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Qualitätsüberwachung mit Generative Adversarial Networks als Alternative zur Angussprobe für den Großguss

Die Qualitätsüberwachung der lokalen Gefüge unterliegt bei Großgussbauteilen in den kritischen Bauteilbereichen technischen Limitierungen. Großgussbauteile bieten die Möglichkeit der Ent-nahme von Gefügeproben durch Hohlbohrproben zur Qualitätsüberwachung in niedrigbelasteten Bauteil-bereichen. Die Schwierigkeit besteht darin, lokale Gefüge und Erstarrungsbedingungen miteinander zu verknüpfen und auf nicht untersuchbare hochbelastete Bauteilbereiche zu interpolieren. Zur Lösung wurde ein Continuous Conditional Generative Adversarial Network (CCGAN) eingesetzt, um das lokale Gefüge des Werkstoffs EN-GJS-1050-6 für experimentell nicht untersuchte Feedmod im ungeätzten Zu-stand vorherzusagen. Dazu wurde das CCGAN mit Gefügebildern und zugehörigen lokalen…

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Reference: WP-2023-266

Title: Qualitätsüberwachung mit Generative Adversarial Networks als Alternative zur Angussprobe für den Großguss
Author(s): F. Weber, Y. Yao, L. Horbach, A. F. Posada Moreno, A. Bezold, C. Broeckmann
DOI: 10.48447/WP-2023-266
Event: Werkstoffprüfung 2023: Werkstoffe und Bauteile auf dem Prüfstand - Tagung
Year of publication: 2023
Publication type: conference paper (PDF)
Language: German
Keywords: Gusseisen,Generative Adversarial Networks,Maschinelles Lernen,Gefügerekonstruktion,Gefügecharakterisierung

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Verbesserung von Prüfverfahren für lasergeschweißte Hairpin-Wicklungen

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Bewegungsanalyse von interaktiven Elastomer-Verbunden mittels Multi-Sensor-Kamerasystem

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Untersuchungen zum Einfluss der Energiequelle auf die Oberflächenqualität und die chemische Zusammensetzung in der pulverbettbasierten additiven Fertigung

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€25.00

Online only

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€25.00

Online only

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Einfluss der PEO-Oberfläche auf das Ermüdungs- und Korrosionsermüdungsverhalten der Mg-Zn-Ca-Legierung ZX10 ...

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1

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€25.00

Online only

Author(s): M. Hupka, M. Wächter, A. Esderts, C. Müller, R. Rennert

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Einfluss von Bauteileigenschaften auf die Schwingfestigkeit von Kupferwerkstoffen

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1

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€25.00

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1

German

€25.00

Online only

Author(s): S. Hartmann, S. Hirtz

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€25.00

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€25.00

Online only

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Untersuchung geschweißter Verbindungselemente unter Montagevorspannung

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1

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€25.00

Online only

Author(s): D. Weiß, T. Duffe, M. Buczek, G. Kullmer, B. Schramm

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