{"id":15125,"date":"2024-12-03T10:31:22","date_gmt":"2024-12-03T08:31:22","guid":{"rendered":"https:\/\/www3.tuhh.de\/itl\/?page_id=15125"},"modified":"2024-12-17T11:37:24","modified_gmt":"2024-12-17T09:37:24","slug":"agenc-2","status":"publish","type":"page","link":"https:\/\/www3.tuhh.de\/itl\/en\/agenc-2\/","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\">Research assistant<\/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:ma&#114;&#107;&#117;s&#046;k&#110;i&#116;t&#064;tuh&#104;.d&#101;\" 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;\"><strong>Research project:<\/strong> AGenC &#8211; Automatic generation of models for prediction, testing and monitoring of cyber-physical systems<\/p>\n<p style=\"text-align: left;\"><strong>Research area:<\/strong> Machine learning<\/p>\n<p style=\"text-align: left;\"><strong>Funded by:<\/strong> <a href=\"https:\/\/www.bmbf.de\/bmbf\/de\/home\/home_node.html\" target=\"_blank\" rel=\"noopener\">Federal Ministry of Education and Research &#8211; BMBF<\/a><\/p>\n<p style=\"text-align: left;\"><strong>In cooperation with:<\/strong><\/p>\n<ul style=\"text-align: left;\">\n<li><a href=\"https:\/\/www.cml.fraunhofer.de\/\" target=\"_blank\" rel=\"noopener\">Fraunhofer &#8211; Center f\u00fcr Maritime Logistik und Dienstleistungen<\/a><\/li>\n<li><a href=\"https:\/\/www.tuhh.de\/es\/home\" target=\"_blank\" rel=\"noopener\">Institute of Embedded Systems\/ TUHH<\/a><\/li>\n<li><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><a href=\"https:\/\/www.vivavis.com\/\" target=\"_blank\" rel=\"noopener\">VIVAVIS AG<\/a><\/li>\n<li><a href=\"https:\/\/www.kalp-gmbh.eu\/\" target=\"_blank\" rel=\"noopener\">KALP GmbH<\/a><\/li>\n<\/ul>\n<p style=\"text-align: left;\"><strong>Associated partners:<\/strong><\/p>\n<ul style=\"text-align: left;\">\n<li><a href=\"https:\/\/www.sick.com\/de\/de\/\" target=\"_blank\" rel=\"noopener\">SICK AG<\/a><\/li>\n<li><a href=\"https:\/\/www.still.de\/\" target=\"_blank\" rel=\"noopener\">STILL GmbH<\/a><\/li>\n<\/ul>\n<p style=\"text-align: left;\"><strong>Start of the project:<\/strong> 10.2022<\/p>\n<p style=\"text-align: left;\"><strong>End of the project:<\/strong> 09.2025<\/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;\"><p><span style=\"font-family: Poppins; font-weight: 400;\" data-fusion-font=\"true\" data-fusion-google-font=\"Poppins\" data-fusion-google-variant=\"400\">ABOUT THE PROJECT<br \/>\n<\/span><\/p><\/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 style=\"text-align: left;\">Duration 10\/2022 to 09\/2025<\/p>\n<\/div>\n<p style=\"text-align: left;\">Research area: Machine learning<\/p>\n<p style=\"text-align: left;\">AGenC is a grassroots project with a focus on information and communication technology (ICT) in cyber-physical systems (CPS).<\/p>\n<p style=\"text-align: left;\">Checking complex CPS during design and operation (testing), monitoring during use (monitoring) or predicting system behavior (prediction) is extremely time-consuming; this requires valid system models. However, subcomponents or systems of modern CPS are often only available as a black box. Models have to be created manually or are not available at all. There is a lack of quality metrics for the use and transferability of the models. So far, modeling has hardly been automated, so that testing, monitoring and prediction cause bottlenecks in the design. In various fields of application, there are incomplete isolated solutions that are only used in isolation despite standardization.<\/p>\n<p style=\"text-align: left;\">AGenC is developing a toolbox for CPS with uniformly usable methods and interoperable technology solutions: The central contributions are generalized interfaces for use in diverse application areas, novel model learners that are based on Adversarial Resilience Learning (ARL) on the one hand and combine discrete and continuous models on the other in order to simultaneously address relevant aspects from interpretability to accuracy of the models. Hard metrics are used to evaluate model quality, as well as to compare and extend different models, test case generators, monitors and predictors. The models are integrated into the applications in an interchangeable, comparative\/complementary manner.<\/p>\n<p style=\"text-align: left;\">The <a href=\"https:\/\/www.tuhh.de\/tuhh\/en\/startpage\" target=\"_blank\" rel=\"noopener\">TUHH<\/a> is participating in the project with the IES and ITL institutes. The task of the ITL is to provide a test stand for localization systems for the reproducible generation of training data for model creation.<\/p>\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>Flowcean: Making modeling for cyber-physical systems more accessible<\/p>\n<p>We are pleased to share our progress in the <a href=\"https:\/\/flowcean.me\/agenc\/\" target=\"_blank\" rel=\"noopener\">AGenC project<\/a> that has led to the development of Flowcean &#8211; a framework that makes data-driven modeling for cyber-physical systems (CPS) more efficient.<\/p>\n<p>What is Flowcean? Flowcean is a tool that aims to reduce the complexity of CPS modeling. It combines data-based modeling techniques and supports different data sources to simplify the process of model creation for tasks such as predictive maintenance and anomaly detection.<\/p>\n<p>Why Flowcean? In areas such as energy, mobility and logistics, adaptable and reliable CPS models are becoming increasingly important. Flowcean&#8217;s modular structure enables easy integration with learning libraries such as PyTorch and scikit-learn. With its uniform data interfaces and tools, Flowcean can be integrated into various workflows and supports a wide range of modeling requirements.<\/p>\n<p>\ud83d\udd17 Take a look at the <a href=\"https:\/\/github.com\/flowcean\/flowcean\" target=\"_blank\" rel=\"noopener\">GitHub repository<\/a>.<\/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\">To the 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-15125","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - 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