{"id":9543,"date":"2021-11-11T15:09:18","date_gmt":"2021-11-11T15:09:18","guid":{"rendered":"https:\/\/direc.dk\/embedded-ai\/"},"modified":"2025-10-20T12:52:34","modified_gmt":"2025-10-20T12:52:34","slug":"embedded-ai","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/embedded-ai\/","title":{"rendered":"Embedded AI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9543\" class=\"elementor elementor-9543 elementor-9487\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6c98716 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-full_width elementor-section-height-default\" data-id=\"6c98716\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;triangle&quot;,&quot;shape_divider_bottom_negative&quot;:&quot;yes&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"true\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M500.2,94.7L0,0v100h1000V0L500.2,94.7z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a93b17b\" data-id=\"a93b17b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-939e601 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"939e601\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-13fe877\" data-id=\"13fe877\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-989dc7d elementor-widget elementor-widget-heading\" data-id=\"989dc7d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">DIREC-projekt<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bef935f animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"bef935f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Embedded AI<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3ff90a9\" data-id=\"3ff90a9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-289d4813 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"289d4813\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-45bf136c\" data-id=\"45bf136c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-69f4aef5 elementor-widget elementor-widget-heading\" data-id=\"69f4aef5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Resum\u00e9<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1c71a05b\" data-id=\"1c71a05b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-27e25db2 elementor-widget elementor-widget-text-editor\" data-id=\"27e25db2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AI er i \u00f8jeblikket afh\u00e6ngig af store datacentre og centraliserede systemer, hvilket n\u00f8dvendigg\u00f8r databev\u00e6gelse til algoritmer. For at im\u00f8deg\u00e5 denne begr\u00e6nsning udvikler AI sig mod et decentraliseret netv\u00e6rk af enheder, der bringer algoritmerne direkte til dataene. Dette skift, muliggjort af algoritmisk smidighed og autonom datadiscovery, vil reducere behovet for h\u00f8j-b\u00e5ndbreddeforbindelse og forbedre datasikkerhed og privatliv, hvilket letter realtids edge-l\u00e6ring. Denne transformation drives af integrationen af AI og IoT, som danner &#8220;Artificial Intelligence of Things&#8221; (AIoT), og fremkomsten af Embedded AI (eAI), der behandler data p\u00e5 edge-enheder fremfor i skyen.<\/p>\n<p>Embedded AI tilbyder \u00f8get reaktionshastighed, funktionalitet, sikkerhed og privatliv. Dog kr\u00e6ver det, at ingeni\u00f8rer udvikler nye f\u00e6rdigheder inden for indlejrede systemer. Virksomheder ans\u00e6tter dataspecialister for at udnytte AI til at optimere produkter og tjenester i forskellige industrier. Dette projekt sigter mod at udvikle v\u00e6rkt\u00f8jer og metoder til at overf\u00f8re AI fra skyen til edge-enheder, demonstreret gennem industrielle anvendelsestilf\u00e6lde.<\/p>\n<p><strong>Projektperiode:<\/strong> 2022-2024<br \/><strong>Budget:<\/strong> DKK 16,2 millioner<\/p>\n<p><strong>Projektleder<\/strong><\/p>\n<ul>\n<li>Professor Xenofon Fafoutis<\/li>\n<li>Department of Applied Mathematics and Computer Science, DTU<\/li>\n<li>xefa@dtu.dk<\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-317c9cb5 elementor-widget elementor-widget-toggle\" data-id=\"317c9cb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8301\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-8301\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Mere info (p\u00e5 engelsk)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-8301\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-8301\"><p>AI is currently limited by the need for massive data centres and centralized architectures, as well as the need to move this data to algorithms. To overcome this key limitation, AI will evolve from today\u2019s highly structured, controlled, and centralized architecture to a more flexible, adaptive, and distributed network of devices. This transformation will bring algorithms to the data, made possible by algorithmic agility and autonomous data discovery, and it will drastically reduce the need for high-bandwidth connectivity, which is required to transport massive data sets and eliminate any potential sacrifice of the data\u2019s security and privacy. Furthermore, it will eventually allow true real-time learning at the edge.<\/p>\n<p>This transformation is enabled by the merging of AI and IoT into \u201cArtificial Intelligence of Things\u201d (AIoT), and has created an emerging sector of Embedded AI (eAI), where all or parts of the AI processing are done on the sensor devices at the edge, rather than sent to the cloud. The major drivers for Embedded AI are increased responsiveness and functionality, reduced data transfer, and increased resilience, security, and privacy. To deliver these benefits, development engineers need to acquire new skills in embedded development and systems design.<\/p>\n<p>To enter and compete in the AI era, companies are hiring data scientists to build expertise in AI and create value from data. This is true for many companies developing embedded systems, for instance, to control water, heat, and air flow in large facilities, large ship engines, or industrial robots, all with the aim of optimizing their products and services. However, there is a challenging gap between programming AI in the cloud using tools like Tensorflow, and programming at the edge, where resources are extremely constrained. This project will develop methods and tools to migrate AI algorithms from the cloud to a distributed network of AI-enabled edge-devices. The methods will be demonstrated on several use cases from the industrial partners.<\/p>\n<p><strong>Research problems and aims<\/strong><br \/>In a traditional, centralized AI architecture, all the technology blocks would be combined in the cloud or at a single cluster (Edge computing) to enable AI. Data collected by IoT, i.e., individual edge-devices, will be sent towards the cloud. To limit the amount of data needed to be sent, data aggregation may be performed along the way to the cloud. The AI stack, the training, and the later inference, will be performed in the cloud, and results for actions will be transferred back to the relevant edge-devices. While the cloud provides complex AI algorithms which can analyse huge datasets fast and efficiently, it cannot deliver true real-time response and data security and privacy may be challenged.<\/p>\n<p>When it comes to Embedded AI, where AI algorithms are moved to the edge, there is a need to transform the foundation of the AI Stack by enabling transformational advances, algorithmic agility and distributed processing will enable AI to perceive and learn in real-time by mirroring critical AI functions across multiple disparate systems, platforms, sensors, and devices operating at the edge. We propose to address these challenges in the following steps, starting with single edge-devices.<\/p>\n<ol>\n<li>Tiny inference engines &#8211; Algorithmic agility of the inference engines will require new AI algorithms and new processing architectures and connectivity. We will explore suitable microcontroller architectures and reconfigurable platform technologies, such as Microchip\u2019s low power FPGA\u2019s, for implementing optimized inference engines. Focus will be on achieving real-time performance and robustness. This will be tested on cases from the industry partners.<\/li>\n<li>\u00b5Brains \u2013 Extending the edge-devices from pure inference engines to also provide local learning. This will allow local devices to provide continuous improvements. We will explore suitable reconfigurable platform technologies with ultra-low power consumption, such as Renesas\u2019 DRP\u2019s using 1\/10 of the power budget of current solutions, and Microchip\u2019s low power FPGA\u2019s for optimizing neural networks. Focus will be on ensuring the performance, scheduling, and resource allocation of the new AI algorithms running on very resource constrained edge-devices.<\/li>\n<li>Collective intelligence &#8211; The full potential of Embedded AI will require distributed algorithmic processing of the AI algorithms. This will be based on federated learning and computing (microelectronics) optimized for neural networks, but new models of distributed systems and stochastic analysis, is necessary to ensure the performance, prioritization, scheduling, resource allocation, and security of the new AI algorithms\u2014especially with the very dynamic and opportunistic communications associated with IoT.<\/li>\n<\/ol>\n<p>The expected outcome is an AI framework which supports autonomous discovery and processing of disparate data from a distributed collection of AI-enabled edge-devices. All three presented steps will be tested on cases from the industry partners.<\/p>\n<p><strong>Value Creation<\/strong><br \/>Deep neural networks have changed the capabilities of machine learning reaching higher accuracy than hitherto. They are in all cases learning from unstructured data now the de facto standard. These networks often include millions of parameters and may take months to train on dedicated hardware in terms of GPUs in the cloud. This has resulted in high demand of data scientists with AI skills and hence, an increased demand for educating such profiles. However, an increased use of IoT to collect data at the edge has created a wish for training and executing deep neural networks at the edge rather than transferring all data to the cloud for processing. As IoT end- or edge devices are characterized by low memory, low processing power, and low energy (powered by battery or energy harvesting), training or executing deep neural networks is considered infeasible. However, developing dedicated accelerators, novel hardware circuits, and architectures, or executing smaller discretized networks may provide feasible solutions for the edge.<\/p>\n<p>The academic partners DTU, KU, AU, and CBS, will not only create scientific value from the results disseminated through the four PhDs, but will also create important knowledge, experience, and real-life cases to be included in the education, and hence, create capacity building in this important merging field of embedded AI or AIoT.<\/p>\n<p>The industry partners Indesmatech, Grundfos, MAN ES, and VELUX are all strong examples of companies who will benefit from mastering embedded AI, i.e., being able to select the right tools and execution platforms for implementing and deploying embedded AI in their products.<\/p>\n<ul>\n<li>Indesmatech expect to gain leading edge knowledge about how AI can be implemented on various chip processing platforms, with a focus on finding the best and most efficient path to build cost and performance effective industrial solutions across industries as their customers are represented from most industries.<\/li>\n<li>Grundfos will create value in applications like condition monitoring of pump and pump systems, predictive maintenance, heat energy optimization in buildings and waste-water treatment where very complex tasks can be optimized significant by AI. The possibility to deploy embedded AI directly on low cost and low power End and Edge devices instead of large cloud platforms, will give Grundfos a significant competitive advantage by reducing total energy consumption, data traffic, product cost, while at the same time increase real time application performance and secure customers data privacy.<\/li>\n<li>MAN ES will create value from using embedded AI to predict problems faster than today.\u202fFeatures such as condition monitoring and dynamic engine optimization will give MAN ES competitive advantages, and the\u202fexploitation of embedded AI together with their large amount of data\u202fcollected in the cloud will\u202fin the long run create marked advantages for MAN ES.<\/li>\n<\/ul>\n<p>VELUX will increase their competitive edge by attaining a better understanding of the ability to implement the right level of embedded AI into their products. The design of new digital smart products with embedded intelligence, will create value from driving the digital product transformation of VELUX.<\/p>\n<p>The four companies represent a general trend where several\u202findustries depend on their ability to develop, design and engineer high tech products with software, sensors and electronic solutions as embedded systems to their core products. Notably firms in the machine sub-industry of manufacturers of pumps, windmills and motors, and companies in the electronics industry, which are manufacturing computer and communication equipment and other electronic equipment. These industries have very high export with an 80 percent export share of total sales.<\/p>\n<p>Digital and electronics solutions compose a very high share of the value added. In total, the machine sub-industry&#8217;s more than 250 companies and the electronics industry&#8217;s more than 500 companies in total exported equipment worth 100 billion DKK in 2020 and had more than 38.000 employees.[1]\u202fThe majority of\u202felectronics educated have a master\u2019s or bachelor\u2019s degree in engineering and the share of engineers has risen since 2008.[2]<\/p>\n<p>Digitalization, IoT and AI are data driven and a large volume of data will have economic and environmental impact.\u202fAI\u202fwill increase the demand for computing, which today depends on major providers of cloud services and transfer of data. The operating costs of energy related to this will increase, and according to EU\u2019s Joint Research Center (JRC), it will account for 3-4 percent of Europe&#8217;s total energy consumption[3]. Thus, less energy consuming and less costly solutions, are needed. The EU-Commission find that fundamental new data processing technologies encompassing the edge\u202fare\u202frequired. Embedded AI will make this possible by moving computing to sensors where data is generated, instead of moving data to computing.\u202f[4]All in all, the rising demand and need for these new high-tech solutions calls for development of Embedded AI capabilities and will have a positive impact on Danish industries, in terms of growth and job-creation.<\/p>\n<p>[1]\u202fCalculations on data from Statistics Denmark,\u202fStatistikbanken, tables: FIKS33; GF2<br \/>[2]\u202f&#8221;Elektronik-giver-beskaftigelse-i-mange-brancher&#8221; DI Digital, 2021<br \/>[3]\u202fArtificial Intelligence, A European Perspective\u201d, JRC, EUR 29425, 2018<br \/>[4]\u202f\u201c2030 Digital Compass, The European way for the Digital Decade\u201d, EU Commission, 2021<\/p>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-37c33ab6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"37c33ab6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4167aef6\" data-id=\"4167aef6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3d3a0a elementor-widget elementor-widget-heading\" data-id=\"f3d3a0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">V\u00e6rdi<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-79a55f87\" data-id=\"79a55f87\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-53106fa2 elementor-widget elementor-widget-text-editor\" data-id=\"53106fa2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Projektet skaber ikke kun videnskabelig v\u00e6rdi gennem de resultater, der formidles gennem de fire ph.d.-studerende, men vil ogs\u00e5 skabe vigtig viden, erfaring og virkelige eksempler, der kan indg\u00e5 i uddannelse, og dermed skabe kapacitetsopbygning inden for dette vigtige nye omr\u00e5de af embedded AI eller AIoT.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-70e81992 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-stretched elementor-section-boxed elementor-section-height-default\" data-id=\"70e81992\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-df424ed\" data-id=\"df424ed\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1cc8e0b3 animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"1cc8e0b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Insights<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-484c6b7d elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"484c6b7d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5b9b1fff\" data-id=\"5b9b1fff\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6ee0c3e0 elementor-widget__width-initial elementor-widget elementor-widget-eael-post-list\" data-id=\"6ee0c3e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-post-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eael-post-list-container default layout-default\"><div class=\"eael-post-list-wrap\"><div class=\"eael-post-list-posts-wrap eael-post-appender eael-post-appender-6ee0c3e0\"><div class=\"eael-post-list-post \"><div class=\"eael-post-list-thumbnail \"><a href=\"https:\/\/direc.dk\/da\/industri-og-forskere-skal-flytte-ai-fra-skyen-og-ud-til-iot-enhederne\/\">\n                            <img decoding=\"async\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/12\/Embedded-AI_nyhed_lilleD.jpg\" alt=\"\">\n                        <\/a><\/div><div class=\"eael-post-list-content\"><h2 class=\"eael-post-list-title\"><a href=\"https:\/\/direc.dk\/da\/industri-og-forskere-skal-flytte-ai-fra-skyen-og-ud-til-iot-enhederne\/\" >Industri og forskere skal flytte AI fra skyen og ud til IoT-enhederne<\/a><\/h2><div class=\"meta\"><span class=\"eael-post-published-date\"><i class=\"far fa-calendar-alt\"><\/i> 13. december 2021<\/span><\/div><\/div><\/div><\/div><\/div>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5a560b2d\" data-id=\"5a560b2d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-cb5676e elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-stretched elementor-section-boxed elementor-section-height-default\" data-id=\"cb5676e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-11a8e52\" data-id=\"11a8e52\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cf12fb3 animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"cf12fb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Rapporter<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ce8def0 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce8def0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-81c4460\" data-id=\"81c4460\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bb016ef elementor-widget elementor-widget-image\" data-id=\"bb016ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/direc.dk\/da\/data-ecosystems\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"400\" height=\"571\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Data-Ecosystems_report.jpg\" class=\"attachment-large size-large wp-image-30294\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Data-Ecosystems_report.jpg 400w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Data-Ecosystems_report-210x300.jpg 210w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-238d91e\" data-id=\"238d91e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4b857bd elementor-widget elementor-widget-image\" data-id=\"4b857bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/direc.dk\/da\/business-models-for-aiot\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"500\" height=\"714\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Business-models-for-AIOT_report.jpg\" class=\"attachment-large size-large wp-image-30296\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Business-models-for-AIOT_report.jpg 500w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Business-models-for-AIOT_report-210x300.jpg 210w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-a87aa8d\" data-id=\"a87aa8d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-a2c949b\" data-id=\"a2c949b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-72b69b69 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-stretched elementor-section-boxed elementor-section-height-default\" data-id=\"72b69b69\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-68c135d\" data-id=\"68c135d\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9be1c7f animated-fast elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"9be1c7f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Partnere<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-3949f69 elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3949f69\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-cdfd2ee\" data-id=\"cdfd2ee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3bd71bd elementor-widget elementor-widget-image\" data-id=\"3bd71bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"369\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Grundfos.png\" class=\"attachment-large size-large wp-image-9520\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Grundfos.png 972w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Grundfos-300x138.png 300w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Grundfos-768x354.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-b357331\" data-id=\"b357331\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8e4a323 elementor-widget elementor-widget-image\" data-id=\"8e4a323\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"125\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Indesmatech_logo.png\" class=\"attachment-large size-large wp-image-9522\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Indesmatech_logo.png 800w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Indesmatech_logo-300x47.png 300w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Indesmatech_logo-768x120.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-5030c11\" data-id=\"5030c11\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14c0599 elementor-widget elementor-widget-image\" data-id=\"14c0599\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"304\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Man-Energy-Solutions_logo.jpg\" class=\"attachment-large size-large wp-image-9527\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Man-Energy-Solutions_logo.jpg 759w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Man-Energy-Solutions_logo-300x120.jpg 300w\" sizes=\"(max-width: 759px) 100vw, 759px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-8fff0d2\" data-id=\"8fff0d2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-da77cd3 elementor-widget elementor-widget-image\" data-id=\"da77cd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Velux_logo-1024x341.jpg\" class=\"attachment-large size-large wp-image-9530\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Velux_logo-1024x341.jpg 1024w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Velux_logo-300x100.jpg 300w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Velux_logo-768x256.jpg 768w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/11\/Velux_logo.jpg 1181w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-inner-section elementor-element elementor-element-740ecc3 elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"740ecc3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-e0bfeb3\" data-id=\"e0bfeb3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-0fa3980\" data-id=\"0fa3980\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-93b2101 elementor-widget elementor-widget-image\" data-id=\"93b2101\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"468\" height=\"683\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/02\/DTU-logo-red.png\" class=\"attachment-large size-large wp-image-5991\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2021\/02\/DTU-logo-red.png 468w, https:\/\/direc.dk\/wp-content\/uploads\/2021\/02\/DTU-logo-red-206x300.png 206w\" sizes=\"(max-width: 468px) 100vw, 468px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-7f81d36\" data-id=\"7f81d36\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c8c4c6d elementor-widget elementor-widget-image\" data-id=\"c8c4c6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"88\" src=\"https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-1024x113.png\" class=\"attachment-large size-large wp-image-7712\" alt=\"\" srcset=\"https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-1024x113.png 1024w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-300x33.png 300w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-768x85.png 768w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-1536x170.png 1536w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-2048x226.png 2048w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-1200x133.png 1200w, https:\/\/direc.dk\/wp-content\/uploads\/2020\/11\/cbs_logo_horizontal_2lines_blue_rgb-1980x219.png 1980w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-a06f297\" data-id=\"a06f297\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a99dde0 elementor-widget elementor-widget-image\" data-id=\"a99dde0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div 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For at im\u00f8deg\u00e5 denne begr\u00e6nsning udvikler AI sig mod et decentraliseret netv\u00e6rk af enheder, der bringer algoritmerne direkte til dataene. 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