{"id":30653,"date":"2025-11-06T12:32:36","date_gmt":"2025-11-06T11:32:36","guid":{"rendered":"https:\/\/www.dimacsrl.com\/?p=30653"},"modified":"2025-11-17T09:29:09","modified_gmt":"2025-11-17T08:29:09","slug":"wie-man-kunstliche-intelligenz-fur-die-prufung-von-verbindungselementen-trainiert","status":"publish","type":"post","link":"https:\/\/www.dimacsrl.com\/de\/archives\/how-to-train-artificial-intelligence-for-fastener-inspection\/","title":{"rendered":"Wie trainiert man AI f\u00fcr die 100% Inspektion von Verbindungselementen und Metallteilen?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"30653\" class=\"elementor elementor-30653\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94e64d3 e-flex e-con-boxed e-con e-parent\" data-id=\"94e64d3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc6a1dc elementor-widget elementor-widget-image\" data-id=\"cc6a1dc\" data-element_type=\"widget\" data-e-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 fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"520\" src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025.jpg\" class=\"attachment-large size-large wp-image-30752\" alt=\"\" srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025.jpg 800w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025-300x195.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025-768x499.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-35f800d elementor-widget elementor-widget-spacer\" data-id=\"35f800d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73fc4b1 elementor-widget elementor-widget-text-editor\" data-id=\"73fc4b1\" data-element_type=\"widget\" data-e-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\t\t<p class=\"translation-block\"><strong><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;text-align: var(--text-align)\">Dank des fortschrittlichen Einsatzes von Werkzeugen der K\u00fcnstlichen Intelligenz (KI) ist Dimac nun in der Lage, selbst die komplexesten menschlichen visuellen Inspektionen nachzubilden<\/span><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;text-align: var(--text-align)\">von metallischen Komponenten<\/span><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;text-align: var(--text-align)\">.<\/span><\/strong><\/p><p>Dieser Durchbruch erweitert die Automatisierung der Qualit\u00e4tskontrolle auf Bereiche, in denen herk\u00f6mmliche Bildverarbeitungssysteme bisher keine zuverl\u00e4ssigen Ergebnisse liefern konnten.<\/p><p><strong>Die neue Generation der Dimac-Qualit\u00e4tskontrollmaschinen f\u00fcr Verbindungselemente kann jetzt Fehler erkennen, die mit herk\u00f6mmlichen Systemen nicht zu identifizieren waren.<\/strong><\/p><p><strong>Das Ergebnis ist:<\/strong><\/p><ul><li>eine genauere und wirksamere Kontrolle,<\/li><li>deutliche Reduzierung der Produktionsabf\u00e4lle,<\/li><li>Wirtschafts- und Energieeinsparungen, und<\/li><li>eine k\u00fcrzere Markteinf\u00fchrungszeit.<\/li><\/ul>\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-5406b4d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5406b4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3586681 elementor-widget elementor-widget-text-editor\" data-id=\"3586681\" data-element_type=\"widget\" data-e-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\t\t<h4><strong><span style=\"text-align: var(--text-align);\">Optische Hochgeschwindigkeitsinspektion mit Hilfe von KI<\/span><\/strong><\/h4><p class=\"translation-block\"><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight );text-align: var(--text-align)\">Dimac <a href=\"https:\/\/www.dimacsrl.com\/it\/macchine-per-lo-smistamento-automatico\/\" target=\"_self\">Sortiermaschinen<\/a> integrieren optische Hochgeschwindigkeitskontrollstationen -<\/span><b style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;text-align: var(--text-align)\"> bis zu 700 Teile pro Minute <\/b><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight );text-align: var(--text-align)\">- ausgestattet mit fortschrittlichen Kameras und Beleuchtungseinheiten, kombiniert mit KI-gest\u00fctzter Vision-Software. Auf derselben Maschine k\u00f6nnen Sie auch Kontrollen mit anderen herk\u00f6mmlichen Stationen durchf\u00fchren.<\/span><\/p><p>Die KI-Software verarbeitet die von den Kameras aufgenommenen Graustufenbilder, interpretiert deren Inhalt und bestimmt in Echtzeit, ob ein Teil konform oder fehlerhaft ist.<\/p><p>Die KI-Algorithmen von Dimac vergleichen eingehende Bilder mit einer Referenzdatenbank und identifizieren so sofort fehlerhafte Teile.<\/p><p><b>Einige Anwendungsbeispiele:<\/b><\/p><ul><li><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Die KI kann eine eingravierte Markierung von einem Riss in der Oberfl\u00e4che unterscheiden und so falsche R\u00fcckweisungen verhindern.<\/span><\/li><li>Es kann reale Abmessungen messen, selbst wenn die Oberfl\u00e4che verschmutzt oder kontaminiert ist.<\/li><li>Es kann Erscheinungsfehler bei Materialien mit uneinheitlicher Farbe oder Oberfl\u00e4che erkennen.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1b4c20 e-con-full e-flex e-con e-child\" data-id=\"b1b4c20\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-71e0157 elementor-widget elementor-widget-text-editor\" data-id=\"71e0157\" data-element_type=\"widget\" data-e-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\t\t<h6 style=\"text-align: center;\" class=\"translation-block\"><span style=\"font-family: var( --e-global-typography-primary-font-family ), Sans-serif;font-size: 1.25rem;font-weight: var( --e-global-typography-primary-font-weight );text-align: var(--text-align)\">AI \u201csieht\u201d nicht nur Fehler: <br>Sie versteht sie<\/span><\/h6>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b366dc1 elementor-widget elementor-widget-image\" data-id=\"b366dc1\" data-element_type=\"widget\" data-e-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 decoding=\"async\" width=\"800\" height=\"450\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web.jpg\" class=\"attachment-large size-large wp-image-30695 lazyload\" alt=\"Beispiel f\u00fcr einen Defekt an einer Dimac SFS-Steuerungsstation: Kratzer auf der Scheibe\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web.jpg 900w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web-300x169.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web-768x432.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web-18x10.jpg 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/450;\" \/>\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-5d30e64 elementor-widget elementor-widget-spacer\" data-id=\"5d30e64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f93f78 elementor-widget elementor-widget-text-editor\" data-id=\"5f93f78\" data-element_type=\"widget\" data-e-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\t\t<h4><strong><span style=\"text-align: var(--text-align);\">\u00c4hnlichkeitsbasierte Algorithmen und kontinuierliches Lernen<\/span><\/strong><\/h4><p>Im Gegensatz zu herk\u00f6mmlichen regelbasierten Bildverarbeitungssystemen ist die KI-Software von Dimac nicht auf vordefinierte Parameter oder Schwellenwerte angewiesen.<\/p><p>Stattdessen, <b>der Algorithmus bewertet die statistische \u00c4hnlichkeit<\/b> zwischen den analysierten Bildern und den Referenzkategorien, um die Wahrscheinlichkeit zu bestimmen, dass ein neues Bild entweder der Klasse \u201ckonform\u201d oder \u201cnicht konform\u201d angeh\u00f6rt.<\/p><p class=\"translation-block\"><b>Jedes \u201cneuronale Netz\u201d wird zun\u00e4chst f\u00fcr die Erkennung eines bestimmten Fehlertyps trainiert, kann aber erweitert werden<\/b>, um Familien von Verbindungselementen mit \u00e4hnlichen Merkmalen zu pr\u00fcfen (z. B. identische Form, aber unterschiedliches Material).<\/p><h5><span style=\"color: #008080;\">Einmal trainiert, kann das Modell mit neuen Parametern oder Fehlertypen aktualisiert werden, wobei die urspr\u00fcngliche Trainingsbasis erhalten bleibt.<\/span><\/h5><p>Das neuronale Netz ist eine Datei, die mit der Steuerungsebene verkn\u00fcpft ist und bei jedem Laden der Ebene automatisch aufgerufen wird.<\/p>\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-0afc2de elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0afc2de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60dce22 elementor-widget elementor-widget-text-editor\" data-id=\"60dce22\" data-element_type=\"widget\" data-e-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\t\t<h4><span style=\"color: #008080;\"><strong>Dimac bietet KI-Training als Dienstleistung an<\/strong><\/span><\/h4><p><strong>KI-Training erfordert:<\/strong><\/p><ul><li>eine spezielle Station f\u00fcr Hochleistungscomputer,<\/li><li>die erforderlichen Softwarelizenzen und<\/li><li>Fachwissen in den Bereichen maschinelles Sehen und maschinelles Lernen.<\/li><\/ul>\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-1f4e5b7 elementor-widget elementor-widget-text-editor\" data-id=\"1f4e5b7\" data-element_type=\"widget\" data-e-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\t\t<p>Der KI-Schulungsprozess erfordert eine geeignete Computerstation, die erforderlichen Softwarelizenzen und spezielle Kenntnisse und kann von Dimac-Technikern aus der Ferne durchgef\u00fchrt werden.<\/p><p class=\"translation-block\">Zur weiteren Schulung enth\u00e4lt die integrierte Software der <b>Dimac-Sortiermaschine eine einfache Anleitung<\/b>, die den Bedienern hilft, Bilder von guten und fehlerhaften Proben zu erfassen.<\/p>\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-38acade elementor-widget elementor-widget-spacer\" data-id=\"38acade\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1c241a elementor-widget elementor-widget-image\" data-id=\"f1c241a\" data-element_type=\"widget\" data-e-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 decoding=\"async\" width=\"800\" height=\"446\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1.jpg\" class=\"attachment-large size-large wp-image-30693 lazyload\" alt=\"\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1.jpg 800w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1-300x167.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1-768x428.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1-18x10.jpg 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/446;\" \/>\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-93c31b1 elementor-widget elementor-widget-spacer\" data-id=\"93c31b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-325fbb9 elementor-widget elementor-widget-image\" data-id=\"325fbb9\" data-element_type=\"widget\" data-e-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 decoding=\"async\" width=\"800\" height=\"451\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1.jpg\" class=\"attachment-large size-large wp-image-30694 lazyload\" alt=\"Dimac AI Training Neuronales Netzwerk\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1.jpg 800w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1-300x169.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1-768x433.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1-18x10.jpg 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/451;\" \/>\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-088800d elementor-widget elementor-widget-text-editor\" data-id=\"088800d\" data-element_type=\"widget\" data-e-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\t\t<p>Auf diese Weise k\u00f6nnen die Ingenieure von Dimac <b>kann innerhalb von 3 Tagen nach Erhalt der Bilder aus der Ferne Schulungen oder Modellaktualisierungen durchf\u00fchren.<\/b><\/p>\n<p class=\"translation-block\">Ausgehend von den auf der Maschine erfassten Bildern f\u00fchrt <b>Dimac das Training, die Feinabstimmung und die Validierung des KI-Modells intern durch<\/b> und installiert dann das trainierte neuronale Netz direkt auf der Sortiermaschine des Kunden.<\/p>\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-3c3862c elementor-widget elementor-widget-spacer\" data-id=\"3c3862c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a369627 e-con-full e-flex e-con e-child\" data-id=\"a369627\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38df9b2 elementor-widget elementor-widget-text-editor\" data-id=\"38df9b2\" data-element_type=\"widget\" data-e-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\t\t<h6><strong>DER KI-AUSBILDUNGSPROZESS<\/strong><\/h6>\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-3c63a00 elementor-widget elementor-widget-image\" data-id=\"3c63a00\" data-element_type=\"widget\" data-e-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 decoding=\"async\" width=\"800\" height=\"504\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1.png\" class=\"attachment-large size-large wp-image-30692 lazyload\" alt=\"Dimac AI Trainingsdiagramm\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1.png 900w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1-300x189.png 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1-768x484.png 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1-18x12.png 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/504;\" \/>\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-c40d842 elementor-widget elementor-widget-text-editor\" data-id=\"c40d842\" data-element_type=\"widget\" data-e-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\t\t<p><strong>1. Erfassung von kommentierten Realbildern<\/strong><\/p><p>Es werden reale Bilder von Bauteilen unter verschiedenen Betriebsbedingungen (Beleuchtung, Ausrichtung, Oberfl\u00e4chenbeschaffenheit) aufgenommen, darunter sowohl konforme als auch defekte Teile.<\/p><p>Fehlerhafte Bereiche werden manuell oder durch halbautomatische Beschriftungstools beschriftet.<\/p><p><b>2. Datenerweiterung<\/b><\/p><p>Durch geometrische Transformationen (Rotation, Translation, Zoom) sowie Anpassungen von Helligkeit, Kontrast und Rauschen werden aus realen Mustern neue Bildvarianten erzeugt.<\/p><p>Dies erh\u00f6ht die Vielfalt der Datens\u00e4tze und verbessert die Modellgeneralisierung.<\/p><p><b>3. Synthetische Bilderzeugung<\/b><\/p><p>Wenn echte Defektmuster selten oder nicht verf\u00fcgbar sind, verwendet Dimac fotorealistische Simulationen und prozedurale Modellierung, um synthetische Bilder von Metallkomponenten zu erzeugen. Zu den simulierten Fehlern geh\u00f6ren Kratzer, Risse, Dellen oder Oberfl\u00e4chenverunreinigungen.<\/p><p><b>4. Bereichsrandomisierung und kontrollierte Variabilit\u00e4t<\/b><\/p><p>Bei der Erzeugung synthetischer Bilder werden kontrollierte Zufallsvariationen bei Beleuchtung, Textur, Kamerawinkel und Rauschen eingef\u00fchrt. Diese Technik, die als Dom\u00e4nenrandomisierung bekannt ist, macht das Modell robuster gegen\u00fcber unvorhersehbaren realen Bedingungen und verringert die Kluft zwischen synthetischen und realen Daten.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33e4208 elementor-widget elementor-widget-spacer\" data-id=\"33e4208\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57b3f2c elementor-widget elementor-widget-text-editor\" data-id=\"57b3f2c\" data-element_type=\"widget\" data-e-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\t\t<h4><strong>Jenseits von Fasteners: AI f\u00fcr die Bildinterpretation<\/strong><\/h4><p>Der Einsatz von KI f\u00fcr die visuelle Interpretation hat sich als \u00e4u\u00dferst flexibel und skalierbar erwiesen.<\/p><p>Die von Dimac entwickelten Algorithmen k\u00f6nnen in jedem Bereich eingesetzt werden, in dem eine visuelle Qualit\u00e4tspr\u00fcfung mit menschlichem Urteilsverm\u00f6gen erforderlich ist - allerdings mit deutlich h\u00f6herer Geschwindigkeit und einem rationalisierten Trainingsprozess.<\/p><p>Diese Technologien sind beispielsweise in der medizinischen Bildgebung und Diagnostik von zunehmender Bedeutung, wo KI die Interpretation komplexer visueller Daten mit au\u00dfergew\u00f6hnlicher Pr\u00e4zision unterst\u00fctzen kann.<\/p>\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-4a62b48 elementor-widget elementor-widget-text-editor\" data-id=\"4a62b48\" data-element_type=\"widget\" data-e-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\t\t<h4><strong>Schlussfolgerung<\/strong><\/h4><p>Die Integration von k\u00fcnstlicher Intelligenz in die Sortiermaschinen von Dimac stellt einen gro\u00dfen technologischen Sprung in der automatischen Qualit\u00e4tskontrolle dar.<\/p><p>Durch die Kombination <b>High-Speed-Vision, maschinelles Lernen und synthetische Bildsimulation, <\/b>Dimac verschiebt die Grenzen der industriellen Sichtpr\u00fcfung und setzt neue Ma\u00dfst\u00e4be f\u00fcr Zuverl\u00e4ssigkeit, Pr\u00e4zision und Effizienz.<\/p>\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-9360daa elementor-widget elementor-widget-spacer\" data-id=\"9360daa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b62f0d3 e-con-full e-flex e-con e-child\" data-id=\"b62f0d3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c0ad1d elementor-widget elementor-widget-text-editor\" data-id=\"7c0ad1d\" data-element_type=\"widget\" data-e-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\t\t<h6><strong>dimac ai tools sind auf Maschinen verf\u00fcgbar<\/strong><\/h6>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-941b7cb e-grid e-con-boxed e-con e-child\" data-id=\"941b7cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-eed30e0 e-flex e-con-boxed e-con e-child\" data-id=\"eed30e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa7b87a elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"aa7b87a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/de\/automatische-sortiermaschinen\/mcv1\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv1<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\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-105770a e-flex e-con-boxed e-con e-child\" data-id=\"105770a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7cacd18 elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"7cacd18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/de\/automatische-sortiermaschinen\/mcv3\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv3<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\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-62d9fc1 e-flex e-con-boxed e-con e-child\" data-id=\"62d9fc1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ca1a12 elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"8ca1a12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/de\/automatische-sortiermaschinen\/mcv4\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv4<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\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-53173f7 e-flex e-con-boxed e-con e-child\" data-id=\"53173f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9c59248 elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"9c59248\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/de\/automatische-sortiermaschinen\/mcv6\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv6<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7069da5 elementor-widget elementor-widget-spacer\" data-id=\"7069da5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Thanks to the advanced use of Artificial Intelligence (AI) tools, Dimac is now capable of replicating even the most complex human visual inspections\u00a0of metallic components. 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