{"id":2172,"date":"2022-10-17T13:58:27","date_gmt":"2022-10-17T13:58:27","guid":{"rendered":"https:\/\/exceltic.com\/?p=2172"},"modified":"2026-03-19T13:31:19","modified_gmt":"2026-03-19T12:31:19","slug":"rams-big-data-ia-secteur-de-lenergie","status":"publish","type":"post","link":"https:\/\/exceltic.serquo.com\/fr\/rams-big-data-ia-secteur-de-lenergie\/","title":{"rendered":"RAMS, Big Data et IA dans le secteur de l'\u00e9nergie"},"content":{"rendered":"<p><strong>RAMS est l'acronyme<\/strong> de la traduction anglaise : reliability, availability, maintainability and safety. Il est utilis\u00e9 pour <strong>\u00e9valuer la qualit\u00e9 non-fonctionnelle d'un syst\u00e8me<\/strong>.<\/p>\n\n\n\n<p>La complexit\u00e9 des syst\u00e8mes ferroviaires et les attentes accrues de la soci\u00e9t\u00e9 en ce qui concerne le niveau de risque accept\u00e9 se sont traduites par la mise en place d'un syst\u00e8me de gestion des risques. <strong>n\u00e9cessit\u00e9 de prendre de nouvelles mesures<\/strong> pour assurer, en premier lieu, la <strong>s\u00e9curit\u00e9<\/strong>Le r\u00f4le de l'UE dans ce domaine est de permettre une meilleure compr\u00e9hension des besoins des personnes et des infrastructures.<\/p>\n\n\n\n<p class=\"has-primary-color has-text-color has-large-font-size\">Un peu d'histoire...<\/p>\n\n\n\n<p><strong>RAMS a \u00e9t\u00e9 utilis\u00e9 pour la premi\u00e8re fois <\/strong>dans l'industrie a\u00e9ronautique. Par la suite, il a commenc\u00e9 \u00e0 \u00eatre utilis\u00e9 dans l'industrie des transports, en particulier dans l'industrie automobile et ferroviaire. Depuis lors, il a continu\u00e9 \u00e0 \u00eatre utilis\u00e9 dans de nombreuses autres industries.<\/p>\n\n\n\n<p>La RAMS d'un syst\u00e8me peut \u00eatre d\u00e9crite comme une<strong> <a href=\"https:\/\/exceltic.com\/indicadores-clave-en-un-analisis-rams\/\">indicateur<\/a><\/strong> <strong>la confiance qualitative et quantitative d'un syst\u00e8me<\/strong>ou les sous-syst\u00e8mes qui le composent. Une analyse est effectu\u00e9e dans le but de garantir que les syst\u00e8mes fonctionnent en toute s\u00e9curit\u00e9 et avec une grande disponibilit\u00e9. Ces analyses consistent \u00e0 d\u00e9terminer les taux de d\u00e9faillance et de fonctionnement disponibles pendant tout le cycle de vie du projet.<\/p>\n\n\n\n<p><strong>Dans la plupart des projets, l'\u00e9valuation<\/strong> ne comprend que la fiabilit\u00e9, la disponibilit\u00e9 et la maintenabilit\u00e9 (<a href=\"http:\/\/exceltic.com\/rams\/\">RAM<\/a>). Cependant, la s\u00e9curit\u00e9 (S) doit \u00eatre pleinement int\u00e9gr\u00e9e dans l'\u00e9valuation.&nbsp;<\/p>\n\n\n\n<p>Dans les syst\u00e8mes critiques, du point de vue de la s\u00e9curit\u00e9 ou de la disponibilit\u00e9, <strong>La confiance est la propri\u00e9t\u00e9 la plus importante d'un syst\u00e8me.<\/strong>Le concept de \"s\u00e9curit\u00e9 int\u00e9gr\u00e9e\", car il implique qu'un tel syst\u00e8me ne tombera pas en panne en fonctionnement normal. Ce concept peut donc \u00eatre extrapol\u00e9 \u00e0 n'importe quelle industrie.<\/p>\n\n\n\n<p>La contribution de l'analyse RAMS aux avanc\u00e9es technologiques s'est accrue de fa\u00e7on exponentielle, en offrant <strong>innovations m\u00e9thodologiques<\/strong> qui ont contribu\u00e9 \u00e0 apporter des solutions sur de multiples axes (humain, industriel, etc.).<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-1fe1f53f wp-block-columns-is-layout-flex\" style=\"padding-top:20px;padding-bottom:20px\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<\/div>\n<\/div>\n\n\n\n<p><strong>La recherche et le d\u00e9veloppement ont \u00e9galement progress\u00e9 au cours de ce mandat.<\/strong>. Il y a eu plus d'une fois <a href=\"https:\/\/scholar.google.es\/scholar?hl=es&amp;as_sdt=0%2C5&amp;as_vis=1&amp;q=investigaci%C3%B3n+y+desarrollo+RAMS+&amp;btnG=\">publications <\/a>qui montrent la mani\u00e8re d'appliquer les \u00e9tudes RAMS \u00e0 de nouveaux types de produits, services et applications dans diverses conditions.<\/p>\n\n\n\n<p>\u00c0 ce stade, il est important de rappeler qu'il n'existe pas de m\u00e9thode universelle pour ces analyses. Nous avan\u00e7ons de nouvelles m\u00e9thodes bas\u00e9es sur <strong>des donn\u00e9es statistiques sur les composantes et<\/strong> en utilisant <strong>mod\u00e9lisation math\u00e9matique<\/strong> pour synth\u00e9tiser la fiabilit\u00e9.<\/p>\n\n\n\n<p>Dans ce contexte, le RAMS est confront\u00e9 \u00e0 <strong>nouveaux d\u00e9fis<\/strong> et de la technologie, en raison de la complexit\u00e9 et de la non-lin\u00e9arit\u00e9 des syst\u00e8mes et des processus auxquels notre \u00e9quipe se pr\u00e9pare.<\/p>\n\n\n\n<p class=\"has-primary-color has-text-color has-large-font-size\">Application dans le secteur de l'\u00e9nergie<\/p>\n\n\n\n<p>Le site <strong>l'extrapolation de cette m\u00e9thodologie RAMS au secteur de la distribution d'\u00e9lectricit\u00e9<\/strong>n'est pas encore tr\u00e8s r\u00e9pandue. En \u00e9tudiant les besoins de nos clients, nous pouvons mettre en \u00e9vidence certains de ces d\u00e9fis :<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Pr\u00e9dire les valeurs futures dans les s\u00e9ries chronologiques<\/strong> (par exemple, la dur\u00e9e de vie restante des \u00e9quipements \u00e9lectriques install\u00e9s ou l'estimation de la demande future d'\u00e9lectricit\u00e9)<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Grande quantit\u00e9 d'\u00e9quipements connect\u00e9s envoyant des signaux multiples \u00e0 partir de capteurs embarqu\u00e9s.<\/strong><\/li><\/ul>\n\n\n\n<p>Les approches fond\u00e9es sur les donn\u00e9es peuvent \u00eatre bas\u00e9es sur des techniques d'intelligence artificielle (r\u00e9seaux neuronaux et logique floue). Les changements peuvent \u00eatre trait\u00e9s comme une s\u00e9rie chronologique. Cependant, <strong>la complexit\u00e9 et la non-lin\u00e9arit\u00e9 du processus posent de forts d\u00e9fis<\/strong> aux m\u00e9thodes standard d'analyse des s\u00e9ries chronologiques. <\/p>\n\n\n\n<p>La cr\u00e9ation de mod\u00e8les RAMS utiles pour nos clients implique la prise en compte d'un grand nombre de variables, avec des relations complexes entre elles :<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Le site <strong>machines <\/strong>(type, nombre de machines, \u00e2ge, disposition relative des machines, disposition des composants dans la machine, d\u00e9fauts inh\u00e9rents aux composants)<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Le site <strong>conditions d'utilisation<\/strong> (contraintes nominales ou surcontraintes, temp\u00e9ratures variables, charges inattendues)<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Le site <strong>facteur humain <\/strong>(niveau de comp\u00e9tence et nombre d'agents op\u00e9rationnels, habitudes de travail, relations interpersonnelles, absences, mesures de s\u00e9curit\u00e9, conditions environnementales, dangerosit\u00e9 des t\u00e2ches assign\u00e9es, incidents\/accidents).<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Le site <strong>conditions de maintenance<\/strong> (la comp\u00e9tence et l'habilet\u00e9 du personnel de maintenance, l'assiduit\u00e9, les habitudes de travail, les mesures de s\u00e9curit\u00e9, les d\u00e9fauts introduits par les actions de maintenance pr\u00e9c\u00e9dentes, l'efficacit\u00e9 de la planification et du contr\u00f4le de la maintenance).<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Le site <strong>infrastructure <\/strong>(pi\u00e8ces de rechange, consommables, outils courants et sp\u00e9ciaux)<\/li><\/ul>\n\n\n\n<p>L'augmentation du nombre de capteurs, ainsi que leur fiabilit\u00e9, permettent une surveillance continue de l'\u00e9tat des composants, ce qui favorise l'int\u00e9r\u00eat pour les techniques d'analyse guid\u00e9es par les donn\u00e9es. <\/p>\n\n\n\n<p><strong>Enfin, il convient de mentionner d'autres aspects <\/strong>o\u00f9 les analyses RAMS peuvent jouer un r\u00f4le important : la s\u00e9curit\u00e9 des personnes, de la nature et de l'environnement.<\/p>","protected":false},"excerpt":{"rendered":"<p>L'application d'une analyse RAMS sp\u00e9cialis\u00e9e dans le secteur de l'\u00e9nergie augmente l'efficacit\u00e9 et la fiabilit\u00e9 des projets.<\/p>","protected":false},"author":1,"featured_media":2185,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-2172","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-eventos"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>RAMS, Big Data e IA en el Sector Energ\u00e9tico<\/title>\n<meta name=\"description\" content=\"La 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