{"id":17141,"date":"2021-06-07T11:22:07","date_gmt":"2021-06-07T09:22:07","guid":{"rendered":"https:\/\/zema.de\/?post_type=dt_portfolio&#038;p=17141"},"modified":"2021-06-07T11:45:45","modified_gmt":"2021-06-07T09:45:45","slug":"anoko","status":"publish","type":"dt_portfolio","link":"https:\/\/zema.de\/en\/projekt\/anoko\/","title":{"rendered":"AnoKo"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b9496586a\" data-id=\"69e0b9496586a\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><div class=\"hr-thin style-line\" style=\"width: 100%;border-top-width: 1px;\"><\/div><div class=\"ult-spacer spacer-69e0b949658b0\" data-id=\"69e0b949658b0\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><div class=\"dt-fancy-separator h1-size\" style=\"width: 100%;\"><div class=\"dt-fancy-title\"><span class=\"separator-holder separator-left\"><\/span>AnoKo - Detection of anomalies in communication of industrial equipment 4.0 to defend against cyber-attacks<span class=\"separator-holder separator-right\"><\/span><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12 vc_hidden-lg vc_hidden-md vc_hidden-sm vc_hidden-xs\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b94965f6b\" data-id=\"69e0b94965f6b\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div>\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<p>text<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b94966603\" data-id=\"69e0b94966603\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><div class=\"hr-thin style-line\" style=\"width: 100%;border-top-width: 1px;\"><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid wpb_animate_when_almost_visible wpb_slideInUp slideInUp\"><div class=\"right wpb_column vc_column_container vc_col-sm-8\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b94966b0a\" data-id=\"69e0b94966b0a\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .text-icon {\n  width: 128px;\n  height: 128px;\n  line-height: 128px;\n  font-size: 64px;\n  border-radius: 200px;\n  margin: 90px 0px 0px 60px;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .text-icon .icon-inner {\n  min-width: 128px;\n  min-height: 128px;\n  border-radius: 200px;\n}\n@media all and (-ms-high-contrast: none) {\n  .icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .text-icon .icon-inner {\n    height: 128px;\n  }\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .text-icon .dt-hover-icon {\n  line-height: 128px;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e 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.text-icon.dt-icon-hover-off .soc-icon {\n  color: #ffffff;\n  background: none;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e.layout-1 {\n  grid-template-columns: 128px minmax(0,1fr);\n  grid-column-gap: 60px;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e.layout-2 {\n  grid-template-columns: minmax(0,1fr) 128px;\n  grid-column-gap: 60px;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e.layout-2 .text-icon {\n  margin-left: 0;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e.layout-3 {\n  grid-template-columns: 128px minmax(0,1fr);\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e.layout-3 .dt-text-title {\n  margin-left: 0px;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .dt-text-title,\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .dt-text-title a {\n  color: #558398;\n  background: none;\n  font-weight: bold;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .dt-text-title {\n  margin-bottom: 10px;\n}\n.icon-with-text-shortcode.icon-text-id-4416f49e264b7b2178112f8a40dc6a7e .dt-text-desc {\n  margin-bottom: 30px;\n}<\/style><div class=\"icon-with-text-shortcode  icon-text-id-4416f49e264b7b2178112f8a40dc6a7e layout-2\" ><span   class=\"text-icon dt-icon-bg-on dt-icon-hover-off\" ><span class=\"icon-inner\"><i class=\"dt-regular-icon soc-icon Defaults-exclamation\"><\/i><i class=\"dt-hover-icon soc-icon Defaults-exclamation\"><\/i><\/span><\/span><h3 class=\"dt-text-title\"  >problem<\/h3><div class=\"dt-text-desc\">Due to the future development in the context of Industry 4.0, the networking of the individual components continues to rise sharply, as cyber-physical systems increasingly interact autonomously with each other. Vulnerabilities in production systems in the form of design, implementation and configuration errors can therefore have dramatic consequences for the entire networked application. Vulnerabilities offer potential for unauthorized access and unwanted interventions in the production system and can lead, for example, to faulty production, the standstill of the plant or even to personal injury.<\/div><\/div><div class=\"hr-thin style-dotted\" style=\"width: 100%;border-top-width: 1px;\"><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-4\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b94966e5d\" data-id=\"69e0b94966e5d\" data-height=\"105\" data-height-mobile=\"105\" data-height-tab=\"105\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid wpb_animate_when_almost_visible wpb_slideInUp slideInUp\"><div class=\"wpb_column vc_column_container vc_col-sm-4\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b94967289\" data-id=\"69e0b94967289\" data-height=\"95\" data-height-mobile=\"95\" data-height-tab=\"95\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-8\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b9496742b\" data-id=\"69e0b9496742b\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon {\n  width: 128px;\n  height: 128px;\n  line-height: 128px;\n  font-size: 64px;\n  border-radius: 200px;\n  margin: 120px 60px 0px 0px;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon .icon-inner {\n  min-width: 128px;\n  min-height: 128px;\n  border-radius: 200px;\n}\n@media all and (-ms-high-contrast: none) {\n  .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon .icon-inner {\n    height: 128px;\n  }\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon .dt-hover-icon {\n  line-height: 128px;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon:before,\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon:after,\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon .icon-inner:before,\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon .icon-inner:after {\n  min-width: 100%;\n  min-height: 100%;\n  padding: inherit;\n  border-radius: inherit;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-on:before {\n  border-width: 2px;\n  border-style: solid;\n}\n.dt-icon-border-dashed.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.dt-icon-border-dotted.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.dt-icon-border-double.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-dashed.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-dotted.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-double.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-border-on:after {\n  border-width: 2px;\n  border-style: solid;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-dashed.dt-icon-hover-border-on:after {\n  border-style: dashed;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-dotted.dt-icon-hover-border-on:after {\n  border-style: dotted;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-border-double.dt-icon-hover-border-on:after {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:hover {\n  font-size: 64px;\n}\n#page .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:hover .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:hover .soc-icon {\n  color: #fff;\n  background: none;\n}\n#page .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#page .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-off .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-off .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-off .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .text-icon.dt-icon-hover-off .soc-icon {\n  color: #ffffff;\n  background: none;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c.layout-1 {\n  grid-template-columns: 128px minmax(0,1fr);\n  grid-column-gap: 60px;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c.layout-2 {\n  grid-template-columns: minmax(0,1fr) 128px;\n  grid-column-gap: 0px;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c.layout-2 .text-icon {\n  margin-left: 0;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c.layout-3 {\n  grid-template-columns: 128px minmax(0,1fr);\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c.layout-3 .dt-text-title {\n  margin-left: 60px;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .dt-text-title,\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .dt-text-title a {\n  color: #558398;\n  background: none;\n  font-weight: bold;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .dt-text-title {\n  margin-bottom: 10px;\n}\n.icon-with-text-shortcode.icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c .dt-text-desc {\n  margin-bottom: 30px;\n}<\/style><div class=\"icon-with-text-shortcode  icon-text-id-d8cd341b3f4e24c2a51034cdd4b8c93c layout-1\" ><span   class=\"text-icon dt-icon-bg-on dt-icon-hover-off\" ><span class=\"icon-inner\"><i class=\"dt-regular-icon soc-icon icomoon-the7-font-the7-map-02\"><\/i><i class=\"dt-hover-icon soc-icon icomoon-the7-font-the7-map-02\"><\/i><\/span><\/span><h3 class=\"dt-text-title\"  >objective<\/h3><div class=\"dt-text-desc\">The aim of this project is to detect unauthorised interventions in production systems. This is to be achieved by permanently analyzing the industrial communication system of a production plant for deviations. In the context of IT security, this process is called anomaly detection. In the AnoKo project, an anomaly detection system is to be further developed and tested, on the basis of which central monitoring within a real-time capable industrial application is also made possible. Such an anomaly detection system enables operators to more comprehensively protect their production facilities or their assets against attacks.<\/div><\/div><div class=\"hr-thin style-dotted\" style=\"width: 100%;border-top-width: 1px;\"><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid wpb_animate_when_almost_visible wpb_slideInUp slideInUp\"><div class=\"right wpb_column vc_column_container vc_col-sm-8\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b94967952\" data-id=\"69e0b94967952\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e .text-icon {\n  width: 128px;\n  height: 128px;\n  line-height: 128px;\n  font-size: 64px;\n  border-radius: 200px;\n  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60px;\n}\n.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e.layout-2 .text-icon {\n  margin-left: 0;\n}\n.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e.layout-3 {\n  grid-template-columns: 128px minmax(0,1fr);\n}\n.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e.layout-3 .dt-text-title {\n  margin-left: 0px;\n}\n.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e .dt-text-title,\n.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e .dt-text-title a {\n  color: #558398;\n  background: none;\n  font-weight: bold;\n}\n.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e .dt-text-title {\n  margin-bottom: 10px;\n}\n.icon-with-text-shortcode.icon-text-id-ad1ec14ff0e1a45051eda937a570159e .dt-text-desc {\n  margin-bottom: 30px;\n}<\/style><div class=\"icon-with-text-shortcode  icon-text-id-ad1ec14ff0e1a45051eda937a570159e layout-2\" ><span   class=\"text-icon dt-icon-bg-on dt-icon-hover-off\" ><span class=\"icon-inner\"><i class=\"dt-regular-icon soc-icon icomoon-font-awesome-14x14-map-signs\"><\/i><i class=\"dt-hover-icon soc-icon icomoon-font-awesome-14x14-map-signs\"><\/i><\/span><\/span><h3 class=\"dt-text-title\"  >approach<\/h3><div class=\"dt-text-desc\">analysis<br \/>\nInvestigation and analysis of selected communication technologies. The focus is on PROFINET and OPC-UA. The risk analysis concerns the protocol structure and the associated services.<\/p>\n<p>expansion<br \/>\nThe existing test environment will be extended by additional industrial components in order to be able to analyze both the state of the art and newly emerging Industry 4.0 systems.<\/p>\n<p>Anomaly detection<br \/>\nDevelopment of an anomaly detection and monitoring system to protect against cyberattacks. The communication history is checked in real time and anomaly information is visualized appropriately.<\/p>\n<p>Test specification &amp; Test execution<br \/>\nTest execution based on a real production process. The results can be used to formulate recommendations for action for future Industry 4.0 automation systems.<\/div><\/div><div class=\"hr-thin style-dotted\" style=\"width: 100%;border-top-width: 1px;\"><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-4\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b94967c1f\" data-id=\"69e0b94967c1f\" data-height=\"140\" data-height-mobile=\"140\" data-height-tab=\"140\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid wpb_animate_when_almost_visible wpb_slideInUp slideInUp\"><div class=\"wpb_column vc_column_container vc_col-sm-6\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"ult-spacer spacer-69e0b949680c0\" data-id=\"69e0b949680c0\" data-height=\"30\" data-height-mobile=\"30\" data-height-tab=\"30\" data-height-tab-portrait=\"\" data-height-mobile-landscape=\"\" style=\"clear:both;display:block;\"><\/div>\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<p>Project management: Christian Siegwart, M.Sc.<\/p>\n<p>Project manager: Prof. Dr.-Ing. Georg Frey<\/p>\n<p>Project partners: KORAMIS GmbH<\/p>\n<p>The project was funded by the Federal Ministry of Education and Research under the funding code 01IS16041.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-6\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.shortcode-single-image-wrap.shortcode-single-image-c03b8283ca36e89f2974074eaea73f2f.enable-bg-rollover .rollover i,\n.shortcode-single-image-wrap.shortcode-single-image-c03b8283ca36e89f2974074eaea73f2f.enable-bg-rollover .rollover-video i {\n  background: -webkit-linear-gradient();\n  background: linear-gradient();\n}\n.shortcode-single-image-wrap.shortcode-single-image-c03b8283ca36e89f2974074eaea73f2f .rollover-icon {\n  font-size: 32px;\n  color: #ffffff;\n  min-width: 44px;\n  min-height: 44px;\n  line-height: 44px;\n  border-radius: 100px;\n  border-style: solid;\n  border-width: 0px;\n}\n.dt-icon-bg-on.shortcode-single-image-wrap.shortcode-single-image-c03b8283ca36e89f2974074eaea73f2f .rollover-icon {\n  background: rgba(255,255,255,0.3);\n  box-shadow: none;\n}<\/style><div class=\"shortcode-single-image-wrap shortcode-single-image-c03b8283ca36e89f2974074eaea73f2f alignnone  enable-bg-rollover dt-icon-bg-off\" style=\"margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; width:250px;\"><div class=\"shortcode-single-image\"><div class=\"fancy-media-wrap  layzr-bg\" style=\"\"><img decoding=\"async\" class=\"preload-me lazy-load aspect\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#39;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#39;%20viewBox%3D&#39;0%200%20250%20174&#39;%2F%3E\" data-src=\"https:\/\/zema.de\/wp-content\/uploads\/2020\/07\/bmbf_logo-250x174.jpg\" data-srcset=\"https:\/\/zema.de\/wp-content\/uploads\/2020\/07\/bmbf_logo-250x174.jpg 250w, https:\/\/zema.de\/wp-content\/uploads\/2020\/07\/bmbf_logo-500x348.jpg 500w\" loading=\"eager\" sizes=\"(max-width: 250px) 100vw, 250px\" width=\"250\" height=\"174\"  data-dt-location=\"https:\/\/zema.de\/en\/projekt\/newip\/bmbf_logo\/\" style=\"--ratio: 250 \/ 174;\" alt=\"\" \/><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>AnoKo \u2013 Detection of anomalies in the communication of industrial equipment 4.0 to defend against cyberattacks Text Problem solvingThe future development of Industry 4.0 will further increase the interconnection of the individual components, as cyber-physical systems increasingly interact autonomously with each other. Vulnerabilities in production systems in the form of design, implementation and configuration errors can therefore have dramatic consequences.<\/p>","protected":false},"author":14,"featured_media":17160,"comment_status":"closed","ping_status":"closed","template":"","dt_portfolio_category":[49],"dt_portfolio_tags":[],"class_list":["post-17141","dt_portfolio","type-dt_portfolio","status-publish","has-post-thumbnail","hentry","dt_portfolio_category-industrial-security","dt_portfolio_category-49","description-off"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>EU-Forschungsprojekt AnoKo - ZeMA gGmbH Saarbr\u00fccken<\/title>\n<meta name=\"description\" content=\"BEAT\u00b2 - Wie dielektrische Elastomeren als Antrieb f\u00fcr Basslautsprecher enormes Marktpotenzial und neue Gesch\u00e4ftsfelder er\u00f6ffnen k\u00f6nnen. \u25b6Erfahren Sie mehr!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zema.de\/en\/projekt\/anoko\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"EU-Forschungsprojekt AnoKo - 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