{"id":2949,"date":"2025-10-29T13:19:40","date_gmt":"2025-10-29T13:19:40","guid":{"rendered":"https:\/\/spice-platform.eu\/?page_id=2949"},"modified":"2025-10-29T15:56:35","modified_gmt":"2025-10-29T15:56:35","slug":"wp7","status":"publish","type":"page","link":"https:\/\/spice-platform.eu\/sk\/work-packages\/wp7\/","title":{"rendered":"Work package 7"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2949\" class=\"elementor elementor-2949\">\n\t\t\t\t<div class=\"elementor-element elementor-element-15a79d6 e-con-full e-flex e-con e-parent\" data-id=\"15a79d6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-ed237d3 e-flex e-con-boxed e-con e-child\" data-id=\"ed237d3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39da4b9 elementor-widget elementor-widget-heading\" data-id=\"39da4b9\" 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<h1 class=\"elementor-heading-title elementor-size-default\">Work package 7<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dfb8441 e-flex e-con-boxed e-con e-parent\" data-id=\"dfb8441\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d187da elementor-widget elementor-widget-heading\" data-id=\"9d187da\" 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\">Objective: Resource Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d35dbd3 e-flex e-con-boxed e-con e-parent\" data-id=\"d35dbd3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c80f26f elementor-widget elementor-widget-image\" data-id=\"c80f26f\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/spice-platform.eu\/wp-content\/uploads\/2025\/10\/AI-DC-scaled-1-1024x576.jpg\" class=\"attachment-large size-large wp-image-3020\" alt=\"\" srcset=\"https:\/\/spice-platform.eu\/wp-content\/uploads\/2025\/10\/AI-DC-scaled-1-1024x576.jpg 1024w, https:\/\/spice-platform.eu\/wp-content\/uploads\/2025\/10\/AI-DC-scaled-1-300x169.jpg 300w, https:\/\/spice-platform.eu\/wp-content\/uploads\/2025\/10\/AI-DC-scaled-1-768x432.jpg 768w, https:\/\/spice-platform.eu\/wp-content\/uploads\/2025\/10\/AI-DC-scaled-1-1536x864.jpg 1536w, https:\/\/spice-platform.eu\/wp-content\/uploads\/2025\/10\/AI-DC-scaled-1-2048x1152.jpg 2048w, https:\/\/spice-platform.eu\/wp-content\/uploads\/2025\/10\/AI-DC-scaled-1-18x10.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8567571 e-flex e-con-boxed e-con e-parent\" data-id=\"8567571\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-60f3bf3 elementor-widget elementor-widget-text-editor\" data-id=\"60f3bf3\" 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<h3><strong>Task 7.1 \u2013 Modeling Compute Continuum Infrastructure Resources<\/strong><\/h3><p>Establish <strong>abstract infrastructure models<\/strong> for the <strong>Resource Ensemble Manager (REM)<\/strong> to represent diverse <strong>cloud\u2013edge continuum resources<\/strong> for complex data analytics.<br \/>Using frameworks from <strong>WP4 (T4.1)<\/strong> a <strong>cloud-native APIs<\/strong> (extending Kubernetes API), the models define:<\/p><ol><li><p><strong>Cloud and edge resources<\/strong>, including constraints, energy use, and carbon footprint.<\/p><\/li><li><p><strong>On-premise edge resources<\/strong> for managing COTS hardware.<\/p><\/li><li><p><strong>SLOs and SLIs<\/strong> for SLA management.<br \/>These models align with <strong>provisioning and adaptation systems (T7.2)<\/strong> to support <strong>dynamic workload management<\/strong>.<\/p><\/li><\/ol><hr \/><h3><strong>Task 7.2 \u2013 Compute Continuum Provisioning and Adaptation\u00a0<\/strong><\/h3><p>Develop <strong>provisioning and adaptation techniques<\/strong> for infrastructure resources within the <strong>cloud\u2013edge continuum<\/strong> to support the REM (T7.1).<br \/>Using <strong>GitOps<\/strong> for infrastructure synchronization, and open-source tools like <strong>Cluster API, Crossplane, and Karmada<\/strong>, this task enables dynamic deployment, configuration, and scaling.<br \/>A <strong>service mesh management system<\/strong> will ensure seamless interconnection in <strong>hybrid edge\u2013multi-cloud environments<\/strong>, enabling <strong>flexible, scalable, and adaptive<\/strong> resource provisioning for complex data pipelines.<\/p><hr \/><h3><strong>Task 7.3 \u2013 Compute Continuum Access Control, Monitoring, and Holistic Explainability<\/strong><\/h3><p>Create a <strong>unified access control and monitoring interface<\/strong> across edge\u2013cloud providers, following <strong>Zero Trust principles<\/strong> for secure, privacy-aware operation (aligned with T3.2).<br \/>The task provides <strong>trusted Compute Continuum Resources<\/strong> a <strong>runtime transparency<\/strong> for data pipelines using insights from the <strong>Unified Knowledge Layer (T4.1, T4.2)<\/strong>.<br \/>Focus areas include <strong>energy consumption, trustworthy execution, data reliability, and performance<\/strong>, supported by <strong>ML-based monitoring<\/strong> to detect anomalies and ensure regulatory compliance.<\/p><hr \/><h3><strong>Task 7.4 \u2013 Auction-based Models and Algorithms for the XaaS Marketplace\u00a0<\/strong><\/h3><p>Develop an <strong>on-demand XaaS Marketplace<\/strong> for <strong>complex data analytics<\/strong>, integrating cloud and edge services through <strong>low-code\/no-code tools<\/strong> for providers and agents.<br \/>Leveraging <strong>WP6 results<\/strong> and the <strong>Smart Data Management layer<\/strong>, the Marketplace uses <strong>semantic annotations from UKL (T4.1)<\/strong> to enhance <strong>service discovery and matchmaking<\/strong>.<br \/>It supports <strong>real-time agent-based auctions<\/strong> for resource allocation via the REM (WP7), ensuring <strong>resilience<\/strong> through distributed runtime deployments and <strong>agent restart strategies<\/strong>.<br \/>Additionally, it introduces <strong>swarm models<\/strong> (homogeneous, heterogeneous, meta-swarms) for collaborative and adaptive agent coalitions.<\/p>\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\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Work package 7 Objective: Resource Management Task 7.1 \u2013 Modeling Compute Continuum Infrastructure Resources Establish abstract infrastructure models for the [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":541,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"disabled","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":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"enabled","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 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