Molitor, Dirk Alexander (2024)
KI-gestützte Regelung von unsicherheitsbehafteten Umformprozessen auf redundanten Mehrpunkt-Servopressen.
Technische Universität Darmstadt
doi: 10.26083/tuprints-00027854
Dissertation, Erstveröffentlichung, Verlagsversion

Arne, Viktor ; Molitor, Dirk Alexander ; Spies, Daniel ; Knoll, Maximilian ; Groche, Peter (2024)
Control of hole rolling on 3D servo presses.
In: Journal of Manufacturing Processes, 131
doi: 10.1016/j.jmapro.2024.09.015
Artikel, Bibliographie

Molitor, Dirk Alexander ; Arne, Viktor ; Hoppe, Florian ; Groche, Peter (2024)
Gain scheduled task space control of multi DOF machine tools with non-linear parallel kinematics.
In: Control Engineering Practice, 144
doi: 10.1016/j.conengprac.2023.105823
Artikel, Bibliographie

Molitor, Dirk Alexander ; Arne, Viktor ; Kubik, Christian ; Noemark, Gabriel ; Groche, Peter (2024)
Inline closed-loop control of bending angles with machine learning supported springback compensation.
In: International Journal of Material Forming, 17
doi: 10.1007/s12289-023-01802-y
Artikel, Bibliographie

Schlegel, Clemens ; Molitor, Dirk Alexander ; Kubik, Christian ; Martin, Daniel M. ; Groche, Peter (2024)
Tool wear segmentation in blanking processes with fully convolutional networks based digital image processing.
In: Journal of Materials Processing Technology, 324
doi: 10.1016/j.jmatprotec.2023.118270
Artikel, Bibliographie

Spies, Daniel ; Molitor, Dirk Alexander ; Damon, James ; Knoll, Maximilian ; Dietrich, Stefan ; Schulze, Volker ; Groche, Peter (2023)
Conception of a multivariable product property control for punch-hole-rolling.
ESAFORM 2023. Kraków (19.04.2023-21.04.2023)
doi: 10.21741/9781644902479-223
Konferenzveröffentlichung, Bibliographie

Kokozinski, Andre ; Molitor, Dirk Alexander ; Groche, Peter (2023)
Blechverarbeitung 4.0 - Steigerung der Produktivität in schnelllaufenden, mehrstufigen Blechumformprozessen durch intelligente Datenanalyse.
EFB-Kolloquium 2023. Würzburg (08.05.2023-09.05.2023)
Konferenzveröffentlichung, Bibliographie

Kubik, Christian ; Molitor, Dirk Alexander ; Rojahn, Marvin ; Groche, Peter (2023)
Deep learning-based domain adaptation for a generalized detection of wear phenomena during blanking.
In: Manufacturing Letters, 35
doi: 10.1016/j.mfglet.2023.08.005
Artikel, Bibliographie

Kubik, Christian ; Molitor, Dirk Alexander ; Varchmin, Sven ; Leininger, Dominik Sebastian ; Ohrenberg, Joost ; Groche, Peter (2023)
Image-based feature extraction for inline quality assurance and wear classification in high-speed blanking processes.
In: International Journal of Advanced Manufacturing Technology
doi: 10.1007/s00170-023-12653-x
Artikel, Bibliographie

Groche, Peter ; Breunig, Alexander ; Chen, Kelin ; Molitor, Dirk Alexander ; Ha, Jinjin ; Kinsey, Brad ; Korkolis, Yannis (2022)
Effectiveness of different closed-loop control strategies for deep drawing on single-acting 3D Servo Presses.
In: CIRP Annals - Manufacturing Technology, 71
doi: 10.1016/j.cirp.2022.04.072
Artikel, Bibliographie

Kubik, Christian ; Molitor, Dirk Alexander ; Becker, Marco ; Groche, Peter (2022)
Knowledge discovery from time series in engineering applications using machine learning techniques.
In: Journal of Manufacturing Science and Engineering, 144 (9)
doi: 10.1115/1.4054158
Artikel, Bibliographie

Volz, Stefan ; Molitor, Dirk Alexander ; Launhardt, Jonas ; Groche, Peter (2022)
Maschinelles Lernen in der Tribologie.
In: Werkstattstechnik online: wt, 112 (10)
doi: 10.37544/1436-4980-2022-10-13
Artikel, Bibliographie

Molitor, Dirk Alexander ; Kubik, Christian ; Becker, Marco ; Hetfleisch, Ruben ; Lyu, F. ; Groche, Peter (2022)
Towards High Performance Deep Learning Models in Tool Wear Classification with Generative Adversarial Networks.
In: Journal of Materials Processing Technology, 302
doi: 10.1016/j.jmatprotec.2021.117484
Artikel, Bibliographie

Kubik, Christian ; Molitor, Dirk Alexander ; Rojahn, M. ; Groche, Peter (2022)
Towards a real-time tool state detection in sheet metal forming processes validated by wear classification during blanking.
In: IOP Conference Series: Materials Science and Engineering, 1238
doi: 10.1088/1757-899X/1238/1/012067
Artikel, Bibliographie

Kubik, Christian ; Becker, Marco ; Molitor, Dirk Alexander ; Groche, Peter (2022)
Towards a systematical approach for wear detection in sheet metal forming using machine learning.
In: Production Engineering - Research and Development
doi: 10.1007/s11740-022-01150-x
Artikel, Bibliographie

Molitor, Dirk Alexander ; Kubik, Christian ; Hetfleisch, Ruben ; Groche, Peter (2022)
Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks.
In: Production Engineering: Research and Development
doi: 10.1007/s11740-022-01113-2
Artikel, Bibliographie

Staudter, Georg Alexander ; Öztürk, Tuğrul ; Martin, Daniel Michael ; Hartig, Jakob ; Molitor, Dirk Alexander ; Hoppe, Florian ; Anderl, Reiner ; Groche, Peter ; Pelz, Peter F. ; Weigold, Matthias (2021)
An Approach for Mastering Data-induced Conflicts in the Digital Twin Context.
In: International Journal of Product Lifecycle Management (IJPLM), 13 (1)
doi: 10.1504/IJPLM.2021.115698
Artikel, Bibliographie

Molitor, Dirk Alexander ; Kubik, Christian ; Knoll, Maximilian ; Becker, Marco ; Groche, Peter (2021)
Ableitung eines Vorgehensmodells zur systematischen Wissensgenerierung aus Sensordaten.
In: Zeitschrift für Wirtschaftlichen Fabrikbetrieb : ZWF, 116 (5)
doi: 10.1515/zwf-2021-0066
Artikel, Bibliographie

Molitor, Dirk Alexander ; Kubik, Christian ; Hetfleisch, Ruben ; Groche, Peter (2021)
Was Bauteile über den Verschleiß genutzter Stanzwerkzeuge verraten.
In: Zeitschrift für Wirtschaftlichen Fabrikbetrieb : ZWF, 116 (12)
doi: 10.1515/zwf-2021-0163
Artikel, Bibliographie