{"id":17821,"date":"2026-04-10T23:33:59","date_gmt":"2026-04-10T16:33:59","guid":{"rendered":"https:\/\/lctech.vn\/?p=17821"},"modified":"2026-04-23T09:42:19","modified_gmt":"2026-04-23T02:42:19","slug":"ai-trong-dieu-khien-lo-quay-giai-phap-loi-ich-kep-cho-nganh-cong-nghiep-nang","status":"publish","type":"post","link":"https:\/\/lctech.vn\/ko\/ai-trong-dieu-khien-lo-quay-giai-phap-loi-ich-kep-cho-nganh-cong-nghiep-nang\/","title":{"rendered":"AI trong \u0111i\u1ec1u khi\u1ec3n L\u00f2 quay: Gi\u1ea3i ph\u00e1p &#8220;L\u1ee3i \u00edch k\u00e9p&#8221; cho ng\u00e0nh C\u00f4ng nghi\u1ec7p n\u1eb7ng"},"content":{"rendered":"<p data-path-to-node=\"1\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Ng\u00e0nh c\u00f4ng nghi\u1ec7p n\u1eb7ng &#8211; \u0111\u1eb7c bi\u1ec7t l\u00e0 s\u1ea3n xu\u1ea5t xi m\u0103ng, th\u00e9p, h\u00f3a ch\u1ea5t v\u00e0 gi\u1ea5y &#8211; \u0111ang \u00e2m th\u1ea7m \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t th\u00e1ch th\u1ee9c nan gi\u1ea3i: l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 \u0111\u1ed3ng th\u1eddi t\u0103ng n\u0103ng su\u1ea5t, gi\u1ea3m chi ph\u00ed n\u0103ng l\u01b0\u1ee3ng v\u00e0 \u0111\u00e1p \u1ee9ng c\u00e1c m\u1ee5c ti\u00eau ph\u00e1t th\u1ea3i r\u00f2ng b\u1eb1ng kh\u00f4ng (<b data-path-to-node=\"1\" data-index-in-node=\"246\">Net-Zero<\/b>)?<\/span><\/p>\n<p data-path-to-node=\"2\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Tr\u1ecdng t\u00e2m c\u1ee7a th\u00e1ch th\u1ee9c n\u00e0y n\u1eb1m \u1edf <b data-path-to-node=\"2\" data-index-in-node=\"35\">l\u00f2 quay (rotary kiln)<\/b> &#8211; m\u1ed9t c\u1ed7 m\u00e1y kh\u1ed5ng l\u1ed3 d\u00e0i h\u00e0ng ch\u1ee5c m\u00e9t, ti\u00eau th\u1ee5 h\u00e0ng t\u1ea5n nhi\u00ean li\u1ec7u m\u1ed7i gi\u1edd. Trong nhi\u1ec1u th\u1eadp k\u1ef7, vi\u1ec7c v\u1eadn h\u00e0nh l\u00f2 ph\u1ee5 thu\u1ed9c nhi\u1ec1u v\u00e0o kinh nghi\u1ec7m th\u1ee7 c\u00f4ng c\u1ee7a c\u00e1c k\u1ef9 s\u01b0, d\u1eabn \u0111\u1ebfn t\u00ecnh tr\u1ea1ng thi\u1ebfu \u1ed5n \u0111\u1ecbnh v\u00e0 l\u00e3ng ph\u00ed n\u0103ng l\u01b0\u1ee3ng. Ch\u00ednh kho\u1ea3ng tr\u1ed1ng n\u00e0y \u0111\u00e3 m\u1edf \u0111\u01b0\u1eddng cho Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 <b data-path-to-node=\"2\" data-index-in-node=\"351\">H\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n qu\u00e1 tr\u00ecnh ti\u00ean ti\u1ebfn (Advanced Process Control &#8211; APC)<\/b> tr\u1edf th\u00e0nh m\u1ed9t nh\u00e2n t\u1ed1 th\u1ef1c s\u1ef1 l\u00e0m thay \u0111\u1ed5i c\u1ee5c di\u1ec7n ng\u00e0nh c\u00f4ng nghi\u1ec7p.<\/span><\/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=\"\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\/ai-trong-dieu-khien-lo-quay-giai-phap-loi-ich-kep-cho-nganh-cong-nghiep-nang\/#1_Toi_uu_hoa_thoi_gian_thuc_Chia_khoa_cho_san_xuat_ben_vung\" >1. T\u1ed1i \u01b0u h\u00f3a th\u1eddi gian th\u1ef1c: Ch\u00eca kh\u00f3a cho s\u1ea3n xu\u1ea5t b\u1ec1n v\u1eefng<\/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\/ai-trong-dieu-khien-lo-quay-giai-phap-loi-ich-kep-cho-nganh-cong-nghiep-nang\/#2_%E2%80%9CLoi_ich_kep%E2%80%9D_Khi_hieu_qua_kinh_te_va_bao_ve_moi_truong_hoi_tu\" >2. &#8220;L\u1ee3i \u00edch k\u00e9p&#8221;: Khi hi\u1ec7u qu\u1ea3 kinh t\u1ebf v\u00e0 b\u1ea3o v\u1ec7 m\u00f4i tr\u01b0\u1eddng h\u1ed9i t\u1ee5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/lctech.vn\/ko\/ai-trong-dieu-khien-lo-quay-giai-phap-loi-ich-kep-cho-nganh-cong-nghiep-nang\/#3_Tu_%E2%80%9CKinh_nghiem%E2%80%9D_den_%E2%80%9CDu_lieu%E2%80%9D_Su_dich_chuyen_nen_tang\" >3. T\u1eeb &#8220;Kinh nghi\u1ec7m&#8221; \u0111\u1ebfn &#8220;D\u1eef li\u1ec7u&#8221;: S\u1ef1 d\u1ecbch chuy\u1ec3n n\u1ec1n t\u1ea3ng<\/a><\/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\/ai-trong-dieu-khien-lo-quay-giai-phap-loi-ich-kep-cho-nganh-cong-nghiep-nang\/#Ket_luan\" >K\u1ebft lu\u1eadn<\/a><\/li><\/ul><\/nav><\/div>\n<h1 data-path-to-node=\"4\"><span class=\"ez-toc-section\" id=\"1_Toi_uu_hoa_thoi_gian_thuc_Chia_khoa_cho_san_xuat_ben_vung\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">1. T\u1ed1i \u01b0u h\u00f3a th\u1eddi gian th\u1ef1c: Ch\u00eca kh\u00f3a cho s\u1ea3n xu\u1ea5t b\u1ec1n v\u1eefng<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p data-path-to-node=\"5\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">S\u1ee9c m\u1ea1nh c\u1ed1t l\u00f5i c\u1ee7a APC kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c thay th\u1ebf con ng\u01b0\u1eddi, m\u00e0 l\u00e0 \u1edf kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh h\u00e0ng ngh\u00ecn t\u00edn hi\u1ec7u m\u1ed7i gi\u00e2y. AI li\u00ean t\u1ee5c ph\u00e2n t\u00edch c\u00e1c th\u00f4ng s\u1ed1 nh\u01b0 \u00e1p su\u1ea5t, nhi\u1ec7t \u0111\u1ed9, l\u01b0u l\u01b0\u1ee3ng kh\u00ed v\u00e0 t\u1ed1c \u0111\u1ed9 quay \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra v\u00f4 s\u1ed1 quy\u1ebft \u0111\u1ecbnh, nh\u1eb1m gi\u1eef h\u1ec7 th\u1ed1ng lu\u00f4n \u1edf tr\u1ea1ng th\u00e1i &#8220;v\u00e0ng&#8221; &#8211; \u0111i\u1ec1u ki\u1ec7n t\u1ed1i \u01b0u nh\u1ea5t.<\/span><\/p>\n<p data-path-to-node=\"6\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">K\u1ebft qu\u1ea3 mang l\u1ea1i l\u00e0 nh\u1eefng th\u00e0nh qu\u1ea3 c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng v\u00e0 \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c t\u1ebf ch\u1ee9ng minh:<\/span><\/p>\n<ul data-path-to-node=\"7\">\n<li>\n<p data-path-to-node=\"7,0,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b data-path-to-node=\"7,0,0\" data-index-in-node=\"0\">T\u1ea1i m\u1ed9t l\u00f2 quay niken \u1edf Ch\u00e2u \u00c1 (ANDRITZ):<\/b> Vi\u1ec7c tri\u1ec3n khai APC \u0111\u00e3 gi\u00fap gi\u1ea3m <b data-path-to-node=\"7,0,0\" data-index-in-node=\"75\">4-7%<\/b> l\u01b0\u1ee3ng ti\u00eau th\u1ee5 nhi\u00ean li\u1ec7u h\u00f3a th\u1ea1ch, \u0111\u1ed3ng th\u1eddi t\u0103ng <b data-path-to-node=\"7,0,0\" data-index-in-node=\"132\">2\u20134%<\/b> c\u00f4ng su\u1ea5t s\u1ea3n xu\u1ea5t. \u0110\u00e1ng ch\u00fa \u00fd, m\u1ee9c \u0111\u1ed9 bi\u1ebfn thi\u00ean nhi\u1ec7t \u0111\u1ed9 b\u00ean trong l\u00f2 gi\u1ea3m t\u1edbi <b data-path-to-node=\"7,0,0\" data-index-in-node=\"218\">40\u201350%<\/b>, mang l\u1ea1i ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m \u0111\u1ed3ng \u0111\u1ec1u h\u01a1n.<\/span><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"7,1,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b data-path-to-node=\"7,1,0\" data-index-in-node=\"0\">T\u1ea1i Nh\u00e0 m\u00e1y Xi m\u0103ng Bursa Cimento (Th\u1ed5 Nh\u0129 K\u1ef3 &#8211; ABB):<\/b> Nh\u1edd h\u1ec7 th\u1ed1ng <b data-path-to-node=\"7,1,0\" data-index-in-node=\"67\">\u0110i\u1ec1u khi\u1ec3n D\u1ef1 b\u00e1o theo M\u00f4 h\u00ecnh (Model Predictive Control &#8211; MPC)<\/b>, nh\u00e0 m\u00e1y \u0111\u00e3 c\u1ea3i thi\u1ec7n \u0111\u01b0\u1ee3c <b data-path-to-node=\"7,1,0\" data-index-in-node=\"158\">2-3%<\/b> c\u1ea3 v\u1ec1 t\u1ed1c \u0111\u1ed9 n\u1ea1p li\u1ec7u (feed rate) trung b\u00ecnh v\u00e0 l\u01b0\u1ee3ng nhi\u1ec7t n\u0103ng ti\u00eau th\u1ee5. N\u1ed3ng \u0111\u1ed9 oxy trong l\u00f2 hi\u1ec7n \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t \u1edf ng\u01b0\u1ee1ng th\u1ea5p h\u01a1n, \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c qu\u00e1 tr\u00ecnh \u0111\u1ed1t ch\u00e1y di\u1ec5n ra hi\u1ec7u qu\u1ea3 h\u01a1n.<\/span><\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"8\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Nh\u00ecn r\u1ed9ng h\u01a1n, c\u00e1c tr\u01b0\u1eddng h\u1ee3p n\u00e0y \u0111\u1ec1u chia s\u1ebb m\u1ed9t \u0111i\u1ec3m chung: t\u1ed1i \u01b0u h\u00f3a th\u1eddi gian th\u1ef1c kh\u00f4ng ch\u1ec9 ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng m\u00e0 c\u00f2n &#8220;l\u00e0m m\u01b0\u1ee3t&#8221; to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/span><\/p>\n<h1 data-path-to-node=\"10\"><span class=\"ez-toc-section\" id=\"2_%E2%80%9CLoi_ich_kep%E2%80%9D_Khi_hieu_qua_kinh_te_va_bao_ve_moi_truong_hoi_tu\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">2. &#8220;L\u1ee3i \u00edch k\u00e9p&#8221;: Khi hi\u1ec7u qu\u1ea3 kinh t\u1ebf v\u00e0 b\u1ea3o v\u1ec7 m\u00f4i tr\u01b0\u1eddng h\u1ed9i t\u1ee5<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p data-path-to-node=\"11\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Trong b\u1ed1i c\u1ea3nh gi\u00e1 n\u0103ng l\u01b0\u1ee3ng bi\u1ebfn \u0111\u1ed9ng r\u1ee7i ro v\u00e0 \u00e1p l\u1ef1c ng\u00e0y c\u00e0ng t\u0103ng t\u1eeb c\u00e1c quy \u0111\u1ecbnh v\u1ec1 kh\u00ed th\u1ea3i (ch\u1eb3ng h\u1ea1n nh\u01b0 Thu\u1ebf Bi\u00ean gi\u1edbi Carbon), APC kh\u00f4ng ch\u1ec9 l\u00e0 c\u00e2u chuy\u1ec7n &#8220;s\u1ed1ng xanh&#8221; &#8211; \u0111\u00f3 c\u00f2n l\u00e0 v\u1ea5n \u0111\u1ec1 s\u1ed1ng c\u00f2n v\u1ec1 m\u1eb7t chi ph\u00ed.<\/span><\/p>\n<p data-path-to-node=\"12\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">M\u1ed9t s\u1ed1 nghi\u00ean c\u1ee9u \u0111i\u1ec3n h\u00ecnh:<\/span><\/p>\n<ul data-path-to-node=\"13\">\n<li>\n<p data-path-to-node=\"13,0,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b data-path-to-node=\"13,0,0\" data-index-in-node=\"0\">Sappi (Ng\u00e0nh Gi\u1ea5y &#8211; Ch\u00e2u \u00c2u):<\/b> T\u1eadp \u0111o\u00e0n n\u00e0y \u0111\u00e3 tri\u1ec3n khai AI \u0111\u1ec3 qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng t\u1ea1i nh\u00e0 m\u00e1y Maastricht. Tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c v\u1eadn h\u00e0nh d\u1ef1a tr\u00ean c\u00e1c d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng, r\u1eddi r\u1ea1c. Gi\u1edd \u0111\u00e2y, n\u1ec1n t\u1ea3ng AI t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u, gi\u00fap nh\u00e0 m\u00e1y (n\u01a1i v\u1eeba ti\u00eau th\u1ee5 v\u1eeba cung c\u1ea5p \u0111i\u1ec7n cho l\u01b0\u1edbi \u0111i\u1ec7n qu\u1ed1c gia) t\u1ed1i \u01b0u h\u00f3a lu\u1ed3ng n\u0103ng l\u01b0\u1ee3ng theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"13,1,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b data-path-to-node=\"13,1,0\" data-index-in-node=\"0\">CRH Ozarow (Ng\u00e0nh Xi m\u0103ng &#8211; Ba Lan):<\/b> S\u1edf h\u1eefu m\u1ed9t l\u00f2 quay d\u00e0i 99 m\u00e9t &#8211; m\u1ed9t trong nh\u1eefng l\u00f2 l\u1edbn nh\u1ea5t Ch\u00e2u \u00c2u &#8211; CRH \u0111\u00e3 s\u1eed d\u1ee5ng gi\u1ea3i ph\u00e1p <i data-path-to-node=\"13,1,0\" data-index-in-node=\"132\">Expert Optimizer<\/i> c\u1ee7a ABB. M\u1ee5c ti\u00eau kh\u00f4ng ch\u1ec9 l\u00e0 ti\u1ebft ki\u1ec7m \u0111i\u1ec7n n\u0103ng m\u00e0 c\u00f2n t\u0103ng c\u01b0\u1eddng s\u1eed d\u1ee5ng <b data-path-to-node=\"13,1,0\" data-index-in-node=\"226\">nhi\u00ean li\u1ec7u thay th\u1ebf (RDF)<\/b> &#8211; m\u1ed9t b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p m\u00e0 tr\u00ed n\u00e3o con ng\u01b0\u1eddi kh\u00f3 c\u00f3 th\u1ec3 t\u00ednh to\u00e1n c\u00e2n b\u1eb1ng li\u00ean t\u1ee5c. AI \u0111\u00e3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 \u0111\u00f3: \u0111\u1ed1t r\u00e1c th\u1ea3i l\u1ea5y n\u0103ng l\u01b0\u1ee3ng trong khi v\u1eabn gi\u1eef cho l\u00f2 v\u1eadn h\u00e0nh \u1ed5n \u0111\u1ecbnh.<\/span><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"13,2,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b data-path-to-node=\"13,2,0\" data-index-in-node=\"0\">Borouge (Ng\u00e0nh H\u00f3a d\u1ea7u &#8211; UAE):<\/b> H\u1ee3p t\u00e1c c\u00f9ng Honeywell, Borouge \u0111\u00e3 th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh v\u1eadn h\u00e0nh t\u1ef1 \u0111\u1ed9ng h\u00f3a ho\u00e0n to\u00e0n b\u1eb1ng AI. K\u1ebft qu\u1ea3 cho th\u1ea5y ti\u1ec1m n\u0103ng t\u0103ng <b data-path-to-node=\"13,2,0\" data-index-in-node=\"157\">20%<\/b> hi\u1ec7u su\u1ea5t, gi\u1ea3m <b data-path-to-node=\"13,2,0\" data-index-in-node=\"177\">20%<\/b> th\u1eddi gian ng\u1eebng m\u00e1y (downtime) v\u00e0 gi\u1ea3m <b data-path-to-node=\"13,2,0\" data-index-in-node=\"220\">15%<\/b> chi ph\u00ed v\u1eadn h\u00e0nh.<\/span><\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"14\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">D\u00f9 ho\u1ea1t \u0111\u1ed9ng trong c\u00e1c l\u0129nh v\u1ef1c kh\u00e1c nhau, \u0111i\u1ec3m c\u1ed1t l\u00f5i v\u1eabn r\u1ea5t r\u00f5 r\u00e0ng: AI gi\u00fap c\u00e1c doanh nghi\u1ec7p \u0111\u1ed3ng th\u1eddi c\u1eaft gi\u1ea3m chi ph\u00ed v\u00e0 gi\u1ea3m l\u01b0\u1ee3ng kh\u00ed th\u1ea3i &#8211; m\u1ed9t &#8220;l\u1ee3i \u00edch k\u00e9p&#8221; hi\u1ebfm c\u00f3.<\/span><\/p>\n<h1 data-path-to-node=\"16\"><span class=\"ez-toc-section\" id=\"3_Tu_%E2%80%9CKinh_nghiem%E2%80%9D_den_%E2%80%9CDu_lieu%E2%80%9D_Su_dich_chuyen_nen_tang\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">3. T\u1eeb &#8220;Kinh nghi\u1ec7m&#8221; \u0111\u1ebfn &#8220;D\u1eef li\u1ec7u&#8221;: S\u1ef1 d\u1ecbch chuy\u1ec3n n\u1ec1n t\u1ea3ng<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p data-path-to-node=\"17\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i \u0111\u1eb1ng sau t\u1ea5t c\u1ea3 nh\u1eefng c\u1ea3i ti\u1ebfn tr\u00ean l\u00e0 s\u1ef1 chuy\u1ec3n d\u1ecbch t\u1eeb ph\u01b0\u01a1ng th\u1ee9c v\u1eadn h\u00e0nh d\u1ef1a tr\u00ean kinh nghi\u1ec7m sang ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u (data-driven).<\/span><\/p>\n<p data-path-to-node=\"18\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">N\u1ebfu tr\u01b0\u1edbc \u0111\u00e2y c\u00e1c k\u1ef9 s\u01b0 ph\u1ea3i &#8220;nh\u00ecn ng\u1ecdn l\u1eeda \u0111\u1ec3 \u0111i\u1ec1u khi\u1ec3n l\u00f2&#8221;, th\u00ec nay AI s\u1eed d\u1ee5ng d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (machine learning) \u0111\u1ec3 d\u1ef1 b\u00e1o t\u00ecnh tr\u1ea1ng h\u1ec7 th\u1ed1ng tr\u01b0\u1edbc t\u1eeb 30-60 ph\u00fat. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p:<\/span><\/p>\n<ul data-path-to-node=\"19\">\n<li>\n<p data-path-to-node=\"19,0,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">\u0110i\u1ec1u ch\u1ec9nh ch\u1ee7 \u0111\u1ed9ng thay v\u00ec ph\u1ea3n \u1ee9ng ch\u1eadm tr\u1ec5.<\/span><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"19,1,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Duy tr\u00ec h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh \u1ed5n \u0111\u1ecbnh li\u00ean t\u1ee5c.<\/span><\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"19,2,0\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Gi\u1ea3m thi\u1ec3u r\u1ee7i ro x\u1ea3y ra s\u1ef1 c\u1ed1.<\/span><\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"20\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><b data-path-to-node=\"20\" data-index-in-node=\"0\">T\u00f3m t\u1eaft k\u1ebft qu\u1ea3 t\u1eeb c\u00e1c \u0111\u1ee3t tri\u1ec3n khai th\u1ef1c t\u1ebf trong c\u00f4ng nghi\u1ec7p:<\/b><\/span><\/p>\n<table style=\"border-color: #000000; border-style: solid; width: 93.3392%; height: 217px;\" border=\"5\" cellpadding=\"2\" data-path-to-node=\"21\">\n<thead>\n<tr>\n<td style=\"width: 47.5954%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><strong>Ch\u1ec9 s\u1ed1<\/strong><\/span><\/td>\n<td style=\"width: 64.2565%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"><strong>M\u1ee9c \u0111\u1ed9 C\u1ea3i thi\u1ec7n<\/strong><\/span><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"width: 47.5954%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,1,0,0\"><b data-path-to-node=\"21,1,0,0\" data-index-in-node=\"0\">Ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng<\/b><\/span><\/td>\n<td style=\"width: 64.2565%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,1,1,0\">Gi\u1ea3m 2-7% l\u01b0\u1ee3ng nhi\u00ean li\u1ec7u<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 47.5954%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,2,0,0\"><b data-path-to-node=\"21,2,0,0\" data-index-in-node=\"0\">T\u0103ng n\u0103ng su\u1ea5t<\/b><\/span><\/td>\n<td style=\"width: 64.2565%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,2,1,0\">2-4% (kh\u00f4ng c\u1ea7n \u0111\u1ea7u t\u01b0 th\u00eam thi\u1ebft b\u1ecb)<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 47.5954%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,3,0,0\"><b data-path-to-node=\"21,3,0,0\" data-index-in-node=\"0\">Gi\u1ea3m bi\u1ebfn thi\u00ean nhi\u1ec7t \u0111\u1ed9<\/b><\/span><\/td>\n<td style=\"width: 64.2565%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,3,1,0\">40-50%<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 47.5954%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,4,0,0\"><b data-path-to-node=\"21,4,0,0\" data-index-in-node=\"0\">Gi\u1ea3m t\u1ea3i v\u1eadn h\u00e0nh v\u00e0 r\u1ee7i ro<\/b><\/span><\/td>\n<td style=\"width: 64.2565%; text-align: center;\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\" data-path-to-node=\"21,4,1,0\">\u0110\u00e1ng k\u1ec3<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h1 data-path-to-node=\"23\"><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">K\u1ebft lu\u1eadn<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p data-path-to-node=\"24\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">APC kh\u00f4ng c\u00f2n l\u00e0 c\u00f4ng ngh\u1ec7 mang t\u00ednh th\u1eed nghi\u1ec7m &#8211; n\u00f3 \u0111ang nhanh ch\u00f3ng tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n m\u1edbi trong v\u1eadn h\u00e0nh c\u00f4ng nghi\u1ec7p n\u1eb7ng. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p AI v\u1edbi d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u1ed3ng th\u1eddi \u0111\u1ea1t \u0111\u01b0\u1ee3c ba m\u1ee5c ti\u00eau t\u01b0\u1edfng ch\u1eebng m\u00e2u thu\u1eabn: <b data-path-to-node=\"24\" data-index-in-node=\"255\">t\u0103ng n\u0103ng su\u1ea5t, gi\u1ea3m chi ph\u00ed<\/b> v\u00e0 <b data-path-to-node=\"24\" data-index-in-node=\"287\">h\u1ea1 m\u1ee9c ph\u00e1t th\u1ea3i<\/b>. Trong b\u1ed1i c\u1ea3nh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111ang t\u0103ng t\u1ed1c v\u00e0 \u00e1p l\u1ef1c hi\u1ec7n th\u1ef1c h\u00f3a m\u1ee5c ti\u00eau Net Zero ng\u00e0y c\u00e0ng l\u1edbn, APC th\u1ef1c s\u1ef1 l\u00e0 nh\u00e2n t\u1ed1 thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i, gi\u00fap ng\u00e0nh c\u00f4ng nghi\u1ec7p n\u1eb7ng \u0111\u1ecbnh ngh\u0129a l\u1ea1i c\u00e1ch th\u1ee9c v\u1eadn h\u00e0nh c\u1ee7a m\u00ecnh.<\/span><\/p>\n<p data-path-to-node=\"24\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Nh\u00ecn v\u1ec1 b\u1ed1i c\u1ea3nh c\u00f4ng nghi\u1ec7p t\u1ea1i Vi\u1ec7t Nam, s\u1ef1 chuy\u1ec3n d\u1ecbch t\u1eeb v\u1eadn h\u00e0nh th\u1ee7 c\u00f4ng sang quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u (data-driven) \u0111ang \u0111\u01b0\u1ee3c c\u1ee5 th\u1ec3 h\u00f3a th\u00f4ng qua <b data-path-to-node=\"3\" data-index-in-node=\"157\">gi\u1ea3i ph\u00e1p M\u00e1y \u0111\u1ecdc ch\u1ec9 s\u1ed1 th\u00f4ng minh MMM<\/b> c\u1ee7a <b data-path-to-node=\"3\" data-index-in-node=\"201\">C\u00f4ng ty TNHH C\u00f4ng ngh\u1ec7 LC Vi\u1ec7t Nam (LC Tech)<\/b>. N\u1ebfu c\u00e1c h\u1ec7 th\u1ed1ng APC t\u1eadp trung ki\u1ec3m so\u00e1t c\u00e1c c\u1ed7 m\u00e1y \u0111\u1eb7c th\u00f9 nh\u01b0 l\u00f2 quay, th\u00ec h\u1ec7 th\u1ed1ng MMM l\u1ea1i \u0111\u00f3ng vai tr\u00f2 nh\u01b0 m\u1ed9t &#8220;m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh&#8221; qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 huy\u1ebft m\u1ea1ch n\u0103ng l\u01b0\u1ee3ng c\u1ee7a nh\u00e0 m\u00e1y.<\/span><\/p>\n<p data-path-to-node=\"24\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\"> B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p ph\u1ea7n c\u1ee9ng linh ho\u1ea1t c\u00f9ng ph\u1ea7n m\u1ec1m th\u00f4ng minh, MMM cho ph\u00e9p thu th\u1eadp, gi\u00e1m s\u00e1t v\u00e0 ph\u00e2n t\u00edch li\u00ean t\u1ee5c c\u00e1c ch\u1ec9 s\u1ed1 \u0111i\u1ec7n, n\u01b0\u1edbc, gas v\u00e0 kh\u00ed theo th\u1eddi gian th\u1ef1c. \u0110\u1eb7c bi\u1ec7t, vi\u1ec7c \u1ee9ng d\u1ee5ng thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y (Machine Learning) gi\u00fap h\u1ec7 th\u1ed1ng kh\u00f4ng ch\u1ec9 ph\u00e1t hi\u1ec7n r\u00f2 r\u1ec9, c\u1ea3nh b\u00e1o b\u1ea5t th\u01b0\u1eddng ngay l\u1eadp t\u1ee9c m\u00e0 c\u00f2n d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c nhu c\u1ea7u s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n b\u1ed5 n\u0103ng l\u01b0\u1ee3ng h\u1ee3p l\u00fd. Th\u1ef1c t\u1ebf tri\u1ec3n khai \u0111\u00e3 ch\u1ee9ng minh gi\u1ea3i ph\u00e1p c\u1ee7a LC Tech c\u00f3 th\u1ec3 gi\u00fap c\u00e1c doanh nghi\u1ec7p <b data-path-to-node=\"3\" data-index-in-node=\"899\">c\u1eaft gi\u1ea3m t\u1eeb 5% \u0111\u1ebfn 20% chi ph\u00ed v\u1eadn h\u00e0nh<\/b>. <\/span><\/p>\n<p data-path-to-node=\"24\"><span style=\"font-family: 'times new roman', times, serif; font-size: 16px;\">Trong cu\u1ed9c \u0111ua chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 s\u1ee9c \u00e9p gi\u1ea3m ph\u00e1t th\u1ea3i, MMM ch\u00ednh l\u00e0 c\u00f4ng c\u1ee5 th\u1ef1c chi\u1ebfn b\u01b0\u1edbc \u0111\u1ea7u, gi\u00fap c\u00e1c nh\u00e0 m\u00e1y t\u1ea1i Vi\u1ec7t Nam l\u00e0m ch\u1ee7 d\u1eef li\u1ec7u, ng\u0103n ch\u1eb7n th\u1ea5t tho\u00e1t v\u00e0 t\u1ea1o d\u1ef1ng n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc \u0111\u1ec3 h\u01b0\u1edbng t\u1edbi c\u00e1c cam k\u1ebft Net-Zero to\u00e0n c\u1ea7u.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Ng\u00e0nh c\u00f4ng nghi\u1ec7p n\u1eb7ng &#8211; \u0111\u1eb7c bi\u1ec7t l\u00e0 s\u1ea3n xu\u1ea5t xi m\u0103ng, th\u00e9p, h\u00f3a ch\u1ea5t v\u00e0 gi\u1ea5y &#8211; \u0111ang \u00e2m<\/p>","protected":false},"author":7,"featured_media":17822,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-17821","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>AI trong \u0111i\u1ec1u khi\u1ec3n L\u00f2 quay: Gi\u1ea3i ph\u00e1p &quot;L\u1ee3i \u00edch k\u00e9p&quot; cho ng\u00e0nh C\u00f4ng nghi\u1ec7p n\u1eb7ng - LC Tech<\/title>\n<meta name=\"description\" content=\"APC kh\u00f4ng c\u00f2n l\u00e0 c\u00f4ng ngh\u1ec7 mang t\u00ednh th\u1eed nghi\u1ec7m \u2013 n\u00f3 \u0111ang nhanh ch\u00f3ng tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n m\u1edbi trong v\u1eadn h\u00e0nh c\u00f4ng nghi\u1ec7p n\u1eb7ng.\" \/>\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\/ai-trong-dieu-khien-lo-quay-giai-phap-loi-ich-kep-cho-nganh-cong-nghiep-nang\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI trong \u0111i\u1ec1u khi\u1ec3n L\u00f2 quay: Gi\u1ea3i ph\u00e1p &quot;L\u1ee3i \u00edch k\u00e9p&quot; 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