MACHINE LEARNING BASED RAPID PARAMETER DEVELOPMENT FOR ADDITIVE MANUFACTURING AND RELATED METHODS

An additive manufacturing system may include an additive manufacturing device and a process map generation system. The process map generation system may generate an operational process map responsive to mathematical simulations of an additive manufacturing device, cause the additive manufacturing de...

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Bibliographische Detailangaben
Hauptverfasser:	DREESE, Mackenzie, RAJENDRAN, Vaibhavi, JAIN, Jayesh, YATES, Chad, DOBROWOLSKI, Thomas
Format:	Patent
Sprache:	eng ; fre
Schlagworte:	ADDITIVE MANUFACTURING TECHNOLOGY ADDITIVE MANUFACTURING, i.e. MANUFACTURING OFTHREE-DIMENSIONAL [3-D] OBJECTS BY ADDITIVE DEPOSITION, ADDITIVEAGGLOMERATION OR ADDITIVE LAYERING, e.g. BY 3-D PRINTING,STEREOLITHOGRAPHY OR SELECTIVE LASER SINTERING AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING CALCULATING CASTING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING MAKING METALLIC POWDER MANUFACTURE OF ARTICLES FROM METALLIC POWDER PERFORMING OPERATIONS PHYSICS POWDER METALLURGY SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDEDFOR SHAPING OR JOINING OF PLASTICS TRANSPORTING WORKING METALLIC POWDER WORKING OF PLASTICS WORKING OF SUBSTANCES IN A PLASTIC STATE, IN GENERAL
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Beschreibung
Zusammenfassung:	An additive manufacturing system may include an additive manufacturing device and a process map generation system. The process map generation system may generate an operational process map responsive to mathematical simulations of an additive manufacturing device, cause the additive manufacturing device to print a plurality of test structures responsive to the operational process map, detect one or more defects in each of the plurality of test structures, automatically update the operational process map responsive to the defects, and modify one or more operating parameters of the additive manufacturing device responsive to the updated operational process map. Un système de fabrication additive peut comprendre un dispositif de fabrication additive et un système de génération de carte de processus. Le système de génération de carte de processus peut générer une carte de processus opérationnelle en réponse à des simulations mathématiques d'un dispositif de fabrication additive, amener le dispositif de fabrication additive à imprimer une pluralité de structures de test en réponse à la carte de processus opérationnelle, détecter un ou plusieurs défauts dans chacune de la pluralité de structures de test, mettre à jour automatiquement la carte de processus opérationnelle en réponse aux défauts, et modifier un ou plusieurs paramètres de fonctionnement du dispositif de fabrication additive en réponse à la carte de processus opérationnelle mise à jour.