{"id":1585,"date":"2024-11-14T19:30:07","date_gmt":"2024-11-14T19:30:07","guid":{"rendered":"https:\/\/hddlife.com\/?p=1585"},"modified":"2025-02-28T08:00:49","modified_gmt":"2025-02-28T08:00:49","slug":"ai-in-hdd-and-ssd-reliability-analysis","status":"publish","type":"post","link":"https:\/\/hddlife.com\/fr\/blog\/ai-in-hdd-and-ssd-reliability-analysis\/","title":{"rendered":"L'intelligence artificielle dans l'analyse de la fiabilit\u00e9 des disques durs et des disques SSD : de nouveaux horizons"},"content":{"rendered":"<div class=\"wp-block-uagb-container uagb-block-0df9c825 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h1 class=\"wp-block-heading has-large-font-size\"><strong>AI in HDD and SSD reliability analysis: New Horizons<\/strong><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Dans le monde actuel, l'intelligence artificielle (IA) est une partie int\u00e9grante de diverses technologies et processus. De la m\u00e9decine \u00e0 l'industrie automobile, nous rencontrons ses applications tous les jours. Mais avez-vous pens\u00e9 \u00e0 la fa\u00e7on dont l'IA peut aider dans le domaine du stockage des donn\u00e9es ? Plus pr\u00e9cis\u00e9ment, pourrait-elle \u00eatre utilis\u00e9e pour analyser la fiabilit\u00e9 des disques durs (HDD) et des disques durs \u00e0 \u00e9tat solide (SSD) ? Les d\u00e9faillances inattendues des disques durs peuvent entra\u00eener de graves probl\u00e8mes, notamment l'indisponibilit\u00e9 des serveurs et la perte de donn\u00e9es. Souvent, les disques durs ne donnent pas d'indication claire sur leur \u00e9tat, ce qui oblige les techniciens \u00e0 se fier \u00e0 leur temps de fonctionnement et \u00e0 leur exp\u00e9rience. Dans cet article, nous examinons comment l'IA peut modifier l'approche de la surveillance de l'\u00e9tat des disques et pr\u00e9venir les d\u00e9faillances potentielles.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-medium-font-size\"><strong><strong>M\u00e9thodes de diagnostic traditionnelles<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">De nos jours, le test S.M.A.R.T. (Self-Monitoring, Analysis and Reporting Technology) reste le meilleur moyen de v\u00e9rifier l'\u00e9tat des disques durs. Cette m\u00e9thode consiste \u00e0 collecter une s\u00e9rie de donn\u00e9es, telles que le temps de fonctionnement du disque, le taux d'erreur de lecture et d'\u00e9criture et le nombre de secteurs d\u00e9fectueux. Au total, le syst\u00e8me S.M.A.R.T. suit environ 255 attributs diff\u00e9rents, bien que les fabricants puissent restreindre l'acc\u00e8s \u00e0 certains d'entre eux.<\/p>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-0f0df2de\">\t\t\t\t\t<div\n\t\t\t\t\t\tclass=\"wp-block-uagb-image-gallery uagb-block-e60800dd\"\n\t\t\t\t\t\tstyle=\"\"\n\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery spectra-image-gallery__layout--tiled spectra-image-gallery__layout--tiled-col-4 spectra-image-gallery__layout--tiled-col-tab-4 spectra-image-gallery__layout--tiled-col-mob-4\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-wrapper\" data-spectra-gallery-image-id=\"1593\" tabindex=\"0\">\n\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media spectra-image-gallery__media--tiled\">\n\t\t\t\t<picture>\n\t\t\t\t\t<source media=\"(min-width: 1024px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/371ca0731b790662d8a2d78b8dc128c8-300x275.png\">\n\t\t\t\t\t<source media=\"(min-width: 768px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/371ca0731b790662d8a2d78b8dc128c8.png\">\n\t\t\t\t\t<img decoding=\"async\" class=\"spectra-image-gallery__media-thumbnail spectra-image-gallery__media-thumbnail--tiled\" src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/371ca0731b790662d8a2d78b8dc128c8-300x275.png\" alt=\"\" loading=\"lazy\" \/>\n\t\t\t\t<\/picture>\n\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-blurrer\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption-wrapper spectra-image-gallery__media-thumbnail-caption-wrapper--bar-inside\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption spectra-image-gallery__media-thumbnail-caption--bar-inside\">\n\t\t\t\t\tSMART data example (source: ixbt.com)\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-wrapper\" data-spectra-gallery-image-id=\"1594\" tabindex=\"0\">\n\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media spectra-image-gallery__media--tiled\">\n\t\t\t\t<picture>\n\t\t\t\t\t<source media=\"(min-width: 1024px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/smart_details_window-300x229.png\">\n\t\t\t\t\t<source media=\"(min-width: 768px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/smart_details_window.png\">\n\t\t\t\t\t<img decoding=\"async\" class=\"spectra-image-gallery__media-thumbnail spectra-image-gallery__media-thumbnail--tiled\" src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/smart_details_window-300x229.png\" alt=\"\" loading=\"lazy\" \/>\n\t\t\t\t<\/picture>\n\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-blurrer\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption-wrapper spectra-image-gallery__media-thumbnail-caption-wrapper--bar-inside\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption spectra-image-gallery__media-thumbnail-caption--bar-inside\">\n\t\t\t\t\tExample of SMART data in HDDlife program.\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-sizer\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class='spectra-image-gallery__control-lightbox' tabindex='0'>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper spectra-image-gallery__control-lightbox--main\" dir=\"\">\n\t\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<img class=\"swiper-lazy\" data-src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/371ca0731b790662d8a2d78b8dc128c8.png\" alt=\"\"\/>\n\t\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader swiper-lazy-preloader-white\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__control-lightbox--caption\" data-spectra-gallery-image-id='1593'>\n\t\t\t\t\t\t\t\t\t\tSMART data example (source: ixbt.com)\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<img class=\"swiper-lazy\" data-src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/smart_details_window.png\" alt=\"\"\/>\n\t\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader swiper-lazy-preloader-white\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__control-lightbox--caption\" data-spectra-gallery-image-id='1594'>\n\t\t\t\t\t\t\t\t\t\tExample of SMART data in HDDlife program.\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"swiper-button-next\"><\/div>\n\t\t\t\t\t<div class=\"swiper-button-prev\"><\/div>\n\t\t\t\t<\/div>\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<button class='spectra-image-gallery__control-lightbox--close' aria-label=\"Close\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewbox= \"0 0 320 512\"><path d=\"M310.6 361.4c12.5 12.5 12.5 32.75 0 45.25C304.4 412.9 296.2 416 288 416s-16.38-3.125-22.62-9.375L160 301.3L54.63 406.6C48.38 412.9 40.19 416 32 416S15.63 412.9 9.375 406.6c-12.5-12.5-12.5-32.75 0-45.25l105.4-105.4L9.375 150.6c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0L160 210.8l105.4-105.4c12.5-12.5 32.75-12.5 45.25 0s12.5 32.75 0 45.25l-105.4 105.4L310.6 361.4z\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Bien que S.M.A.R.T. soit tr\u00e8s utile, il a ses limites. Par exemple, il est incapable de pr\u00e9dire quand un disque va tomber en panne, en particulier en cas de panne soudaine. En outre, les techniciens doivent souvent se fier \u00e0 leur exp\u00e9rience et \u00e0 leur intuition, ce qui ne garantit pas toujours une solution optimale au probl\u00e8me.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-medium-font-size\"><strong><strong>Applying AI <strong>in HDD and SSD reliability analysis<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Une ressource technique populaire, Habr.com, a r\u00e9cemment publi\u00e9 un article sur l'utilisation de l'IA pour analyser la fiabilit\u00e9 des disques durs. Les auteurs de l'\u00e9tude ont trouv\u00e9 une nouvelle m\u00e9thode en examinant un grand nombre de donn\u00e9es historiques sur les d\u00e9faillances des disques. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"padding-top:0;padding-bottom:0\">Ils ont utilis\u00e9 les donn\u00e9es de deux grandes entreprises pour cr\u00e9er le mod\u00e8le d'IA :<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li style=\"padding-top:var(--wp--preset--spacing--30);padding-bottom:var(--wp--preset--spacing--30)\"><strong>Donn\u00e9es de BackBlaze :<\/strong> Depuis 2013, cette entreprise am\u00e9ricaine publie des diagnostics S.M.A.R.T. de ses disques durs. Elle fournit des statistiques d\u00e9taill\u00e9es sur 85 mod\u00e8les de disques diff\u00e9rents, y compris des informations sur leurs d\u00e9faillances. Gr\u00e2ce \u00e0 ces donn\u00e9es, les chercheurs ont pu \u00e9tudier le comportement des diff\u00e9rents mod\u00e8les de disques dans des conditions r\u00e9elles.<\/li>\n\n\n\n<li><strong>PAKDDD2020 Concours Alibaba AI Ops :<\/strong> Ce concours demandait aux participants de d\u00e9velopper un mod\u00e8le permettant de pr\u00e9dire les d\u00e9faillances des disques durs sur la base de donn\u00e9es S.M.A.R.T. anonymes. Il est important de noter que les donn\u00e9es du concours contenaient des informations sur les fabricants de disques durs, mais que ces informations \u00e9taient cach\u00e9es, ce qui compliquait la t\u00e2che des participants. Malgr\u00e9 l'absence d'informations sur les fournisseurs de disques sp\u00e9cifiques, les donn\u00e9es contenaient suffisamment d'attributs pour entra\u00eener le mod\u00e8le avec succ\u00e8s.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading has-medium-font-size\"><strong><strong>Cr\u00e9er et tester un mod\u00e8le d'IA<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Le processus de d\u00e9veloppement du mod\u00e8le s'est d\u00e9roul\u00e9 en plusieurs \u00e9tapes. La premi\u00e8re \u00e9tape a consist\u00e9 \u00e0 collecter et \u00e0 traiter les donn\u00e9es historiques, y compris les attributs S.M.A.R.T. et les informations sur les d\u00e9faillances r\u00e9elles. La troisi\u00e8me \u00e9tape a consist\u00e9 \u00e0 nettoyer et \u00e0 normaliser les donn\u00e9es afin d'\u00e9liminer les anomalies et de garantir le bon fonctionnement des algorithmes d'apprentissage automatique.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Les corr\u00e9lations entre les diff\u00e9rents attributs et les temps de d\u00e9faillance ont ensuite \u00e9t\u00e9 analys\u00e9es afin d'identifier les facteurs les plus significatifs. Sur la base de ces donn\u00e9es, plusieurs mod\u00e8les d'apprentissage automatique ont \u00e9t\u00e9 d\u00e9velopp\u00e9s et entra\u00een\u00e9s \u00e0 l'aide de diff\u00e9rents algorithmes, tels que les for\u00eats al\u00e9atoires, le gradient boosting et les r\u00e9seaux neuronaux.<\/p>\n\n\n\t\t\t\t\t<div\n\t\t\t\t\t\tclass=\"wp-block-uagb-image-gallery uagb-block-f5265b33\"\n\t\t\t\t\t\tstyle=\"\"\n\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery spectra-image-gallery__layout--grid spectra-image-gallery__layout--grid-col-2 spectra-image-gallery__layout--grid-col-tab-2 spectra-image-gallery__layout--grid-col-mob-2\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-wrapper\" data-spectra-gallery-image-id=\"1595\" tabindex=\"0\">\n\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media spectra-image-gallery__media--grid\">\n\t\t\t\t<picture>\n\t\t\t\t\t<source media=\"(min-width: 1024px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/536169eaa1133168a69838ef96a02647.png\">\n\t\t\t\t\t<source media=\"(min-width: 768px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/536169eaa1133168a69838ef96a02647.png\">\n\t\t\t\t\t<img decoding=\"async\" class=\"spectra-image-gallery__media-thumbnail spectra-image-gallery__media-thumbnail--grid\" src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/536169eaa1133168a69838ef96a02647-300x278.png\" alt=\"Artificial Intelligence in HDD and SSD reliability analysis: survival time.\" loading=\"lazy\" \/>\n\t\t\t\t<\/picture>\n\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-blurrer\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption-wrapper spectra-image-gallery__media-thumbnail-caption-wrapper--bar-inside\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption spectra-image-gallery__media-thumbnail-caption--bar-inside\">\n\t\t\t\t\tThe survival time histogram. It shows the distribution of the time between the first positive prediction of the model and the actual disk failure. Specifically for the selected disk model. (Source: habr.com)\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-wrapper\" data-spectra-gallery-image-id=\"1596\" tabindex=\"0\">\n\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media spectra-image-gallery__media--grid\">\n\t\t\t\t<picture>\n\t\t\t\t\t<source media=\"(min-width: 1024px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/9b624ad622ae762f7cf373a10b2ae57b.png\">\n\t\t\t\t\t<source media=\"(min-width: 768px)\" srcset=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/9b624ad622ae762f7cf373a10b2ae57b.png\">\n\t\t\t\t\t<img decoding=\"async\" class=\"spectra-image-gallery__media-thumbnail spectra-image-gallery__media-thumbnail--grid\" src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/9b624ad622ae762f7cf373a10b2ae57b-300x266.png\" alt=\"Artificial Intelligence in HDD and SSD reliability analysis: median survival time.\" loading=\"lazy\" \/>\n\t\t\t\t<\/picture>\n\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-blurrer\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption-wrapper spectra-image-gallery__media-thumbnail-caption-wrapper--bar-inside\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__media-thumbnail-caption spectra-image-gallery__media-thumbnail-caption--bar-inside\">\n\t\t\t\t\tMedian disk survival time as a function of decision threshold (source: habr.com)\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class='spectra-image-gallery__control-lightbox' tabindex='0'>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper spectra-image-gallery__control-lightbox--main\" dir=\"\">\n\t\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<img class=\"swiper-lazy\" data-src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/536169eaa1133168a69838ef96a02647.png\" alt=\"Artificial Intelligence in HDD and SSD reliability analysis: survival time.\"\/>\n\t\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader swiper-lazy-preloader-white\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__control-lightbox--caption\" data-spectra-gallery-image-id='1595'>\n\t\t\t\t\t\t\t\t\t\tThe survival time histogram. It shows the distribution of the time between the first positive prediction of the model and the actual disk failure. Specifically for the selected disk model. (Source: habr.com)\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<img class=\"swiper-lazy\" data-src=\"https:\/\/hddlife.com\/wp-content\/uploads\/2024\/11\/9b624ad622ae762f7cf373a10b2ae57b.png\" alt=\"Artificial Intelligence in HDD and SSD reliability analysis: median survival time.\"\/>\n\t\t\t\t\t\t\t\t<div class=\"swiper-lazy-preloader swiper-lazy-preloader-white\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"spectra-image-gallery__control-lightbox--caption\" data-spectra-gallery-image-id='1596'>\n\t\t\t\t\t\t\t\t\t\tMedian disk survival time as a function of decision threshold (source: habr.com)\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"swiper-button-next\"><\/div>\n\t\t\t\t\t<div class=\"swiper-button-prev\"><\/div>\n\t\t\t\t<\/div>\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<button class='spectra-image-gallery__control-lightbox--close' aria-label=\"Close\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewbox= \"0 0 320 512\"><path d=\"M310.6 361.4c12.5 12.5 12.5 32.75 0 45.25C304.4 412.9 296.2 416 288 416s-16.38-3.125-22.62-9.375L160 301.3L54.63 406.6C48.38 412.9 40.19 416 32 416S15.63 412.9 9.375 406.6c-12.5-12.5-12.5-32.75 0-45.25l105.4-105.4L9.375 150.6c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0L160 210.8l105.4-105.4c12.5-12.5 32.75-12.5 45.25 0s12.5 32.75 0 45.25l-105.4 105.4L310.6 361.4z\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\n\n\n<p class=\"wp-block-paragraph\">Apr\u00e8s la formation, les mod\u00e8les ont \u00e9t\u00e9 test\u00e9s sur de nouvelles donn\u00e9es afin d'\u00e9valuer leur pr\u00e9cision et leur fiabilit\u00e9. Les r\u00e9sultats ont montr\u00e9 que le mod\u00e8le \u00e9tait capable de pr\u00e9dire la probabilit\u00e9 de d\u00e9faillance d'un disque dans les jours \u00e0 venir avec une grande pr\u00e9cision. Cela a permis de remplacer \u00e0 temps des dispositifs potentiellement peu fiables et d'\u00e9viter les temps d'arr\u00eat.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\" style=\"margin-top:0;margin-bottom:0\"><strong><strong>Mod\u00e8le Pros :<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Le mod\u00e8le qui en r\u00e9sulte est tout \u00e0 fait universel ; il n'y a pas de d\u00e9pendance critique \u00e0 l'\u00e9gard des donn\u00e9es de SMART Disk utilis\u00e9es dans une organisation particuli\u00e8re. Cela signifie qu'il n'est pas n\u00e9cessaire de mettre en place un syst\u00e8me de collecte r\u00e9guli\u00e8re de donn\u00e9es SMART et d'\u00e9v\u00e9nements de d\u00e9faillance de disque complexe. C'est l\u00e0 sa principale valeur.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0\"><strong><strong>Inconv\u00e9nients du mod\u00e8le :<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Il n'est pas possible de cr\u00e9er un mod\u00e8le de pr\u00e9diction de d\u00e9faillance de disque applicable \u00e0 diff\u00e9rents mod\u00e8les de disque. Vous devrez toujours cr\u00e9er un mod\u00e8le distinct pour chaque mod\u00e8le de disque. En effet, chaque mod\u00e8le de disque peut avoir un ensemble diff\u00e9rent d'attributs SMART. En outre, l'usure des attributs SMART est propre \u00e0 chaque mod\u00e8le de disque.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-medium-font-size\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0\"><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Les mod\u00e8les des auteurs pr\u00e9sentent une pr\u00e9cision assez \u00e9lev\u00e9e. Dans certains cas, cette pr\u00e9cision atteint 70 %, mais ces mod\u00e8les ne parviennent pas \u00e0 pr\u00e9dire un nombre important de d\u00e9faillances. La m\u00e9trique de rappel n'a jamais d\u00e9pass\u00e9 50 %, ce qui signifie que la moiti\u00e9 des disques tombent en panne pour des raisons que le mod\u00e8le ne comprend pas. Ces d\u00e9faillances peuvent \u00eatre qualifi\u00e9es de \u00ab morts subites \u00bb. Il est probable qu'un nombre aussi \u00e9lev\u00e9 de morts subites indique que les donn\u00e9es SMART ne sont tout simplement pas suffisantes. Le fait que les gagnants du concours Alibaba n'aient obtenu qu'un taux de rappel de 40 % confirme cette hypoth\u00e8se.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">L'utilisation de l'intelligence artificielle permet d'envisager de nouvelles possibilit\u00e9s en mati\u00e8re de surveillance et de pr\u00e9vision des d\u00e9faillances des lecteurs de disques. Les mod\u00e8les donnent d\u00e9j\u00e0 de bons r\u00e9sultats, notamment en termes de pr\u00e9cision de pr\u00e9diction. Toutefois, des probl\u00e8mes li\u00e9s aux d\u00e9faillances soudaines et aux donn\u00e9es S.M.A.R.T. limit\u00e9es restent \u00e0 r\u00e9soudre.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Les auteurs du projet continuent d'am\u00e9liorer leurs mod\u00e8les et esp\u00e8rent que de nouvelles donn\u00e9es permettront d'am\u00e9liorer l'efficacit\u00e9 des pr\u00e9dictions. Malgr\u00e9 les difficult\u00e9s existantes, l'application de l'intelligence artificielle au domaine du diagnostic des disques durs et des disques d'\u00e9tat solide (HDD et SSD) semble \u00eatre un domaine prometteur du d\u00e9veloppement des technologies de l'information.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pour en savoir plus sur ce mod\u00e8le et sur les nuances techniques (toutes sortes de param\u00e8tres diff\u00e9rents du mod\u00e8le d'IA), consultez le site Web de la Commission europ\u00e9enne.<a href=\"https:\/\/habr.com\/ru\/companies\/yadro\/articles\/840264\" rel=\"noopener\"> article original sur Habr.com<\/a>.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-0104e01d alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h4 class=\"wp-block-heading\">Ces articles de blog pourraient vous int\u00e9resser :<\/h4>\n\n\n\n\t\t\t<div class=\"wp-block-uagb-post-carousel uagb-post-grid  uagb-post__image-position-top uagb-post__image-enabled uagb-block-df794b32     uagb-post__arrow-outside uagb-slick-carousel uagb-post__items uagb-post__columns-2 is-carousel uagb-post__columns-tablet-2 uagb-post__columns-mobile-1\" data-total=\"1\" style=\"\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<h4 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/hddlife.com\/fr\/blog\/macrium-reflect-x-test-review-compare-trueimage\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Reflect X : La sauvegarde est-elle vraiment plus rapide maintenant ? Un test simple pour les utilisateurs quotidiens<\/a>\n\t\t\t<\/h4>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2025-02-28T07:34:56+00:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tf\u00e9vrier 28, 2025\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\t2 commentaires\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class='uagb-post__text uagb-post__excerpt'>\n\t\t\t\t\t<p>Introduction Despite the importance of monitoring HDD and SSD health with tools like HDDLife and&#8230;\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"uagb-post__text uagb-post__cta wp-block-button\">\n\t\t\t\t<a class=\"wp-block-button__link uagb-text-link\" style=\"\" href=\"https:\/\/hddlife.com\/fr\/blog\/macrium-reflect-x-test-review-compare-trueimage\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Lire la suite<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<h4 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/hddlife.com\/fr\/blog\/ai-in-hdd-and-ssd-reliability-analysis\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">L'intelligence artificielle dans l'analyse de la fiabilit\u00e9 des disques durs et des disques SSD : de nouveaux horizons<\/a>\n\t\t\t<\/h4>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2024-11-14T19:30:07+00:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tnovembre 14, 2024\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tAucun commentaire\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class='uagb-post__text uagb-post__excerpt'>\n\t\t\t\t\t<p>AI in HDD and SSD reliability analysis: New Horizons In today&#8217;s world, artificial intelligence (AI)&#8230;\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"uagb-post__text uagb-post__cta wp-block-button\">\n\t\t\t\t<a class=\"wp-block-button__link uagb-text-link\" style=\"\" href=\"https:\/\/hddlife.com\/fr\/blog\/ai-in-hdd-and-ssd-reliability-analysis\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Lire la suite<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<h4 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/hddlife.com\/fr\/blog\/google-doesnt-know-about-hdd-temperature\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Ce que Google ne sait pas sur la temp\u00e9rature des disques durs et que vous devriez conna\u00eetre<\/a>\n\t\t\t<\/h4>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2021-06-27T10:21:30+00:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tjuin 27, 2021\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tAucun commentaire\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class='uagb-post__text uagb-post__excerpt'>\n\t\t\t\t\t<p>Studies about HDD temperature conducted by Google and Backblaze in the same breath conclude that&#8230;\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"uagb-post__text uagb-post__cta wp-block-button\">\n\t\t\t\t<a class=\"wp-block-button__link uagb-text-link\" style=\"\" href=\"https:\/\/hddlife.com\/fr\/blog\/google-doesnt-know-about-hdd-temperature\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Lire la suite<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-2e6e5895 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div data-aos= \"slide-up\" data-aos-duration=\"750\" data-aos-delay=\"0\" data-aos-easing=\"ease\" data-aos-once=\"true\" class=\"wp-block-uagb-container uagb-block-fb8ee310 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-call-to-action uagb-block-623ef8f3 wp-block-button\"><div class=\"uagb-cta__wrap\"><h3 class=\"uagb-cta__title\">14 jours d'essai gratuit, t\u00e9l\u00e9chargez maintenant !<\/h3><p class=\"uagb-cta__desc\">Version d'essai enti\u00e8rement fonctionnelle !<\/p><\/div><div class=\"uagb-cta__buttons\"><a href=\"\/fr\/download-hddlife-hard-disk-life\/\" class=\"uagb-cta__button-link-wrapper wp-block-button__link\" target=\"_self\" rel=\"noopener noreferrer\">T\u00e9l\u00e9charger <svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 512 512\"><path d=\"M480 352h-133.5l-45.25 45.25C289.2 409.3 273.1 416 256 416s-33.16-6.656-45.25-18.75L165.5 352H32c-17.67 0-32 14.33-32 32v96c0 17.67 14.33 32 32 32h448c17.67 0 32-14.33 32-32v-96C512 366.3 497.7 352 480 352zM432 456c-13.2 0-24-10.8-24-24c0-13.2 10.8-24 24-24s24 10.8 24 24C456 445.2 445.2 456 432 456zM233.4 374.6C239.6 380.9 247.8 384 256 384s16.38-3.125 22.62-9.375l128-128c12.49-12.5 12.49-32.75 0-45.25c-12.5-12.5-32.76-12.5-45.25 0L288 274.8V32c0-17.67-14.33-32-32-32C238.3 0 224 14.33 224 32v242.8L150.6 201.4c-12.49-12.5-32.75-12.5-45.25 0c-12.49 12.5-12.49 32.75 0 45.25L233.4 374.6z\"><\/path><\/svg><\/a><\/div><\/div>\n<\/div>\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>AI in HDD and SSD reliability analysis: New Horizons In today&#8217;s world, artificial intelligence (AI) is becoming an integral part of various technologies and processes. From medicine to the automotive industry, we encounter its applications every day. But have you thought about how AI can help in the area of data storage? Specifically, could it [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"_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":"disabled","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1585","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"spectra_custom_meta":{"_edit_lock":["1740730031:1"],"stackable_optimized_css":[""],"stackable_optimized_css_raw":["a:0:{}"],"rank_math_seo_score":["67"],"rank_math_lock_modified_date":[""],"_uag_custom_page_level_css":[""],"ast-site-content-layout":["default"],"theme-transparent-header-meta":[""],"adv-header-id-meta":[""],"stick-header-meta":[""],"astra-migrate-meta-layouts":["set"],"footnotes":[""],"_edit_last":["1"],"rank_math_focus_keyword":["AI in HDD and SSD reliability,Hard disk drive failure prediction,SSD health monitoring,Artificial intelligence in data storage,HDD and SSD diagnostics"],"rank_math_robots":["a:1:{i:0;s:5:\"index\";}"],"site-sidebar-layout":["default"],"site-content-layout":[""],"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":["disabled"],"ast-breadcrumbs-content":[""],"ast-featured-img":[""],"footer-sml-layout":[""],"header-above-stick-meta":[""],"header-main-stick-meta":[""],"header-below-stick-meta":[""],"ast-page-background-enabled":["default"],"ast-page-background-meta":["a:3:{s:7:\"desktop\";a:12:{s:16:\"background-color\";s:0:\"\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"tablet\";a:12:{s:16:\"background-color\";s:0:\"\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"mobile\";a:12:{s:16:\"background-color\";s:0:\"\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}}"],"ast-content-background-meta":["a:3:{s:7:\"desktop\";a:12:{s:16:\"background-color\";s:25:\"var(--ast-global-color-5)\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"tablet\";a:12:{s:16:\"background-color\";s:25:\"var(--ast-global-color-5)\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"mobile\";a:12:{s:16:\"background-color\";s:25:\"var(--ast-global-color-5)\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}}"],"rank_math_description":["xplore how AI in HDD and SSD Reliability is transforming storage health monitoring, improving predictive maintenance, and preventing data loss."],"rank_math_title":["AI in HDD and SSD Reliability: Revolutionizing Data Storage Health Monitoring"],"_wpml_word_count":["{\"total\":1007,\"to_translate\":{\"fr\":1007,\"de\":1007,\"it\":1007}}"],"_wp_old_slug":["artificial-intelligence-in-hdd-and-ssd-reliability-analysis"],"litespeed_vpi_list_mobile":["a:1:{i:0;s:37:\"cropped-hddlife_logo_140-1-120x39.png\";}"],"litespeed_vpi_list":["a:1:{i:0;s:37:\"cropped-hddlife_logo_140-1-120x39.png\";}"],"_uag_css_file_name":["uag-css-1585.css"],"_uag_js_file_name":["uag-js-1585.js"],"rank_math_internal_links_processed":["1"]},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"Alex Dykov","author_link":"https:\/\/hddlife.com\/fr\/author\/alex_dykov\/"},"uagb_comment_info":1,"uagb_excerpt":"AI in HDD and SSD reliability analysis: New Horizons In today&#8217;s world, artificial intelligence (AI) is becoming an integral part of various technologies and processes. From medicine to the automotive industry, we encounter its applications every day. But have you thought about how AI can help in the area of data storage? Specifically, could it\u2026","_links":{"self":[{"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/posts\/1585","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/comments?post=1585"}],"version-history":[{"count":0,"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/posts\/1585\/revisions"}],"wp:attachment":[{"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/media?parent=1585"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/categories?post=1585"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hddlife.com\/fr\/wp-json\/wp\/v2\/tags?post=1585"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}