Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states … C Kubik, SM Knauer, P Groche Journal of Intelligent Manufacturing 33 (1), 259-282, 2022 | 51 | 2022 |
Exploitation of force displacement curves in blanking—feature engineering beyond defect detection C Kubik, J Hohmann, P Groche The International Journal of Advanced Manufacturing Technology 113, 261-278, 2021 | 27 | 2021 |
Feature-based supervision of shear cutting processes on the basis of force measurements: evaluation of feature engineering and feature extraction F Hoppe, J Hohmann, M Knoll, C Kubik, P Groche Procedia manufacturing 34, 847-856, 2019 | 26 | 2019 |
Perspectives on data-driven models and its potentials in metal forming and blanking technologies M Liewald, T Bergs, P Groche, BA Behrens, D Briesenick, M Müller, ... Production Engineering 16 (5), 607-625, 2022 | 22 | 2022 |
Towards high-performance deep learning models in tool wear classification with generative adversarial networks DA Molitor, C Kubik, M Becker, RH Hetfleisch, F Lyu, P Groche Journal of Materials Processing Technology 302, 117484, 2022 | 20 | 2022 |
Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks DA Molitor, C Kubik, RH Hetfleisch, P Groche Production Engineering 16 (4), 481-492, 2022 | 18 | 2022 |
Towards a systematical approach for wear detection in sheet metal forming using machine learning C Kubik, M Becker, DA Molitor, P Groche Production Engineering 17 (1), 21-36, 2023 | 15 | 2023 |
Knowledge Discovery in Engineering Applications Using Machine Learning Techniques C Kubik, DA Molitor, M Becker, P Groche Journal of Manufacturing Science and Engineering 144 (9), 091003, 2022 | 10 | 2022 |
Towards a real-time tool state detection in sheet metal forming processes validated by wear classification during blanking C Kubik, DA Molitor, M Rojahn, P Groche IOP Conference Series: Materials Science and Engineering 1238 (1), 012067, 2022 | 7 | 2022 |
Workpiece image-based tool wear classification in blanking processes using deep convolutional neural networks. Prod Eng Res Devel 1–12 DA Molitor, C Kubik, RH Hetfleisch, P Groche | 5 | 2022 |
Ableitung eines Vorgehensmodells zur systematischen Wissensgenerierung aus Sensordaten: Zustandsbewertung produktionstechnischer Prozesse mittels maschineller Lernverfahren DA Molitor, C Kubik, M Knoll, M Becker, P Groche Zeitschrift für wirtschaftlichen Fabrikbetrieb 116 (5), 352-357, 2021 | 4 | 2021 |
Image-based feature extraction for inline quality assurance and wear classification in high-speed blanking processes C Kubik, DA Molitor, S Varchmin, DS Leininger, J Ohrenberg, P Groche The International Journal of Advanced Manufacturing Technology 129 (11 …, 2023 | 3 | 2023 |
Deep learning-based domain adaptation for a generalized detection of wear phenomena during blanking C Kubik, DA Molitor, M Rojahn, P Groche Manufacturing Letters 35, 904-914, 2023 | 3 | 2023 |
Tool wear segmentation in blanking processes with fully convolutional networks based digital image processing C Schlegel, DA Molitor, C Kubik, DM Martin, P Groche Journal of Materials Processing Technology 324, 118270, 2024 | 2 | 2024 |
Inline closed-loop control of bending angles with machine learning supported springback compensation DA Molitor, V Arne, C Kubik, G Noemark, P Groche International Journal of Material Forming 17 (1), 8, 2024 | 2 | 2024 |
Analysis and evaluation of the clamping force on the tool surface during the blanking process P Schumann, DM Martin, C Kubik, T Schneider, P Groche NUMISHEET 2022: Proceedings of the 12th International Conference and …, 2022 | 2 | 2022 |
Design Guidelines for interlocked stator cores made of CoFe sheets DM Martin, F Bäcker, B Deusinger, C Kubik, P Gehringer, J Schröder, ... IOP Conference Series: Materials Science and Engineering 1238 (1), 012036, 2022 | 2 | 2022 |
Mastering uncertain operating conditions in the development of complex machine elements by validation under dynamic superimposed operating conditions T Germann, DM Martin, C Kubik, P Groche International Conference on Uncertainty in Mechanical Engineering, 236-251, 2021 | 2 | 2021 |
Simulation-Based Data Augmentation for an Inline Wear State Detection During Blanking C Kubik, DM Martin, F Eberz, P Groche International Conference on the Technology of Plasticity, 23-35, 2023 | 1 | 2023 |
Was Bauteile über den Verschleiß genutzter Stanzwerkzeuge verraten: Möglichkeiten der Bildauswertung mit faltenden neuronalen Netzen DA Molitor, C Kubik, RH Hetfleisch, P Groche Zeitschrift für wirtschaftlichen Fabrikbetrieb 116 (12), 903-907, 2021 | 1 | 2021 |