{"id":14069,"date":"2023-11-02T13:37:15","date_gmt":"2023-11-02T11:37:15","guid":{"rendered":"https:\/\/www3.tuhh.de\/itl\/?page_id=14069"},"modified":"2025-10-23T13:36:10","modified_gmt":"2025-10-23T11:36:10","slug":"agenc","status":"publish","type":"page","link":"https:\/\/www3.tuhh.de\/itl\/agenc\/","title":{"rendered":"AGenC"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:3.84%;--awb-spacing-left-small:3.84%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-person person fusion-person-center fusion-person-1 fusion-person-icon-bottom\" style=\"--awb-pic-style-color:var(--awb-color6);--awb-pic-borderradius:0px;--awb-margin-top:2px;--awb-margin-right:2px;--awb-margin-bottom:2px;--awb-margin-left:2px;--awb-social-box-border-top:0px;--awb-social-box-border-right:0px;--awb-social-box-border-bottom:0px;--awb-social-box-border-left:0px;--awb-social-box-border-color:var(--awb-color3);--awb-social-box-border-color-hover:var(--awb-color4);--awb-social-box-colors-hover:var(--awb-color1);--awb-social-icon-boxed-colors:var(--awb-color2);--awb-social-icon-colors:var(--awb-color6);--awb-social-icon-colors-hover:var(--awb-color4);\"><div class=\"person-shortcode-image-wrapper\"><div class=\"person-image-container hover-type-none\" style=\"border:0px solid var(--awb-color6);-webkit-border-radius:0px;-moz-border-radius:0px;border-radius:0px;\"><a href=\"https:\/\/www3.tuhh.de\/itl\/markus-knitt\/\" target=\"_blank\"><img decoding=\"async\" class=\"lazyload person-img img-responsive wp-image-6198\" width=\"300\" height=\"190\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27338%27%20height%3D%27225%27%20viewBox%3D%270%200%20338%20225%27%3E%3Crect%20width%3D%27338%27%20height%3D%27225%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2022\/12\/Bewerbungsfoto_bearb_Quer-Kopie-scaled-e1671695912524-300x190.jpg\" alt=\"Markus Knitt\" \/><\/a><\/div><\/div><div class=\"person-desc\" style=\"background-color:var(--awb-color1);padding:40px;margin-top:0;\"><div class=\"person-author\"><div class=\"person-author-wrapper\"><span class=\"person-name\">Markus Knitt<\/span><span class=\"person-title\">Wissenschaftlicher Mitarbeiter<\/span><\/div><\/div><div class=\"person-content fusion-clearfix\"><\/div><div class=\"fusion-social-networks\"><div class=\"fusion-social-networks-wrapper\"><a class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin custom\" aria-label=\"fusion-linkedin\" href=\"https:\/\/www.linkedin.com\/in\/markus-knitt-a67498127\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:var(--awb-color6);font-size:16px;\" data-placement=\"top\" data-title=\"LinkedIn\" title=\"LinkedIn\" data-toggle=\"tooltip\"><\/a><a class=\"fusion-social-network-icon fusion-tooltip fusion-mail awb-icon-mail custom\" aria-label=\"fusion-mail\" href=\"mailto:m&#097;&#114;&#107;&#117;s.&#107;n&#105;tt&#064;tu&#104;h&#046;&#100;e\" target=\"_self\" style=\"color:var(--awb-color6);font-size:16px;\" data-placement=\"top\" data-title=\"Mail\" title=\"Mail\" data-toggle=\"tooltip\"><\/a><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:3.84%;--awb-spacing-left-small:3.84%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one fusion-animated\" style=\"--awb-text-color:var(--awb-color4);--awb-sep-color:var(--awb-custom_color_3);\" data-animationType=\"fadeInLeft\" data-animationDuration=\"0.3\" data-animationOffset=\"top-mid-of-view\"><h1 class=\"fusion-title-heading title-heading-right md-text-align-center sm-text-align-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:400;margin:0;--fontSize:90;line-height:var(--awb-typography1-line-height);\"><p style=\"text-align: left;\">AGenC<\/p><\/h1><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;width:100%;\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-bottom:50px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color5);border-color:var(--awb-color5);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-text fusion-text-1\" style=\"--awb-content-alignment:right;--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p style=\"text-align: left;\" align=\"left\"><strong>Forschungsprojekt<\/strong>: AGenC &#8211; Automatische Generierung von Modellen f\u00fcr Pr\u00e4diktion, Testen und Monitoring cyber-physischer Systeme<\/p>\n<p align=\"left\"><strong>Forschungsbereich<\/strong>: Maschinelles Lernen<\/p>\n<p align=\"left\"><strong>Gef\u00f6rdert durch: <\/strong><a href=\"https:\/\/www.bmbf.de\/bmbf\/de\/home\/home_node.html\" target=\"_blank\" rel=\"noopener\">Bundesministerium f\u00fcr Bildung und Forschung \u2013 BMBF<\/a><\/p>\n<p align=\"left\"><strong>In Zusammenarbeit mit:<\/strong><\/p>\n<ul>\n<li style=\"text-align: left;\"><a href=\"https:\/\/www.cml.fraunhofer.de\/\" target=\"_blank\" rel=\"noopener\">Fraunhofer &#8211; Center f\u00fcr Maritime Logistik und Dienstleistungen<\/a><\/li>\n<li style=\"text-align: left;\"><a href=\"https:\/\/www.tuhh.de\/es\/home\" target=\"_blank\" rel=\"noopener\">Institute of Embedded Systems\/ TUHH<\/a><\/li>\n<li style=\"text-align: left;\"><a href=\"https:\/\/www.offis.de\/index.html\" target=\"_blank\" rel=\"noopener\">OFFIS \u2013 Institut f\u00fcr Informatik (Universit\u00e4t Oldenburg)<\/a><\/li>\n<li style=\"text-align: left;\"><a href=\"https:\/\/www.vivavis.com\/\" target=\"_blank\" rel=\"noopener\">VIVAVIS AG<\/a><\/li>\n<li style=\"text-align: left;\"><a href=\"https:\/\/www.kalp-gmbh.eu\/\" target=\"_blank\" rel=\"noopener\">KALP GmbH<\/a><\/li>\n<\/ul>\n<p align=\"left\"><strong>Assoziierte Partner:<br \/>\n<\/strong><\/p>\n<ul>\n<li style=\"text-align: left;\"><a href=\"https:\/\/www.sick.com\/de\/de\/\" target=\"_blank\" rel=\"noopener\">SICK AG<\/a><\/li>\n<li style=\"text-align: left;\"><a href=\"https:\/\/www.still.de\/\" target=\"_blank\" rel=\"noopener\">STILL GmbH<\/a><\/li>\n<\/ul>\n<p align=\"left\"><strong>Beginn des Projekts<\/strong>: 10.2022<\/p>\n<p align=\"left\"><strong>Ende des Projekts<\/strong>: 12.2025<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-bottom:50px;--awb-padding-bottom-small:50px;--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.152%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:5.76%;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:1.152%;--awb-spacing-left-medium:5.76%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-space-around fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"400\" height=\"119\" title=\"2024-06-19_flowcean_Logo-komplett_BLAU\" src=\"https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU.jpg\" data-orig-src=\"https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-400x119.jpg\" alt class=\"lazyload img-responsive wp-image-15084\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271691%27%20height%3D%27503%27%20viewBox%3D%270%200%201691%20503%27%3E%3Crect%20width%3D%271691%27%20height%3D%27503%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-200x59.jpg 200w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-400x119.jpg 400w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-600x178.jpg 600w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-800x238.jpg 800w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-1200x357.jpg 1200w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU.jpg 1691w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-bottom:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-2 fusion-title-text fusion-title-size-two fusion-animated\" style=\"--awb-text-color:var(--awb-color4);--awb-sep-color:var(--awb-color5);\" data-animationType=\"fadeInLeft\" data-animationDuration=\"0.3\" data-animationOffset=\"top-mid-of-view\"><div class=\"title-sep-container title-sep-container-left\"><div class=\"title-sep sep-single sep-solid\" style=\"border-color:var(--awb-color5);\"><\/div><\/div><span class=\"awb-title-spacer\"><\/span><h2 class=\"fusion-title-heading title-heading-right fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:500;margin:0;--fontSize:65;line-height:1.0;\"><span style=\"font-family: Poppins; font-weight: 400;\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">\u00dcBER DAS PROJEKT<br \/>\n<\/span><\/h2><span class=\"awb-title-spacer fusion-no-large-visibility fusion-no-medium-visibility fusion-no-small-visibility\"><\/span><div class=\"title-sep-container title-sep-container-right fusion-no-large-visibility fusion-no-medium-visibility fusion-no-small-visibility\"><div class=\"title-sep sep-single sep-solid\" style=\"border-color:var(--awb-color5);\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><div id=\"f19bbe996f1fd0471\" class=\"panel-collapse collapse in\" aria-labelledby=\"toggle_f19bbe996f1fd0471\">\n<div class=\"panel-body toggle-content fusion-clearfix\">\n<p>Laufzeit 10\/2022 bis 12\/2025<\/p>\n<p class=\"fusion-responsive-typography-calculated\" data-fontsize=\"16\" data-lineheight=\"24px\">Forschungsbereich: Maschinelles Lernen<\/p>\n<p>Bei AGenC handelt es sich um ein basisorientiertes Projekt mit dem Fokus Informations- und Kommunikationstechnologie (IKT) in cyber-physischen Systemen (CPS).<\/p>\n<p>Komplexe CPS bei Entwurf und im Betrieb zu pr\u00fcfen (Testen), w\u00e4hrend des Einsatzes zu \u00fcberwachen (Monitoring) oder eine Vorhersage des Systemverhaltens abzugeben (Pr\u00e4diktion) ist extrem aufwendig; dies ben\u00f6tigt valide Systemmodelle. Doch sind Teilkomponenten oder -systeme moderner CPS oft nur als eine Black-Box verf\u00fcgbar. Modelle m\u00fcssen manuell erstellt werden oder sind gar nicht verf\u00fcgbar. Es fehlen Qualit\u00e4tsmetriken f\u00fcr Einsatz und \u00dcbertragbarkeit der Modelle. Bisher ist die Modellierung kaum automatisiert, sodass Testen, Monitoring und Pr\u00e4diktion Flaschenh\u00e4lse im Entwurf verursachen. In verschiedenen Anwendungsfeldern existieren unvollst\u00e4ndige Insell\u00f6sungen, die trotz Standardisierung nur isoliert genutzt werden.<\/p>\n<p>AGenC entwickelt f\u00fcr CPS einen <span style=\"font-family: Poppins; font-weight: 400;\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">Werkzeugkasten mit einh<\/span>eitlich nutzbaren Methoden und interoperablen Technologiel\u00f6sungen: Die zentralen Beitr\u00e4ge sind generalisierte Schnittstellen zur Nutzung in diversen Anwendungsbereichen, neuartige Modelllerner, die einerseits auf Adversarial Resilience Learning (ARL) basieren und andererseits diskrete und kontinuierliche Modelle kombinieren, um so relevante Aspekte von Interpretierbarkeit bis Genauigkeit der Modelle gleichzeitig zu adressieren. Harte Metriken dienen zur Bewertung der Modellqualit\u00e4t, sowie zum Vergleich und zur Erweiterung verschiedener Modelle, sowie Testfallgeneratoren, Monitore und Pr\u00e4diktoren. Dabei sind die Modelle in den Anwendungen austauschbar, vergleichend\/erg\u00e4nzend eingebunden.<\/p>\n<p>Die TUHH nimmt mit den Instituten IES und ITL am Projekt teil. Die Aufgabe des ITL ist die Bereitstellung eines Teststandes f\u00fcr Lokalisierungssysteme zur reproduzierbaren Gewinnung von Trainingsdaten zur Modellerstellung.<\/p>\n<\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-bottom:0px;--awb-margin-top:115px;--awb-margin-bottom:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-flex-start\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-title-text fusion-title-size-four fusion-animated\" style=\"--awb-text-color:var(--awb-color4);--awb-sep-color:var(--awb-color5);\" data-animationType=\"fadeInLeft\" data-animationDuration=\"0.3\" data-animationOffset=\"top-mid-of-view\"><div class=\"title-sep-container title-sep-container-left\"><div class=\"title-sep sep-single sep-solid\" style=\"border-color:var(--awb-color5);\"><\/div><\/div><span class=\"awb-title-spacer\"><\/span><h4 class=\"fusion-title-heading title-heading-right fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:500;margin:0;--fontSize:30;line-height:1.4;\"><\/h4><span class=\"awb-title-spacer fusion-no-large-visibility fusion-no-medium-visibility fusion-no-small-visibility\"><\/span><div class=\"title-sep-container title-sep-container-right fusion-no-large-visibility fusion-no-medium-visibility fusion-no-small-visibility\"><div class=\"title-sep sep-single sep-solid\" style=\"border-color:var(--awb-color5);\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-bottom:66px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:44px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-content-boxes content-boxes columns row fusion-columns-1 fusion-columns-total-1 fusion-content-boxes-1 content-boxes-icon-with-title content-left\" style=\"--awb-body-color:var(--awb-color8);--awb-title-color:var(--awb-color8);--awb-hover-accent-color:var(--awb-color5);--awb-circle-hover-accent-color:var(--awb-color5);--awb-item-margin-bottom:40px;\" data-animationOffset=\"top-mid-of-view\"><div style=\"--awb-backgroundcolor:rgba(255,255,255,0);\" class=\"fusion-column content-box-column content-box-column content-box-column-1 col-lg-12 col-md-12 col-sm-12 fusion-content-box-hover content-box-column-last content-box-column-last-in-row\"><div class=\"col content-box-wrapper content-wrapper link-area-box icon-hover-animation-pulsate\" data-animationOffset=\"top-mid-of-view\"><div class=\"heading icon-left\"><h3 class=\"content-box-heading fusion-responsive-typography-calculated\" style=\"--h3_typography-font-size:25px;--fontSize:25;line-height:1.3;\">Flowcean: Modellerstellung f\u00fcr cyber-physische Systeme zug\u00e4nglicher gestalten<\/h3><\/div><div class=\"fusion-clearfix\"><\/div><div class=\"content-container\">\n<p class=\"part\" style=\"font-family: Poppins; line-height: 30px;\" data-startline=\"22\" data-endline=\"22\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">Flowcean: Modellerstellung f\u00fcr cyber-physische Systeme zug\u00e4nglicher gestalten<\/p>\n<p class=\"part\" data-startline=\"24\" data-endline=\"24\"><span style=\"font-family: Poppins; line-height: 30px;\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">Wir freuen uns, unseren Fortschritt im <\/span><a style=\"font-family: Poppins; line-height: 30px;\" href=\"https:\/\/flowcean.me\/agenc\/\" target=\"_blank\" rel=\"noopener\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">AGenC-Projekt<\/a><span style=\"font-family: Poppins; line-height: 30px;\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\"> zu teilen, der zur Entwicklung von Flowcean gef\u00fchrt hat \u2013 einem Framework, das die datengetriebene Modellerstellung f\u00fcr cyber-physische Systeme (CPS) effizienter gestaltet.<\/span><\/p>\n<p class=\"part\" style=\"font-family: Poppins; line-height: 30px;\" data-startline=\"26\" data-endline=\"26\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">Was ist Flowcean? Flowcean ist ein Werkzeug, das darauf abzielt, die Komplexit\u00e4t der CPS-Modellierung zu reduzieren. Es kombiniert datenbasierte Modellierungstechniken und unterst\u00fctzt unterschiedliche Datenquellen, um den Prozess der Modellerstellung f\u00fcr Aufgaben wie pr\u00e4diktive Wartung und Anomalieerkennung zu vereinfachen.<\/p>\n<p class=\"part\" style=\"font-family: Poppins; line-height: 30px;\" data-startline=\"28\" data-endline=\"28\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">Warum Flowcean? In Bereichen wie Energie, Mobilit\u00e4t und Logistik werden anpassungsf\u00e4hige und zuverl\u00e4ssige CPS-Modelle immer wichtiger. Die modulare Struktur von Flowcean erm\u00f6glicht eine einfache Anbindung an Lernbibliotheken wie PyTorch und scikit-learn. Mit seinen einheitlichen Dateninterfaces und Tools l\u00e4sst sich Flowcean in verschiedene Arbeitsabl\u00e4ufe integrieren und unterst\u00fctzt eine Vielzahl von Modellierungsanforderungen.<\/p>\n<p class=\"part\" data-startline=\"30\" data-endline=\"31\"><span style=\"font-family: Poppins; line-height: 30px;\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">\ud83d\udd17 Schauen Sie sich das <\/span><a style=\"font-family: Poppins; line-height: 30px;\" href=\"https:\/\/github.com\/flowcean\/flowcean\" target=\"_blank\" rel=\"noopener\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">GitHub-Repository<\/a><span style=\"font-family: Poppins; line-height: 30px;\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\"> an.<\/span><\/p>\n<\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:0%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:5.76%;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:0%;--awb-spacing-left-medium:5.76%;--awb-width-small:33.333333333333%;--awb-order-small:0;--awb-spacing-right-small:0%;--awb-spacing-left-small:5.76%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"400\" height=\"119\" title=\"2024-06-19_flowcean_Logo-komplett_BLAU\" src=\"https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU.jpg\" data-orig-src=\"https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-400x119.jpg\" alt class=\"lazyload img-responsive wp-image-15084\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271691%27%20height%3D%27503%27%20viewBox%3D%270%200%201691%20503%27%3E%3Crect%20width%3D%271691%27%20height%3D%27503%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-200x59.jpg 200w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-400x119.jpg 400w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-600x178.jpg 600w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-800x238.jpg 800w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU-1200x357.jpg 1200w, https:\/\/www3.tuhh.de\/itl\/wp-content\/uploads\/2024\/11\/2024-06-19_flowcean_Logo-komplett_BLAU.jpg 1691w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_2_3 2_3 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:66.666666666667%;--awb-order-small:0;--awb-spacing-right-small:2.88%;--awb-spacing-left-small:2.88%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-space-around fusion-content-layout-row\"><div style=\"text-align:left;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" style=\"--button_font_size:30px;--button_typography-font-family:&quot;Poppins&quot;;--button_typography-font-style:normal;--button_typography-font-weight:400;\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/flowcean.me\/\"><i class=\"fa-external-link-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">ZUR Website<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-14069","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AGenC - Institut 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