{"id":25595,"date":"2025-12-12T04:58:10","date_gmt":"2025-12-12T04:58:10","guid":{"rendered":"https:\/\/www.novotek.com\/ch\/?post_type=insights&#038;p=25595"},"modified":"2026-01-05T08:55:55","modified_gmt":"2026-01-05T08:55:55","slug":"pourquoi-lia-dans-la-production-ne-fonctionne-quavec-des-donnees-propres","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/ch\/fr\/insight\/pourquoi-lia-dans-la-production-ne-fonctionne-quavec-des-donnees-propres\/","title":{"rendered":"Pourquoi l&#8217;IA dans la production ne fonctionne qu&#8217;avec des donn\u00e9es propres"},"content":{"rendered":"  <div class=\"hero\">\n    <div class=\"carousel hero-slider small\" data-flickity data-flickity-options='{\"prevNextButtons\": false}'>\n              <div class=\"carousel-cell\">\n          <div class=\"container\">\n            <div class=\"hero-content\">\n                              <h2>Sans donn\u00e9es, pas d&#8217;IA<\/h2>\n<p data-pm-slice=\"1 1 []\">L&#8217;intelligence artificielle (IA) a besoin de donn\u00e9es propres. Cet article montre pourquoi le contexte, la structure et les connexions sont essentiels, et comment les entreprises peuvent correctement construire leur base de donn\u00e9es \u00e0 cette fin.<\/p>\n              \n                          <\/div>\n          <\/div>\n\n          <img decoding=\"async\" width=\"1024\" height=\"293\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-1024x293.jpg.webp\" class=\"hero-bg\" alt=\"Hero Img\" fetchpriority=\"high\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-1024x293.jpg.webp 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-300x86.jpg.webp 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-768x220.jpg.webp 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-1536x440.jpg.webp 1536w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-86x25.jpg.webp 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-306x88.jpg.webp 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-636x182.jpg.webp 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai-1632x468.jpg.webp 1632w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/hero-picture-ai.jpg.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>                  <\/div>\n          <\/div>\n\n      <\/div>\n\n   \n\n\n<div class=\"container-md group  alignwide\">\n<div class=\"wp-block-group alignwide\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-vivid-red-color has-text-color has-link-color has-medium-font-size wp-elements-20c118c09b707c8128bc5e32bdfbcfc6\" id=\"maschinenanbindung\" style=\"font-style:normal;font-weight:500;text-transform:uppercase\">La qualit\u00e9 des donn\u00e9es est essentielle<\/h4>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading has-x-large-font-size\">Les donn\u00e9es, goulot d&#8217;\u00e9tranglement de l&#8217;intelligence industrielle <\/h2>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  alignwide\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\"><div class=\"container-md paragraph  \">\n<p>L&#8217;introduction de l&#8217;intelligence artificielle (IA) dans la production industrielle est consid\u00e9r\u00e9e comme un levier central pour l&#8217;efficacit\u00e9 et la comp\u00e9titivit\u00e9. Pourtant, une grande partie des initiatives d&#8217;IA \u00e9chouent &#8211; non pas en raison des limites techniques des algorithmes, mais souvent en raison d&#8217;un manque d&#8217;harmonisation avec les objectifs de l&#8217;entreprise, d&#8217;attentes excessives et, surtout, de la base de donn\u00e9es. En effet, de nombreuses donn\u00e9es ne sont pas structur\u00e9es, ne sont pas contextualis\u00e9es et ne sont pas reli\u00e9es entre elles. Pour que l&#8217;IA puisse apporter une r\u00e9elle valeur ajout\u00e9e, il faut.    <\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><strong>syst\u00e9matiquement structur\u00e9,<\/strong><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>enrichi d&#8217;informations suppl\u00e9mentaires<\/strong> et<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>\u00eatre int\u00e9gr\u00e9es dans l&#8217;ensemble du syst\u00e8me.<\/strong><\/li>\n<\/div><\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"container-md columns  \">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"container-md paragraph  \">\n<p class=\"has-background\" style=\"background-color:#f3f3f3\"><strong>Plan du site<\/strong><\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><a href=\"#herausforderung\">Le d\u00e9fi<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#dataops\">DataOps<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#pipelines\">Pipelines de donn\u00e9es structur\u00e9s<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#vorteile\">Avantages d&#8217;une approche DataOps<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#datenchaos\">Des structures \u00e9volutives<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#webinar\">Conf\u00e9rence virtuelle<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#fazit\">Conclusion<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#mehr\">DataOps &amp; Co.<\/a><\/li>\n<\/div><\/ul>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"449\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps_grafik-1024x537-1-1.png\" alt=\"Comment fonctionne DataOps\" class=\"wp-image-25624\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps_grafik-1024x537-1-1.png 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps_grafik-1024x537-1-1-300x132.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps_grafik-1024x537-1-1-768x337.png 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps_grafik-1024x537-1-1-86x38.png 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps_grafik-1024x537-1-1-306x134.png 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps_grafik-1024x537-1-1-636x279.png 636w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"herausforderung\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md group  alignwide\">\n<div class=\"wp-block-group alignwide\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Le d\u00e9fi : qualit\u00e9 des donn\u00e9es, silos et absence de contexte<\/h3>\n<\/div>\n\n<div class=\"container media-text  alignwide\">\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Formate.png\" alt=\"Paysages de donn\u00e9es fragment\u00e9s\" class=\"wp-image-25608 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Formate.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Formate-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Formate-86x86.png 86w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-black-color has-text-color has-link-color wp-elements-3063e9c0034ba0029caf00cd72872bbc\">Paysages de donn\u00e9es fragment\u00e9s<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">Dans la production, les donn\u00e9es sont g\u00e9n\u00e9r\u00e9es par diff\u00e9rents syst\u00e8mes : Capteurs, API, SCADA, Historian, MES, ERP, LIMS &#8211; chaque source a son propre format, protocole et mod\u00e8le de donn\u00e9es. Cette fragmentation rend difficile une vision globale de l&#8217;\u00e9tat des machines ou des processus de production.  <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">R\u00e9sultat : les analyses se basent sur des points de donn\u00e9es isol\u00e9s plut\u00f4t que sur une vue d&#8217;ensemble coh\u00e9rente.<\/p>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  alignwide\">\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Kontext.png\" alt=\"Absence de contextualisation des donn\u00e9es\" class=\"wp-image-25620 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Kontext.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Kontext-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-Kontext-86x86.png 86w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-black-color has-text-color has-link-color wp-elements-32fefb18f6a4c6291501de28fc002d4a\">Absence de contextualisation des donn\u00e9es<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">De nombreuses usines collectent assid\u00fbment des donn\u00e9es de capteurs et remplissent des lacs de donn\u00e9es. Mais m\u00eame avec un stockage centralis\u00e9, les experts en donn\u00e9es passent souvent la majeure partie de leur temps \u00e0 chercher, pr\u00e9parer et v\u00e9rifier les informations. Les donn\u00e9es sont certes techniquement disponibles, mais elles sont isol\u00e9es, sans lien avec la machine, le processus ou le moment, et ne sont donc gu\u00e8re exploitables.   <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">Seule une contextualisation pr\u00e9cise &#8211; c&#8217;est-\u00e0-dire l&#8217;enrichissement par des m\u00e9tadonn\u00e9es telles que le nom de l&#8217;installation, l&#8217;\u00e9tat de l&#8217;exploitation ou le lot de produits &#8211; permet d&#8217;obtenir une image globale.<\/p>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  alignwide\">\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-IT-OT-Silo.png\" alt=\"OT\/IT-Silos\" class=\"wp-image-25616 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-IT-OT-Silo.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-IT-OT-Silo-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Novotek_DataOps-IT-OT-Silo-86x86.png 86w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-black-color has-text-color has-link-color wp-elements-b5fe405d1ca8e0146e9605b26042707e\">OT\/IT-Silos<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">De nombreuses entreprises restent confront\u00e9es au d\u00e9fi de combiner judicieusement la technique op\u00e9rationnelle (OT) et la technologie de l&#8217;information (IT). Alors que les donn\u00e9es des machines restent souvent dans les syst\u00e8mes SCADA, les donn\u00e9es de qualit\u00e9 et de processus sont saisies s\u00e9par\u00e9ment dans l&#8217;IT &#8211; une coexistence qui entra\u00eene une double conservation des donn\u00e9es, des ruptures de m\u00e9dias et une disponibilit\u00e9 limit\u00e9e. <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">Parall\u00e8lement, le besoin de donn\u00e9es int\u00e9gr\u00e9es en temps r\u00e9el augmente. Mais dans les environnements de production sensibles notamment, de nombreuses entreprises h\u00e9sitent \u00e0 mettre en \u0153uvre cette solution, par crainte d&#8217;un acc\u00e8s incontr\u00f4l\u00e9 ou de nouvelles surfaces d&#8217;attaque. <\/p>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"dataops\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-vivid-red-color has-text-color has-link-color has-medium-font-size wp-elements-17613ba7dd40b82505ec1d41ef24cc94\" id=\"maschinenanbindung\" style=\"font-style:normal;font-weight:500;text-transform:uppercase\">Industrial DataOps<\/h4>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Une approche m\u00e9thodologique de la fourniture de donn\u00e9es industrielles<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Industrial DataOps est un concept issu du d\u00e9veloppement de logiciels et adapt\u00e9 \u00e0 la mise \u00e0 disposition de donn\u00e9es industrielles. Il combine des principes issus de DevOps, des m\u00e9thodes agiles, de la fabrication all\u00e9g\u00e9e et de la gestion des donn\u00e9es afin de cr\u00e9er des<strong> pipelines de donn\u00e9es rapides, fiables et reproductibles<\/strong>. <\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"342\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/DataOps.png\" alt=\"Le principe de DataOps\" class=\"wp-image-25628\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/DataOps.png 600w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/DataOps-300x171.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/DataOps-86x49.png 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/DataOps-306x174.png 306w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"pipelines\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Cr\u00e9ation de valeur continue gr\u00e2ce \u00e0 des pipelines de donn\u00e9es structur\u00e9s<\/h3>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>La mise \u00e0 disposition de donn\u00e9es n&#8217;est pas un projet unique, mais un processus continu qui doit s&#8217;adapter avec souplesse aux nouvelles exigences. Une approche qui a fait ses preuves suit un mod\u00e8le cyclique en huit phases, dont nous aimerions souligner quatre en particulier. <\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container media-text  alignwide\">\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/education-icon.png\" alt=\"\" class=\"wp-image-22158 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/education-icon.png 500w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/education-icon-300x300.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/education-icon-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/education-icon-86x86.png 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/education-icon-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-black-color has-text-color has-link-color wp-elements-1495d8bf5bc38668749849490ee46e0a\">Plan &#8211; comprendre et structurer les besoins en donn\u00e9es<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">Tout commence par une analyse : quelles sont les sources de donn\u00e9es n\u00e9cessaires ? Quels sont les processus commerciaux qui doivent \u00eatre pris en charge ? Au cours de cette phase, les exigences en mati\u00e8re de donn\u00e9es sont d\u00e9finies, les mod\u00e8les de donn\u00e9es sont planifi\u00e9s et les responsabilit\u00e9s sont clarifi\u00e9es &#8211; toujours dans l&#8217;optique de l&#8217;\u00e9volutivit\u00e9 et de la maintenabilit\u00e9.  <\/p>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  alignwide\">\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/big-data-icon.png\" alt=\"\" class=\"wp-image-21195 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/big-data-icon.png 500w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/big-data-icon-300x300.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/big-data-icon-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/big-data-icon-86x86.png 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/big-data-icon-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-black-color has-text-color has-link-color wp-elements-abf9deb971f05175da1a1193b3df9438\">Build &#8211; Mod\u00e9liser et int\u00e9grer les pipelines de donn\u00e9es<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">Sur la base de la planification, les connexions de donn\u00e9es sont \u00e9tablies, les sources int\u00e9gr\u00e9es et les flux de donn\u00e9es configur\u00e9s. C&#8217;est l\u00e0 qu&#8217;interviennent les outils permettant de mettre en \u0153uvre des mod\u00e8les de donn\u00e9es structur\u00e9s, des contextes et des transformations &#8211; id\u00e9alement en low code et de mani\u00e8re automatis\u00e9e. <\/p>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  alignwide\">\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/automation-icon.png\" alt=\"\" class=\"wp-image-22162 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/automation-icon.png 500w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/automation-icon-300x300.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/automation-icon-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/automation-icon-86x86.png 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/automation-icon-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-black-color has-text-color has-link-color wp-elements-909cf1edb78c978aa3e6757df2a7295c\">Release &#8211; Pr\u00e9parer les produits de donn\u00e9es et les rendre disponibles<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">D\u00e8s que les donn\u00e9es sont coh\u00e9rentes et contextualis\u00e9es, elles sont transmises aux syst\u00e8mes cibles : Tableaux de bord, mod\u00e8les d&#8217;intelligence artificielle, entrep\u00f4ts de donn\u00e9es ou syst\u00e8mes de production. L&#8217;assurance qualit\u00e9 est alors importante : la validation, le contr\u00f4le des versions et la gouvernance font partie int\u00e9grante de la phase de release. <\/p>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container media-text  alignwide\">\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/versionskontrolle-icon-rg.png\" alt=\"\" class=\"wp-image-21495 size-full\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/versionskontrolle-icon-rg.png 500w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/versionskontrolle-icon-rg-300x300.png 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/versionskontrolle-icon-rg-150x150.png 150w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/versionskontrolle-icon-rg-86x86.png 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/versionskontrolle-icon-rg-306x306.png 306w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure><div class=\"wp-block-media-text__content\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-black-color has-text-color has-link-color wp-elements-78e7371da0d89b05a1e19820c8db19b2\">Monitor &#8211; Surveiller, adapter, optimiser<\/h4>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p id=\"architektur\">Les pipelines de donn\u00e9es doivent pouvoir \u00e9voluer : nouvelles machines, nouvelles exigences, interfaces modifi\u00e9es. C&#8217;est pourquoi le monitoring est un \u00e9l\u00e9ment central de DataOps. Les sources d&#8217;erreur sont identifi\u00e9es, les processus sont adapt\u00e9s &#8211; et le cycle recommence.  <\/p>\n<\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"vorteile\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n  <div class=\"slider-column-parent\">\n    <div class=\"container\">\n      <div class=\"slider-column-title\">Avantages d&#8217;une approche DataOps pour la production<\/div>\n\n      <div class=\"row\">\n        <div class=\"col-12 col-md-4\"><div class=\"column-box\">\n  \n      <div class=\"title\">\n      \u00e9volutivit\u00e9    <\/div>\n  \n      <div class=\"text\">\n      <p>Les nouvelles machines, lignes ou sources de donn\u00e9es peuvent \u00eatre connect\u00e9es sans nouvelle impl\u00e9mentation.<\/p>\n    <\/div>\n  \n  \n  <\/div>\n\n<\/div><div class=\"col-12 col-md-4\"><div class=\"column-box\">\n  \n      <div class=\"title\">\n      qualit\u00e9 des donn\u00e9es    <\/div>\n  \n      <div class=\"text\">\n      <p>Les validations, les contr\u00f4les de type et les r\u00e8gles automatis\u00e9es garantissent la coh\u00e9rence des donn\u00e9es.<\/p>\n    <\/div>\n  \n  \n  <\/div>\n\n<\/div><div class=\"col-12 col-md-4\"><div class=\"column-box\">\n  \n      <div class=\"title\">\n      s\u00e9curit\u00e9 pour l&#8217;avenir    <\/div>\n  \n      <div class=\"text\">\n      <p>Un mod\u00e8le de donn\u00e9es centralis\u00e9 facilite l&#8217;int\u00e9gration de nouvelles solutions d&#8217;IA ou d&#8217;analyse.<\/p>\n    <\/div>\n  \n  \n  <\/div>\n\n<\/div>      <\/div>\n    <\/div>\n  <\/div>\n\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"datenchaos\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Industrial DataOps transforme le chaos des donn\u00e9es en structures \u00e9volutives<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Les plateformes industrielles modernes de DataOps relient diff\u00e9rentes sources de donn\u00e9es OT et IT via des interfaces standardis\u00e9es. Les donn\u00e9es sont trait\u00e9es dans un syst\u00e8me edge, enrichies d&#8217;informations contextuelles et transmises de mani\u00e8re structur\u00e9e &#8211; aussi bien \u00e0 des syst\u00e8mes locaux comme les SCADA ou les MES qu&#8217;\u00e0 des plateformes cloud modernes pour des analyses ou des applications d&#8217;intelligence artificielle. <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Gr\u00e2ce \u00e0 des fonctions telles que l&#8217;attribution de points de donn\u00e9es (mapping), la reconnaissance automatique des types de donn\u00e9es, la synchronisation temporelle des flux de donn\u00e9es et l&#8217;enrichissement avec des informations contextuelles, on obtient un pipeline continu. Ce pipeline fournit des donn\u00e9es fiables et structur\u00e9es pour des applications modernes telles que les mod\u00e8les d&#8217;intelligence artificielle, les jumeaux num\u00e9riques ou les circuits de contr\u00f4le automatis\u00e9s. <\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Un tel syst\u00e8me transforme les donn\u00e9es incompl\u00e8tes, doubles ou dispers\u00e9es en une structure de donn\u00e9es fiable et connectable &#8211; une base importante pour tout type d&#8217;optimisation bas\u00e9e sur les donn\u00e9es dans l&#8217;industrie.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"webinar\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md cover  alignfull\">\n<div class=\"wp-block-cover alignfull\" style=\"margin-top:0;padding-top:5vw;padding-right:5vw;padding-bottom:5vw;padding-left:5vw\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"550\" class=\"wp-block-cover__image-background wp-image-23505\" alt=\"\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver.jpg 1920w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-300x86.jpg 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-1024x293.jpg 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-768x220.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-1536x440.jpg 1536w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-86x25.jpg 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-306x88.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-636x182.jpg 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/header-landingpage-kepserver-1632x468.jpg 1632w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-90 has-background-dim\" style=\"background-color:#1e2f39\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\"><div class=\"container-md group  alignwide\">\n<div class=\"wp-block-group alignwide\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md paragraph  alignleft\">\n<p class=\"has-text-align-left has-vivid-red-color has-text-color has-link-color has-medium-font-size wp-elements-4d44c0aa0103568490f649f437164cc3\" style=\"font-style:normal;font-weight:500;line-height:.9;text-transform:uppercase\">Use Case<\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\" style=\"text-transform:none\">Virtual Conference: DataOps &amp; digital Transformation<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p style=\"font-style:normal;font-weight:600\">D\u00e9couvrez comment une entreprise innovante utilise les DataOps et les architectures modernes pour r\u00e9ussir sa transformation num\u00e9rique &#8211; des aper\u00e7us directement issus de la pratique.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><em>Organis\u00e9 par IIoT World ; sponsoris\u00e9 par HighByte.<\/em><\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-white-color has-text-color has-link-color wp-elements-be47aa81d217fd7a7fca46f34bd9ea08\"><a href=\"https:\/\/www.youtube.com\/watch?v=uz9QowApP5E&amp;list=PLj-ej4J89GKQJmK5gFMf1ubIyJl6biyRC&amp;index=5&amp;t=2s\" target=\"_blank\" rel=\"noreferrer noopener\">\ud83d\udc49 Regarder maintenant la vid\u00e9o de HighByte, Lindt &amp; IIoT World<\/a><\/p>\n<\/div><\/div>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"fazit\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-vivid-red-color has-text-color has-link-color has-medium-font-size wp-elements-f0d49a81f98700a5309332f38220c293\" id=\"maschinenanbindung\" style=\"font-style:normal;font-weight:500;text-transform:uppercase\">Conclusion<\/h4>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Pour r\u00e9ussir \u00e0 utiliser l&#8217;IA dans la production, il faut d&#8217;abord ma\u00eetriser ses donn\u00e9es !<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>L&#8217;engouement pour l&#8217;intelligence artificielle dans l&#8217;industrie est grand &#8211; mais sans une base de donn\u00e9es solide, contextualis\u00e9e et int\u00e9gr\u00e9e, elle reste une pure fiction. Les entreprises qui introduisent l&#8217;IA sans une strat\u00e9gie DataOps r\u00e9fl\u00e9chie investissent dans des solutions fictives. Il faut des structures de donn\u00e9es standardis\u00e9es et mod\u00e9lis\u00e9es s\u00e9mantiquement pour obtenir des connaissances r\u00e9elles \u00e0 partir des donn\u00e9es. Ce n&#8217;est qu&#8217;en ma\u00eetrisant les flux de donn\u00e9es, en \u00e9tablissant un contexte de mani\u00e8re automatis\u00e9e et en supprimant syst\u00e9matiquement les silos que l&#8217;on cr\u00e9e les conditions n\u00e9cessaires \u00e0 des applications d&#8217;IA \u00e9volutives, fiables et cr\u00e9atrices de valeur dans la production.   <\/p>\n<\/div>\n\n<div class=\"container-md group  alignfull\">\n<div class=\"wp-block-group alignfull\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"container-md spacer  \">\n<div style=\"height:150px\" aria-hidden=\"true\" id=\"mehr\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">En savoir plus sur DataOps &amp; Co.<strong>  &gt;<\/strong><\/h2>\n<\/div><\/div>\n<\/div><\/div>\n\n<div class=\"posts-columns \">\n  <div class=\"container\">\n  <div class=\"row\">\n    <div class=\"col-12 col-md-4\">\n<article class=\"basic \">\n    <div class=\"image\">\n      <a href=\"https:\/\/www.novotek.com\/ch\/fr\/insight\/architecture-de-donnees-industrielle-10-etapes-pour-une-solution-evolutive\/\">\n                  <img loading=\"lazy\" decoding=\"async\" width=\"306\" height=\"172\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/industrielle-datenarchitektur-intelligence-hub-1.jpg.webp\" class=\"attachment-sm size-sm\" alt=\"\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/industrielle-datenarchitektur-intelligence-hub-1.jpg.webp 392w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/industrielle-datenarchitektur-intelligence-hub-1-300x168.jpg.webp 300w\" sizes=\"auto, (max-width: 306px) 100vw, 306px\" \/>              <\/a>\n    <\/div>\n\n    <div>\n              <h4>L&#8217;architecture industrielle de donn\u00e9es en 10 \u00e9tapes<\/h4>\n      \n              <p>L&#8217;architecture industrielle des donn\u00e9es n\u00e9cessite la coordination des personnes, des processus et des technologies dans le monde entier. Lisez comment faire !<\/p>\n      \n      <div>\n        <a href=\"https:\/\/www.novotek.com\/ch\/fr\/insight\/architecture-de-donnees-industrielle-10-etapes-pour-une-solution-evolutive\/\">\n          Lire plus        <\/a>\n      <\/div>\n    <\/div>\n<\/article>\n<\/div><div class=\"col-12 col-md-4\">\n<article class=\"basic \">\n    <div class=\"image\">\n      <a href=\"https:\/\/www.novotek.com\/ch\/fr\/insight\/mqtt-protocole-de-messagerie-legere-publish-subscribe\/\">\n                  <img loading=\"lazy\" decoding=\"async\" width=\"306\" height=\"161\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/mqtt-logo_mitte-1.jpg.webp\" class=\"attachment-sm size-sm\" alt=\"\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/mqtt-logo_mitte-1.jpg.webp 1000w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/mqtt-logo_mitte-1-300x158.jpg.webp 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/mqtt-logo_mitte-1-768x405.jpg.webp 768w\" sizes=\"auto, (max-width: 306px) 100vw, 306px\" \/>              <\/a>\n    <\/div>\n\n    <div>\n              <h4>MQTT &#8211; Protocole de messagerie l\u00e9g\u00e8re Publish\/Subscribe<\/h4>\n      \n              <p>Ce protocole populaire est particuli\u00e8rement adapt\u00e9 au transfert de donn\u00e9es depuis des appareils physiques vers le cloud.<\/p>\n      \n      <div>\n        <a href=\"https:\/\/www.novotek.com\/ch\/fr\/insight\/mqtt-protocole-de-messagerie-legere-publish-subscribe\/\">\n          Lire plus        <\/a>\n      <\/div>\n    <\/div>\n<\/article>\n<\/div><div class=\"col-12 col-md-4\">\n<article class=\"basic \">\n    <div class=\"image\">\n      <a href=\"https:\/\/www.novotek.com\/ch\/fr\/insight\/lespace-de-noms-unifie-explique-fonctionnement-avantages-pour-lindustrie\/\">\n                  <img loading=\"lazy\" decoding=\"async\" width=\"306\" height=\"234\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/UNS_insight_frontpage_preview-1-306x234.jpg.webp\" class=\"attachment-sm size-sm\" alt=\"\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/UNS_insight_frontpage_preview-1-306x234.jpg.webp 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/UNS_insight_frontpage_preview-1-300x230.jpg.webp 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/UNS_insight_frontpage_preview-1-86x66.jpg.webp 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/UNS_insight_frontpage_preview-1.jpg.webp 392w\" sizes=\"auto, (max-width: 306px) 100vw, 306px\" \/>              <\/a>\n    <\/div>\n\n    <div>\n              <h4>Unified Namespace expliqu\u00e9 &#8211; fonctionnement &amp; avantages pour l&#8217;industrie<\/h4>\n      \n              <p>L&#8217;espace de noms unifi\u00e9 (UNS) cr\u00e9e une structure de donn\u00e9es centrale pour une communication transparente et un traitement des donn\u00e9es en temps r\u00e9el. Les processus de production peuvent ainsi \u00eatre optimis\u00e9s et les technologies modernes mieux int\u00e9gr\u00e9es.<\/p>\n      \n      <div>\n        <a href=\"https:\/\/www.novotek.com\/ch\/fr\/insight\/lespace-de-noms-unifie-explique-fonctionnement-avantages-pour-lindustrie\/\">\n          Lire plus        <\/a>\n      <\/div>\n    <\/div>\n<\/article>\n<\/div>  <\/div>\n\n  <\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>L&#8217;intelligence artificielle dans la production a besoin de donn\u00e9es propres. D\u00e9couvrez pourquoi le contexte, la structure et la connexion des donn\u00e9es sont d\u00e9cisifs &#8211; et comment construire correctement les fondations de vos donn\u00e9es. <\/p>\n","protected":false},"featured_media":0,"template":"","insight_category":[46],"class_list":["post-25595","insights","type-insights","status-publish","hentry","insight_category-konnektivitaet"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Mise en r\u00e9seau des donn\u00e9es en production<\/title>\n<meta name=\"description\" content=\"L&#039;IA dans la production a besoin de donn\u00e9es propres. 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