{"id":27316,"date":"2025-08-21T07:41:50","date_gmt":"2025-08-21T07:41:50","guid":{"rendered":"https:\/\/www.novotek.com\/ch\/?post_type=insights&#038;p=27316"},"modified":"2026-01-08T12:04:12","modified_gmt":"2026-01-08T12:04:12","slug":"industrial-ai-3-use-cases","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/ch\/insight\/industrial-ai-3-use-cases\/","title":{"rendered":"Industrial AI: 3 Use Cases"},"content":{"rendered":"<div class=\"container-md paragraph  \">\n<p>Wenn Sie sich fragen, wie KI in Ihrer industriellen Umgebung tats\u00e4chlich Mehrwert schaffen kann, sind Sie nicht allein. In diesem Artikel f\u00fchren wir Sie Schritt f\u00fcr Schritt durch drei reale Anwendungsf\u00e4lle industrieller KI und erl\u00e4utern, was Sie ben\u00f6tigen, um loszulegen!<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Lassen Sie uns \u00fcber folgende Themen sprechen:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li><a href=\"#predictive\">Predictive Maintenance<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#energie\">Energieoptimierung<\/a><\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><a href=\"#mcp\">Agenten-gest\u00fctzte Prozessanalyse \u00fcber MCP<\/a><\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md separator  \">\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" id=\"predictive\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  alignfull\">\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:500px\"><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:1500px\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-dark-red-color has-text-color has-link-color wp-elements-1df8169ac83e65a2649cfdbc1c1b15d9\"><strong>USE CASE 1<\/strong><\/h4>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Predictive Maintenance<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Predictive Maintenance hilft Ihnen, unerwartete Ger\u00e4teausf\u00e4lle zu vermeiden, indem Probleme erkannt werden, bevor sie zu Ausfallzeiten f\u00fchren. Durch die Analyse von Zeitreihendaten, die von Sensoren erfasst und typischerweise in einem Historian wie dem <strong><a href=\"https:\/\/www.novotek.com\/ch\/smart-factory-mes\/proficy-historian\/\">Proficy Historian<\/a><\/strong> gespeichert werden, k\u00f6nnen Machine-Learning-Modelle fr\u00fche Warnsignale erkennen \u2013 etwa ungew\u00f6hnliche Trends oder Abweichungen von normalen Betriebsbedingungen.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Nach dem Training k\u00f6nnen diese Modelle \u2013 je nach Systemarchitektur \u2013 entweder am Edge oder in einem zentralen System ausgef\u00fchrt werden. Die Ergebnisse lassen sich in SCADA-Plattformen wie <strong>Proficy <a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-cimplicity\/\">CIMPLICITY <\/a>\/ <\/strong><a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-ifix\/\"><strong>iFIX<\/strong> <\/a>integrieren, um Alarme auszul\u00f6sen, Gesundheitsbewertungen zu vergeben oder die Wartungsplanung in Echtzeit zu unterst\u00fctzen.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-medium-font-size\"><strong>Um loszulegen, ben\u00f6tigen Sie:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul style=\"background-color:#6f7b822e\" class=\"wp-block-list has-background\"><div class=\"container-md list-item  \">\n<li><strong>Zeitreihendaten<\/strong> von Sensoren an kritischen Anlagen<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Ein Historian-System<\/strong> zur Erfassung und Organisation der Daten (z. B. <strong><a href=\"https:\/\/www.novotek.com\/ch\/smart-factory-mes\/proficy-historian\/\">Proficy Historian<\/a><\/strong>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Ein Machine-Learning- oder Analyse-Tool<\/strong> zum Erstellen und Bereitstellen von Modellen (z. B. <strong><a href=\"https:\/\/www.novotek.com\/ch\/anlagen-prozessoptimierung\/proficy-csense\/\">Proficy CSense<\/a><\/strong>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Die Integration mit einem SCADA- oder HMI-System<\/strong> zur Visualisierung der Ergebnisse und Generierung von Warnmeldungen (z. B. <strong><strong>Proficy <a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-cimplicity\/\">CIMPLICITY <\/a>\/ <\/strong><a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-ifix\/\"><strong>iFIX<\/strong><\/a><\/strong>)<\/li>\n<\/div><\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:150px\"><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:1500px\"><div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/at\/wp-content\/uploads\/sites\/13\/Architecture-Predictive-Maintenance.png\" alt=\"\" class=\"wp-image-25771\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:500px\"><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:150px\" aria-hidden=\"true\" id=\"energie\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  alignfull\">\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:500px\"><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:1500px\"><div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/at\/wp-content\/uploads\/sites\/13\/Energy-Optimization.png\" alt=\"\" class=\"wp-image-25773\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:150px\"><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:1500px\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-dark-red-color has-text-color has-link-color wp-elements-f5a122fd42e4eb7e76a15445ad4e26ed\"><strong>USE CASE 2<\/strong><\/h4>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Energieoptimierung<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Energieoptimierung nutzt KI, um den Energieverbrauch zu senken, ohne die Effizienz der Anlage zu beeintr\u00e4chtigen. Dabei werden Echtzeit-Sensordaten aus der Anlage gesammelt und verwendet, um ein Modell zu trainieren, das das Verhalten des Prozesses versteht.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Das KI-Modell sagt die besten Steuerungsmassnahmen voraus (z. B. Anpassung von Sollwerten) basierend auf den aktuellen Betriebsbedingungen und Systembeschr\u00e4nkungen. Diese Empfehlungen werden an das SCADA-System gesendet, das dann mit der Steuerungshardware kommuniziert, um die \u00c4nderungen umzusetzen. Der Prozess l\u00e4uft kontinuierlich in einer geschlossenen Regelungsschleife, \u00e4hnlich wie bei der modellpr\u00e4diktiven Regelung \u2013 stets darauf ausgerichtet, den effizientesten Betriebspunkt zu finden.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Nach dem Training k\u00f6nnen diese Modelle \u2013 je nach Systemarchitektur \u2013 entweder am Edge oder zentral ausgef\u00fchrt werden. Die Ergebnisse lassen sich in SCADA-Plattformen wie <strong><strong>Proficy <a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-cimplicity\/\">CIMPLICITY <\/a>\/ <\/strong><a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-ifix\/\"><strong>iFIX<\/strong><\/a><\/strong> integrieren, um Alarme auszul\u00f6sen, Zustandsbewertungen vorzunehmen oder die Wartungsplanung in Echtzeit zu unterst\u00fctzen.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-medium-font-size\"><strong>Um loszulegen, ben\u00f6tigen Sie:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul style=\"background-color:#6f7b822e\" class=\"wp-block-list has-background\"><div class=\"container-md list-item  \">\n<li><strong>Echtzeitdaten<\/strong> von Energiemessger\u00e4ten und Prozesssensoren<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Ein Historian<\/strong> zur Speicherung und Organisation der Daten (z. B. <strong><a href=\"https:\/\/www.novotek.com\/ch\/smart-factory-mes\/proficy-historian\/\">Proficy Historian<\/a><\/strong>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Ein KI- oder Optimierungsmodell<\/strong> zur Empfehlung von Sollwerten (z. B. <strong><a href=\"https:\/\/www.novotek.com\/ch\/anlagen-prozessoptimierung\/proficy-csense\/\">Proficy CSense<\/a><\/strong>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Ein SCADA-System<\/strong> zur Umsetzung der Sollwerte und \u00dcberwachung der Leistung (z. B. <strong><strong>Proficy <a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-cimplicity\/\">CIMPLICITY <\/a>\/ <\/strong><a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-ifix\/\"><strong>iFIX<\/strong><\/a><\/strong>)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>(Optional) On-Premise- oder Edge-Bereitstellung f\u00fcr schnellere Echtzeitreaktionen<\/li>\n<\/div><\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:500px\"><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:150px\" aria-hidden=\"true\" id=\"mcp\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md columns  alignfull\">\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:500px\"><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:1500px\"><div class=\"container-md heading  \">\n<h4 class=\"wp-block-heading has-novotek-dark-red-color has-text-color has-link-color wp-elements-2cdaf767b71acabe4601654bf76cd83a\"><strong>USE CASE 3<\/strong><\/h4>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Analyse von Industriedaten mittels KI Chatbot<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>\u00dcber das neue standardisierte Protokoll f\u00fcr den Datenaustausch mit KI-Systemen (Model-Context-Protokoll, MCP) k\u00f6nnen Anlagedaten einfach einem KI-Chatbot oder Agenten zur Verf\u00fcgung gestellt werden (MCP-Server ist z.B. in&nbsp;<strong>HighByte Intelligence Hub<\/strong>&nbsp;integriert).<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Der Agent kann auf Live-Produktionsdaten, historische Daten und Anlagenfunktionen zugreifen, wodurch er den aktuellen Zustand der Anlage einsch\u00e4tzen, Erkenntnisse generieren und Steuerungsmassnahmen empfehlen kann. Der Agent liefert diese Erkenntnisse entweder den Bedienern oder \u00fcbergibt sie an das SCADA-System zur weiteren Umsetzung.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Der Ablauf funktioniert folgendermassen: der KI Chatbot\/Agent ruft Daten ab, liefert Erkenntnisse zur\u00fcck und schafft so eine neue Ebene der&nbsp;<strong>Zusammenarbeit zwischen Mensch und Maschine<\/strong>.<\/p>\n<\/div>\n\n<div class=\"container-md buttons  \">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"container-md button  \">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-novotek-red-background-color has-background wp-element-button\" href=\"https:\/\/www.youtube.com\/watch?v=5_WE6cZeDG8\" target=\"_blank\" rel=\"noreferrer noopener\">M\u00f6chten Sie mehr erfahren? Sehen Sie sich eine Demo von HighByte an.<\/a><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-medium-font-size\"><strong>Um loszulegen, ben\u00f6tigen Sie:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul style=\"background-color:#6f7b822e\" class=\"wp-block-list has-background\"><div class=\"container-md list-item  \">\n<li><strong>Anlagendaten:<\/strong> Sensor-, SPS- und Steuerungsdaten<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Historian-System:<\/strong> z. B. <strong><a href=\"https:\/\/www.novotek.com\/ch\/smart-factory-mes\/proficy-historian\/\">Proficy Historian<\/a><\/strong> zur Speicherung von Zeitreihendaten<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>MCP-Server:<\/strong> z. B. <strong><a href=\"https:\/\/www.novotek.com\/ch\/ot-it-cloud-konnektivitaet-dataops\/highbyte-intelligence-hub-dataops-loesung\/\">HighByte Intelligence Hub<\/a><\/strong> zur Modellierung und Kontextualisierung von Daten<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>LLM\/AI-Agent:<\/strong> z. B. LangChain, lokales GPT-Modell oder Azure-OpenAI-Agent<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>SCADA-System:<\/strong> z. B. <strong><strong>Proficy <a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-cimplicity\/\">CIMPLICITY <\/a>\/ <\/strong><a href=\"https:\/\/www.novotek.com\/ch\/hmi-scada\/proficy-ifix\/\"><strong>iFIX<\/strong><\/a><\/strong> zur Visualisierung oder Umsetzung von Empfehlungen<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li><strong>Optionale Benutzeroberfl\u00e4che: <\/strong>Bedienkonsole mit Chat-Interface<\/li>\n<\/div><\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:150px\"><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:1500px\"><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/at\/wp-content\/uploads\/sites\/13\/MCP.png\" alt=\"\" class=\"wp-image-25775\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md column  \">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:500px\"><div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/www.novotek.com\/at\/wp-content\/uploads\/sites\/13\/Cameron-profilepicture-circle-border.png\" alt=\"\" class=\"wp-image-25777\" style=\"width:100px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Written by:<\/strong> Cameron Bolt &#8211; <em>Product Specialist Process Optimization<\/em>, Novotek Benelux &#8211; 21. August 2025<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Wenn Sie sich fragen, wie KI in Ihrer industriellen Umgebung tats\u00e4chlich Mehrwert schaffen kann, sind Sie nicht allein. In diesem Artikel f\u00fchren wir Sie Schritt f\u00fcr Schritt durch drei reale Anwendungsf\u00e4lle industrieller KI und erl\u00e4utern, was Sie ben\u00f6tigen, um loszulegen!<\/p>\n","protected":false},"featured_media":0,"template":"","insight_category":[64],"class_list":["post-27316","insights","type-insights","status-publish","hentry","insight_category-industrial-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Industrial AI: 3 Use Cases - Novotek Switzerland AG<\/title>\n<meta name=\"description\" content=\"In diesem Artikel \u00fcber Industrial AI f\u00fchren wir Sie Schritt f\u00fcr Schritt durch drei reale Anwendungsf\u00e4lle (Use Cases) industrieller KI!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.novotek.com\/ch\/insight\/industrial-ai-3-use-cases\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Industrial AI: 3 Use Cases - 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