Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

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Location: Deutsche Nationalbibliothek Frankfurt am Main

ISSN: 1863-7353

Extent: Online-Ressource

Language: Englisch

Notes: online resource.

Bibliographic citation: Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks ; day:21 ; month:2 ; year:2022 ; pages:1-12
Production engineering ; (21.2.2022), 1-12

Creator: Molitor, Dirk Alexander
Kubik, Christian
Hetfleisch, Ruben Helmut
Groche, Peter

Contributor: SpringerLink (Online service)

DOI: 10.1007/s11740-022-01113-2

URN: urn:nbn:de:101:1-2022052321375523712443

Rights: Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.

Last update: 15.08.2025, 7:30 AM CEST

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Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

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Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states during blanking

Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

Wear Prediction in Oscillating Cold Forging Processes

Force-based inline detection of wear evolution during blanking of cold rolled steels

Image-based feature extraction for inline quality assurance and wear classification in high-speed blanking processes

Effizienzsteigerung im Werkzeug- und Formenbau durch maschinelle Oberflächeneinglättung : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Hochschulschrift

Bruchkriterien für die Blechumformung

Lebensdauerorientierte Festigkeitsauslegung von Umformwerkzeugen zur Innenhochdruck-Umformung : Ergebnisse eines Vorhabens der Industriellen Gemeinschaftsforschung (IGF)

Integration von Werkstoffermüdungseffekten in die Verschleißsimulation von Umformwerkzeugen : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Image-based and structure-integrated sensor for multiaxial measurement of structure deformations

Wear control in sheet metal forming – detection and life span estimation

Strain Induced Surface Change in Sheet Metal Forming: Numerical Prediction, Influence on Friction and Tool Wear

Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states during blanking

Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

Wear Prediction in Oscillating Cold Forging Processes

Force-based inline detection of wear evolution during blanking of cold rolled steels

Image-based feature extraction for inline quality assurance and wear classification in high-speed blanking processes

Effizienzsteigerung im Werkzeug- und Formenbau durch maschinelle Oberflächeneinglättung : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Hochschulschrift

Bruchkriterien für die Blechumformung

Lebensdauerorientierte Festigkeitsauslegung von Umformwerkzeugen zur Innenhochdruck-Umformung : Ergebnisse eines Vorhabens der Industriellen Gemeinschaftsforschung (IGF)

Integration von Werkstoffermüdungseffekten in die Verschleißsimulation von Umformwerkzeugen : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Image-based and structure-integrated sensor for multiaxial measurement of structure deformations

Wear control in sheet metal forming – detection and life span estimation

Strain Induced Surface Change in Sheet Metal Forming: Numerical Prediction, Influence on Friction and Tool Wear

Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states during blanking

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Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

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Other Objects (12)

Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

Wear Prediction in Oscillating Cold Forging Processes

Force-based inline detection of wear evolution during blanking of cold rolled steels

Image-based feature extraction for inline quality assurance and wear classification in high-speed blanking processes

Effizienzsteigerung im Werkzeug- und Formenbau durch maschinelle Oberflächeneinglättung : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Bruchkriterien für die Blechumformung

Lebensdauerorientierte Festigkeitsauslegung von Umformwerkzeugen zur Innenhochdruck-Umformung : Ergebnisse eines Vorhabens der Industriellen Gemeinschaftsforschung (IGF)

Integration von Werkstoffermüdungseffekten in die Verschleißsimulation von Umformwerkzeugen : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Image-based and structure-integrated sensor for multiaxial measurement of structure deformations

Wear control in sheet metal forming – detection and life span estimation

Strain Induced Surface Change in Sheet Metal Forming: Numerical Prediction, Influence on Friction and Tool Wear

Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states during blanking

Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

Wear Prediction in Oscillating Cold Forging Processes

Force-based inline detection of wear evolution during blanking of cold rolled steels

Image-based feature extraction for inline quality assurance and wear classification in high-speed blanking processes

Effizienzsteigerung im Werkzeug- und Formenbau durch maschinelle Oberflächeneinglättung : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Bruchkriterien für die Blechumformung

Lebensdauerorientierte Festigkeitsauslegung von Umformwerkzeugen zur Innenhochdruck-Umformung : Ergebnisse eines Vorhabens der Industriellen Gemeinschaftsforschung (IGF)

Integration von Werkstoffermüdungseffekten in die Verschleißsimulation von Umformwerkzeugen : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Image-based and structure-integrated sensor for multiaxial measurement of structure deformations

Wear control in sheet metal forming – detection and life span estimation

Strain Induced Surface Change in Sheet Metal Forming: Numerical Prediction, Influence on Friction and Tool Wear

Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states during blanking

Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks

Wear Prediction in Oscillating Cold Forging Processes

Force-based inline detection of wear evolution during blanking of cold rolled steels

Image-based feature extraction for inline quality assurance and wear classification in high-speed blanking processes

Effizienzsteigerung im Werkzeug- und Formenbau durch maschinelle Oberflächeneinglättung : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Bruchkriterien für die Blechumformung

Lebensdauerorientierte Festigkeitsauslegung von Umformwerkzeugen zur Innenhochdruck-Umformung : Ergebnisse eines Vorhabens der Industriellen Gemeinschaftsforschung (IGF)

Integration von Werkstoffermüdungseffekten in die Verschleißsimulation von Umformwerkzeugen : Ergebnisse eines Vorhabens der industriellen Gemeinschaftsforschung (IGF)

Image-based and structure-integrated sensor for multiaxial measurement of structure deformations

Wear control in sheet metal forming – detection and life span estimation

Strain Induced Surface Change in Sheet Metal Forming: Numerical Prediction, Influence on Friction and Tool Wear

Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states during blanking

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