{"id":17304,"date":"2025-07-24T20:37:28","date_gmt":"2025-07-24T13:37:28","guid":{"rendered":"https:\/\/lctech.vn\/?p=17304"},"modified":"2025-07-24T20:37:28","modified_gmt":"2025-07-24T13:37:28","slug":"case-study-nha-may-hanes-giam-15-hao-hut-dien-nho-dong-ho-thong-minh-mmm-cua-lc-tech","status":"publish","type":"post","link":"https:\/\/lctech.vn\/ja\/case-study-nha-may-hanes-giam-15-hao-hut-dien-nho-dong-ho-thong-minh-mmm-cua-lc-tech\/","title":{"rendered":"Case Study: Nh\u00e0 M\u00e1y Hanes Gi\u1ea3m 15% Hao H\u1ee5t \u0110i\u1ec7n Nh\u1edd \u0110\u1ed3ng H\u1ed3 Th\u00f4ng Minh MMM C\u1ee7a LC TECH"},"content":{"rendered":"<p class=\"my-0\"><strong>K\u1ebft qu\u1ea3 ch\u00ednh:<\/strong>\u00a0Sau khi tri\u1ec3n khai h\u1ec7 th\u1ed1ng \u0111o \u0111\u1ebfm \u0111i\u1ec7n th\u00f4ng minh MMM, nh\u00e0 m\u00e1y Hanes \u0111\u00e3 gi\u1ea3m\u00a0<strong>15% hao h\u1ee5t \u0111i\u1ec7n<\/strong>\u00a0trong v\u00f2ng 6 th\u00e1ng, \u0111\u1ed3ng th\u1eddi n\u00e2ng cao hi\u1ec7u qu\u1ea3 qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng v\u00e0 gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh.<\/p>\n<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=\"Toggle Table of Content\"><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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/lctech.vn\/ja\/case-study-nha-may-hanes-giam-15-hao-hut-dien-nho-dong-ho-thong-minh-mmm-cua-lc-tech\/#1_Boi_canh_du_an\" >1. B\u1ed1i c\u1ea3nh d\u1ef1 \u00e1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/lctech.vn\/ja\/case-study-nha-may-hanes-giam-15-hao-hut-dien-nho-dong-ho-thong-minh-mmm-cua-lc-tech\/#2_Quy_trinh_trien_khai_va_phan_tich_du_lieu\" >2. Quy tr\u00ecnh tri\u1ec3n khai v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/lctech.vn\/ja\/case-study-nha-may-hanes-giam-15-hao-hut-dien-nho-dong-ho-thong-minh-mmm-cua-lc-tech\/#3_So_lieu_truoc_va_sau_trien_khai\" >3. S\u1ed1 li\u1ec7u tr\u01b0\u1edbc v\u00e0 sau tri\u1ec3n khai<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/lctech.vn\/ja\/case-study-nha-may-hanes-giam-15-hao-hut-dien-nho-dong-ho-thong-minh-mmm-cua-lc-tech\/#5_Ket_luan\" >5. K\u1ebft lu\u1eadn<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"1-bi-cnh-d-n\" class=\"mb-2 mt-6 text-base font-[500] first:mt-0 md:text-lg dark:font-[475] [hr+&amp;]:mt-4\"><span class=\"ez-toc-section\" id=\"1_Boi_canh_du_an\"><\/span>1. B\u1ed1i c\u1ea3nh d\u1ef1 \u00e1n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"my-0\">Nh\u00e0 m\u00e1y Hanes (Kh\u00e1ch h\u00e0ng: CEDO; Ph\u1ee5 tr\u00e1ch: MR Th\u1eafng) \u0111\u1eb7t m\u1ee5c ti\u00eau t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed \u0111i\u1ec7n v\u00e0 gi\u00e1m s\u00e1t ti\u00eau th\u1ee5 \u0111i\u1ec7n ch\u00ednh x\u00e1c sau khi ghi nh\u1eadn t\u00ecnh tr\u1ea1ng hao h\u1ee5t kh\u00f4ng r\u00f5 nguy\u00ean nh\u00e2n l\u00ean t\u1edbi 18% t\u1ed5ng ti\u00eau th\u1ee5 h\u00e0ng th\u00e1ng.<\/p>\n<h2 id=\"2-quy-trnh-trin-khai-v-phn-tch-d-liu\" class=\"mb-2 mt-6 text-base font-[500] first:mt-0 md:text-lg dark:font-[475] [hr+&amp;]:mt-4\"><span class=\"ez-toc-section\" id=\"2_Quy_trinh_trien_khai_va_phan_tich_du_lieu\"><\/span>2. Quy tr\u00ecnh tri\u1ec3n khai v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol class=\"marker:text-textOff list-decimal\">\n<li>\n<p class=\"my-0\">Kh\u1ea3o s\u00e1t hi\u1ec7n tr\u01b0\u1eddng: \u0110o \u0111\u1ea1c m\u1ee9c hao h\u1ee5t \u0111i\u1ec7n qua c\u00e1c b\u1ea3ng \u0111i\u1ec7n ch\u00ednh, x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed c\u00e1p t\u1ed5n th\u1ea5t cao nh\u1ea5t.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">L\u1eafp \u0111\u1eb7t h\u1ec7 th\u1ed1ng MMM:<\/p>\n<ul class=\"marker:text-textOff list-disc\">\n<li>\n<p class=\"my-0\">C\u1ea3m bi\u1ebfn 4\u201320 mA \u0111o d\u00f2ng \u0111i\u1ec7n, bi\u1ebfn d\u00f2ng CT k\u1eb9p ngo\u00e0i.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">Gateway thu th\u1eadp d\u1eef li\u1ec7u qua Modbus RS-485, truy\u1ec1n v\u1ec1 MDMS trung t\u00e2m m\u1ed7i 5 ph\u00fat.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p class=\"my-0\">X\u00e2y d\u1ef1ng quy tr\u00ecnh ph\u00e2n t\u00edch:<\/p>\n<ul class=\"marker:text-textOff list-disc\">\n<li>\n<p class=\"my-0\">MDMS t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u real-time v\u00e0 l\u1ecbch s\u1eed.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">Ph\u00e2n t\u00edch b\u1ea5t th\u01b0\u1eddng theo khung gi\u1edd cao \u0111i\u1ec3m (9\u201312 AM, 2\u20135 PM) v\u00e0 th\u1ea5p \u0111i\u1ec3m.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">\u0110\u01b0a ra ch\u1ec9 s\u1ed1 KPI MAE l\u1ed7i \u0111o li\u00ean t\u1ee5c.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p class=\"my-0\">M\u00f4 h\u00ecnh t\u1ed1i \u01b0u h\u00f3a:<\/p>\n<ul class=\"marker:text-textOff list-disc\">\n<li>\n<p class=\"my-0\">S\u1eed d\u1ee5ng linear regression v\u00e0 anomaly detection \u0111\u1ec3 d\u1ef1 b\u00e1o khung gi\u1edd hao h\u1ee5t cao.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">\u0110\u1ec1 xu\u1ea5t chi\u1ebfn l\u01b0\u1ee3c c\u00e2n b\u1eb1ng ph\u1ee5 t\u1ea3i v\u00e0 gi\u1ea3m c\u00f4ng su\u1ea5t b\u01a1m\/n\u00e9n kh\u00ed kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0o gi\u1edd cao \u0111i\u1ec3m.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2 id=\"3-s-liu-trc-v-sau-trin-khai\" class=\"mb-2 mt-6 text-base font-[500] first:mt-0 md:text-lg dark:font-[475] [hr+&amp;]:mt-4\"><span class=\"ez-toc-section\" id=\"3_So_lieu_truoc_va_sau_trien_khai\"><\/span>3. S\u1ed1 li\u1ec7u tr\u01b0\u1edbc v\u00e0 sau tri\u1ec3n khai<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"group relative\">\n<div class=\"w-full overflow-x-auto md:max-w-[90vw] border-borderMain\/50 ring-borderMain\/50 divide-borderMain\/50 dark:divide-borderMainDark\/50 dark:ring-borderMainDark\/50 dark:border-borderMainDark\/50 bg-transparent\">\n<table class=\"border-borderMain my-[1em] w-full table-auto border\">\n<thead class=\"bg-offset\">\n<tr>\n<th class=\"border-borderMain px-sm py-sm dark:border-borderMainDark break-normal border text-left align-top\">Ch\u1ec9 ti\u00eau<\/th>\n<th class=\"border-borderMain px-sm py-sm dark:border-borderMainDark break-normal border text-left align-top\">Tr\u01b0\u1edbc tri\u1ec3n khai<\/th>\n<th class=\"border-borderMain px-sm py-sm dark:border-borderMainDark break-normal border text-left align-top\">Sau 6 th\u00e1ng tri\u1ec3n khai<\/th>\n<th class=\"border-borderMain px-sm py-sm dark:border-borderMainDark break-normal border text-left align-top\">Gi\u1ea3m (%)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">Hao h\u1ee5t \u0111i\u1ec7n (%)<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">18%<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">3%<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">15 pp<\/td>\n<\/tr>\n<tr>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">\u0110i\u1ec7n n\u0103ng ti\u00eau th\u1ee5 gi\u1edd cao \u0111i\u1ec3m (kWh)<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">120 000<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">102 000<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">15%<\/td>\n<\/tr>\n<tr>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">Chi ph\u00ed \u0111i\u1ec7n th\u00e1ng (USD)<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">150 000<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">127 500<\/td>\n<td class=\"border-borderMain px-sm dark:border-borderMainDark min-w-[48px] break-normal border\">15%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"px-two bg-background border-border shadow-subtle pointer-coarse:opacity-100 right-xs absolute bottom-0 flex gap-2 rounded-lg border py-px opacity-0 transition-opacity group-hover:opacity-100\">\n<div>\n<div class=\"flex items-center min-w-0 font-medium gap-1 justify-center\">\n<div class=\"flex shrink-0 items-center justify-center size-3.5\"><\/div>\n<\/div>\n<\/div>\n<div>\n<div class=\"flex items-center min-w-0 font-medium gap-1 justify-center\">\n<div class=\"flex shrink-0 items-center justify-center size-3.5\"><span style=\"color: #1b1919; font-size: 24px;\">4. L\u1ee3i \u00edch \u0111\u1ea1t \u0111\u01b0\u1ee3c<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ul class=\"marker:text-textOff list-disc\">\n<li>\n<p class=\"my-0\">Gi\u1ea3m 15% hao h\u1ee5t \u0111i\u1ec7n, t\u01b0\u01a1ng \u0111\u01b0\u01a1ng ti\u1ebft ki\u1ec7m 22 500 USD\/th\u00e1ng.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">Gi\u1ea3m 15% ti\u00eau th\u1ee5 gi\u1edd cao \u0111i\u1ec3m, c\u1eaft gi\u1ea3m ph\u1ee5 t\u1ea3i l\u00ean l\u01b0\u1edbi v\u00e0 chi ph\u00ed \u0111i\u1ec7n n\u0103ng \u0111\u1eaft \u0111\u1ecf.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">C\u1ea3nh b\u00e1o s\u1edbm b\u1ea5t th\u01b0\u1eddng, tr\u00e1nh t\u00ecnh tr\u1ea1ng qu\u00e1 t\u1ea3i s\u1ef1 c\u1ed1 c\u00e1p v\u00e0 thi\u1ebft b\u1ecb.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">C\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1ecbch s\u1eed cho ph\u00e9p t\u1ed1i \u01b0u b\u1ea3o tr\u00ec d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o.<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"5-kt-lun\" class=\"mb-2 mt-6 text-base font-[500] first:mt-0 md:text-lg dark:font-[475] [hr+&amp;]:mt-4\"><span class=\"ez-toc-section\" id=\"5_Ket_luan\"><\/span>5. K\u1ebft lu\u1eadn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"my-0\">H\u1ec7 th\u1ed1ng \u0111o \u0111\u1ebfm th\u00f4ng minh MMM c\u1ee7a LC TECH \u0111\u00e3 gi\u00fap nh\u00e0 m\u00e1y Hanes:<\/p>\n<ul class=\"marker:text-textOff list-disc\">\n<li>\n<p class=\"my-0\">Qu\u1ea3n l\u00fd ch\u00ednh x\u00e1c v\u00e0 minh b\u1ea1ch \u0111i\u1ec7n n\u0103ng theo th\u1eddi gian th\u1ef1c.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">Gi\u1ea3m \u0111\u00e1ng k\u1ec3 hao h\u1ee5t v\u00e0 chi ph\u00ed \u0111i\u1ec7n th\u00f4ng qua ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh t\u1ed1i \u01b0u h\u00f3a ti\u00eau th\u1ee5 gi\u1edd cao \u0111i\u1ec3m.<\/p>\n<\/li>\n<li>\n<p class=\"my-0\">T\u1ea1o ti\u1ec1n \u0111\u1ec1 cho l\u1ed9 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 r\u1ed9ng l\u1edbn h\u01a1n v\u00e0 \u00e1p d\u1ee5ng AI\/ML trong qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng to\u00e0n di\u1ec7n.<\/p>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>K\u1ebft qu\u1ea3 ch\u00ednh:\u00a0Sau khi tri\u1ec3n khai h\u1ec7 th\u1ed1ng \u0111o \u0111\u1ebfm \u0111i\u1ec7n th\u00f4ng minh MMM, nh\u00e0 m\u00e1y Hanes \u0111\u00e3 gi\u1ea3m\u00a015% hao<\/p>","protected":false},"author":1,"featured_media":16919,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-17304","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) - 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