{"id":2331,"date":"2024-08-16T12:41:52","date_gmt":"2024-08-16T12:41:52","guid":{"rendered":"https:\/\/tryvary.com\/?p=2331"},"modified":"2024-08-16T12:41:52","modified_gmt":"2024-08-16T12:41:52","slug":"pcb-electronic-component-obsolescence-prediction-tools","status":"publish","type":"post","link":"https:\/\/tryvary.com\/vi\/cong-cu-du-doan-loi-thoi-cua-linh-kien-dien-tu-pcb\/","title":{"rendered":"D\u1ef1 \u0111o\u00e1n s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed b\u1eb1ng nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y"},"content":{"rendered":"<p>D\u1ef1 \u0111o\u00e1n <strong>s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong> l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c c\u1ee7a chu\u1ed7i cung \u1ee9ng kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n v\u00e0 gi\u1ea3m thi\u1ec3u gi\u00e1n \u0111o\u1ea1n kinh doanh. C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 chi\u1ebfn l\u01b0\u1ee3c ti\u00ean ti\u1ebfn cho ph\u00e9p d\u1ef1 b\u00e1o ch\u1ee7 \u0111\u1ed9ng, \u0111\u00e1nh gi\u00e1 r\u1ee7i ro v\u00e0 gi\u1ea3m thi\u1ec3u. <strong>C\u00f4ng c\u1ee5 ph\u00e2n t\u00edch v\u00e0 d\u1ef1 b\u00e1o r\u1ee7i ro<\/strong>, ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eefng c\u00e1i \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u1edbi <strong>CALCE c\u1ee7a \u0110\u1ea1i h\u1ecdc Maryland<\/strong>, cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ef1 l\u1ed7i th\u1eddi. C\u00e1c chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi hi\u1ec7u qu\u1ea3 bao g\u1ed3m qu\u1ea3n l\u00fd h\u1eadu qu\u1ea3, t\u00ecm c\u00e1c b\u1ed9 ph\u1eadn thay th\u1ebf v\u00e0 tri\u1ec3n khai <strong>l\u1ea7n cu\u1ed1i mua<\/strong>. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng <strong>khai th\u00e1c d\u1eef li\u1ec7u<\/strong>, thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n v\u00e0 m\u00e1y h\u1ecdc lai d\u1ef1a tr\u00ean c\u1ee5m, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u0111i tr\u01b0\u1edbc th\u1eddi h\u1ea1n ng\u1eebng s\u1ea3n xu\u1ea5t linh ki\u1ec7n. Kh\u00e1m ph\u00e1 c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 chi\u1ebfn l\u01b0\u1ee3c m\u1edbi nh\u1ea5t \u0111\u1ec3 ti\u1ebfp c\u1eadn ph\u01b0\u01a1ng ph\u00e1p ch\u1ee7 \u0111\u1ed9ng trong vi\u1ec7c qu\u1ea3n l\u00fd t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed.<\/p>\n<h2>B\u00e0i h\u1ecdc ch\u00ednh<\/h2>\n<ul>\n<li>S\u1eed d\u1ee5ng khai th\u00e1c d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch c\u00e1c thu\u1ed9c t\u00ednh c\u1ee7a b\u1ed9 ph\u1eadn \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u00e0 cho ph\u00e9p gi\u1ea3m thi\u1ec3u r\u1ee7i ro ch\u1ee7 \u0111\u1ed9ng.<\/li>\n<li>T\u1eadn d\u1ee5ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 r\u1ee7i ro, bao g\u1ed3m khai th\u00e1c d\u1eef li\u1ec7u v\u00e0 d\u1ef1 b\u00e1o, \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 qu\u1ea3n l\u00fd r\u1ee7i ro l\u1ed7i th\u1eddi.<\/li>\n<li>Th\u1ef1c hi\u1ec7n mua h\u00e0ng l\u1ea7n cu\u1ed1i v\u00e0 x\u00e2y d\u1ef1ng k\u1ebf ho\u1ea1ch gi\u1ea3m thi\u1ec3u \u0111\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 gi\u00e1n \u0111o\u1ea1n v\u00e0 qu\u1ea3n l\u00fd h\u1eadu qu\u1ea3 c\u1ee7a s\u1ef1 c\u1ed1 l\u1ed7i th\u1eddi.<\/li>\n<li>S\u1eed d\u1ee5ng m\u00e1y h\u1ecdc lai d\u1ef1a tr\u00ean c\u1ee5m \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ng\u00e0y l\u1ed7i th\u1eddi v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed \u0111\u01b0\u1ee3c n\u00e2ng cao.<\/li>\n<li>Theo d\u00f5i tr\u1ea1ng th\u00e1i linh ki\u1ec7n theo th\u1eddi gian th\u1ef1c v\u00e0 theo d\u00f5i c\u00e1c linh ki\u1ec7n t\u1eeb kh\u00e2u thi\u1ebft k\u1ebf \u0111\u1ebfn khi k\u1ebft th\u00fac v\u00f2ng \u0111\u1eddi \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i li\u1ec1n m\u1ea1ch v\u00e0 t\u00ednh li\u00ean t\u1ee5c c\u1ee7a doanh nghi\u1ec7p.<\/li>\n<\/ul>\n<h2>C\u00f4ng c\u1ee5 ph\u00e2n t\u00edch v\u00e0 d\u1ef1 b\u00e1o r\u1ee7i ro<\/h2>\n<div class=\"embed-youtube\" style=\"position: relative; width: 100%; height: 0; padding-bottom: 56.25%; margin-bottom:20px;\"><iframe style=\"position: absolute; top: 0; left: 0; width: 100%; height: 100%;\" src=\"https:\/\/www.youtube.com\/embed\/B7dCI9AwKcY\" title=\"Tr\u00ecnh ph\u00e1t video YouTube\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/div>\n<p>\u0110\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u1edbi s\u1ef1 h\u1ee3p t\u00e1c c\u1ee7a CALCE thu\u1ed9c \u0110\u1ea1i h\u1ecdc Maryland, <strong>ph\u00e2n t\u00edch r\u1ee7i ro<\/strong> V\u00e0 <strong>c\u00f4ng c\u1ee5 d\u1ef1 b\u00e1o<\/strong> cung c\u1ea5p gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed, cho ph\u00e9p <strong>gi\u1ea3m thi\u1ec3u r\u1ee7i ro ch\u1ee7 \u0111\u1ed9ng<\/strong> V\u00e0 <strong>l\u1eadp k\u1ebf ho\u1ea1ch chi\u1ebfn l\u01b0\u1ee3c<\/strong>.<\/p>\n<p>Nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y \u0111\u00f2n b\u1ea9y <strong>khai th\u00e1c d\u1eef li\u1ec7u<\/strong> v\u00e0 ph\u00e2n t\u00edch c\u00e1c thu\u1ed9c t\u00ednh c\u1ee7a b\u1ed9 ph\u1eadn \u0111\u1ec3 cung c\u1ea5p d\u1ef1 b\u00e1o chuy\u00ean s\u00e2u v\u1ec1 c\u00e1c s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi. B\u1eb1ng c\u00e1ch theo d\u00f5i c\u00e1c ti\u1ec1n ch\u1ea5t ng\u1eafn h\u1ea1n trong <strong>chu\u1ed7i cung \u1ee9ng<\/strong>, c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y cung c\u1ea5p c\u1ea3nh b\u00e1o v\u00e0 th\u00f4ng tin chi ti\u1ebft k\u1ecbp th\u1eddi, cho ph\u00e9p gi\u1ea3m thi\u1ec3u r\u1ee7i ro hi\u1ec7u qu\u1ea3.<\/p>\n<p>C\u00e1c t\u00ednh n\u0103ng c\u1ee7a c\u00f4ng c\u1ee5, bao g\u1ed3m BOM Manager, <strong>Tr\u00ecnh qu\u1ea3n l\u00fd c\u1ea3nh b\u00e1o<\/strong>v\u00e0 T\u00ecm ki\u1ebfm Ph\u1ea7n, cung c\u1ea5p chi ti\u1ebft <strong>th\u00f4ng tin tr\u1ea1ng th\u00e1i v\u00f2ng \u0111\u1eddi<\/strong> v\u00e0 kh\u1ea3 n\u0103ng \u0111\u00e1nh gi\u00e1 r\u1ee7i ro ch\u1ee7 \u0111\u1ed9ng. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng qu\u1ea3n l\u00fd h\u1eadu qu\u1ea3 c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi, x\u00e1c \u0111\u1ecbnh c\u00e1c b\u1ed9 ph\u1eadn thay th\u1ebf \u0111\u1ec3 thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3m thi\u1ec3u.<\/p>\n<p>V\u1edbi c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng \u0111\u00e1nh gi\u00e1 v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro li\u00ean quan \u0111\u1ebfn t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed, \u0111\u1ea3m b\u1ea3o l\u1eadp k\u1ebf ho\u1ea1ch chi\u1ebfn l\u01b0\u1ee3c v\u00e0 gi\u1ea3m thi\u1ec3u gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng. B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p khai th\u00e1c d\u1eef li\u1ec7u, d\u1ef1 b\u00e1o v\u00e0 ph\u00e2n t\u00edch r\u1ee7i ro, c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y cung c\u1ea5p gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n v\u00e0 qu\u1ea3n l\u00fd t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed.<\/p>\n<h2>Gi\u1ea3m thi\u1ec3u r\u1ee7i ro l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/managing_component_obsolescence_effectively.jpg\" alt=\"qu\u1ea3n l\u00fd s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>Vi\u1ec7c gi\u1ea3m thi\u1ec3u hi\u1ec7u qu\u1ea3 c\u00e1c r\u1ee7i ro l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111\u00f2i h\u1ecfi m\u1ed9t <strong>c\u00e1ch ti\u1ebfp c\u1eadn \u0111a di\u1ec7n<\/strong> bao g\u1ed3m vi\u1ec7c qu\u1ea3n l\u00fd h\u1eadu qu\u1ea3, t\u00ecm ki\u1ebfm c\u00e1c ph\u1ea7n thay th\u1ebf v\u00e0 th\u1ef1c hi\u1ec7n <strong>l\u1ea7n cu\u1ed1i mua<\/strong> \u0111\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng. <strong>Qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi ch\u1ee7 \u0111\u1ed9ng<\/strong> r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u1eabn ho\u1ea1t \u0111\u1ed9ng t\u1ed1t trong su\u1ed1t v\u00f2ng \u0111\u1eddi c\u1ee7a ch\u00fang.<\/p>\n<p>B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c nh\u01b0 <strong>gi\u1ea3m thi\u1ec3u chi ph\u00ed v\u00f2ng \u0111\u1eddi<\/strong>, thi\u1ebft k\u1ebf quy ho\u1ea1ch l\u00e0m m\u1edbi, v\u00e0 <strong>thi\u1ebft l\u1eadp c\u1ea3nh b\u00e1o cho nh\u1eefng thay \u0111\u1ed5i trong v\u00f2ng \u0111\u1eddi<\/strong>, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 gi\u1ea3m nguy c\u01a1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n. Ngo\u00e0i ra, vi\u1ec7c t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 BOM Manager, Alert Manager v\u00e0 Part Search c\u1ee7a SiliconExpert cho ph\u00e9p x\u00e1c \u0111\u1ecbnh c\u00e1c linh ki\u1ec7n c\u00f3 nguy c\u01a1 v\u00e0 \u0111\u00e1nh gi\u00e1 r\u1ee7i ro ch\u1ee7 \u0111\u1ed9ng.<\/p>\n<p>Khai th\u00e1c d\u1eef li\u1ec7u v\u00e0 c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn, nh\u01b0 \u0111\u01b0\u1ee3c th\u1ea5y trong Partstat <strong>Gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t BOM<\/strong>, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ec3 d\u1ef1 b\u00e1o r\u1ee7i ro chu\u1ed7i cung \u1ee9ng v\u00e0 \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7.<\/p>\n<h2>Chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi hi\u1ec7u qu\u1ea3<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/dynamic_tech_industry_challenges.jpg\" alt=\"nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a ng\u00e0nh c\u00f4ng ngh\u1ec7 n\u0103ng \u0111\u1ed9ng\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>Hi\u1ec7u qu\u1ea3 <strong>qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi<\/strong> chi\u1ebfn l\u01b0\u1ee3c \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c \u0111\u1ea3m b\u1ea3o tu\u1ed5i th\u1ecd c\u1ee7a c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u00e0 gi\u1ea3m thi\u1ec3u c\u00e1c r\u1ee7i ro li\u00ean quan.<\/p>\n<p>\u0110\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn to\u00e0n di\u1ec7n bao g\u1ed3m <strong>\u0111\u00e1nh gi\u00e1 r\u1ee7i ro<\/strong> chi\u1ebfn l\u01b0\u1ee3c, ph\u00e1t tri\u1ec3n k\u1ebf ho\u1ea1ch gi\u1ea3m thi\u1ec3u v\u00e0 qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi th\u00e0nh ph\u1ea7n l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft.<\/p>\n<h3>Chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 r\u1ee7i ro<\/h3>\n<p>M\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 <strong>chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 r\u1ee7i ro<\/strong> l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a c\u00e1c th\u00e0nh ph\u1ea7n \u0111i\u1ec7n t\u1eed, v\u00ec n\u00f3 cho ph\u00e9p <strong>nh\u1eadn d\u1ea1ng ch\u1ee7 \u0111\u1ed9ng<\/strong> v\u00e0 qu\u1ea3n l\u00fd c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n trong su\u1ed1t v\u00f2ng \u0111\u1eddi s\u1ea3n ph\u1ea9m.<\/p>\n<p>M\u1ea1nh m\u1ebd <strong>k\u1ebf ho\u1ea1ch qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi<\/strong> bao g\u1ed3m m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean r\u1ee7i ro, trong \u0111\u00f3 <strong>khai th\u00e1c d\u1eef li\u1ec7u v\u00e0 d\u1ef1 b\u00e1o<\/strong> \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng <strong>d\u1eef li\u1ec7u hi\u1ec7u su\u1ea5t l\u1ecbch s\u1eed<\/strong> v\u00e0 c\u00e1c ti\u1ec1n ch\u1ea5t ng\u1eafn h\u1ea1n trong chu\u1ed7i cung \u1ee9ng, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi.<\/p>\n<p>Chi\u1ebfn l\u01b0\u1ee3c ch\u1ee7 \u0111\u1ed9ng n\u00e0y bao g\u1ed3m vi\u1ec7c qu\u1ea3n l\u00fd h\u1eadu qu\u1ea3 c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi, t\u00ecm ki\u1ebfm <strong>c\u00e1c b\u1ed9 ph\u1eadn thay th\u1ebf cho thi\u1ebft k\u1ebf<\/strong>, v\u00e0 s\u1eed d\u1ee5ng <strong>l\u1ea7n cu\u1ed1i mua<\/strong> \u0111\u1ec3 qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi hi\u1ec7u qu\u1ea3. Ngo\u00e0i ra, l\u1eadp k\u1ebf ho\u1ea1ch cho l\u1ed7i th\u1eddi bao g\u1ed3m gi\u1ea3m thi\u1ec3u <strong>chi ph\u00ed v\u00f2ng \u0111\u1eddi<\/strong>, thi\u1ebft l\u1eadp c\u1ea3nh b\u00e1o cho nh\u1eefng thay \u0111\u1ed5i trong v\u00f2ng \u0111\u1eddi v\u00e0 <strong>gi\u00e1m s\u00e1t c\u00e1c thay \u0111\u1ed5i c\u1ee7a b\u1ea3ng d\u1eef li\u1ec7u<\/strong> \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 l\u1ed7i th\u1eddi.<\/p>\n<p>B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c nh\u01b0 v\u1eady, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng \u0111\u1ec3 qu\u1ea3n l\u00fd t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi, gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111\u1ed1i v\u1edbi s\u1ea3n ph\u1ea9m c\u1ee7a h\u1ecd.<\/p>\n<p>C\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 r\u1ee7i ro hi\u1ec7u qu\u1ea3, k\u1ebft h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 ti\u00ean ti\u1ebfn nh\u01b0 BOM Manager, Alert Manager v\u00e0 Part Search c\u1ee7a SiliconExpert, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 tr\u1ea1ng th\u00e1i v\u00f2ng \u0111\u1eddi, cho ph\u00e9p \u0111\u00e1nh gi\u00e1 r\u1ee7i ro v\u00e0 qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi hi\u1ec7u qu\u1ea3.<\/p>\n<h3>Ph\u00e1t tri\u1ec3n K\u1ebf ho\u1ea1ch Gi\u1ea3m thi\u1ec3u<\/h3>\n<p>Vi\u1ec7c ph\u00e1t tri\u1ec3n m\u1ed9t k\u1ebf ho\u1ea1ch gi\u1ea3m thi\u1ec3u to\u00e0n di\u1ec7n l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a <strong>s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong>, v\u00ec n\u00f3 cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ch\u1ee7 \u0111\u1ed9ng qu\u1ea3n l\u00fd h\u1eadu qu\u1ea3 c\u1ee7a <strong>s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi<\/strong> v\u00e0 \u0111\u1ea3m b\u1ea3o <strong>t\u00ednh li\u00ean t\u1ee5c c\u1ee7a doanh nghi\u1ec7p<\/strong>. <strong>K\u1ebf ho\u1ea1ch gi\u1ea3m thi\u1ec3u hi\u1ec7u qu\u1ea3<\/strong> bao g\u1ed3m vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 qu\u1ea3n l\u00fd h\u1eadu qu\u1ea3 c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi, bao g\u1ed3m t\u00ecm ki\u1ebfm th\u00f4ng tin v\u1ec1 h\u00e0ng t\u1ed3n kho, h\u00e0ng t\u1ed3n kho v\u00e0 gi\u00e1 c\u1ea3, c\u0169ng nh\u01b0 x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed <strong>c\u00e1c b\u1ed9 ph\u1eadn thay th\u1ebf cho thi\u1ebft k\u1ebf<\/strong>.<\/p>\n<p>\u0110\u1ec3 \u0111\u1ea3m b\u1ea3o vi\u1ec7c ph\u00e1t tri\u1ec3n k\u1ebf ho\u1ea1ch gi\u1ea3m thi\u1ec3u th\u00e0nh c\u00f4ng, h\u00e3y c\u00e2n nh\u1eafc c\u00e1c y\u1ebfu t\u1ed1 ch\u00ednh sau:<\/p>\n<ul>\n<li>T\u1eadn d\u1ee5ng c\u00e1c l\u1ea7n mua tr\u01b0\u1edbc v\u00e0 tri\u1ec3n khai nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3m thi\u1ec3u \u0111\u1ec3 gi\u1ea3m thi\u1ec3u <strong>chi ph\u00ed v\u00f2ng \u0111\u1eddi<\/strong> v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch \u0111\u1ed5i m\u1edbi thi\u1ebft k\u1ebf d\u1ef1a tr\u00ean ng\u00e0y l\u1ed7i th\u1eddi.<\/li>\n<li>Lu\u00f4n c\u1eadp nh\u1eadt th\u00f4ng tin v\u1ec1 nh\u1eefng thay \u0111\u1ed5i trong b\u1ea3ng d\u1eef li\u1ec7u v\u00e0 thi\u1ebft l\u1eadp c\u1ea3nh b\u00e1o cho nh\u1eefng thay \u0111\u1ed5i trong v\u00f2ng \u0111\u1eddi \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o <strong>qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi ch\u1ee7 \u0111\u1ed9ng<\/strong>.<\/li>\n<li>Theo d\u00f5i nh\u1eefng thay \u0111\u1ed5i c\u1ee7a nh\u00e0 s\u1ea3n xu\u1ea5t \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a c\u00e1c th\u00e0nh ph\u1ea7n v\u00e0 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd nh\u1eb1m gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng.<\/li>\n<li>T\u1eadn d\u1ee5ng <strong>d\u1eef li\u1ec7u l\u1ed7i th\u1eddi<\/strong> v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin cho vi\u1ec7c x\u00e2y d\u1ef1ng k\u1ebf ho\u1ea1ch gi\u1ea3m thi\u1ec3u.<\/li>\n<li>H\u00e3y c\u00e2n nh\u1eafc nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3m thi\u1ec3u, bao g\u1ed3m thi\u1ebft k\u1ebf l\u1ea1i, thay th\u1ebf v\u00e0 mua tr\u1ecdn \u0111\u1eddi \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c c\u1ee7a ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/li>\n<\/ul>\n<h3>V\u00f2ng \u0111\u1eddi th\u00e0nh ph\u1ea7n<\/h3>\n<p>D\u1ef1 \u0111o\u00e1n <strong>v\u00f2ng \u0111\u1eddi linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong> tr\u01b0\u1edbc l\u00e0 m\u1ed9t kh\u00eda c\u1ea1nh quan tr\u1ecdng c\u1ee7a hi\u1ec7u qu\u1ea3 <strong>chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi<\/strong>, cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c \u0111\u1ec3 duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng kinh doanh l\u00e2u d\u00e0i v\u00e0 <strong>ph\u00e1t tri\u1ec3n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng<\/strong>.<\/p>\n<p>M\u1ed9t s\u1ef1 hi\u1ec3u bi\u1ebft th\u1ea5u \u0111\u00e1o v\u1ec1 v\u00f2ng \u0111\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n vi \u0111i\u1ec7n t\u1eed. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng <strong>k\u1ef9 thu\u1eadt khai th\u00e1c d\u1eef li\u1ec7u<\/strong>, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 ph\u00e2n t\u00edch <strong>d\u1eef li\u1ec7u l\u1ecbch s\u1eed<\/strong> \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh v\u00e0 xu h\u01b0\u1edbng ch\u1ec9 ra s\u1ef1 l\u1ed7i th\u1eddi s\u1eafp x\u1ea3y ra. C\u00e1ch ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ph\u00e1t tri\u1ec3n <strong>chi\u1ebfn l\u01b0\u1ee3c d\u1ef1a tr\u00ean r\u1ee7i ro<\/strong> \u0111\u1ec3 qu\u1ea3n l\u00fd s\u1ef1 l\u1ed7i th\u1eddi, gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a n\u00f3 \u0111\u1ebfn s\u1ea3n xu\u1ea5t v\u00e0 <strong>chu\u1ed7i cung \u1ee9ng<\/strong>.<\/p>\n<p>Vi\u1ec7c tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng ch\u1ee7 \u0111\u1ed9ng, ti\u00ean ti\u1ebfn v\u1ec1 m\u1eb7t c\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 bi\u1ebfn s\u1ef1 l\u1ed7i th\u1eddi th\u00e0nh v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t. B\u1eb1ng c\u00e1ch \u0111\u1ea7u t\u01b0 v\u00e0o <strong>ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn<\/strong>, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c v\u00e0 tr\u00e1nh \u01b0\u1edbc t\u00ednh qu\u00e1 m\u1ee9c nhu c\u1ea7u t\u1ed3n kho, do \u0111\u00f3 gi\u1ea3m \u0111\u01b0\u1ee3c chi ph\u00ed kh\u00f4ng c\u1ea7n thi\u1ebft.<\/p>\n<p>C\u00e1c chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi hi\u1ec7u qu\u1ea3 bao g\u1ed3m d\u1ef1 \u0111o\u00e1n tr\u01b0\u1edbc v\u00f2ng \u0111\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed, \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c c\u1ee7a ho\u1ea1t \u0111\u1ed9ng kinh doanh v\u00e0 ph\u00e1t tri\u1ec3n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng, d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u0111i tr\u01b0\u1edbc th\u1eddi \u0111\u1ea1i l\u1ed7i th\u1eddi v\u00e0 duy tr\u00ec <strong>l\u1ee3i th\u1ebf c\u1ea1nh tranh<\/strong> tr\u00ean th\u1ecb tr\u01b0\u1eddng.<\/p>\n<h2>Gi\u1ea3i ph\u00e1p SiliconExpert cho PCB<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/electronic_component_management_software.jpg\" alt=\"ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd linh ki\u1ec7n \u0111i\u1ec7n t\u1eed\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>C\u00e1c gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n c\u1ee7a SiliconExpert trao quy\u1ec1n cho c\u00e1c nh\u00e0 thi\u1ebft k\u1ebf v\u00e0 s\u1ea3n xu\u1ea5t PCB \u0111\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n v\u00e0 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i c\u1ee7a chu\u1ed7i cung \u1ee9ng. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 r\u1ee7i ro ch\u1ee7 \u0111\u1ed9ng c\u1ee7a SiliconExpert, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh s\u1edbm c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t \u0111\u1ec3 tr\u00e1nh t\u00ecnh tr\u1ea1ng thi\u1ebfu h\u1ee5t ngu\u1ed3n s\u1ea3n xu\u1ea5t v\u00e0 v\u1eadt li\u1ec7u.<\/p>\n<p>C\u00e1c gi\u1ea3i ph\u00e1p c\u1ee7a SiliconExpert bao g\u1ed3m:<\/p>\n<ul>\n<li><strong>Qu\u1ea3n l\u00fd BOM<\/strong> \u0111\u1ec3 ph\u00e2n t\u00edch danh m\u1ee5c v\u1eadt li\u1ec7u chuy\u00ean s\u00e2u v\u00e0 \u0111\u00e1nh gi\u00e1 r\u1ee7i ro<\/li>\n<li><strong>Tr\u00ecnh qu\u1ea3n l\u00fd c\u1ea3nh b\u00e1o<\/strong> \u0111\u1ec3 th\u00f4ng b\u00e1o k\u1ecbp th\u1eddi v\u1ec1 s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n<\/li>\n<li><strong>T\u00ecm ki\u1ebfm ph\u1ea7n<\/strong> c\u00f4ng c\u1ee5 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c th\u00e0nh ph\u1ea7n thay th\u1ebf cho c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u00e3 l\u1ed7i th\u1eddi<\/li>\n<li><strong>Th\u00f4ng tin tr\u1ea1ng th\u00e1i v\u00f2ng \u0111\u1eddi chi ti\u1ebft<\/strong> \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t<\/li>\n<li><strong>C\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 r\u1ee7i ro ch\u1ee7 \u0111\u1ed9ng<\/strong> \u0111\u1ec3 gi\u1ea3m thi\u1ec3u s\u1ef1 gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng<\/li>\n<\/ul>\n<p>V\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p c\u1ee7a SiliconExpert, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c c\u1ee7a d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t v\u00e0 tr\u00e1nh t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed.<\/p>\n<h2>Gi\u00e1m s\u00e1t BOM ch\u1ee7 \u0111\u1ed9ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n l\u1ed7i th\u1eddi<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/proactive_obsolescence_monitoring_solution.jpg\" alt=\"Gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t l\u1ed7i th\u1eddi ch\u1ee7 \u0111\u1ed9ng\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>Gi\u00e1m s\u00e1t BOM ch\u1ee7 \u0111\u1ed9ng l\u00e0 m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c thi\u1ebft y\u1ebfu \u0111\u1ec3 gi\u1ea3m thi\u1ec3u <strong>s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong>, cho ph\u00e9p c\u00e1c OEM d\u1ef1 \u0111o\u00e1n v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi nh\u1eefng gi\u00e1n \u0111o\u1ea1n ti\u1ec1m \u1ea9n.<\/p>\n<p>B\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c chi\u1ebfn l\u01b0\u1ee3c gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng, theo d\u00f5i t\u00ecnh tr\u1ea1ng s\u1ee9c kh\u1ecfe c\u1ee7a th\u00e0nh ph\u1ea7n v\u00e0 <strong>c\u1ea3nh b\u00e1o r\u1ee7i ro th\u1eddi gian th\u1ef1c<\/strong>, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 \u0111i tr\u01b0\u1edbc c\u00e1c m\u1ed1i \u0111e d\u1ecda l\u1ed7i th\u1eddi v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t.<\/p>\n<p>C\u00e1ch ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c OEM c\u00f3 th\u1ec3 ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c hi\u1ec7u qu\u1ea3 v\u00e0 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng t\u00e0i ch\u00ednh do linh ki\u1ec7n l\u1ed7i th\u1eddi.<\/p>\n<h3>Chi\u1ebfn l\u01b0\u1ee3c gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng<\/h3>\n<p>Qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi linh ki\u1ec7n \u0111i\u1ec7n t\u1eed hi\u1ec7u qu\u1ea3 d\u1ef1a v\u00e0o <strong>chi\u1ebfn l\u01b0\u1ee3c gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng<\/strong> s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ti\u00ean ti\u1ebfn \u0111\u1ec3 <strong>d\u1ef1 \u0111o\u00e1n v\u00e0 gi\u1ea3m thi\u1ec3u<\/strong> t\u00e1c \u0111\u1ed9ng c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi. Chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd ch\u1ee7 \u0111\u1ed9ng <strong>trao quy\u1ec1n cho c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u1ec3 lu\u00f4n \u0111i \u0111\u1ea7u<\/strong> tr\u00e1nh r\u1ee7i ro l\u1ed7i th\u1eddi, \u0111\u1ea3m b\u1ea3o s\u1ea3n xu\u1ea5t kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n v\u00e0 gi\u1ea3m thi\u1ec3u th\u1ea5t tho\u00e1t doanh thu.<\/p>\n<p>B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3:<\/p>\n<ul>\n<li>S\u1eed d\u1ee5ng khai th\u00e1c d\u1eef li\u1ec7u v\u1ec1 ng\u00e0y l\u1ed7i th\u1eddi trong l\u1ecbch s\u1eed \u0111\u1ec3 d\u1ef1 b\u00e1o c\u00e1c s\u1ef1 ki\u1ec7n trong t\u01b0\u01a1ng lai<\/li>\n<li>Th\u1ef1c hi\u1ec7n <strong>ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean r\u1ee7i ro<\/strong> \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a s\u1ef1 l\u1ed7i th\u1eddi<\/li>\n<li>Nh\u1eadn d\u1ea1ng <strong>c\u00e1c th\u00e0nh ph\u1ea7n thay th\u1ebf<\/strong> \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c c\u1ee7a chu\u1ed7i cung \u1ee9ng<\/li>\n<li>D\u1ef1 b\u00e1o \u0111\u00f2n b\u1ea9y d\u1ef1a tr\u00ean c\u00e1c thu\u1ed9c t\u00ednh c\u1ee7a b\u1ed9 ph\u1eadn v\u00e0 hi\u1ec7u su\u1ea5t l\u1ecbch s\u1eed<\/li>\n<li>H\u00e3y c\u1eadp nh\u1eadt th\u00f4ng tin v\u1ec1 <strong>thay \u0111\u1ed5i c\u1ee7a nh\u00e0 s\u1ea3n xu\u1ea5t v\u00e0 tr\u1ea1ng th\u00e1i v\u00f2ng \u0111\u1eddi<\/strong> c\u1eadp nh\u1eadt<\/li>\n<\/ul>\n<p>C\u00e1c chi\u1ebfn l\u01b0\u1ee3c n\u00e0y cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c ch\u1ee7 \u0111\u1ed9ng qu\u1ea3n l\u00fd t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi, gi\u1ea3m nguy c\u01a1 gi\u00e1n \u0111o\u1ea1n s\u1ea3n xu\u1ea5t v\u00e0 c\u00e1c chi ph\u00ed li\u00ean quan.<\/p>\n<h3>Theo d\u00f5i s\u1ee9c kh\u1ecfe th\u00e0nh ph\u1ea7n<\/h3>\n<p>B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn v\u00e0 c\u00e1c t\u1eadp d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, <strong>Theo d\u00f5i s\u1ee9c kh\u1ecfe th\u00e0nh ph\u1ea7n<\/strong> cho ph\u00e9p gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng Danh m\u1ee5c v\u1eadt li\u1ec7u (BoM) \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n <strong>s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong> v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00f4 song. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y t\u1eadp trung v\u00e0o vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u m\u1edf r\u1ed9ng <strong>d\u1eef li\u1ec7u b\u00e1n d\u1eabn<\/strong>, ph\u00e2n t\u00edch h\u01a1n 8 t\u1ef7 h\u00e0ng d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh v\u00e0 xu h\u01b0\u1edbng.<\/p>\n<p>B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p d\u1eef li\u1ec7u n\u00e0y v\u1edbi <strong>thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n<\/strong>, Theo d\u00f5i t\u00ecnh tr\u1ea1ng th\u00e0nh ph\u1ea7n cung c\u1ea5p d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c v\u1ec1 t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a th\u00e0nh ph\u1ea7n, gi\u00fap c\u00e1c OEM c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p ch\u1ee7 \u0111\u1ed9ng. \u0110i\u1ec1u n\u00e0y <strong>h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng<\/strong> s\u1eed d\u1ee5ng <strong>chuy\u00ean m\u00f4n c\u1ee7a con ng\u01b0\u1eddi<\/strong> \u0111\u1ec3 x\u00e1c nh\u1eadn c\u1ea3nh b\u00e1o v\u00e0 ph\u00e2n b\u1ed5 t\u00e0i nguy\u00ean hi\u1ec7u qu\u1ea3, gi\u1ea3m thi\u1ec3u <strong>c\u0103ng th\u1eb3ng t\u00e0i ch\u00ednh<\/strong> c\u1ee7a s\u1ef1 l\u1ed7i th\u1eddi.<\/p>\n<p>B\u1eb1ng c\u00e1ch bi\u1ebfn s\u1ef1 l\u1ed7i th\u1eddi th\u00e0nh m\u1ed9t v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c, Component Health Tracking trao quy\u1ec1n cho c\u00e1c OEM \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t, \u0111\u1ea3m b\u1ea3o tu\u1ed5i th\u1ecd c\u1ee7a s\u1ea3n ph\u1ea9m. V\u1edbi Component Health Tracking, c\u00e1c th\u00e0nh ph\u1ea7n \u0111i\u1ec7n t\u1eed \u0111\u01b0\u1ee3c theo d\u00f5i theo th\u1eddi gian th\u1ef1c, cho ph\u00e9p ph\u1ea3n h\u1ed3i nhanh ch\u00f3ng <strong>nguy c\u01a1 l\u1ed7i th\u1eddi ti\u1ec1m \u1ea9n<\/strong>.<\/p>\n<p>C\u00e1ch ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng n\u00e0y \u0111\u1ea3m b\u1ea3o c\u00e1c OEM lu\u00f4n \u0111i \u0111\u1ea7u, gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a s\u1ef1 l\u1ed7i th\u1eddi \u0111\u1ebfn ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd.<\/p>\n<h3>C\u1ea3nh b\u00e1o r\u1ee7i ro th\u1eddi gian th\u1ef1c<\/h3>\n<p>M\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t ti\u00ean ti\u1ebfn c\u1ee7a <strong>Theo d\u00f5i s\u1ee9c kh\u1ecfe th\u00e0nh ph\u1ea7n<\/strong>&#44; <strong>c\u1ea3nh b\u00e1o r\u1ee7i ro th\u1eddi gian th\u1ef1c<\/strong> \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong <strong>gi\u00e1m s\u00e1t BOM ch\u1ee7 \u0111\u1ed9ng<\/strong>, cho ph\u00e9p c\u00e1c OEM ph\u1ea3n \u1ee9ng nhanh ch\u00f3ng v\u1edbi <strong>m\u1ed1i \u0111e d\u1ecda ti\u1ec1m t\u00e0ng v\u1ec1 s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong>. Nh\u1eefng c\u1ea3nh b\u00e1o n\u00e0y r\u1ea5t c\u1ea7n thi\u1ebft \u0111\u1ec3 lu\u00f4n \u0111i tr\u01b0\u1edbc <strong>s\u1ef1 gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng<\/strong> v\u00e0 tr\u00e1nh <strong>thi\u1ebft k\u1ebf l\u1ea1i t\u1ed1n k\u00e9m<\/strong>.<\/p>\n<p>Sau \u0111\u00e2y l\u00e0 nh\u1eefng l\u1ee3i \u00edch c\u1ee7a c\u1ea3nh b\u00e1o r\u1ee7i ro theo th\u1eddi gian th\u1ef1c trong gi\u00e1m s\u00e1t BOM ch\u1ee7 \u0111\u1ed9ng:<\/p>\n<ul>\n<li>Cho ph\u00e9p \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u1ee7 \u0111\u1ed9ng trong qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi v\u1edbi quy\u1ec1n truy c\u1eadp v\u00e0o th\u00f4ng tin th\u1eddi gian th\u1ef1c v\u1ec1 tr\u1ea1ng th\u00e1i v\u00f2ng \u0111\u1eddi th\u00e0nh ph\u1ea7n<\/li>\n<li>Cung c\u1ea5p th\u00f4ng b\u00e1o k\u1ecbp th\u1eddi v\u1ec1 nh\u1eefng thay \u0111\u1ed5i trong v\u00f2ng \u0111\u1eddi v\u00e0 r\u1ee7i ro l\u1ed7i th\u1eddi ti\u1ec1m \u1ea9n<\/li>\n<li>Gi\u00fap gi\u1ea3m thi\u1ec3u t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u00e0 tr\u00e1nh gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng<\/li>\n<li>T\u1ea1o \u0111i\u1ec1u ki\u1ec7n qu\u1ea3n l\u00fd hi\u1ec7u qu\u1ea3 h\u1eadu qu\u1ea3 c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n l\u1ed7i th\u1eddi v\u00e0 \u0111\u1ea3m b\u1ea3o chu\u1ed7i cung \u1ee9ng<\/li>\n<li>H\u1ed7 tr\u1ee3 c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/li>\n<\/ul>\n<h2>H\u1ecdc m\u00e1y lai d\u1ef1a tr\u00ean c\u1ee5m<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/optimizing_machine_learning_algorithms.jpg\" alt=\"t\u1ed1i \u01b0u h\u00f3a thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>Vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n c\u1ee5m kh\u00f4ng gi\u00e1m s\u00e1t v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p h\u1ed3i quy c\u00f3 gi\u00e1m s\u00e1t t\u1ea1o ra m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc m\u00e1y lai d\u1ef1a tr\u00ean ph\u00e2n c\u1ee5m m\u1ea1nh m\u1ebd, c\u00f3 kh\u1ea3 n\u0103ng cung c\u1ea5p \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n n\u00e2ng cao trong d\u1ef1 b\u00e1o l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y k\u1ebft h\u1ee3p c\u00e1c \u0111i\u1ec3m m\u1ea1nh c\u1ee7a Ph\u00e2n c\u1ee5m K-Means v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed5ng h\u1ee3p \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ng\u00e0y l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center\"><strong>Ph\u01b0\u01a1ng ph\u00e1p<\/strong><\/th>\n<th style=\"text-align: center\"><strong>S\u1ef1 mi\u00eau t\u1ea3<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center\">Ph\u00e2n c\u1ee5m K-Means<\/td>\n<td style=\"text-align: center\">Ph\u00e2n c\u1ee5m kh\u00f4ng gi\u00e1m s\u00e1t \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u th\u00e0nh ph\u1ea7n \u0111i\u1ec7n t\u1eed<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\">Ph\u01b0\u01a1ng ph\u00e1p t\u1ed5ng h\u1ee3p<\/td>\n<td style=\"text-align: center\">H\u1ed3i quy c\u00f3 gi\u00e1m s\u00e1t \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ng\u00e0y l\u1ed7i th\u1eddi<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\">Ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn lai<\/td>\n<td style=\"text-align: center\">K\u1ebft h\u1ee3p ph\u00e2n c\u1ee5m v\u00e0 h\u1ed3i quy \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc m\u00e1y lai d\u1ef1a tr\u00ean c\u1ee5m bao g\u1ed3m vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh t\u1eeb c\u00e1c c\u1ee5m \u0111\u01b0\u1ee3c t\u1ea1o b\u1edfi K-Means Clustering, d\u1eabn \u0111\u1ebfn d\u1ef1 \u0111o\u00e1n hi\u1ec7u qu\u1ea3 h\u01a1n v\u1ec1 s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a th\u00e0nh ph\u1ea7n. \u0110\u1ecbnh l\u01b0\u1ee3ng t\u1ea7m quan tr\u1ecdng c\u1ee7a c\u00e1c t\u00ednh n\u0103ng v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c l\u1edbp \u1ea9n l\u00e0 nh\u1eefng kh\u00eda c\u1ea1nh ch\u00ednh c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p lai n\u00e0y. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y cung c\u1ea5p m\u1ed9t c\u00e1ch h\u1ee3p l\u00fd v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed \u0111\u1ec3 theo d\u00f5i, d\u1ef1 \u0111o\u00e1n v\u00e0 x\u00e1c nh\u1eadn tr\u1ea1ng th\u00e1i v\u00f2ng \u0111\u1eddi c\u1ee7a c\u00e1c th\u00e0nh ph\u1ea7n \u0111i\u1ec7n t\u1eed theo th\u1eddi gian th\u1ef1c, n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n t\u1ed5ng th\u1ec3 trong d\u1ef1 b\u00e1o l\u1ed7i th\u1eddi c\u1ee7a th\u00e0nh ph\u1ea7n \u0111i\u1ec7n t\u1eed.<\/p>\n<h2>Qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u th\u00e0nh ph\u1ea7n hi\u1ec7u qu\u1ea3<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/managing_databases_efficiently.jpg\" alt=\"qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>Qu\u1ea3n l\u00fd hi\u1ec7u qu\u1ea3 c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u linh ki\u1ec7n \u0111i\u1ec7n t\u1eed \u0111\u1ed9c l\u1eadp l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro l\u1ed7i th\u1eddi v\u00e0 \u0111\u1ea3m b\u1ea3o ngu\u1ed3n cung linh ki\u1ec7n li\u1ec1n m\u1ea1ch. V\u1edbi s\u1ef1 ph\u1ee9c t\u1ea1p ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb \u0111i\u1ec7n t\u1eed hi\u1ec7n \u0111\u1ea1i, vi\u1ec7c c\u00f3 m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u00e1ng tin c\u1eady \u0111\u1ec3 theo d\u00f5i v\u00e0 qu\u1ea3n l\u00fd c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed l\u00e0 r\u1ea5t quan tr\u1ecdng. \u0110\u00e2y l\u00e0 l\u00fac c\u00e1c c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m cao c\u1ea5p nh\u01b0 SiliconExpert ph\u00e1t huy t\u00e1c d\u1ee5ng, cung c\u1ea5p c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u linh ki\u1ec7n r\u1ed9ng l\u1edbn h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd hi\u1ec7u qu\u1ea3.<\/p>\n<p>\u0110\u1ec3 \u0111\u1ea3m b\u1ea3o s\u1ea3n xu\u1ea5t kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro li\u00ean quan \u0111\u1ebfn t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n, h\u00e3y c\u00e2n nh\u1eafc nh\u1eefng \u0111i\u1ec1u sau:<\/p>\n<ul>\n<li><strong>D\u1ef1 b\u00e1o ch\u00ednh x\u00e1c<\/strong>:T\u1eadn d\u1ee5ng d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n t\u00ednh kh\u1ea3 d\u1ee5ng c\u1ee7a linh ki\u1ec7n v\u00e0 c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n.<\/li>\n<li><strong>Theo d\u00f5i th\u1eddi gian th\u1ef1c<\/strong>: Theo d\u00f5i tr\u1ea1ng th\u00e1i linh ki\u1ec7n v\u00e0 nh\u1eadn th\u00f4ng b\u00e1o v\u1ec1 nh\u1eefng thay \u0111\u1ed5i v\u1ec1 t\u00ednh kh\u1ea3 d\u1ee5ng, gi\u00e1 c\u1ea3 v\u00e0 th\u1eddi gian giao h\u00e0ng.<\/li>\n<li><strong>Qu\u1ea3n l\u00fd nh\u00e0 cung c\u1ea5p<\/strong>: X\u00e1c \u0111\u1ecbnh v\u00e0 h\u1ee3p t\u00e1c v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1ng tin c\u1eady \u0111\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro v\u1ec1 linh ki\u1ec7n gi\u1ea3.<\/li>\n<li><strong>Qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi th\u00e0nh ph\u1ea7n<\/strong>: Theo d\u00f5i c\u00e1c th\u00e0nh ph\u1ea7n t\u1eeb kh\u00e2u thi\u1ebft k\u1ebf \u0111\u1ebfn khi k\u1ebft th\u00fac v\u00f2ng \u0111\u1eddi, \u0111\u1ea3m b\u1ea3o chuy\u1ec3n giao su\u00f4n s\u1ebb sang c\u00e1c th\u00e0nh ph\u1ea7n thay th\u1ebf khi c\u1ea7n.<\/li>\n<li><strong>\u0110\u00e1nh gi\u00e1 v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro<\/strong>: X\u00e1c \u0111\u1ecbnh c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n v\u00e0 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 gi\u1ea3m thi\u1ec3u ch\u00fang, \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c c\u1ee7a ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/li>\n<\/ul>\n<h2>D\u1ef1 b\u00e1o s\u1ef1 l\u1ed7i th\u1eddi b\u1eb1ng ph\u01b0\u01a1ng ph\u00e1p lai<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/analyzing_future_technology_shifts.jpg\" alt=\"ph\u00e2n t\u00edch s\u1ef1 thay \u0111\u1ed5i c\u00f4ng ngh\u1ec7 trong t\u01b0\u01a1ng lai\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>L\u00e0m th\u1ebf n\u00e0o c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c <strong>s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong>, m\u1ed9t th\u00e1ch th\u1ee9c quan tr\u1ecdng trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u0111i\u1ec7n t\u1eed, n\u01a1i m\u00e0 h\u1eadu qu\u1ea3 c\u1ee7a vi\u1ec7c d\u1ef1 b\u00e1o kh\u00f4ng ch\u00ednh x\u00e1c c\u00f3 th\u1ec3 r\u1ea5t nghi\u00eam tr\u1ecdng? M\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn hi\u1ec7u qu\u1ea3 l\u00e0 s\u1eed d\u1ee5ng <strong>ph\u01b0\u01a1ng ph\u00e1p lai<\/strong> k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a <strong>ph\u00e2n c\u1ee5m kh\u00f4ng gi\u00e1m s\u00e1t<\/strong> V\u00e0 <strong>h\u1ed3i quy c\u00f3 gi\u00e1m s\u00e1t<\/strong>. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt n\u00e0y, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed.<\/p>\n<p>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p lai t\u00edch h\u1ee3p c\u1ee5m K-Means \u0111\u1ec3 nh\u00f3m d\u1eef li\u1ec7u, do \u0111\u00f3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh h\u1ed3i quy c\u00f3 gi\u00e1m s\u00e1t trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n ng\u00e0y l\u1ed7i th\u1eddi. S\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a c\u1ee5m v\u00e0 <strong>k\u1ef9 thu\u1eadt h\u1ecdc t\u1eadp t\u1eadp th\u1ec3<\/strong> k\u1ebft qu\u1ea3 l\u00e0 c\u1ea3i thi\u1ec7n li\u00ean t\u1ee5c <strong>\u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n<\/strong> cho s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed.<\/p>\n<p>Vi\u1ec7c t\u00edch h\u1ee3p c\u1ee5m kh\u00f4ng gi\u00e1m s\u00e1t v\u1edbi h\u1ed3i quy c\u00f3 gi\u00e1m s\u00e1t cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 xu h\u01b0\u1edbng trong d\u1eef li\u1ec7u th\u00e0nh ph\u1ea7n, d\u1eabn \u0111\u1ebfn d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c h\u01a1n. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng k\u1ebft h\u1ee3p <strong>ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn h\u1ecdc m\u00e1y<\/strong>, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft t\u1ed1t h\u01a1n s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng c\u1ee7a n\u00f3.<\/p>\n<h2>Ch\u1ecdn \u0111\u00fang c\u00f4ng c\u1ee5 l\u1ed7i th\u1eddi<\/h2>\n<div class=\"body-image-wrapper\" style=\"margin-bottom:20px;\"><img decoding=\"async\" width=\"1006\" height=\"575\" src=\"https:\/\/tryvary.com\/wp-content\/uploads\/2024\/05\/navigating_obsolescence_with_expertise.jpg\" alt=\"\u0111i\u1ec1u h\u01b0\u1edbng s\u1ef1 l\u1ed7i th\u1eddi b\u1eb1ng chuy\u00ean m\u00f4n\" style=\"aspect-ratio: 16\/9;\"><\/div>\n<p>Vi\u1ec7c l\u1ef1a ch\u1ecdn c\u00e1c c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi thi\u1ebft y\u1ebfu l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u1ec3 ch\u1ee7 \u0111\u1ed9ng gi\u1ea3m thi\u1ec3u r\u1ee7i ro li\u00ean quan \u0111\u1ebfn l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed. V\u1edbi s\u1ef1 ph\u1ee9c t\u1ea1p ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c d\u1ef1 \u00e1n hi\u1ec7n \u0111\u1ea1i, \u0111i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i c\u00f3 m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro l\u1ed7i th\u1eddi.<\/p>\n<p>Khi l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 l\u1ed7i th\u1eddi ph\u00f9 h\u1ee3p, h\u00e3y c\u00e2n nh\u1eafc nh\u1eefng y\u1ebfu t\u1ed1 ch\u00ednh sau:<\/p>\n<ul>\n<li><strong>Kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/strong>:C\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 ph\u00e2n t\u00edch c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh r\u1ee7i ro l\u1ed7i th\u1eddi ti\u1ec1m \u1ea9n kh\u00f4ng?<\/li>\n<li><strong>Theo d\u00f5i th\u00e0nh ph\u1ea7n<\/strong>:C\u00f4ng c\u1ee5 n\u00e0y c\u00f3 cung c\u1ea5p kh\u1ea3 n\u0103ng theo d\u00f5i th\u1eddi gian th\u1ef1c c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed v\u00e0 c\u00e1c giai \u0111o\u1ea1n v\u00f2ng \u0111\u1eddi c\u1ee7a ch\u00fang kh\u00f4ng?<\/li>\n<li><strong>X\u00e1c \u0111\u1ecbnh th\u00e0nh ph\u1ea7n thay th\u1ebf<\/strong>:C\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 g\u1ee3i \u00fd c\u00e1c th\u00e0nh ph\u1ea7n thay th\u1ebf trong tr\u01b0\u1eddng h\u1ee3p l\u1ed7i th\u1eddi kh\u00f4ng?<\/li>\n<li><strong>B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh<\/strong>:C\u00f4ng c\u1ee5 n\u00e0y c\u00f3 cung c\u1ea5p b\u1ea3ng th\u00f4ng tin t\u00f9y ch\u1ec9nh \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00e0 b\u00e1o c\u00e1o l\u1ed7i th\u1eddi hi\u1ec7u qu\u1ea3 kh\u00f4ng?<\/li>\n<li><strong>T\u00edch h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3<\/strong>:C\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u1edbi h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd d\u1ef1 \u00e1n v\u00e0 ERP hi\u1ec7n c\u00f3 kh\u00f4ng?<\/li>\n<\/ul>\n<h2>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n<h3>S\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed l\u00e0 g\u00ec?<\/h3>\n<p>S\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n \u0111i\u1ec7n t\u1eed l\u00e0 t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi ho\u1eb7c kh\u00f4ng c\u00f2n kh\u1ea3 d\u1ee5ng \u0111\u1ec3 mua ho\u1eb7c s\u1ea3n xu\u1ea5t. Hi\u1ec7n t\u01b0\u1ee3ng n\u00e0y x\u1ea3y ra khi <strong>nh\u00e0 s\u1ea3n xu\u1ea5t ng\u1eebng s\u1ea3n xu\u1ea5t linh ki\u1ec7n<\/strong>, khi\u1ebfn ch\u00fang tr\u1edf n\u00ean l\u1ed7i th\u1eddi.<\/p>\n<p>K\u1ebft qu\u1ea3 l\u00e0, <strong>h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 tr\u1edf n\u00ean kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng<\/strong>, \u0111\u00f2i h\u1ecfi ph\u1ea3i thi\u1ebft k\u1ebf l\u1ea1i t\u1ed1n k\u00e9m ho\u1eb7c th\u1eadm ch\u00ed ph\u1ea3i ng\u1eebng s\u1ea3n xu\u1ea5t d\u00f2ng s\u1ea3n ph\u1ea9m. <strong>Qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi hi\u1ec7u qu\u1ea3<\/strong> r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 gi\u1ea3m thi\u1ec3u nh\u1eefng r\u1ee7i ro n\u00e0y, \u0111\u1ea3m b\u1ea3o ch\u1ee9c n\u0103ng v\u00e0 \u0111\u1ed9 tin c\u1eady li\u00ean t\u1ee5c c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng \u0111i\u1ec7n t\u1eed.<\/p>\n<h3>Qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n l\u00e0 g\u00ec?<\/h3>\n<p>Qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed l\u00e0 m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c ch\u1ee7 \u0111\u1ed9ng gi\u00fap gi\u1ea3m thi\u1ec3u r\u1ee7i ro li\u00ean quan \u0111\u1ebfn vi\u1ec7c kh\u00f4ng c\u00f3 s\u1eb5n linh ki\u1ec7n. N\u00f3 bao g\u1ed3m vi\u1ec7c x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro c\u1ee7a <strong>linh ki\u1ec7n l\u1ed7i th\u1eddi<\/strong> b\u1edfi v\u00ec <strong>ch\u1ee7 \u0111\u1ed9ng l\u1eadp k\u1ebf ho\u1ea1ch<\/strong>, d\u1ef1 b\u00e1o v\u00e0 t\u00ecm ngu\u1ed3n cung \u1ee9ng <strong>c\u00e1c th\u00e0nh ph\u1ea7n thay th\u1ebf<\/strong>.<\/p>\n<p>Hi\u1ec7u qu\u1ea3 <strong>qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi<\/strong> ng\u0103n ng\u1eeba vi\u1ec7c thi\u1ebft k\u1ebf l\u1ea1i t\u1ed1n k\u00e9m, gi\u1ea3m th\u1eddi gian ch\u1ebft v\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ee9c n\u0103ng h\u1ec7 th\u1ed1ng li\u00ean t\u1ee5c. B\u1eb1ng c\u00e1ch d\u1ef1 \u0111o\u00e1n v\u00e0 gi\u1ea3i quy\u1ebft t\u00ecnh tr\u1ea1ng l\u1ed7i th\u1eddi c\u1ee7a linh ki\u1ec7n, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u gi\u00e1n \u0111o\u1ea1n s\u1ea3n xu\u1ea5t v\u00e0 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng t\u1ed3n t\u1ea1i l\u00e2u d\u00e0i c\u1ee7a s\u1ea3n ph\u1ea9m.<\/p>\n<h3>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh linh ki\u1ec7n \u0111i\u1ec7n t\u1eed c\u1ea7n thay th\u1ebf?<\/h3>\n<p>B\u1ea1n c\u00f3 bi\u1ebft r\u1eb1ng kho\u1ea3ng 20% c\u1ee7a <strong>Linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong> tr\u1edf n\u00ean l\u1ed7i th\u1eddi h\u1eb1ng n\u0103m?<\/p>\n<p>\u0110\u1ec3 x\u00e1c \u0111\u1ecbnh m\u1ed9t linh ki\u1ec7n \u0111i\u1ec7n t\u1eed c\u1ea7n thay th\u1ebf, c\u1ea7n ph\u1ea3i ph\u00e2n t\u00edch k\u1ef9 l\u01b0\u1ee1ng v\u00f2ng \u0111\u1eddi c\u1ee7a linh ki\u1ec7n \u0111\u00f3. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m vi\u1ec7c theo d\u00f5i t\u00ecnh tr\u1ea1ng s\u1eb5n c\u00f3, s\u1eed d\u1ee5ng v\u00e0 s\u1ea3n xu\u1ea5t c\u1ee7a linh ki\u1ec7n \u0111\u00f3.<\/p>\n<p>B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng <strong>khai th\u00e1c d\u1eef li\u1ec7u<\/strong> v\u00e0 c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn, ti\u1ec1m n\u0103ng <strong>r\u1ee7i ro l\u1ed7i th\u1eddi<\/strong> c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c, cho ph\u00e9p \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c thay th\u1ebf ch\u1ee7 \u0111\u1ed9ng.<\/p>\n<p>Vi\u1ec7c tri\u1ec3n khai ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd l\u1ed7i th\u1eddi c\u0169ng h\u1ed7 tr\u1ee3 t\u00ecm ki\u1ebfm c\u00e1c th\u00e0nh ph\u1ea7n thay th\u1ebf ph\u00f9 h\u1ee3p, gi\u1ea3m thi\u1ec3u vi\u1ec7c thi\u1ebft k\u1ebf l\u1ea1i t\u1ed1n k\u00e9m v\u00e0 \u0111\u1ea3m b\u1ea3o s\u1ef1 li\u1ec1n m\u1ea1ch <strong>t\u00ednh li\u00ean t\u1ee5c c\u1ee7a s\u1ea3n ph\u1ea9m<\/strong>.<\/p>\n<h3>Nh\u1eefng linh ki\u1ec7n \u0111i\u1ec7n t\u1eed n\u00e0o d\u1ec5 h\u1ecfng nh\u1ea5t?<\/h3>\n<p>Ph\u1ed5 bi\u1ebfn nh\u1ea5t <strong>Linh ki\u1ec7n \u0111i\u1ec7n t\u1eed<\/strong> <strong>d\u1ec5 b\u1ecb th\u1ea5t b\u1ea1i<\/strong> bao g\u1ed3m t\u1ee5 \u0111i\u1ec7n, \u0111i\u1ec7n tr\u1edf, b\u00f3ng b\u00e1n d\u1eabn, \u0111i\u1ed1t v\u00e0 m\u1ea1ch t\u00edch h\u1ee3p. C\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y d\u1ec5 b\u1ecb suy tho\u00e1i v\u00e0 h\u1ecfng h\u00f3c do \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh, ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 m\u00f4i tr\u01b0\u1eddng.<\/p>\n<p>Vi\u1ec7c x\u00e1c \u0111\u1ecbnh v\u00e0 theo d\u00f5i c\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 ng\u0103n ng\u1eeba <strong>s\u1ef1 c\u1ed1 h\u1ec7 th\u1ed1ng<\/strong> v\u00e0 th\u1ea5t b\u1ea1i. B\u1eb1ng c\u00e1ch hi\u1ec3u \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng th\u1ea5t b\u1ea1i, c\u00e1c nh\u00e0 thi\u1ebft k\u1ebf v\u00e0 k\u1ef9 s\u01b0 c\u00f3 th\u1ec3 \u01b0u ti\u00ean l\u1ef1a ch\u1ecdn th\u00e0nh ph\u1ea7n, th\u1eed nghi\u1ec7m v\u00e0 <strong>chi\u1ebfn l\u01b0\u1ee3c thay th\u1ebf<\/strong> \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tin c\u1eady v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a h\u1ec7 th\u1ed1ng.<\/p>","protected":false},"excerpt":{"rendered":"<p>Vi\u1ec7c d\u1ef1 b\u00e1o s\u1ef1 l\u1ed7i th\u1eddi c\u1ee7a c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed l\u00e0 r\u1ea5t quan tr\u1ecdng, nh\u01b0ng n\u1ebfu b\u1ea1n c\u00f3 c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 \u0111i tr\u01b0\u1edbc m\u1ed9t b\u01b0\u1edbc so v\u1edbi s\u1ef1 gi\u00e1n \u0111o\u1ea1n c\u1ee7a chu\u1ed7i cung \u1ee9ng th\u00ec sao?<\/p>","protected":false},"author":9,"featured_media":2330,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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Lau","author_link":"https:\/\/tryvary.com\/vi\/author\/wsbpmbzuog4q\/"},"uagb_comment_info":0,"uagb_excerpt":"Forecasting electronic component obsolescence is crucial&#44; but what if you had the tools to stay one step ahead of supply chain disruptions&#63;","_links":{"self":[{"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/posts\/2331","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/comments?post=2331"}],"version-history":[{"count":1,"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/posts\/2331\/revisions"}],"predecessor-version":[{"id":2515,"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/posts\/2331\/revisions\/2515"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/media\/2330"}],"wp:attachment":[{"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/media?parent=2331"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/categories?post=2331"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tryvary.com\/vi\/wp-json\/wp\/v2\/tags?post=2331"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}