{"id":18003,"date":"2026-04-30T14:57:15","date_gmt":"2026-04-30T07:57:15","guid":{"rendered":"https:\/\/lctech.vn\/?p=18003"},"modified":"2026-04-30T14:57:15","modified_gmt":"2026-04-30T07:57:15","slug":"mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh","status":"publish","type":"post","link":"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/","title":{"rendered":"MMM vs Smart Meter: Doanh nghi\u1ec7p n\u00ean \u201cthay m\u1edbi\u201d hay \u201cn\u00e2ng c\u1ea5p th\u00f4ng minh\u201d?"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 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\">M\u1ee5c l\u1ee5c b\u00e0i vi\u1ebft<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/#1_Bai_toan_thuc_te_Khi_chuyen_doi_so_gap_rao_can_chi_phi\" >1. B\u00e0i to\u00e1n th\u1ef1c t\u1ebf: Khi chuy\u1ec3n \u0111\u1ed5i s\u1ed1 g\u1eb7p r\u00e0o c\u1ea3n chi ph\u00ed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/#2_MMM_retrofit_IoT_Cach_tiep_can_linh_hoat_va_thuc_te_hon\" >2. MMM (retrofit IoT): C\u00e1ch ti\u1ebfp c\u1eadn linh ho\u1ea1t v\u00e0 th\u1ef1c t\u1ebf h\u01a1n<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/#3_So_sanh_chi_tiet_MMM_vs_thay_the_toan_bo_Smart_Meter\" >3. So s\u00e1nh chi ti\u1ebft: MMM vs thay th\u1ebf to\u00e0n b\u1ed9 Smart Meter<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/#4_Du_lieu_real-time_MMM_co_thuc_su_%E2%80%9Cthua_kem%E2%80%9D\" >4. D\u1eef li\u1ec7u real-time: MMM c\u00f3 th\u1ef1c s\u1ef1 \u201cthua k\u00e9m\u201d?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/#5_Retrofit_%E2%80%93_xu_huong_tat_yeu_trong_boi_canh_ha_tang_cu_chiem_da_so\" >5. Retrofit \u2013 xu h\u01b0\u1edbng t\u1ea5t y\u1ebfu trong b\u1ed1i c\u1ea3nh h\u1ea1 t\u1ea7ng c\u0169 chi\u1ebfm \u0111a s\u1ed1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/#6_Vai_tro_cua_MMM_trong_chien_luoc_ESG_va_AI\" >6. Vai tr\u00f2 c\u1ee7a MMM trong chi\u1ebfn l\u01b0\u1ee3c ESG v\u00e0 AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/#Ket_luan\" >K\u1ebft lu\u1eadn\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"1_Bai_toan_thuc_te_Khi_chuyen_doi_so_gap_rao_can_chi_phi\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b>1. B\u00e0i to\u00e1n th\u1ef1c t\u1ebf: Khi chuy\u1ec3n \u0111\u1ed5i s\u1ed1 g\u1eb7p r\u00e0o c\u1ea3n chi ph\u00ed<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Theo b\u00e1o c\u00e1o t\u1eeb T\u1ed5ng c\u1ee5c N\u0103ng l\u01b0\u1ee3ng Vi\u1ec7t Nam, ng\u00e0nh c\u00f4ng nghi\u1ec7p ti\u00eau th\u1ee5 h\u01a1n 50% t\u1ed5ng l\u01b0\u1ee3ng \u0111i\u1ec7n qu\u1ed1c gia. Chi ph\u00ed \u0111i\u1ec7n n\u01b0\u1edbc th\u01b0\u1eddng chi\u1ebfm t\u1eeb 15-30% t\u1ed5ng chi ph\u00ed v\u1eadn h\u00e0nh c\u1ee7a nhi\u1ec1u doanh nghi\u1ec7p s\u1ea3n xu\u1ea5t v\u00e0 d\u1ecbch v\u1ee5 t\u1ea1i Vi\u1ec7t Nam.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Trong b\u1ed1i c\u1ea3nh c\u00e1c ti\u00eau chu\u1ea9n ESG (M\u00f4i tr\u01b0\u1eddng \u2013 X\u00e3 h\u1ed9i \u2013 Qu\u1ea3n tr\u1ecb) v\u00e0 Ngh\u1ecb \u0111\u1ecbnh 06\/2022\/N\u0110-CP v\u1ec1 gi\u1ea3m nh\u1eb9 ph\u00e1t th\u1ea3i kh\u00ed nh\u00e0 k\u00ednh ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c si\u1ebft ch\u1eb7t, chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng \u0111\u00e3 tr\u1edf th\u00e0nh y\u00eau c\u1ea7u b\u1eaft bu\u1ed9c, kh\u00f4ng c\u00f2n l\u00e0 xu h\u01b0\u1edbng. Tuy nhi\u00ean, khi b\u1eaft \u0111\u1ea7u tri\u1ec3n khai, nhi\u1ec1u doanh nghi\u1ec7p nhanh ch\u00f3ng g\u1eb7p m\u1ed9t b\u00e0i to\u00e1n kh\u00f3: chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u qu\u00e1 l\u1edbn n\u1ebfu thay to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng \u0111\u1ed3ng h\u1ed3 \u0111o hi\u1ec7n h\u1eefu b\u1eb1ng smart meter nh\u1eadp ngo\u1ea1i.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Theo kh\u1ea3o s\u00e1t th\u1ef1c t\u1ebf, chi ph\u00ed l\u1eafp \u0111\u1eb7t m\u1ed9t \u0111\u1ed3ng h\u1ed3 th\u00f4ng minh nh\u1eadp kh\u1ea9u dao \u0111\u1ed9ng t\u1eeb 3,45 \u2013 5,8 tri\u1ec7u VN\u0110 m\u1ed7i thi\u1ebft b\u1ecb (ch\u01b0a bao g\u1ed3m chi ph\u00ed thay d\u00e2y, ng\u1eebng m\u00e1y, nh\u00e2n c\u00f4ng). V\u1edbi m\u1ed9t nh\u00e0 m\u00e1y c\u00f3 100 \u0111i\u1ec3m \u0111o, t\u1ed5ng chi ph\u00ed c\u00f3 th\u1ec3 l\u00ean \u0111\u1ebfn 500 tri\u1ec7u VN\u0110, ch\u01b0a k\u1ec3 th\u1eddi gian thi c\u00f4ng k\u00e9o d\u00e0i 2-3 th\u00e1ng v\u00e0 nguy c\u01a1 gi\u00e1n \u0111o\u1ea1n s\u1ea3n xu\u1ea5t .<\/span><\/p>\n<p><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><span style=\"font-weight: 400;\">Ch\u00ednh v\u00ec th\u1ebf, m\u1ed9t c\u00e2u h\u1ecfi quan tr\u1ecdng \u0111\u01b0\u1ee3c \u0111\u1eb7t ra: <\/span><span style=\"font-weight: 400;\">Li\u1ec7u c\u00f3 c\u00e1ch n\u00e0o \u0111\u1ec3 s\u1ed1 h\u00f3a h\u1ec7 th\u1ed1ng \u0111o l\u01b0\u1eddng m\u00e0 kh\u00f4ng c\u1ea7n \u201c\u0111\u1eadp \u0111i l\u00e0m l\u1ea1i\u201d to\u00e0n b\u1ed9, v\u1eabn ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 kh\u00f4ng l\u00e0m gi\u00e1n \u0111o\u1ea1n v\u1eadn h\u00e0nh?<\/span><\/span><\/p>\n<h1><span class=\"ez-toc-section\" id=\"2_MMM_retrofit_IoT_Cach_tiep_can_linh_hoat_va_thuc_te_hon\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b>2. MMM (retrofit IoT): C\u00e1ch ti\u1ebfp c\u1eadn linh ho\u1ea1t v\u00e0 th\u1ef1c t\u1ebf h\u01a1n<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Thay v\u00ec thay m\u1edbi ho\u00e0n to\u00e0n, gi\u1ea3i ph\u00e1p MMM (\u0111o th\u00f4ng minh b\u1eb1ng IoT retrofit) \u0111\u01b0a ra m\u1ed9t h\u01b0\u1edbng ti\u1ebfp c\u1eadn kh\u00e1c: gi\u1eef nguy\u00ean h\u1ec7 th\u1ed1ng \u0111\u1ed3ng h\u1ed3 c\u01a1 hi\u1ec7n h\u1eefu, v\u00e0 g\u1eafn th\u00eam thi\u1ebft b\u1ecb IoT \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">V\u1ec1 b\u1ea3n ch\u1ea5t, MMM kh\u00f4ng thay th\u1ebf h\u1ea1 t\u1ea7ng, m\u00e0 b\u1ed5 sung m\u1ed9t \u201cl\u1edbp th\u00f4ng minh\u201d l\u00ean tr\u00ean h\u1ec7 th\u1ed1ng c\u0169. C\u00e1c thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c g\u1eafn tr\u1ef1c ti\u1ebfp l\u00ean \u0111\u1ed3ng h\u1ed3 \u0111i\u1ec7n, n\u01b0\u1edbc ho\u1eb7c gas, sau \u0111\u00f3 truy\u1ec1n d\u1eef li\u1ec7u v\u1ec1 h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u0111o \u0111\u1ebfm (MDMS) trung t\u00e2m theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Doanh nghi\u1ec7p kh\u00f4ng c\u1ea7n d\u1eebng s\u1ea3n xu\u1ea5t, kh\u00f4ng ph\u1ea3i thay \u0111\u1ed5i h\u1ec7 th\u1ed1ng d\u00e2y d\u1eabn hay k\u1ebft c\u1ea5u k\u1ef9 thu\u1eadt. Vi\u1ec7c tri\u1ec3n khai c\u00f3 th\u1ec3 di\u1ec5n ra ch\u1ec9 trong 2-3 tu\u1ea7n cho quy m\u00f4 100 \u0111i\u1ec3m \u0111o \u2013 nhanh g\u1ea5p 4-6 l\u1ea7n so v\u1edbi gi\u1ea3i ph\u00e1p thay m\u1edbi .<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_So_sanh_chi_tiet_MMM_vs_thay_the_toan_bo_Smart_Meter\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b>3. So s\u00e1nh chi ti\u1ebft: MMM vs thay th\u1ebf to\u00e0n b\u1ed9 Smart Meter<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table style=\"border-style: solid; border-color: #000000; width: 94.5751%;\" border=\"2\" cellpadding=\"2\">\n<tbody>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Ti\u00eau ch\u00ed<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"> Thay b\u1eb1ng Smart Meter m\u1edbi<\/span><\/strong><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"> MMM (Retrofit)<\/span><\/strong><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Chi ph\u00ed thi\u1ebft b\u1ecb\/\u0111i\u1ec3m \u0111o<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">H\u01a1n 3-5 l\u1ea7n c\u1ee7a m\u00e1y MMM<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">~1,15 tri\u1ec7u VN\u0110<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Chi ph\u00ed l\u1eafp \u0111\u1eb7t<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Cao (c\u1ea7n c\u1eaft \u0111i\u1ec7n, ng\u1eebng m\u00e1y)<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Th\u1ea5p (g\u1eafn ngo\u00e0i, kh\u00f4ng gi\u00e1n \u0111o\u1ea1n)<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Th\u1eddi gian tri\u1ec3n khai 100 \u0111i\u1ec3m<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">2-3 th\u00e1ng<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">2-3 tu\u1ea7n<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">C\u00f3 c\u1ea7n thay \u0111\u1ed3ng h\u1ed3 c\u0169 kh\u00f4ng?<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">C\u00f3 v\u00e0 ph\u1ea3i thay to\u00e0n b\u1ed9<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Kh\u00f4ng v\u00e0 t\u1eadn d\u1ee5ng \u0111\u1ed3ng h\u1ed3 hi\u1ec7n h\u1eefu<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">\u0110\u1ed9 ch\u00ednh x\u00e1c<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Cao\u00a0<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Cao\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">D\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">C\u00f3<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">C\u00f3 (t\u1eeb 1 ph\u00fat\/l\u1ea7n)<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng b\u1eb1ng AI<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">C\u00f3<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">C\u00f3\u00a0<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Gi\u1ea3m chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">0%<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Gi\u1ea3m 70-80%<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 31.2407%; text-align: center;\"><strong><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Th\u1eddi gian ho\u00e0n v\u1ed1n (ROI)<\/span><\/strong><\/td>\n<td style=\"width: 36.4898%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">1-2 n\u0103m<\/span><\/td>\n<td style=\"width: 47.0678%; text-align: center;\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">6-12 th\u00e1ng<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><span style=\"font-weight: 400;\">V\u00ed d\u1ee5 case study: <\/span><span style=\"font-weight: 400;\">MM Mega Market Vi\u1ec7t Nam<\/span><\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Tri\u1ec3n khai: MMM \u0111\u01b0\u1ee3c l\u1eafp \u0111\u1eb7t t\u1ea1i 30 si\u00eau th\u1ecb tr\u00ean to\u00e0n qu\u1ed1c<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">\u1ee8ng d\u1ee5ng: T\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c ph\u00e2n b\u1ed5 chi ph\u00ed \u0111i\u1ec7n cho t\u1eebng khu v\u1ef1c (kho l\u1ea1nh, qu\u1ea7y h\u00e0ng, khu v\u1ef1c v\u0103n ph\u00f2ng)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">K\u1ebft qu\u1ea3: Ti\u1ebft ki\u1ec7m 12% ng\u00e2n s\u00e1ch n\u0103ng l\u01b0\u1ee3ng h\u00e0ng n\u0103m (t\u01b0\u01a1ng \u0111\u01b0\u01a1ng h\u01a1n 2 t\u1ef7 \u0111\u1ed3ng)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">T\u00ednh n\u0103ng n\u1ed5i b\u1eadt: C\u1ea3nh b\u00e1o s\u1edbm khi h\u1ec7 th\u1ed1ng l\u00e0m l\u1ea1nh g\u1eb7p s\u1ef1 c\u1ed1, gi\u00fap b\u1ea3o v\u1ec7 h\u00e0ng h\u00f3a d\u1ec5 h\u1ecfng<\/span><\/li>\n<\/ul>\n<h1><span class=\"ez-toc-section\" id=\"4_Du_lieu_real-time_MMM_co_thuc_su_%E2%80%9Cthua_kem%E2%80%9D\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b>4. D\u1eef li\u1ec7u real-time: MMM c\u00f3 th\u1ef1c s\u1ef1 \u201cthua k\u00e9m\u201d?<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">M\u1ed9t quan ni\u1ec7m sai l\u1ea7m ph\u1ed5 bi\u1ebfn l\u00e0 ch\u1ec9 c\u00f3 smart meter m\u1edbi cung c\u1ea5p d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c. Tr\u00ean th\u1ef1c t\u1ebf, c\u00e1c gi\u1ea3i ph\u00e1p MMM hi\u1ec7n \u0111\u1ea1i ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 cung c\u1ea5p:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">D\u1eef li\u1ec7u ti\u00eau th\u1ee5 theo ph\u00fat ho\u1eb7c theo gi\u1edd (t\u1ea7n su\u1ea5t m\u1eb7c \u0111\u1ecbnh 15 ph\u00fat\/l\u1ea7n, c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh t\u1eeb 1 ph\u00fat)\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">C\u1ea3nh b\u00e1o ngay khi c\u00f3 b\u1ea5t th\u01b0\u1eddng (v\u00ed d\u1ee5: r\u00f2 r\u1ec9 n\u01b0\u1edbc t\u1eeb 10 l\u00edt\/gi\u1edd, ti\u00eau th\u1ee5 \u0111i\u1ec7n t\u0103ng \u0111\u1ed9t bi\u1ebfn v\u01b0\u1ee3t 15% so v\u1edbi trung b\u00ecnh)\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">B\u00e1o c\u00e1o ph\u00e2n t\u00edch theo khu v\u1ef1c, thi\u1ebft b\u1ecb ho\u1eb7c khung th\u1eddi gian\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Theo d\u1eef li\u1ec7u t\u1eeb LC Tech tr\u00ean h\u01a1n 200 doanh nghi\u1ec7p \u0111\u00e3 tri\u1ec3n khai, MMM gi\u00fap :<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Gi\u1ea3m 30% th\u1ea5t tho\u00e1t n\u01b0\u1edbc trong h\u1ec7 th\u1ed1ng ph\u00e2n ph\u1ed1i<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Ti\u1ebft ki\u1ec7m 80% th\u1eddi gian so v\u1edbi ghi ch\u1ec9 s\u1ed1 th\u1ee7 c\u00f4ng<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Ph\u00e1t hi\u1ec7n thi\u1ebft b\u1ecb ti\u00eau th\u1ee5 \u0111i\u1ec7n b\u1ea5t th\u01b0\u1eddng trong v\u00f2ng 15 ph\u00fat<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">35% doanh nghi\u1ec7p ph\u00e1t hi\u1ec7n \u00edt nh\u1ea5t 1 \u0111i\u1ec3m r\u00f2 r\u1ec9 trong 3 th\u00e1ng \u0111\u1ea7u tri\u1ec3n khai\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">MMM v\u1eabn \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 n\u00e0y v\u00ec gi\u00e1 tr\u1ecb c\u1ed1t l\u00f5i n\u1eb1m \u1edf d\u1eef li\u1ec7u v\u00e0 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch (v\u1edbi thu\u1eadt to\u00e1n ARIMA ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng \u0111\u1ed9 nh\u1ea1y 99,8% ), ch\u1ee9 kh\u00f4ng ph\u1ea3i \u1edf vi\u1ec7c thi\u1ebft b\u1ecb \u0111\u00f3 l\u00e0 \u201cm\u1edbi\u201d hay \u201cc\u0169\u201d.<\/span><\/p>\n<h1><span class=\"ez-toc-section\" id=\"5_Retrofit_%E2%80%93_xu_huong_tat_yeu_trong_boi_canh_ha_tang_cu_chiem_da_so\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b>5. Retrofit \u2013 xu h\u01b0\u1edbng t\u1ea5t y\u1ebfu trong b\u1ed1i c\u1ea3nh h\u1ea1 t\u1ea7ng c\u0169 chi\u1ebfm \u0111a s\u1ed1<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">M\u1ed9t th\u1ef1c t\u1ebf kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn l\u00e0 ph\u1ea7n l\u1edbn h\u1ec7 th\u1ed1ng c\u00f4ng nghi\u1ec7p v\u00e0 t\u00f2a nh\u00e0 hi\u1ec7n nay \u0111\u1ec1u \u0111ang s\u1eed d\u1ee5ng h\u1ea1 t\u1ea7ng c\u0169. C\u00e1c gi\u1ea3i ph\u00e1p retrofit gi\u00fap gi\u1ea3m t\u1eeb 5% \u0111\u1ebfn 20% m\u1ee9c ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng , t\u00f9y v\u00e0o m\u1ee9c \u0111\u1ed9 t\u1ed1i \u01b0u v\u00e0 c\u00e1ch tri\u1ec3n khai.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">MMM ch\u00ednh l\u00e0 m\u1ed9t d\u1ea1ng retrofit \u0111i\u1ec3n h\u00ecnh trong l\u0129nh v\u1ef1c \u0111o l\u01b0\u1eddng n\u0103ng l\u01b0\u1ee3ng. N\u00f3 cho ph\u00e9p doanh nghi\u1ec7p:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">T\u1eadn d\u1ee5ng nh\u1eefng g\u00ec \u0111\u00e3 c\u00f3 \u2013 kh\u00f4ng c\u1ea7n thay th\u1ebf \u0111\u1ed3ng h\u1ed3 c\u0169\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">B\u1ed5 sung l\u1edbp th\u00f4ng minh v\u1edbi c\u00f4ng ngh\u1ec7 OCR v\u00e0 AI\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Tri\u1ec3n khai nhanh, kh\u00f4ng gi\u00e1n \u0111o\u1ea1n \u2013 l\u1eafp \u0111\u1eb7t trong v\u00e0i ph\u00fat m\u1ed7i \u0111i\u1ec3m\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Vi\u1ec7c thay m\u1edbi to\u00e0n b\u1ed9 l\u00e0 g\u1ea7n nh\u01b0 kh\u00f4ng kh\u1ea3 thi v\u1ec1 m\u1eb7t t\u00e0i ch\u00ednh l\u1eabn v\u1eadn h\u00e0nh. Retrofit \u2013 n\u00e2ng c\u1ea5p h\u1ec7 th\u1ed1ng hi\u1ec7n h\u1eefu \u2013 tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn h\u1ee3p l\u00fd v\u00e0 th\u1ef1c t\u1ebf nh\u1ea5t.<\/span><\/p>\n<h1><span class=\"ez-toc-section\" id=\"6_Vai_tro_cua_MMM_trong_chien_luoc_ESG_va_AI\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b>6. Vai tr\u00f2 c\u1ee7a MMM trong chi\u1ebfn l\u01b0\u1ee3c ESG v\u00e0 AI<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">\u0110\u1ec3 tri\u1ec3n khai ESG m\u1ed9t c\u00e1ch th\u1ef1c ch\u1ea5t, doanh nghi\u1ec7p c\u1ea7n d\u1eef li\u1ec7u \u2013 kh\u00f4ng ph\u1ea3i d\u1eef li\u1ec7u \u01b0\u1edbc t\u00ednh, m\u00e0 l\u00e0 d\u1eef li\u1ec7u th\u1ef1c t\u1ebf, li\u00ean t\u1ee5c v\u00e0 \u0111\u00e1ng tin c\u1eady . \u0110\u00e2y ch\u00ednh l\u00e0 \u0111i\u1ec3m m\u00e0 MMM \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng.<\/span><\/p>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">MMM cung c\u1ea5p \u201cdata layer\u201d \u2013 l\u1edbp d\u1eef li\u1ec7u n\u1ec1n t\u1ea3ng \u2013 cho to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">L\u00e0 c\u01a1 s\u1edf \u0111\u1ec3 t\u00ednh to\u00e1n l\u01b0\u1ee3ng ph\u00e1t th\u1ea3i carbon m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">L\u00e0 \u0111\u1ea7u v\u00e0o cho c\u00e1c m\u00f4 h\u00ecnh AI d\u1ef1 b\u00e1o v\u00e0 t\u1ed1i \u01b0u (v\u00ed d\u1ee5: d\u1ef1 b\u00e1o nhu c\u1ea7u ti\u00eau th\u1ee5 24 gi\u1edd v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 92%)\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">L\u00e0 b\u1eb1ng ch\u1ee9ng minh b\u1ea1ch trong b\u00e1o c\u00e1o ESG\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">H\u1ec7 th\u1ed1ng MMM \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y AWS v\u1edbi m\u00e3 h\u00f3a AES-256, \u0111\u1ea3m b\u1ea3o an to\u00e0n d\u1eef li\u1ec7u theo ti\u00eau chu\u1ea9n ISO 27001 . N\u1ebfu kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u \u0111o l\u01b0\u1eddng ch\u00ednh x\u00e1c, m\u1ecdi chi\u1ebfn l\u01b0\u1ee3c ESG hay AI \u0111\u1ec1u ch\u1ec9 d\u1eebng \u1edf m\u1ee9c l\u00fd thuy\u1ebft. V\u00ec v\u1eady, MMM kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p k\u1ef9 thu\u1eadt, m\u00e0 c\u00f2n l\u00e0 n\u1ec1n t\u1ea3ng cho chuy\u1ec3n \u0111\u1ed5i s\u1ed1 to\u00e0n di\u1ec7n.<\/span><\/p>\n<h1><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b>K\u1ebft lu\u1eadn\u00a0<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><span style=\"font-weight: 400; font-family: 'times new roman', times, serif; font-size: 16px;\">Trong b\u1ed1i c\u1ea3nh doanh nghi\u1ec7p bu\u1ed9c ph\u1ea3i t\u1ed1i \u01b0u chi ph\u00ed, minh b\u1ea1ch d\u1eef li\u1ec7u v\u00e0 \u0111\u00e1p \u1ee9ng ESG, l\u1ef1a ch\u1ecdn \u0111\u00fang kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c \u201cthay m\u1edbi to\u00e0n b\u1ed9\u201d, m\u00e0 \u1edf c\u00e1ch tri\u1ec3n khai th\u00f4ng minh. Gi\u1ea3i ph\u00e1p MMM cho th\u1ea5y m\u1ed9t h\u01b0\u1edbng \u0111i th\u1ef1c t\u1ebf h\u01a1n: t\u1eadn d\u1ee5ng h\u1ea1 t\u1ea7ng s\u1eb5n c\u00f3, b\u1ed5 sung l\u1edbp c\u00f4ng ngh\u1ec7 IoT \u0111\u1ec3 nhanh ch\u00f3ng c\u00f3 d\u1eef li\u1ec7u real-time, t\u1eeb \u0111\u00f3 t\u1ed1i \u01b0u v\u1eadn h\u00e0nh v\u00e0 t\u1ea1o n\u1ec1n t\u1ea3ng cho AI. N\u00f3i c\u00e1ch kh\u00e1c, thay v\u00ec \u0111\u1ea7u t\u01b0 l\u1edbn v\u00e0 ch\u1edd \u0111\u1ee3i, doanh nghi\u1ec7p ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u ngay \u2013 nhanh h\u01a1n, linh ho\u1ea1t h\u01a1n v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>1. B\u00e0i to\u00e1n th\u1ef1c t\u1ebf: Khi chuy\u1ec3n \u0111\u1ed5i s\u1ed1 g\u1eb7p r\u00e0o c\u1ea3n chi ph\u00ed Theo b\u00e1o c\u00e1o t\u1eeb T\u1ed5ng c\u1ee5c<\/p>","protected":false},"author":7,"featured_media":18005,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-18003","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.5 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MMM vs Smart Meter: Doanh nghi\u1ec7p n\u00ean \u201cthay m\u1edbi\u201d hay \u201cn\u00e2ng c\u1ea5p th\u00f4ng minh\u201d? - LC Tech<\/title>\n<meta name=\"description\" content=\"Trong b\u1ed1i c\u1ea3nh doanh nghi\u1ec7p bu\u1ed9c ph\u1ea3i t\u1ed1i \u01b0u chi ph\u00ed, minh b\u1ea1ch d\u1eef li\u1ec7u v\u00e0 \u0111\u00e1p \u1ee9ng ESG, l\u1ef1a ch\u1ecdn \u0111\u00fang kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c \u201cthay m\u1edbi to\u00e0n b\u1ed9\u201d, m\u00e0 \u1edf c\u00e1ch tri\u1ec3n khai th\u00f4ng minh.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MMM vs Smart Meter: Doanh nghi\u1ec7p n\u00ean \u201cthay m\u1edbi\u201d hay \u201cn\u00e2ng c\u1ea5p th\u00f4ng minh\u201d?\" \/>\n<meta property=\"og:description\" content=\"Trong b\u1ed1i c\u1ea3nh doanh nghi\u1ec7p bu\u1ed9c ph\u1ea3i t\u1ed1i \u01b0u chi ph\u00ed, minh b\u1ea1ch d\u1eef li\u1ec7u v\u00e0 \u0111\u00e1p \u1ee9ng ESG, l\u1ef1a ch\u1ecdn \u0111\u00fang kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c \u201cthay m\u1edbi to\u00e0n b\u1ed9\u201d, m\u00e0 \u1edf c\u00e1ch tri\u1ec3n khai th\u00f4ng minh.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/lctech.vn\/ko\/mmm-vs-smart-meter-doanh-nghiep-nen-thay-moi-hay-nang-cap-thong-minh\/\" \/>\n<meta property=\"og:site_name\" content=\"LC Tech\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-30T07:57:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/lctech.vn\/wp-content\/uploads\/2026\/04\/anh-1-42.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1500\" \/>\n\t<meta property=\"og:image:height\" content=\"1050\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"D\u1ef1 \u00e1n LC04.2026 X | LC - \u0110HNT\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"D\u1ef1 \u00e1n LC04.2026 X | LC - \u0110HNT\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"8\ubd84\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"MMM vs Smart Meter: Doanh nghi\u1ec7p n\u00ean \u201cthay m\u1edbi\u201d hay \u201cn\u00e2ng c\u1ea5p th\u00f4ng minh\u201d? 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