{"id":38417,"date":"2024-11-04T20:38:02","date_gmt":"2024-11-04T20:38:02","guid":{"rendered":"https:\/\/www.inhand.com\/?p=38417"},"modified":"2024-11-05T02:52:15","modified_gmt":"2024-11-05T02:52:15","slug":"what-is-edge-ai","status":"publish","type":"post","link":"https:\/\/www.inhand.com\/de\/support\/blogs\/what-is-edge-ai\/","title":{"rendered":"Was ist Edge-KI?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"38417\" class=\"elementor elementor-38417\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-302c3ff4 e-flex e-con-boxed e-con e-parent\" data-id=\"302c3ff4\" data-element_type=\"container\" data-settings=\"{&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6bf0ec05 e-con-full e-flex e-con e-child\" data-id=\"6bf0ec05\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d36dee4 elementor-widget elementor-widget-image\" data-id=\"d36dee4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"171\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-1024x171.png\" class=\"attachment-large size-large wp-image-39103\" alt=\"Was ist Edge AI?\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-1024x171.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-300x50.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-768x128.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-18x3.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title.png 1200w\" 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<div class=\"elementor-element elementor-element-6cffbfdb e-con-full e-flex e-con e-child\" data-id=\"6cffbfdb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61f94e5d elementor-widget elementor-widget-text-editor\" data-id=\"61f94e5d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Mit dem raschen Wachstum des Internets der Dinge (IoT) und der k\u00fcnstlichen Intelligenz (KI) sind der Bedarf an Datenverarbeitung und die damit verbundene Komplexit\u00e4t erheblich gestiegen. Herk\u00f6mmliches Cloud Computing st\u00f6\u00dft auf Einschr\u00e4nkungen wie Latenzzeiten, Bandbreitenbeschr\u00e4nkungen und Bedenken hinsichtlich des Datenschutzes, was es schwierig macht, die Anforderungen an die Datenverarbeitung in Echtzeit zu erf\u00fcllen. <strong>Edge AI<\/strong>-eine Technologie, die KI-Algorithmen und -Modelle direkt auf Edge-Ger\u00e4te bringt- hilft bei der L\u00f6sung dieser Herausforderungen. In diesem Blog erfahren Sie, was Edge-KI ist, welche Kerntechnologien sie erm\u00f6glichen, welche Anwendungen es gibt und welche einzigartigen Vorteile sie bietet.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43e4030 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"43e4030\" data-element_type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;container&quot;:&quot;#alternative&quot;,&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;fas fa-circle&quot;,&quot;library&quot;:&quot;fa-solid&quot;,&quot;rendered_tag&quot;:&quot;&lt;svg class=\\&quot;e-font-icon-svg e-fas-circle\\&quot; viewBox=\\&quot;0 0 512 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 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svg{height:1em;width:1em;fill:var(--toggle-button-color)}.elementor-toc__spinner-container{text-align:center}.elementor-toc__spinner{font-size:2em}.elementor-toc__spinner.e-font-icon-svg{height:1em;width:1em}.elementor-toc__body{padding:var(--box-padding,20px);max-height:var(--toc-body-max-height);overflow-y:auto}.elementor-toc__body::-webkit-scrollbar{width:7px}.elementor-toc__body::-webkit-scrollbar-thumb{background-color:#babfc5;border-radius:10px}.elementor-toc__list-wrapper{list-style:none;padding:0}.elementor-toc__list-item{margin-bottom:.5em}.elementor-toc__list-item.elementor-item-active{font-weight:700}.elementor-toc__list-item .elementor-toc__list-wrapper{margin-top:.5em;margin-left:var(--nested-list-indent,1em)}.elementor-toc__list-item-text:hover{color:var(--item-text-hover-color);-webkit-text-decoration:var(--item-text-hover-decoration);text-decoration:var(--item-text-hover-decoration)}.elementor-toc__list-item-text.elementor-item-active{color:var(--item-text-active-color);-webkit-text-decoration:var(--item-text-active-decoration);text-decoration:var(--item-text-active-decoration)}.elementor-toc__list-item-text-wrapper{display:flex;align-items:center}.elementor-toc__list-item-text-wrapper:before,.elementor-toc__list-item-text-wrapper i{margin-right:8px;color:var(--marker-color)}.elementor-toc__list-item-text-wrapper svg{margin-right:8px;fill:var(--marker-color);height:var(--marker-size,.5em);width:var(--marker-size,.5em)}.elementor-toc__list-item-text-wrapper i{font-size:var(--marker-size,.5em)}.elementor-toc__list-item-text-wrapper:before{font-size:var(--marker-size,1em)}.elementor-toc--content-ellipsis .elementor-toc__list-item-text{white-space:nowrap;overflow:hidden;text-overflow:ellipsis}.elementor-toc__list-items--collapsible>.elementor-toc__list-wrapper>.elementor-toc__list-item>.elementor-toc__list-wrapper{display:none}.elementor-toc__heading-anchor{position:absolute}.elementor-toc__body .elementor-toc__list-item-text{color:var(--item-text-color);-webkit-text-decoration:var(--item-text-decoration);text-decoration:var(--item-text-decoration)}.elementor-toc__body .elementor-toc__list-item-text:hover{color:var(--item-text-hover-color);-webkit-text-decoration:var(--item-text-hover-decoration);text-decoration:var(--item-text-hover-decoration)}.elementor-toc__body .elementor-toc__list-item-text.elementor-item-active{color:var(--item-text-active-color);-webkit-text-decoration:var(--item-text-active-decoration);text-decoration:var(--item-text-active-decoration)}ol.elementor-toc__list-wrapper{counter-reset:item}ol.elementor-toc__list-wrapper .elementor-toc__list-item{counter-increment:item}ol.elementor-toc__list-wrapper .elementor-toc__list-item-text-wrapper:before{content:counters(item,\".\") \". \"}<\/style>\t\t<div class=\"elementor-toc__header\">\n\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tInhalt des Artikels\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__43e4030\" aria-expanded=\"true\" aria-label=\"Inhaltsverzeichnis \u00f6ffnen\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__43e4030\" aria-expanded=\"true\" aria-label=\"Inhaltsverzeichnis schlie\u00dfen\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t<div id=\"elementor-toc__43e4030\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewbox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\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-bd0467d e-con-full e-flex e-con e-child\" data-id=\"bd0467d\" data-element_type=\"container\" id=\"alternative\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-665b96b elementor-widget elementor-widget-heading\" data-id=\"665b96b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-large\">Verstehen von Edge AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce573ad elementor-widget elementor-widget-text-editor\" data-id=\"ce573ad\" data-element_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<p>Bei der Edge-KI werden KI-Algorithmen direkt auf Edge-Ger\u00e4ten ausgef\u00fchrt, so dass die Daten nahe an der Quelle verarbeitet werden k\u00f6nnen, anstatt sich ausschlie\u00dflich auf die Cloud zu verlassen. Dieser Ansatz hat mehrere Vorteile, darunter geringere Latenzzeiten, verbesserter Datenschutz und gr\u00f6\u00dfere Effizienz. Diese Eigenschaften machen Edge AI ideal f\u00fcr Anwendungen in Bereichen wie intelligente Fertigung, autonomes Fahren und IoT.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2c5075 elementor-widget elementor-widget-image\" data-id=\"a2c5075\" data-element_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=\"1024\" height=\"604\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-1024x604.png\" class=\"attachment-large size-large wp-image-39092\" alt=\"Edge AI\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-1024x604.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-300x177.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-768x453.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-18x12.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai.png 1200w\" 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<div class=\"elementor-element elementor-element-afa9eae elementor-widget elementor-widget-heading\" data-id=\"afa9eae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Schl\u00fcsseltechnologien f\u00fcr Edge AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a172f0 elementor-widget elementor-widget-text-editor\" data-id=\"5a172f0\" data-element_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<p>Edge AI st\u00fctzt sich auf mehrere wichtige Technologien, um die lokale Datenverarbeitung effizient und zuverl\u00e4ssig zu gestalten. Hier ein Blick auf einige der wesentlichen Komponenten:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f584de1 elementor-widget elementor-widget-heading\" data-id=\"f584de1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">1. die Hardware-Beschleunigung<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd3c473 elementor-widget elementor-widget-text-editor\" data-id=\"cd3c473\" data-element_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<p>Edge AI erfordert eine hohe Rechenleistung, die oft durch spezielle Hardwarekomponenten f\u00fcr AI-Aufgaben erreicht wird:<\/p><ul><li><strong>Anwendungsspezifische integrierte Schaltungen (ASICs)<\/strong>: Speziell f\u00fcr KI-Funktionen entwickelte ASICs bieten hohe Leistung bei geringerem Stromverbrauch.<\/li><li><strong>Grafikverarbeitungseinheiten (GPUs)<\/strong>: GPUs sind f\u00fcr ihre F\u00e4higkeit zur parallelen Datenverarbeitung bekannt und eignen sich daher besonders f\u00fcr komplexe KI-Aufgaben wie neuronale Netze.<\/li><li><strong>Feldprogrammierbare Gate-Arrays (FPGAs)<\/strong>: FPGAs sind \u00e4u\u00dferst anpassungsf\u00e4hig und k\u00f6nnen f\u00fcr spezifische KI-Modelle angepasst werden, was sie f\u00fcr Edge-KI-Systeme wertvoll macht.<\/li><li><strong>Neuronale Verarbeitungseinheiten (NPUs)<\/strong>: Speziell f\u00fcr neuronale Netze entwickelt, sind NPUs \u00e4u\u00dferst effizient f\u00fcr parallele KI-Berechnungen.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f29ba53 elementor-widget elementor-widget-heading\" data-id=\"f29ba53\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">2 Modelloptimierung und Komprimierung<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11f5c44 elementor-widget elementor-widget-text-editor\" data-id=\"11f5c44\" data-element_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<p>Edge-Ger\u00e4te haben oft nur eine begrenzte Speicher- und Verarbeitungsleistung, so dass KI-Modelle f\u00fcr einen reibungslosen Betrieb optimiert werden m\u00fcssen:<\/p><ul><li><strong>Modell-Quantisierung<\/strong>: Konvertiert gro\u00dfe Modellparameter in kleinere Formate, um die Rechenlast zu verringern.<\/li><li><strong>Modell Beschneiden<\/strong>: Eliminiert unwichtige Verbindungen in einem neuronalen Netz und verringert so dessen Gr\u00f6\u00dfe, ohne die Genauigkeit zu beeintr\u00e4chtigen.<\/li><li><strong>Wissensdestillation<\/strong>: Ein kleineres Modell wird trainiert, um den Output eines gr\u00f6\u00dferen Modells zu replizieren, wodurch Ressourcen gespart werden, ohne die Effektivit\u00e4t zu beeintr\u00e4chtigen.<\/li><li><strong>Modell Sparsamkeit<\/strong>: Verringert die Anzahl der Parameter in einem Modell und steigert die Effizienz der Berechnungen.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20fa328 elementor-widget elementor-widget-heading\" data-id=\"20fa328\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">3 Edge-Computing-Architektur<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4275ccb elementor-widget elementor-widget-text-editor\" data-id=\"4275ccb\" data-element_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<p>Die Verarbeitung und Analyse von Daten auf dem Ger\u00e4t selbst erfordert eine spezielle Architektur, die auf Echtzeitleistung ausgelegt ist:<\/p><ul><li><strong>Verteilte Edge-Ger\u00e4tearchitektur<\/strong>: Edge-Knoten k\u00f6nnen unabh\u00e4ngig voneinander arbeiten und je nach Bedarf Daten sammeln und verarbeiten, insbesondere in IoT-Netzen.<\/li><li><strong>Edge-Cloud-Zusammenarbeit<\/strong>: W\u00e4hrend einige Aufgaben lokal erledigt werden, werden andere - wie das Training umfangreicher Modelle - in der Cloud durchgef\u00fchrt, um ein Gleichgewicht zwischen Leistung und Latenz zu erreichen.<\/li><li><strong>Vernetzte Edge-Ger\u00e4te<\/strong>: Edge-Ger\u00e4te k\u00f6nnen direkt kommunizieren und unterst\u00fctzen Echtzeitanwendungen wie autonomes Fahren und intelligente Fabriken.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd4874a elementor-widget elementor-widget-heading\" data-id=\"dd4874a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">4. echtzeitf\u00e4hige Betriebssysteme (RTOS)<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80890a6 elementor-widget elementor-widget-text-editor\" data-id=\"80890a6\" data-element_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<p>Edge-KI-Anwendungen erfordern h\u00e4ufig sofortige Reaktionen, weshalb Echtzeitbetriebssysteme f\u00fcr die Verwaltung zeitkritischer Aufgaben unerl\u00e4sslich sind:<\/p><ul><li><strong>Leichtgewichtige Betriebssysteme<\/strong>: Systeme wie FreeRTOS und VxWorks sind f\u00fcr eingebettete Systeme konzipiert und gew\u00e4hrleisten schnelle Reaktionszeiten auch auf stromsparender Hardware.<\/li><li><strong>Containerisierung und Virtualisierung<\/strong>: Tools wie Docker-Container und virtuelle Maschinen machen KI-Modelle portabler und vereinfachen den Einsatz und die Aktualisierungsprozesse.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3dadd4 elementor-widget elementor-widget-heading\" data-id=\"e3dadd4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">5 Sicherheit in Edge-Ger\u00e4ten<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae236a7 elementor-widget elementor-widget-text-editor\" data-id=\"ae236a7\" data-element_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<p>Da Edge-Ger\u00e4te oft direkt mit den Nutzern und der physischen Umgebung interagieren, sind Sicherheit und Datenschutz von entscheidender Bedeutung:<\/p><ul><li><strong>Datenverschl\u00fcsselung<\/strong>: Sch\u00fctzt sensible Informationen w\u00e4hrend der Speicherung und \u00dcbertragung.<\/li><li><strong>Sicherer Start<\/strong>: Stellt sicher, dass nur verifizierte Software und Firmware auf dem Ger\u00e4t ausgef\u00fchrt werden darf.<\/li><li><strong>Ger\u00e4teauthentifizierung und -autorisierung<\/strong>: Validiert Ger\u00e4te und verhindert unbefugten Zugriff.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d844c1 elementor-widget elementor-widget-heading\" data-id=\"5d844c1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">6 Netzwerkkommunikation und Optimierung von Protokollen<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63b322b elementor-widget elementor-widget-text-editor\" data-id=\"63b322b\" data-element_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<p>Edge-Ger\u00e4te werden h\u00e4ufig \u00fcber drahtlose Netzwerke betrieben, so dass effiziente Protokolle den Datenaustausch erleichtern:<\/p><ul><li><strong>Low-Power Wide-Area Networks (LPWAN)<\/strong>: Protokolle wie LoRa und NB-IoT unterst\u00fctzen die stromsparende \u00dcbertragung \u00fcber gro\u00dfe Entfernungen.<\/li><li><strong>5G-Technologie<\/strong>: Bietet Hochgeschwindigkeitsverbindungen mit geringer Latenz, die sich f\u00fcr anspruchsvolle Anwendungen wie autonomes Fahren und Fernversorgung eignen.<\/li><li><strong>Rand-spezifische Protokolle<\/strong>: MQTT und CoAP sind f\u00fcr die schnelle und effiziente Daten\u00fcbertragung in Edge-Umgebungen konzipiert.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92e840a elementor-widget elementor-widget-heading\" data-id=\"92e840a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">7 Heterogenes Rechnen<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d55a7b2 elementor-widget elementor-widget-text-editor\" data-id=\"d55a7b2\" data-element_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<p>Viele Edge-Ger\u00e4te enthalten verschiedene Arten von Prozessoren, wie CPUs, GPUs, NPUs und FPGAs, die jeweils f\u00fcr bestimmte Aufgaben geeignet sind. Dieser Ansatz wird als heterogenes Computing bezeichnet und maximiert die F\u00e4higkeiten der einzelnen Prozessortypen:<\/p><ul><li><strong>Aufgabenzuweisung<\/strong>: Verteilt Aufgaben auf den am besten geeigneten Prozessor, je nach Anforderung. So k\u00f6nnen beispielsweise einfache Aufgaben auf einer CPU ausgef\u00fchrt werden, w\u00e4hrend komplexe KI-Modelle auf einer GPU verarbeitet werden.<\/li><li><strong>Kollaboratives Rechnen<\/strong>: Mehrere Edge-Ger\u00e4te k\u00f6nnen \u00fcber ein Netzwerk zusammenarbeiten und verschiedene Aufgaben gleichzeitig ausf\u00fchren, um die KI-Verarbeitung zu beschleunigen.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a314b31 elementor-widget elementor-widget-heading\" data-id=\"a314b31\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">8. lokalisiertes KI-Modell-Training<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d89c8f9 elementor-widget elementor-widget-text-editor\" data-id=\"d89c8f9\" data-element_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<p>W\u00e4hrend Edge-Ger\u00e4te in der Regel f\u00fcr Inferenzen verwendet werden, erm\u00f6glichen einige Weiterentwicklungen lokales Modelltraining, so dass KI-Modelle in Echtzeit an spezifische Umgebungen angepasst werden k\u00f6nnen, ohne dass Daten an die Cloud gesendet werden m\u00fcssen:<\/p><ul><li><strong>F\u00f6deriertes Lernen<\/strong>: Mehrere Edge-Ger\u00e4te trainieren gemeinsam KI-Modelle, ohne Daten auszutauschen, und sch\u00fctzen so die Privatsph\u00e4re.<\/li><li><strong>Inkrementelles Lernen<\/strong>: Modelle werden schrittweise auf Edge-Ger\u00e4ten aktualisiert, um sich an ver\u00e4nderte Umgebungen anzupassen, was f\u00fcr Anwendungen wie Echtzeit-\u00dcberwachung n\u00fctzlich ist.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd70056 elementor-widget elementor-widget-heading\" data-id=\"cd70056\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Anwendungen von Edge AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc18384 elementor-widget elementor-widget-image\" data-id=\"fc18384\" data-element_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=\"1024\" height=\"604\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-1024x604.png\" class=\"attachment-large size-large wp-image-39120\" alt=\"Anwendungen von Edge AI\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-1024x604.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-300x177.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-768x453.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-18x12.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications.png 1200w\" 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<div class=\"elementor-element elementor-element-6b1016f elementor-widget elementor-widget-text-editor\" data-id=\"6b1016f\" data-element_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<p>Edge AI findet in verschiedenen Bereichen praktische Anwendung und bringt intelligente Entscheidungen n\u00e4her an die Datenquelle:<\/p><ul><li><strong>Intelligente Fertigung<\/strong>: In automatisierten Fabriken optimiert KI die Produktionslinien und steigert die Effizienz und Produktqualit\u00e4t. Sie kann zum Beispiel Roboter am Flie\u00dfband \u00fcberwachen und in Echtzeit Anpassungen vornehmen, um eine gleichm\u00e4\u00dfige Produktion zu gew\u00e4hrleisten.<\/li><li><strong>Intelligenter Transport<\/strong>: In Verkehrssystemen analysiert die Edge-KI den Verkehr in Echtzeit, um Signale zu steuern, Staus zu reduzieren und die Verkehrssicherheit zu erh\u00f6hen. In Fahrzeugen erm\u00f6glichen Edge-Ger\u00e4te die direkte Kommunikation zwischen Fahrzeugen und verbessern so die Zuverl\u00e4ssigkeit des autonomen Fahrens.<\/li><li><strong>Gesundheitswesen<\/strong>: Die Edge-KI im Gesundheitswesen erm\u00f6glicht die \u00dcberwachung und Analyse von Patientendaten in Echtzeit. So k\u00f6nnen tragbare Ger\u00e4te, auf denen KI-Algorithmen laufen, Vitalparameter wie Herzfrequenz und Blutdruck \u00fcberwachen und bei abnormalen Messwerten Warnungen ausgeben.<\/li><li><strong>\u00dcberwachung und Wartung von Industrieanlagen<\/strong>: Edge AI hilft bei der \u00dcberwachung von Industrieanlagen und identifiziert potenzielle Probleme, bevor sie zu Problemen werden. Durch die Analyse historischer Daten optimiert es auch die Wartungspl\u00e4ne und verl\u00e4ngert so die Lebensdauer der Maschinen.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dff4a40 elementor-widget elementor-widget-heading\" data-id=\"dff4a40\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Vorteile von Edge AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17bceab elementor-widget elementor-widget-text-editor\" data-id=\"17bceab\" data-element_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<p>Edge AI bietet eine Reihe von Vorteilen, die sie f\u00fcr moderne Anwendungen besonders geeignet machen:<\/p><ul><li><strong>Niedrige Latenzzeit<\/strong>: Die Verarbeitung von Daten auf dem Ger\u00e4t selbst bedeutet schnellere Reaktionszeiten, was f\u00fcr Echtzeitanwendungen entscheidend ist.<\/li><li><strong>Effiziente Bandbreitennutzung<\/strong>: Durch die lokale Verarbeitung und Filterung von Daten reduziert Edge AI die \u00fcber das Netz gesendete Datenmenge, spart Bandbreite und senkt die \u00dcbertragungskosten.<\/li><li><strong>Verbesserter Datenschutz<\/strong>: Die lokale Datenverarbeitung minimiert die Notwendigkeit, Daten an einen anderen Ort zu senden, und tr\u00e4gt so zum Schutz der Privatsph\u00e4re der Nutzer bei.<\/li><li><strong>Skalierbarkeit und Flexibilit\u00e4t<\/strong>: Edge-KI-Systeme sind anpassungsf\u00e4hig und k\u00f6nnen je nach Bedarf nach oben oder unten skaliert werden, was in unterschiedlichen Umgebungen von entscheidender Bedeutung ist.<\/li><li><strong>Verl\u00e4sslichkeit und Autonomie<\/strong>: Edge-Ger\u00e4te k\u00f6nnen auch ohne Internetverbindung weiterarbeiten und gew\u00e4hrleisten so eine kontinuierliche Funktion f\u00fcr kritische Aufgaben.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fdbcce elementor-widget elementor-widget-heading\" data-id=\"1fdbcce\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Schlussfolgerung: Die Zukunft der Edge-KI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69b79c2 elementor-widget elementor-widget-text-editor\" data-id=\"69b79c2\" data-element_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<p>Edge-KI ver\u00e4ndert die Art und Weise, wie die Industrie KI einsetzt, indem sie die Verarbeitung n\u00e4her an die Datenquelle bringt, Latenzzeiten reduziert und Entscheidungen in Echtzeit erm\u00f6glicht. Von Fabrikhallen bis hin zu autonomen Fahrzeugen - Edge AI hilft der Industrie, intelligenter und vernetzter zu werden. Wenn Unternehmen wie InHand Networks ihre Innovationen fortsetzen, wird Edge AI eine noch gr\u00f6\u00dfere Rolle dabei spielen, wie Unternehmen in Zukunft arbeiten werden.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e55453 elementor-widget elementor-widget-ucaddon_card_carousel\" data-id=\"4e55453\" data-element_type=\"widget\" data-widget_type=\"ucaddon_card_carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n<!-- start Card Carousel -->\n\t\t<link id='font-awesome-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-all.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='font-awesome-4-shim-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-v4-shims.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link 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style=\"direction:ltr;\">    \n\n      \n          <div  class=\"card_carousel_title\">AI Edge-Computer<\/div>\n        <p class=\"card_carousel_text\"><\/p>      \t\n\n              <div class=\"ue_button\">\n          <a class=\"uc_more_btn\" href=\"https:\/\/www.inhand.com\/de\/products\/ai-edge-computers\/\" title=\"Mehr erfahren\" >Mehr erfahren<\/a>\n      \t<\/div>   \n      \t\n      \n    <\/div>\n    \n  <\/div>\n<\/div>\n\n      <\/div>\n<\/div>\n<!-- end Card Carousel -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4dc21528 e-flex e-con-boxed e-con e-child\" data-id=\"4dc21528\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c7efff0 e-con-full e-flex e-con e-child\" data-id=\"5c7efff0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4ac4d1fd e-con-full e-flex e-con e-child\" data-id=\"4ac4d1fd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-687edd4e e-con-full e-flex e-con e-child\" data-id=\"687edd4e\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:112,&quot;content_width&quot;:&quot;full&quot;,&quot;sticky_offset_tablet&quot;:0,&quot;sticky_offset_mobile&quot;:0,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_effects_offset&quot;:0}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64684b14 elementor-widget elementor-widget-heading\" data-id=\"64684b14\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Verwandte Blogs<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a756fb elementor-widget elementor-widget-ha-post-list happy-addon ha-post-list\" data-id=\"7a756fb\" data-element_type=\"widget\" data-widget_type=\"ha-post-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t<div class=\"ha-post-list-wrapper\">\n\t\t\t\t<ul class=\"ha-post-list\" >\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/5g-fwa-vs-5g-odu\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">5G FWA vs. 5G ODU, was ist zu w\u00e4hlen?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/differences-in-wireless-communication-technologies\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">Welche Unterschiede gibt es bei den Technologien f\u00fcr drahtlose Kommunikationsnetze?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/fiber-optic-connector-vs-ethernet-port\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">Glasfaseranschluss vs. Ethernet-Anschluss, was ist der Unterschied?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\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-c789fc8 e-con-full e-flex e-con e-child\" data-id=\"c789fc8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\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-450778a1 e-flex e-con-boxed e-con e-parent\" data-id=\"450778a1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ef50058 elementor-widget elementor-widget-ucaddon_uc_card_post_carousel\" data-id=\"7ef50058\" data-element_type=\"widget\" data-widget_type=\"ucaddon_uc_card_post_carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n<!-- start Post Carousel Lite -->\n\n<style>\/* widget: Post Carousel Lite *\/\n\n#uc_uc_card_post_carousel_elementor_7ef50058 *{\n  box-sizing:border-box;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058{\n  position:relative;\n  min-height:1px;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058 .uc_image_carousel_content{\n\ttext-align:center;\n    display: flex;\n     flex-flow: column nowrap;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058 .ue_post_carousel_item\n{\n  overflow:hidden;\n  \n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .ue_post_btn_holder\n{\n  margin-top:auto;\n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .uc_more_btn{\n\n  display:inline-block;\n  text-align:center;\n  text-decoration:none;\n} 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class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/\u5c01\u9762-2-768x563.png); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Neuer 5G-Router CR602 hilft Caf\u00e9s, die Konnektivit\u00e4t und die Zuverl\u00e4ssigkeit des Gesch\u00e4ftsinternets zu verbessern<\/div><\/a>    <div class=\"ue_post_intro\">Sichern Sie Ihrem Caf\u00e9 mit dem CR602 5G-Router eine zuverl\u00e4ssige Internetverbindung. Entwickelt, um Ausfallzeiten zu vermeiden,...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item2\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/clawdbot-edge-deployment-guide\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/OpenClaw-banner-768x563.png); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/clawdbot-edge-deployment-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Auf Wiedersehen, Mac mini \u201eAlways-On\u201c \u2013 Ein g\u00fcnstiger KI-Edge-Computer h\u00e4lt OpenClaw rund um die Uhr am Laufen<\/div><\/a>    <div class=\"ue_post_intro\">Setzen Sie einen permanent aktiven KI-Agenten auf einem InHand Edge-Computer mit Linux ein: Installieren Sie Clawdbot, planen Sie Inspektionen...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/clawdbot-edge-deployment-guide\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item3\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/Making-Automated-Production-Lines-Truly-Controllable-and-Visible-cover-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Automatisierte Produktionslinien wirklich kontrollierbar und transparent machen<\/div><\/a>    <div class=\"ue_post_intro\">Mit zunehmender Automatisierung sind Produktionslinien mehr denn je auf stabile Netzwerkverbindungen angewiesen. Dieser Artikel\u2026<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item4\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/ai-construction-safety-edge-decision\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/EC5550_notitle-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/ai-construction-safety-edge-decision\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Wie KI das Sicherheitsmanagement auf gro\u00dfen Baustellen durch Entscheidungsfindung vor Ort revolutioniert<\/div><\/a>    <div class=\"ue_post_intro\">Edge-KI erm\u00f6glicht die Echtzeit- und Offline-Sicherheits\u00fcberwachung auf Baustellen. Sie erkennt sofort die pers\u00f6nliche Schutzausr\u00fcstung (PSA)...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/ai-construction-safety-edge-decision\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item5\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/EC5550-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Von der Probenahme bis zur 100% KI-Inspektion<\/div><\/a>    <div class=\"ue_post_intro\">5G Carrier Aggregation erkl\u00e4rt \u2013 Schalten Sie ultraschnelle, stabile Konnektivit\u00e4t frei mit dem kommenden FWA12-Gesch\u00e4ftsmodell ...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item6\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/what-is-carrier-aggregation\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/carrier-aggregation-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/what-is-carrier-aggregation\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Was ist Carrier Aggregation (CA)?<\/div><\/a>    <div class=\"ue_post_intro\">5G Carrier Aggregation erkl\u00e4rt \u2013 Schalten Sie ultraschnelle, stabile Konnektivit\u00e4t frei mit dem kommenden FWA12-Gesch\u00e4ftsmodell ...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/what-is-carrier-aggregation\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item7\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/eu-nis2-directive-compliance-guide\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/InHand-Networks-NIS-2-readines-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/eu-nis2-directive-compliance-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">EU-NIS-2-Richtlinie: Wie InHand Networks Ihnen hilft, konform und sicher zu bleiben<\/div><\/a>    <div class=\"ue_post_intro\">Von der Einhaltung von Vorschriften bis zur Belastbarkeit ist InHand Networks Ihr zuverl\u00e4ssiger Partner f\u00fcr die NIS 2-Bereitschaft.<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/eu-nis2-directive-compliance-guide\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item8\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/what-is-wi-fi-7\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/what-is-wifi-7_website-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/what-is-wi-fi-7\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Was ist Wi-Fi 7?<\/div><\/a>    <div class=\"ue_post_intro\">Entdecken Sie, wie Wi-Fi 7 die Geschwindigkeit steigert, die Latenz reduziert und mehr Ger\u00e4te unterst\u00fctzt \u2013 und so das Gesch\u00e4ft ver\u00e4ndert \u2026<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/what-is-wi-fi-7\/\">Mehr Infos<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item9\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/de\/support\/blogs\/traffic-shaping-for-network-management\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/traffic-shaping-768x563.png); 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