t tri\u1ec3n c\u01a1 s\u1edf v\u1eadt ch\u1ea5t v\u00e0 chu\u1ed7i gi\u00e1 tr\u1ecb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">C\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p th\u00eam c\u00e1c t\u00ednh n\u0103ng m\u1edbi, ho\u1eb7c m\u1edf r\u1ed9ng ph\u1ea1m vi ho\u1ea1t \u0111\u1ed9ng m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ea7u t\u01b0 qu\u00e1 nhi\u1ec1u v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u1edbi. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p d\u1ec5 d\u00e0ng th\u00edch \u1ee9ng v\u1edbi nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng v\u00e0 s\u1ef1 thay \u0111\u1ed5i trong xu h\u01b0\u1edbng s\u1ea3n xu\u1ea5t.<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c m\u1edf r\u1ed9ng chu\u1ed7i gi\u00e1 tr\u1ecb th\u00f4ng qua t\u00edch h\u1ee3p s\u1ed1 li\u1ec7u v\u00e0 d\u1eef li\u1ec7u t\u1eeb c\u00e1c \u0111\u1ed1i t\u00e1c cung \u1ee9ng v\u00e0 kh\u00e1ch h\u00e0ng c\u0169ng gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t, t\u1eeb thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m \u0111\u1ebfn ph\u00e2n ph\u1ed1i. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 l\u00e0m t\u0103ng t\u00ednh linh ho\u1ea1t m\u00e0 c\u00f2n c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 gi\u1ea3m chi ph\u00ed trong to\u00e0n b\u1ed9 chu\u1ed7i cung \u1ee9ng.<\/p>\n<h3 id=\"ben-vung-va-tiet-kiem\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Ben_vung_va_tiet_kiem\"><\/span>B\u1ec1n v\u1eefng v\u00e0 ti\u1ebft ki\u1ec7m<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong b\u1ed1i c\u1ea3nh hi\u1ec7n \u0111\u1ea1i, c\u00e1c nguy\u00ean t\u1eafc b\u1ec1n v\u1eefng v\u00e0 ti\u1ebft ki\u1ec7m ng\u00e0y c\u00e0ng \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng. Khi \u00e1p d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh, doanh nghi\u1ec7p c\u1ea7n c\u1ea7n ph\u1ea3i t\u1eadp trung v\u00e0o vi\u1ec7c gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c \u0111\u1ebfn m\u00f4i tr\u01b0\u1eddng b\u1eb1ng c\u00e1ch t\u1ed1i \u01b0u h\u00f3a s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t n\u0103ng l\u01b0\u1ee3ng, gi\u1ea3m l\u01b0\u1ee3ng kh\u00ed th\u1ea3i \u0111\u1ed9c h\u1ea1i,&#8230;\u00a0<\/p>\n<p style=\"text-align: justify\">Song song \u0111\u00f3, c\u00e1c ho\u1ea1t \u0111\u1ed9ng t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh, \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u00fap l\u00e0m gi\u1ea3m th\u1eddi gian v\u00e0 tr\u00e1nh l\u00e3ng ph\u00ed nguy\u00ean li\u1ec7u hi\u1ec7u qu\u1ea3 m\u00e0 v\u1eabn duy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m cao. C\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y kh\u00f4ng ch\u1ec9 mang l\u1ea1i l\u1ee3i \u00edch v\u1ec1 m\u00f4i tr\u01b0\u1eddng m\u00e0 c\u00f2n gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 n\u00e2ng cao h\u00ecnh \u1ea3nh th\u01b0\u01a1ng hi\u1ec7u.<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"nguy\u00ean t\u1eafc s\u1ea3n xu\u1ea5t th\u00f4ng minh\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2024\/10\/4-nguyen-tac-san-xuat-thong-minh.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\nS\u1ea3n xu\u1ea5t th\u00f4ng minh ph\u00f9 h\u1ee3p v\u1edbi xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng<\/em><\/p>\n<h2 id=\"cac-buoc-trien-khai-san-xuat-thong-minh\"><span class=\"ez-toc-section\" id=\"Cac_buoc_trien_khai_san_xuat_thong_minh\"><\/span>C\u00e1c b\u01b0\u1edbc tri\u1ec3n khai s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>B\u01b0\u1edbc 1: \u0110\u00e1nh gi\u00e1 hi\u1ec7n tr\u1ea1ng<\/li>\n<li>B\u01b0\u1edbc 2: L\u1eadp k\u1ebf ho\u1ea1ch chi\u1ebfn l\u01b0\u1ee3c<\/li>\n<li>B\u01b0\u1edbc 3: Chuy\u1ec3n \u0111\u1ed5i s\u1ed1<\/li>\n<li>B\u01b0\u1edbc 4: T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a<\/li>\n<li>B\u01b0\u1edbc 5: Ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 ra quy\u1ebft \u0111\u1ecbnh<\/li>\n<li>B\u01b0\u1edbc 6: \u0110\u00e0o t\u1ea1o v\u00e0 ph\u00e1t tri\u1ec3n nh\u00e2n l\u1ef1c<\/li>\n<li>B\u01b0\u1edbc 7: \u0110\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i ti\u1ebfn<\/li>\n<\/ol>\n<h3 id=\"buoc-1-danh-gia-hien-trang\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Buoc_1_Danh_gia_hien_trang\"><\/span>B\u01b0\u1edbc 1: \u0110\u00e1nh gi\u00e1 hi\u1ec7n tr\u1ea1ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u, doanh nghi\u1ec7p c\u1ea7n \u0111\u00e1nh gi\u00e1 to\u00e0n di\u1ec7n hi\u1ec7n tr\u1ea1ng s\u1ea3n xu\u1ea5t, bao g\u1ed3m quy tr\u00ecnh s\u1ea3n xu\u1ea5t, c\u00f4ng ngh\u1ec7 hi\u1ec7n t\u1ea1i v\u00e0 n\u0103ng l\u1ef1c nh\u00e2n s\u1ef1. T\u1eeb \u0111\u00f3, x\u00e1c \u0111\u1ecbnh r\u00f5 c\u00e1c m\u1ee5c ti\u00eau chuy\u1ec3n \u0111\u1ed5i, nh\u01b0 n\u00e2ng cao hi\u1ec7u su\u1ea5t, gi\u1ea3m chi ph\u00ed, ho\u1eb7c c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m.<\/p>\n<h3 id=\"buoc-2-lap-ke-hoach-chien-luoc\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Buoc_2_Lap_ke_hoach_chien_luoc\"><\/span>B\u01b0\u1edbc 2: L\u1eadp k\u1ebf ho\u1ea1ch chi\u1ebfn l\u01b0\u1ee3c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">D\u1ef1a tr\u00ean c\u00e1c m\u1ee5c ti\u00eau \u0111\u00e3 \u0111\u1eb7t ra, doanh nghi\u1ec7p c\u1ea7n x\u00e2y d\u1ef1ng m\u1ed9t k\u1ebf ho\u1ea1ch chi ti\u1ebft, bao g\u1ed3m l\u1ed9 tr\u00ecnh tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7, ng\u00e2n s\u00e1ch \u0111\u1ea7u t\u01b0 v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 (KPIs). \u0110\u1ed3ng th\u1eddi, bao g\u1ed3m vi\u1ec7c c\u1ea3i ti\u1ebfn quy tr\u00ecnh s\u1ea3n xu\u1ea5t, \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 IoT, AI v\u00e0 h\u1ecdc m\u00e1y, c\u0169ng nh\u01b0 c\u00e1c s\u00e1ng ki\u1ebfn v\u1ec1 b\u1ea3o tr\u00ec v\u00e0 t\u1ed1i \u01b0u h\u00f3a v\u1eadn h\u00e0nh.<\/p>\n<p style=\"text-align: justify\">L\u1ed9 tr\u00ecnh n\u00ean chia th\u00e0nh nhi\u1ec1u giai \u0111o\u1ea1n nh\u1ecf \u0111\u1ec3 d\u1ec5 d\u00e0ng qu\u1ea3n l\u00fd v\u00e0 \u0111i\u1ec1u ch\u1ec9nh khi c\u1ea7n thi\u1ebft. B\u00ean c\u1ea1nh \u0111\u00f3, vi\u1ec7c d\u1ef1 tr\u00f9 ng\u00e2n s\u00e1ch v\u00e0 ngu\u1ed3n l\u1ef1c c\u1ea7n thi\u1ebft s\u1ebd gi\u00fap \u0111\u1ea3m b\u1ea3o ti\u1ebfn \u0111\u1ed9 v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai.\u00a0<\/p>\n<h3 id=\"buoc-3-chuyen-doi-so\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Buoc_3_Chuyen_doi_so\"><\/span>B\u01b0\u1edbc 3: Chuy\u1ec3n \u0111\u1ed5i s\u1ed1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng trong vi\u1ec7c tri\u1ec3n khai s\u1ea3n xu\u1ea5t th\u00f4ng minh, \u0111\u00f2i h\u1ecfi doanh nghi\u1ec7p \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 s\u1ed1 nh\u01b0 IoT, c\u1ea3m bi\u1ebfn th\u00f4ng minh v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t \u0111\u1ec3 k\u1ebft n\u1ed1i c\u00e1c thi\u1ebft b\u1ecb v\u00e0 quy tr\u00ecnh s\u1ea3n xu\u1ea5t. M\u1ee5c ti\u00eau l\u00e0 s\u1ed1 h\u00f3a to\u00e0n b\u1ed9 d\u1eef li\u1ec7u t\u1eeb m\u00e1y m\u00f3c, thi\u1ebft b\u1ecb v\u00e0 quy tr\u00ecnh, t\u1eeb \u0111\u00f3 gi\u00fap doanh nghi\u1ec7p theo d\u00f5i t\u00ecnh tr\u1ea1ng s\u1ea3n xu\u1ea5t theo th\u1eddi gian th\u1ef1c v\u00e0 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u00f2n \u0111\u00f2i h\u1ecfi t\u00edch h\u1ee3p c\u00e1c h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chia s\u1ebb v\u00e0 s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 tr\u00ean to\u00e0n b\u1ed9 chu\u1ed7i cung \u1ee9ng. Vi\u1ec7c n\u00e0y bao g\u1ed3m c\u1ea3 vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd s\u1ea3n xu\u1ea5t, qu\u1ea3n l\u00fd quan h\u1ec7 kh\u00e1ch h\u00e0ng (CRM) hay h\u1ec7 th\u1ed1ng ho\u1ea1ch \u0111\u1ecbnh ngu\u1ed3n l\u1ef1c doanh nghi\u1ec7p (ERP), nh\u1eb1m t\u1ed1i \u01b0u h\u00f3a d\u00f2ng ch\u1ea3y th\u00f4ng tin v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh.<\/p>\n<h3 id=\"buoc-4-tu-dong-hoa-va-toi-uu-hoa\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Buoc_4_Tu_dong_hoa_va_toi_uu_hoa\"><\/span>B\u01b0\u1edbc 4: T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">B\u01b0\u1edbc t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a bao g\u1ed3m vi\u1ec7c tri\u1ec3n khai c\u00e1c c\u00f4ng ngh\u1ec7 t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t s\u1ea3n xu\u1ea5t v\u00e0 gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o lao \u0111\u1ed9ng th\u1ee7 c\u00f4ng. C\u00e1c gi\u1ea3i ph\u00e1p t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 th\u1ec3 bao g\u1ed3m robot c\u00f4ng nghi\u1ec7p, h\u1ec7 th\u1ed1ng d\u00e2y chuy\u1ec1n t\u1ef1 \u0111\u1ed9ng v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 t\u1ef1 \u0111\u1ed9ng trong vi\u1ec7c ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng. Qua \u0111\u00f3, gi\u00fap doanh nghi\u1ec7p t\u0103ng n\u0103ng su\u1ea5t v\u00e0 gi\u1ea3m thi\u1ec3u sai s\u00f3t trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t.\u00a0<\/p>\n<h3 id=\"buoc-5-phan-tich-du-lieu-va-ra-quyet-dinh\"><span class=\"ez-toc-section\" id=\"Buoc_5_Phan_tich_du_lieu_va_ra_quyet_dinh\"><\/span>B\u01b0\u1edbc 5: Ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 ra quy\u1ebft \u0111\u1ecbnh<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong b\u01b0\u1edbc n\u00e0y, doanh nghi\u1ec7p s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ti\u00ean ti\u1ebfn \u0111\u1ec3 khai th\u00e1c d\u1eef li\u1ec7u t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t, nh\u1eb1m cung c\u1ea5p c\u00e1i nh\u00ecn s\u00e2u h\u01a1n v\u1ec1 hi\u1ec7u su\u1ea5t v\u00e0 c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n. C\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 h\u1ecdc m\u00e1y, ph\u00e2n t\u00edch d\u1ef1 b\u00e1o,&#8230; gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 xu h\u01b0\u1edbng trong d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh c\u1ea3i thi\u1ec7n quy tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/p>\n<h3 id=\"buoc-6-dao-tao-va-phat-trien-nhan-luc\"><span class=\"ez-toc-section\" id=\"Buoc_6_Dao_tao_va_phat_trien_nhan_luc\"><\/span>B\u01b0\u1edbc 6: \u0110\u00e0o t\u1ea1o v\u00e0 ph\u00e1t tri\u1ec3n nh\u00e2n l\u1ef1c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">M\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng trong h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ea3n xu\u1ea5t th\u00f4ng minh l\u00e0 s\u1ef1 s\u1eb5n s\u00e0ng c\u1ee7a nh\u00e2n l\u1ef1c. Doanh nghi\u1ec7p c\u1ea7n \u0111\u1ea7u t\u01b0 v\u00e0o \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean \u0111\u1ec3 h\u1ecd n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi, hi\u1ec3u r\u00f5 quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 th\u00edch \u1ee9ng v\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn m\u1edbi. \u0110\u00e0o t\u1ea1o li\u00ean t\u1ee5c v\u00e0 ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng cho \u0111\u1ed9i ng\u0169 nh\u00e2n vi\u00ean l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i th\u00e0nh c\u00f4ng v\u00e0 khai th\u00e1c t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh.<\/p>\n<p style=\"text-align: justify\">B\u00ean c\u1ea1nh \u0111\u00f3, doanh nghi\u1ec7p c\u0169ng c\u1ea7n \u0111\u1ea7u t\u01b0 v\u00e0o vi\u1ec7c x\u00e2y d\u1ef1ng v\u0103n h\u00f3a h\u1ecdc h\u1ecfi v\u00e0 li\u00ean t\u1ee5c c\u1ea3i ti\u1ebfn, khuy\u1ebfn kh\u00edch nh\u00e2n vi\u00ean tham gia v\u00e0o qu\u00e1 tr\u00ecnh \u0111\u1ed5i m\u1edbi. Ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng m\u1ec1m nh\u01b0 t\u01b0 duy ph\u00e2n t\u00edch, gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, qu\u1ea3n l\u00fd thay \u0111\u1ed5i,&#8230;<\/p>\n<h3 id=\"buoc-7-danh-gia-va-cai-tien\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Buoc_7_Danh_gia_va_cai_tien\"><\/span>B\u01b0\u1edbc 7: \u0110\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i ti\u1ebfn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">\u0110\u1ec3 \u0111\u1ea3m b\u1ea3o h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 nh\u01b0 mong \u0111\u1ee3i, doanh nghi\u1ec7p c\u1ea7n li\u00ean t\u1ee5c \u0111o l\u01b0\u1eddng v\u00e0 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u00e3 tri\u1ec3n khai. S\u1eed d\u1ee5ng c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 (KPIs) \u0111\u00e3 \u0111\u1eb7t ra ban \u0111\u1ea7u \u0111\u1ec3 ki\u1ec3m tra xem c\u00e1c m\u1ee5c ti\u00eau \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hay ch\u01b0a, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c \u0111i\u1ec1u ch\u1ec9nh k\u1ecbp th\u1eddi. Vi\u1ec7c gi\u00e1m s\u00e1t li\u00ean t\u1ee5c gi\u00fap c\u1ea3i ti\u1ebfn v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh, n\u00e2ng cao hi\u1ec7u su\u1ea5t s\u1ea3n xu\u1ea5t.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, qu\u00e1 tr\u00ecnh \u0111\u00e1nh gi\u00e1 c\u0169ng c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n d\u1ef1a tr\u00ean c\u00e1c ph\u1ea3n h\u1ed3i t\u1eeb nh\u00e2n vi\u00ean v\u00e0 kh\u00e1ch h\u00e0ng, nh\u1eb1m nh\u1eadn di\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh c\u0169ng nh\u01b0 c\u00e1c c\u01a1 h\u1ed9i \u0111\u1ec3 c\u1ea3i ti\u1ebfn. M\u1ed9t quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 li\u00ean t\u1ee5c s\u1ebd gi\u00fap doanh nghi\u1ec7p duy tr\u00ec t\u00ednh c\u1ea1nh tranh v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t lu\u00f4n ho\u1ea1t \u0111\u1ed9ng v\u1edbi hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u.<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"c\u00e1c b\u01b0\u1edbc s\u1ea3n xu\u1ea5t th\u00f4ng minh\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2024\/10\/5-cac-buoc-san-xuat-thong-minh.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\nDoanh nghi\u1ec7p c\u1ea7n l\u1eadp k\u1ebf ho\u1ea1ch chi ti\u1ebft tr\u01b0\u1edbc khi tri\u1ec3n khai s\u1ea3n xu\u1ea5t th\u00f4ng minh<\/em><\/p>\n<h2 id=\"thach-thuc-trong-san-xuat-thong-minh\"><span class=\"ez-toc-section\" id=\"Thach_thuc_trong_san_xuat_thong_minh\"><\/span>Th\u00e1ch th\u1ee9c trong s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">M\u1eb7c d\u00f9 s\u1ea3n xu\u1ea5t th\u00f4ng minh mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch, nh\u01b0ng qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i c\u0169ng \u0111i k\u00e8m v\u1edbi c\u00e1c th\u00e1ch th\u1ee9c l\u1edbn. Nh\u01b0:<\/p>\n<ol>\n<li>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<\/li>\n<li>\u0110\u00e0o t\u1ea1o l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng<\/li>\n<li>T\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng c\u0169<\/li>\n<li>Chi ph\u00ed th\u1ef1c hi\u1ec7n<\/li>\n<li>Chu\u1ea9n h\u00f3a<\/li>\n<\/ol>\n<h3 id=\"bao-mat-du-lieu\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Bao_mat_du_lieu\"><\/span>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">B\u1ea3o m\u1eadt d\u1eef li\u1ec7u l\u00e0 m\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn khi doanh nghi\u1ec7p chuy\u1ec3n sang s\u1ea3n xu\u1ea5t th\u00f4ng minh. V\u1edbi vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 k\u1ebft n\u1ed1i v\u00e0 m\u1ea1ng l\u01b0\u1edbi thi\u1ebft b\u1ecb (IoT), nguy c\u01a1 b\u1ecb t\u1ea5n c\u00f4ng m\u1ea1ng ho\u1eb7c r\u00f2 r\u1ec9 th\u00f4ng tin t\u0103ng cao. C\u00e1c h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t th\u00f4ng minh th\u01b0\u1eddng thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, v\u00ec v\u1eady vi\u1ec7c \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ea3o m\u1eadt v\u00e0 to\u00e0n v\u1eb9n c\u1ee7a d\u1eef li\u1ec7u l\u00e0 v\u00f4 c\u00f9ng quan tr\u1ecdng \u0111\u1ec3 tr\u00e1nh nh\u1eefng t\u1ed5n th\u1ea5t v\u1ec1 t\u00e0i ch\u00ednh v\u00e0 uy t\u00edn.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, vi\u1ec7c tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u00e0 ti\u00eau chu\u1ea9n v\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u c\u0169ng l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p, \u0111\u1eb7c bi\u1ec7t khi c\u00e1c quy \u0111\u1ecbnh n\u00e0y c\u00f3 th\u1ec3 kh\u00e1c nhau gi\u1eefa c\u00e1c qu\u1ed1c gia v\u00e0 khu v\u1ef1c. C\u00e1c doanh nghi\u1ec7p c\u1ea7n x\u00e2y d\u1ef1ng ch\u00ednh s\u00e1ch b\u1ea3o m\u1eadt d\u1eef li\u1ec7u ch\u1eb7t ch\u1ebd, k\u1ebft h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 m\u00e3 h\u00f3a, x\u00e1c th\u1ef1c \u0111a y\u1ebfu t\u1ed1, v\u00e0 h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n x\u00e2m nh\u1eadp \u0111\u1ec3 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u kh\u1ecfi c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n.<\/p>\n<h3 id=\"dao-tao-luc-luong-lao-dong\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Dao_tao_luc_luong_lao_dong\"><\/span>\u0110\u00e0o t\u1ea1o l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Chuy\u1ec3n \u0111\u1ed5i sang s\u1ea3n xu\u1ea5t th\u00f4ng minh \u0111\u00f2i h\u1ecfi l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng ph\u1ea3i c\u00f3 nh\u1eefng k\u1ef9 n\u0103ng m\u1edbi \u0111\u1ec3 v\u1eadn h\u00e0nh c\u00e1c c\u00f4ng ngh\u1ec7. Tuy nhi\u00ean, vi\u1ec7c \u0111\u00e0o t\u1ea1o v\u00e0 n\u00e2ng cao k\u1ef9 n\u0103ng cho \u0111\u1ed9i ng\u0169 nh\u00e2n vi\u00ean hi\u1ec7n c\u00f3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn, \u0111\u1eb7c bi\u1ec7t khi nh\u00e2n vi\u00ean \u0111\u00e3 quen v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p l\u00e0m vi\u1ec7c truy\u1ec1n th\u1ed1ng. Qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n li\u00ean t\u1ee5c v\u00e0 c\u00f3 k\u1ebf ho\u1ea1ch c\u1ee5 th\u1ec3 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 th\u00edch nghi v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi.<\/p>\n<p style=\"text-align: justify\">B\u00ean c\u1ea1nh \u0111\u00f3, vi\u1ec7c \u0111\u00e0o t\u1ea1o c\u0169ng c\u1ea7n \u0111\u01b0\u1ee3c t\u00f9y ch\u1ec9nh theo nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng b\u1ed9 ph\u1eadn, \u0111\u1ea3m b\u1ea3o r\u1eb1ng m\u1ed7i nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 \u0111\u00f3ng g\u00f3p hi\u1ec7u qu\u1ea3 v\u00e0o qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i. \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o ph\u1ea3i linh ho\u1ea1t v\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf theo t\u1eebng c\u1ea5p \u0111\u1ed9 k\u1ef9 n\u0103ng, \u0111\u1ed3ng th\u1eddi t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho nh\u00e2n vi\u00ean ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c kh\u00f3a h\u1ecdc tr\u1ef1c tuy\u1ebfn ho\u1eb7c th\u1ef1c h\u00e0nh t\u1ea1i ch\u1ed7.<\/p>\n<h3 id=\"tich-hop-voi-he-thong-cu\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Tich_hop_voi_he_thong_cu\"><\/span>T\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng c\u0169<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Khi h\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p \u0111\u00e3 c\u00f3 nh\u1eefng h\u1ec7 th\u1ed1ng v\u00e0 quy tr\u00ecnh v\u1eadn h\u00e0nh l\u00e2u n\u0103m, vi\u1ec7c thay th\u1ebf ho\u1eb7c n\u00e2ng c\u1ea5p to\u00e0n b\u1ed9 c\u00f3 th\u1ec3 g\u00e2y gi\u00e1n \u0111o\u1ea1n v\u00e0 \u0111\u00f2i h\u1ecfi ngu\u1ed3n l\u1ef1c l\u1edbn. Do \u0111\u00f3, doanh nghi\u1ec7p c\u1ea7n t\u00ecm c\u00e1ch k\u1ebft n\u1ed1i v\u00e0 \u0111\u1ed3ng b\u1ed9 h\u00f3a h\u1ec7 th\u1ed1ng c\u0169 v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 \u0111\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 gi\u00e1n \u0111o\u1ea1n trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/p>\n<p style=\"text-align: justify\">\u0110\u1ec3 t\u00edch h\u1ee3p th\u00e0nh c\u00f4ng, n\u00f3 c\u1ea7n c\u00f3 s\u1ef1 \u0111\u00e1nh gi\u00e1 k\u1ef9 l\u01b0\u1ee1ng v\u00e0 \u0111\u00f4i khi c\u1ea7n t\u00f9y ch\u1ec9nh c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi h\u1ea1 t\u1ea7ng hi\u1ec7n c\u00f3 c\u1ee7a doanh nghi\u1ec7p. \u0110\u00e2y c\u0169ng l\u00e0 l\u00fac doanh nghi\u1ec7p c\u1ea7n \u0111\u1ebfn c\u00e1c \u0111\u1ed1i t\u00e1c c\u00f4ng ngh\u1ec7 c\u00f3 kinh nghi\u1ec7m v\u00e0 n\u0103ng l\u1ef1c h\u1ed7 tr\u1ee3 vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o t\u00ednh \u1ed5n \u0111\u1ecbnh v\u00e0 b\u1ea3o m\u1eadt c\u1ee7a to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t.<\/p>\n<h3 id=\"chi-phi-thuc-hien\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Chi_phi_thuc_hien\"><\/span>Chi ph\u00ed th\u1ef1c hi\u1ec7n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Vi\u1ec7c \u0111\u1ea7u t\u01b0 v\u00e0o c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 IoT, AI, h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a, v\u00e0 c\u00e1c ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 r\u1ea5t t\u1ed1n k\u00e9m. Ngo\u00e0i chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u, c\u00f2n c\u00f3 c\u00e1c chi ph\u00ed li\u00ean quan \u0111\u1ebfn duy tr\u00ec, b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng v\u00e0 \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean. Nh\u1eefng chi ph\u00ed n\u00e0y c\u00f3 th\u1ec3 g\u00e2y \u00e1p l\u1ef1c t\u00e0i ch\u00ednh l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf.<\/p>\n<p style=\"text-align: justify\">\u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, doanh nghi\u1ec7p c\u1ea7n \u0111\u00e1nh gi\u00e1 k\u1ef9 l\u01b0\u1ee1ng l\u1ee3i \u00edch d\u00e0i h\u1ea1n so v\u1edbi chi ph\u00ed ban \u0111\u1ea7u v\u00e0 c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn tri\u1ec3n khai t\u1eebng b\u01b0\u1edbc \u0111\u1ec3 ph\u00e2n b\u1ed5 chi ph\u00ed h\u1ee3p l\u00fd. Vi\u1ec7c t\u00ecm ki\u1ebfm c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh h\u1ed7 tr\u1ee3 t\u00e0i ch\u00ednh t\u1eeb ch\u00ednh ph\u1ee7 ho\u1eb7c h\u1ee3p t\u00e1c v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u1ec3 \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh thanh to\u00e1n linh ho\u1ea1t c\u0169ng l\u00e0 nh\u1eefng gi\u1ea3i ph\u00e1p kh\u1ea3 thi gi\u00fap gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng chi ph\u00ed.<\/p>\n<h3 id=\"chuan-hoa\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Chuan_hoa\"><\/span>Chu\u1ea9n h\u00f3a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Chu\u1ea9n h\u00f3a l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng khi \u00e1p d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh, nh\u1eb1m \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c c\u00f4ng ngh\u1ec7 v\u00e0 quy tr\u00ecnh s\u1ea3n xu\u1ea5t \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch nh\u1ea5t qu\u00e1n v\u00e0 hi\u1ec7u qu\u1ea3. Tuy nhi\u00ean, vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c ti\u00eau chu\u1ea9n v\u00e0 quy \u0111\u1ecbnh \u0111\u1ed3ng b\u1ed9 cho c\u00e1c c\u00f4ng ngh\u1ec7 v\u00e0 h\u1ec7 th\u1ed1ng m\u1edbi l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c, nh\u1ea5t l\u00e0 khi m\u1ed7i doanh nghi\u1ec7p c\u00f3 c\u00e1c \u0111\u1eb7c th\u00f9 ri\u00eang v\u1ec1 s\u1ea3n ph\u1ea9m v\u00e0 quy tr\u00ecnh. C\u00e1c ti\u00eau chu\u1ea9n qu\u1ed1c t\u1ebf v\u1ec1 s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u0169ng \u0111ang ph\u00e1t tri\u1ec3n v\u00e0 c\u00f3 th\u1ec3 ch\u01b0a ho\u00e0n to\u00e0n ph\u00f9 h\u1ee3p v\u1edbi m\u1ecdi lo\u1ea1i h\u00ecnh doanh nghi\u1ec7p.<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c chu\u1ea9n h\u00f3a kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf kh\u00eda c\u1ea1nh k\u1ef9 thu\u1eadt m\u00e0 c\u00f2n li\u00ean quan \u0111\u1ebfn quy tr\u00ecnh v\u1eadn h\u00e0nh, \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean v\u00e0 b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb. Doanh nghi\u1ec7p c\u1ea7n c\u00e2n nh\u1eafc k\u1ef9 l\u01b0\u1ee1ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c ti\u00eau chu\u1ea9n \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u th\u1ef1c t\u1ebf c\u1ee7a m\u00ecnh, \u0111\u1ed3ng th\u1eddi c\u1eadp nh\u1eadt li\u00ean t\u1ee5c \u0111\u1ec3 b\u1eaft k\u1ecbp nh\u1eefng thay \u0111\u1ed5i v\u1ec1 c\u00f4ng ngh\u1ec7 v\u00e0 quy \u0111\u1ecbnh qu\u1ed1c t\u1ebf.<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" alt=\"th\u00e1ch th\u1ee9c trong s\u1ea3n xu\u1ea5t th\u00f4ng minh\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2024\/10\/6-thach-thuc-trong-san-xuat-thong-minh.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\n<em>C\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf c\u00f3 th\u1ec3 s\u1ebd \u00e1p l\u1ef1c v\u1ec1 t\u00e0i ch\u00ednh cho nh\u1eefng kho\u1ea3n \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u<\/em><\/p>\n<h2 id=\"ung-dung-cua-san-xuat-thong-minh\"><span class=\"ez-toc-section\" id=\"Ung_dung_cua_san_xuat_thong_minh\"><\/span>\u1ee8ng d\u1ee5ng c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">C\u00e1c \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn c\u1ee7a s\u1ea3n xu\u1ea5t th\u00f4ng minh tr\u1ea3i d\u00e0i tr\u00ean nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 \u00f4 t\u00f4, \u0111i\u1ec7n t\u1eed, th\u1ef1c ph\u1ea9m v\u00e0 \u0111\u1ed3 u\u1ed1ng, y t\u1ebf v\u00e0 h\u00e0ng kh\u00f4ng v\u0169 tr\u1ee5. \u0110i\u1ec1u n\u00e0y cho th\u1ea5y ti\u1ec1m n\u0103ng to l\u1edbn c\u1ee7a n\u00f3 trong vi\u1ec7c th\u00fac \u0111\u1ea9y c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p ti\u1ebfn t\u1edbi ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng.<\/p>\n<ol>\n<li>Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4<\/li>\n<li>Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u0111i\u1ec7n t\u1eed<\/li>\n<li>Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u1ef1c ph\u1ea9m v\u00e0 \u0111\u1ed3 u\u1ed1ng<\/li>\n<li>C\u00e1c l\u0129nh v\u1ef1c kh\u00e1c<\/li>\n<\/ol>\n<h3 id=\"trong-nganh-cong-nghiep-o-to\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Trong_nganh_cong_nghiep_o_to\"><\/span>Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4, s\u1ea3n xu\u1ea5t th\u00f4ng minh \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t, t\u1eeb kh\u00e2u thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m \u0111\u1ebfn l\u1eafp r\u00e1p v\u00e0 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng. C\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 robot t\u1ef1 \u0111\u1ed9ng, h\u1ec7 th\u1ed1ng AI v\u00e0 IoT \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c c\u00f4ng \u0111o\u1ea1n l\u1eafp r\u00e1p, c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 gi\u1ea3m thi\u1ec3u sai s\u00f3t. \u0110i\u1ec1u n\u00e0y gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian s\u1ea3n xu\u1ea5t, gi\u1ea3m chi ph\u00ed lao \u0111\u1ed9ng v\u00e0 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m cu\u1ed1i c\u00f9ng.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f2n h\u1ed7 tr\u1ee3 trong vi\u1ec7c ph\u00e1t tri\u1ec3n xe t\u1ef1 h\u00e0nh v\u00e0 xe \u0111i\u1ec7n th\u00f4ng qua c\u00e1c h\u1ec7 th\u1ed1ng m\u00f4 ph\u1ecfng v\u00e0 b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 (Digital Twins). C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y cho ph\u00e9p th\u1eed nghi\u1ec7m v\u00e0 c\u1ea3i ti\u1ebfn c\u00e1c t\u00ednh n\u0103ng m\u1edbi m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 h\u01a1n. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa d\u1eef li\u1ec7u l\u1edbn v\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n c\u0169ng gi\u00fap c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u00f4 t\u00f4 t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng, d\u1ef1 b\u00e1o nhu c\u1ea7u linh ki\u1ec7n v\u00e0 qu\u1ea3n l\u00fd b\u1ea3o tr\u00ec m\u1ed9t c\u00e1ch ch\u1ee7 \u0111\u1ed9ng.<\/p>\n<h3 id=\"trong-nganh-cong-nghiep-dien-tu\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Trong_nganh_cong_nghiep_dien_tu\"><\/span>Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u0111i\u1ec7n t\u1eed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">V\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m nh\u01b0 \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh, m\u00e1y t\u00ednh v\u00e0 thi\u1ebft b\u1ecb ti\u00eau d\u00f9ng, \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i r\u1ea5t l\u1edbn t\u1eeb s\u1ea3n xu\u1ea5t th\u00f4ng minh. C\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 t\u1ef1 \u0111\u1ed9ng h\u00f3a d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t, ki\u1ec3m tra b\u1eb1ng m\u00e1y h\u1ecdc v\u00e0 s\u1ea3n xu\u1ea5t t\u00f9y ch\u1ec9nh theo y\u00eau c\u1ea7u gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 t\u1ed1c \u0111\u1ed9 s\u1ea3n xu\u1ea5t. S\u1ea3n xu\u1ea5t th\u00f4ng minh c\u00f2n h\u1ed7 tr\u1ee3 trong vi\u1ec7c ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c l\u1ed7i trong s\u1ea3n ph\u1ea9m nh\u1edd v\u00e0o h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c.<\/p>\n<p style=\"text-align: justify\">H\u01a1n n\u1eefa, s\u1ea3n xu\u1ea5t th\u00f4ng minh trong ng\u00e0nh \u0111i\u1ec7n t\u1eed cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1ea3n xu\u1ea5t nh\u1eefng s\u1ea3n ph\u1ea9m t\u00f9y ch\u1ec9nh v\u1edbi quy m\u00f4 l\u1edbn, \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u00e1 nh\u00e2n h\u00f3a ng\u00e0y c\u00e0ng cao c\u1ee7a kh\u00e1ch h\u00e0ng. Nh\u1edd c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng v\u00e0 t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 AI, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng nguy\u00ean li\u1ec7u, gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed v\u00e0 \u0111\u1ea3m b\u1ea3o ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng cao cho t\u1eebng s\u1ea3n ph\u1ea9m tr\u01b0\u1edbc khi \u0111\u01b0a ra th\u1ecb tr\u01b0\u1eddng.<\/p>\n<h3 id=\"trong-nganh-cong-nghiep-thuc-pham-va-do-uong\"><span class=\"ez-toc-section\" id=\"Trong_nganh_cong_nghiep_thuc_pham_va_do_uong\"><\/span>Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u1ef1c ph\u1ea9m v\u00e0 \u0111\u1ed3 u\u1ed1ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong ng\u00e0nh th\u1ef1c ph\u1ea9m v\u00e0 \u0111\u1ed3 u\u1ed1ng, s\u1ea3n xu\u1ea5t th\u00f4ng minh mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch nh\u01b0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t, \u0111\u1ea3m b\u1ea3o an to\u00e0n v\u1ec7 sinh th\u1ef1c ph\u1ea9m v\u00e0 c\u1ea3i thi\u1ec7n qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng. C\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a gi\u00fap gi\u00e1m s\u00e1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t theo th\u1eddi gian th\u1ef1c, t\u1eeb ch\u1ebf bi\u1ebfn nguy\u00ean li\u1ec7u \u0111\u1ebfn \u0111\u00f3ng g\u00f3i s\u1ea3n ph\u1ea9m, \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed. C\u00f4ng ngh\u1ec7 IIoT v\u00e0 c\u1ea3m bi\u1ebfn \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 theo d\u00f5i c\u00e1c th\u00f4ng s\u1ed1 quan tr\u1ecdng nh\u01b0 nhi\u1ec7t \u0111\u1ed9, \u0111\u1ed9 \u1ea9m v\u00e0 th\u1eddi gian b\u1ea3o qu\u1ea3n.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, vi\u1ec7c truy xu\u1ea5t ngu\u1ed3n g\u1ed1c s\u1ea3n ph\u1ea9m c\u0169ng tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n h\u01a1n, gi\u00fap doanh nghi\u1ec7p d\u1ec5 d\u00e0ng theo d\u00f5i v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, t\u1eeb n\u00f4ng tr\u1ea1i \u0111\u1ebfn b\u00e0n \u0103n. C\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u00fap d\u1ef1 b\u00e1o nhu c\u1ea7u, qu\u1ea3n l\u00fd t\u1ed3n kho hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c s\u1ea3n ph\u1ea9m lu\u00f4n \u0111\u1ea1t ti\u00eau chu\u1ea9n an to\u00e0n v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng cao, \u0111\u1ed3ng th\u1eddi \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng v\u1edbi s\u1ef1 thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng.<\/p>\n<h3 id=\"cac-linh-vuc-khac\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Cac_linh_vuc_khac\"><\/span>C\u00e1c l\u0129nh v\u1ef1c kh\u00e1c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Ngo\u00e0i c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p \u0111\u00e3 n\u00eau, s\u1ea3n xu\u1ea5t th\u00f4ng minh c\u0169ng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nh\u01b0 y t\u1ebf, h\u00e0ng kh\u00f4ng v\u0169 tr\u1ee5, s\u1ea3n xu\u1ea5t n\u0103ng l\u01b0\u1ee3ng,&#8230;. Trong ng\u00e0nh y t\u1ebf, s\u1ea3n xu\u1ea5t th\u00f4ng minh gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t d\u01b0\u1ee3c ph\u1ea9m, \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 an to\u00e0n c\u1ee7a s\u1ea3n ph\u1ea9m. C\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 in 3D c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 s\u1ea3n xu\u1ea5t thi\u1ebft b\u1ecb y t\u1ebf v\u00e0 b\u1ed9 ph\u1eadn thay th\u1ebf.<\/p>\n<p style=\"text-align: justify\">Trong ng\u00e0nh h\u00e0ng kh\u00f4ng v\u0169 tr\u1ee5, c\u00e1c linh ki\u1ec7n ph\u1ee9c t\u1ea1p v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao \u0111\u01b0\u1ee3c s\u1ea3n xu\u1ea5t nhanh ch\u00f3ng, \u0111\u1ed3ng th\u1eddi gi\u1ea3m thi\u1ec3u tr\u1ecdng l\u01b0\u1ee3ng v\u00e0 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t c\u1ee7a m\u00e1y bay. Trong l\u0129nh v\u1ef1c n\u0103ng l\u01b0\u1ee3ng, s\u1ea3n xu\u1ea5t th\u00f4ng minh gi\u00fap qu\u1ea3n l\u00fd v\u00e0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1ea3n xu\u1ea5t, ph\u00e2n ph\u1ed1i \u0111i\u1ec7n, t\u1eeb \u0111\u00f3 t\u0103ng c\u01b0\u1eddng hi\u1ec7u qu\u1ea3 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean v\u00e0 gi\u1ea3m thi\u1ec3u ph\u00e1t th\u1ea3i carbon, h\u01b0\u1edbng t\u1edbi ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng.<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"\u1ee9ng d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2024\/10\/7-ung-dung-san-xuat-thong-minh.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\nS\u1ea3n xu\u1ea5t th\u00f4ng minh \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau<\/em><\/p>\n<h2 id=\"vi-du-ve-cac-doanh-nghiep-ap-dung-san-xuat-thong-minh\"><span class=\"ez-toc-section\" id=\"Vi_du_ve_cac_doanh_nghiep_ap_dung_san_xuat_thong_minh\"><\/span>V\u00ed d\u1ee5 v\u1ec1 c\u00e1c doanh nghi\u1ec7p \u00e1p d\u1ee5ng s\u1ea3n xu\u1ea5t th\u00f4ng minh<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>C\u00f4ng ty R\u1ea1ng \u0110\u00f4ng<\/li>\n<li>VinFast<\/li>\n<li>Vinamilk<\/li>\n<\/ol>\n<h3 id=\"cong-ty-rang-dong\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Cong_ty_Rang_Dong\"><\/span>C\u00f4ng ty R\u1ea1ng \u0110\u00f4ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">V\u1edbi h\u01a1n 60 n\u0103m ph\u00e1t tri\u1ec3n, R\u1ea1ng \u0110\u00f4ng \u0111\u00e3 x\u00e1c \u0111\u1ecbnh con \u0111\u01b0\u1eddng ri\u00eang trong th\u1eddi \u0111\u1ea1i chuy\u1ec3n \u0111\u1ed5i s\u1ed1 b\u1eb1ng c\u00e1ch t\u1eadp trung v\u00e0o s\u1ea3n xu\u1ea5t th\u00f4ng minh linh ho\u1ea1t v\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 sinh th\u00e1i s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5 theo xu h\u01b0\u1edbng 4.0. Doanh nghi\u1ec7p \u0111\u00e3 chuy\u1ec3n \u0111\u1ed5i m\u00f4 h\u00ecnh t\u1ed5 ch\u1ee9c t\u1eeb m\u1ed9t &#8220;c\u1ed7 m\u00e1y&#8221; truy\u1ec1n th\u1ed1ng sang &#8220;c\u01a1 th\u1ec3 s\u1ed1ng&#8221; v\u1edbi kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u00e0 s\u00e1ng t\u1ea1o cao h\u01a1n.<\/p>\n<p style=\"text-align: justify\">H\u1ec7 sinh th\u00e1i S\u1ea3n ph\u1ea9m\/D\u1ecbch v\u1ee5 4.0 c\u1ee7a R\u1ea1ng \u0110\u00f4ng \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n d\u1ef1a tr\u00ean n\u0103m y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i: th\u00f4ng minh h\u00f3a, c\u00e1 nh\u00e2n h\u00f3a, x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng s\u1ed1 v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u, \u0111\u1ed3ng s\u00e1ng t\u1ea1o, v\u00e0 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng th\u00f4ng qua kinh t\u1ebf tu\u1ea7n ho\u00e0n. Nh\u1eefng y\u1ebfu t\u1ed1 n\u00e0y \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c gi\u1ea3i ph\u00e1p nh\u01b0 Smarthome, Smart city, Smart farm v\u00e0 n\u0103ng l\u01b0\u1ee3ng t\u00e1i t\u1ea1o, t\u1ea5t c\u1ea3 \u0111\u1ec1u d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng RalliSmart.<\/p>\n<p style=\"text-align: justify\">Nh\u1edd s\u1ea3n xu\u1ea5t th\u00f4ng minh, R\u1ea1ng \u0110\u00f4ng \u0111\u00e3 ti\u1ebft gi\u1ea3m chi ph\u00ed hi\u1ec7u qu\u1ea3 ngay c\u1ea3 khi gi\u00e1 v\u1eadt t\u01b0 v\u00e0 l\u00e3i su\u1ea5t t\u0103ng cao. K\u1ebft qu\u1ea3 l\u00e0 n\u0103ng su\u1ea5t lao \u0111\u1ed9ng t\u0103ng \u0111\u00e1ng k\u1ec3, v\u1edbi s\u1ea3n ph\u1ea9m LED t\u0103ng 30% (t\u1eeb 5,5 tri\u1ec7u l\u00ean 7,5 tri\u1ec7u s\u1ea3n ph\u1ea9m m\u1ed7i th\u00e1ng) v\u00e0 s\u1ea3n ph\u1ea9m ph\u00edch n\u01b0\u1edbc t\u0103ng 37% (t\u1eeb 1,4 tri\u1ec7u l\u00ean 1,9 tri\u1ec7u s\u1ea3n ph\u1ea9m m\u1ed7i th\u00e1ng). (Ngu\u1ed3n: B\u00e1o T\u00e0i nguy\u00ean &amp; M\u00f4i tr\u01b0\u1eddng)<\/p>\n<h3 id=\"vinfast\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"VinFast\"><\/span>VinFast<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">VinFast, h\u00e3ng \u00f4 t\u00f4 \u0111\u1ea7u ti\u00ean c\u1ee7a Vi\u1ec7t Nam, \u0111\u00e3 t\u00edch h\u1ee3p c\u00e1c gi\u1ea3i ph\u00e1p s\u1ea3n xu\u1ea5t th\u00f4ng minh ngay t\u1eeb \u0111\u1ea7u \u0111\u1ec3 t\u1ea1o l\u1ee3i th\u1ebf c\u1ea1nh tranh tr\u00ean th\u1ecb tr\u01b0\u1eddng qu\u1ed1c t\u1ebf. H\u00e3ng kh\u00f4ng ng\u1eebng h\u1ee3p t\u00e1c v\u1edbi c\u00e1c c\u00f4ng ty h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 m\u1edbi, bao g\u1ed3m pin, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), v\u00e0 c\u00f4ng ngh\u1ec7 t\u1ef1 l\u00e1i, nh\u1eb1m \u0111\u00f3n \u0111\u1ea7u xu h\u01b0\u1edbng t\u01b0\u01a1ng lai trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4.<\/p>\n<p style=\"text-align: justify\">Nh\u00e0 m\u00e1y c\u1ee7a VinFast \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng theo m\u00f4 h\u00ecnh th\u00f4ng minh v\u1edbi m\u1ee9c \u0111\u1ed9 t\u1ef1 \u0111\u1ed9ng h\u00f3a cao, t\u00edch h\u1ee3p c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 AI, Internet v\u1ea1n v\u1eadt (IoT), v\u00e0 d\u1eef li\u1ec7u l\u1edbn (Big Data) \u0111\u1ec3 gi\u00e1m s\u00e1t v\u00e0 \u0111i\u1ec1u khi\u1ec3n qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t theo th\u1eddi gian th\u1ef1c. C\u00f4ng ngh\u1ec7 4.0 gi\u00fap k\u1ebft n\u1ed1i to\u00e0n b\u1ed9 thi\u1ebft b\u1ecb v\u00e0 d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t th\u00f4ng qua c\u1ea3m bi\u1ebfn, m\u1ea1ng l\u01b0\u1edbi ho\u1eb7c \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y, t\u1eeb \u0111\u00f3 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng.<\/p>\n<p style=\"text-align: justify\">H\u01a1n n\u1eefa, VinFast \u0111\u00e3 \u00e1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p t\u1eeb Siemens v\u00e0 SAP cho h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, ho\u1ea1ch \u0111\u1ecbnh doanh nghi\u1ec7p, v\u00e0 qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi s\u1ea3n ph\u1ea9m, \u0111\u1eb7t n\u1ec1n m\u00f3ng cho vi\u1ec7c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 4.0 t\u1ea1i nh\u00e0 m\u00e1y. C\u00f4ng ngh\u1ec7 b\u1ea3n sao k\u1ef9 thu\u1eadt s\u1ed1 (Digital Twins) c\u0169ng \u0111\u01b0\u1ee3c tri\u1ec3n khai, cho ph\u00e9p th\u1eed nghi\u1ec7m v\u00e0 thi\u1ebft k\u1ebf xe \u0111i\u1ec7n b\u1eb1ng c\u00e1ch m\u00f4 ph\u1ecfng d\u1eef li\u1ec7u c\u1ee7a ph\u1ea7n m\u1ec1m, h\u1ec7 th\u1ed1ng c\u01a1 kh\u00ed, \u0111i\u1ec7n t\u1eed v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 m\u00f4i tr\u01b0\u1eddng, gi\u00fap t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m.<\/p>\n<h3 id=\"vinamilk\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Vinamilk\"><\/span>Vinamilk<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Vinamilk t\u1ef1 h\u00e0o s\u1edf h\u1eefu h\u1ec7 th\u1ed1ng nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t s\u1eefa hi\u1ec7n \u0111\u1ea1i \u0111\u1ea1t ti\u00eau chu\u1ea9n qu\u1ed1c t\u1ebf, v\u1edbi quy tr\u00ecnh s\u1ea3n xu\u1ea5t th\u00f4ng minh gi\u00fap duy tr\u00ec v\u1ecb th\u1ebf h\u00e0ng \u0111\u1ea7u tr\u00ean th\u1ecb tr\u01b0\u1eddng v\u00e0 mang \u0111\u1ebfn nh\u1eefng s\u1ea3n ph\u1ea9m ch\u1ea5t l\u01b0\u1ee3ng cao. Nh\u00e0 m\u00e1y \u0111\u01b0\u1ee3c trang b\u1ecb c\u00f4ng ngh\u1ec7 t\u1ef1 \u0111\u1ed9ng h\u00f3a ti\u00ean ti\u1ebfn v\u1edbi m\u1ee9c \u0111\u1ed9 t\u00edch h\u1ee3p h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi, t\u1eeb qu\u00e1 tr\u00ecnh nh\u1eadp nguy\u00ean li\u1ec7u cho \u0111\u1ebfn kho th\u00e0nh ph\u1ea9m \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a 100%. Nh\u1edd \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 Tetra PlantMaster, Vinamilk c\u00f3 th\u1ec3 theo d\u00f5i, \u0111i\u1ec1u ch\u1ec9nh v\u00e0 ki\u1ec3m so\u00e1t quy tr\u00ecnh s\u1ea3n xu\u1ea5t li\u00ean t\u1ee5c, \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m \u1edf m\u1ee9c cao nh\u1ea5t.<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, h\u1ec7 th\u1ed1ng robot LGV hi\u1ec7n \u0111\u1ea1i \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 n\u00e2ng cao an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3. Robot LGV v\u1eadn h\u00e0nh ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng d\u01b0\u1edbi s\u1ef1 \u0111i\u1ec1u khi\u1ec3n c\u1ee7a h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh trung t\u00e2m, gi\u00fap t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh v\u1eadn chuy\u1ec3n nguy\u00ean v\u1eadt li\u1ec7u v\u00e0 th\u00e0nh ph\u1ea9m. H\u1ec7 th\u1ed1ng kho th\u00f4ng minh \u0111\u1ea7u ti\u00ean v\u00e0 l\u1edbn nh\u1ea5t Vi\u1ec7t Nam c\u1ee7a Vinamilk c\u00f3 di\u1ec7n t\u00edch 6ha, \u0111\u01b0\u1ee3c trang b\u1ecb 17 t\u1ea7ng gi\u00e1 \u0111\u1ee1 v\u1edbi s\u1ee9c ch\u1ee9a g\u1ea7n 30.000 l\u00f4 h\u00e0ng. Vi\u1ec7c s\u1eafp x\u1ebfp h\u00e0ng h\u00f3a \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n t\u1ef1 \u0111\u1ed9ng b\u1edfi c\u00e1c robot v\u00e0 xe t\u1ef1 v\u1eadn h\u00e0nh, \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh l\u01b0u kho di\u1ec5n ra nhanh ch\u00f3ng, ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3.<\/p>\n<p style=\"text-align: justify\">S\u1ea3n xu\u1ea5t th\u00f4ng minh kh\u00f4ng ch\u1ec9 l\u00e0 xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n t\u1ea5t y\u1ebfu trong b\u1ed1i c\u1ea3nh c\u00f4ng nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i m\u00e0 c\u00f2n l\u00e0 chi\u1ebfn l\u01b0\u1ee3c quan tr\u1ecdng gi\u00fap doanh nghi\u1ec7p n\u00e2ng cao t\u00ednh c\u1ea1nh tranh v\u00e0 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng ng\u00e0y c\u00e0ng \u0111a d\u1ea1ng. \u0110\u1ed3ng th\u1eddi m\u1edf ra c\u01a1 h\u1ed9i m\u1edbi cho s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p trong t\u01b0\u01a1ng lai. \u0110\u1ec3 th\u00e0nh c\u00f4ng, doanh nghi\u1ec7p c\u1ea7n x\u00e2y d\u1ef1ng l\u1ed9 tr\u00ecnh r\u00f5 r\u00e0ng v\u00e0 kh\u00f4ng ng\u1eebng c\u1ea3i ti\u1ebfn, \u0111\u1ea3m b\u1ea3o c\u00e1c h\u1ec7 th\u1ed1ng c\u00f4ng ngh\u1ec7 lu\u00f4n th\u00edch \u1ee9ng v\u1edbi nh\u1eefng thay \u0111\u1ed5i nhanh ch\u00f3ng c\u1ee7a th\u1ecb tr\u01b0\u1eddng v\u00e0 c\u00f4ng ngh\u1ec7.<\/p>\n<p>Ngu\u1ed3n: <a href=\"http:\/\/www.ckconitsha.com\/vn\/\">http:\/\/www.ckconitsha.com\/vn\/<\/a> T\u00e1c gi\u1ea3: <a href=\"https:\/\/www.ckconitsha.com\/vn\/author\/nguyenlandung\">Nguy\u1ec5n L\u00e2n d\u0169ng<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 \u0111ang th\u00fac \u0111\u1ea9y s\u1ef1 chuy\u1ec3n \u0111\u1ed5i trong m\u1ecdi l\u0129nh v\u1ef1c v\u00e0 ng\u00e0nh s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p c\u0169ng kh\u00f4ng ngo\u1ea1i l\u1ec7. Kh\u00e1i ni\u1ec7m s\u1ea3n xu\u1ea5t th\u00f4ng minh xu\u1ea5t hi\u1ec7n nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p t\u1ea5t y\u1ebfu \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng ng\u00e0y c\u00e0ng cao v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng, t\u1ed1c \u0111\u1ed9&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[100],"tags":[],"class_list":["post-16408","post","type-post","status-publish","format-standard","hentry","category-kien-thuc"],"_links":{"self":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts\/16408","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/comments?post=16408"}],"version-history":[{"count":2,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts\/16408\/revisions"}],"predecessor-version":[{"id":22881,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts\/16408\/revisions\/22881"}],"wp:attachment":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/media?parent=16408"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/categories?post=16408"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/tags?post=16408"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}