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2021 | OriginalPaper | Buchkapitel

Towards an Adaptive Production Chain for Sustainable Sheet-Metal Blanked Components

verfasst von : P. Niemietz, T. Kaufmann, M. Unterberg, D. Trauth, T. Bergs

Erschienen in: Production at the leading edge of technology

Verlag: Springer Berlin Heidelberg

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Abstract

Up to 250 fine-blanked components per luxury-class vehicle make a considerable contribution to the automotive production supply chain. High scrap rates in an industrial setting imply an inefficient use of the resources and process design and cause avoidable CO2-emissions. This contribution focusses on a data-driven production cycle optimization of workpiece quality features and enabling efficient usage of resources in a production chain for the life cycle of fine blanked components. As one of the quality features in fine blanking, the die roll reduces the geometric accuracy and the functional surface area and thus needs to be removed in a secondary finishing process, typically grinding. An experimental setup is deployed using an industrial fine blanking and surface grinding machine on a shopfloor interconnected by an Edge-/Cloud-Architecture. This approach enables quality feature prediction and process adaption to enhance workpiece quality and efficient usage of resources, eventually leading to increasingly sustainable process chains.

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Literatur
1.
Zurück zum Zitat Winter, M., Li, W., Kara, S., Herrmann, C.: Determining optimal process parameters to increase the eco-efficiency of grinding processes. J. Clean. Prod. 66, 644–654 (2014)CrossRef Winter, M., Li, W., Kara, S., Herrmann, C.: Determining optimal process parameters to increase the eco-efficiency of grinding processes. J. Clean. Prod. 66, 644–654 (2014)CrossRef
2.
Zurück zum Zitat Salonitis, K., Ball, P.: Energy efficient manufacturing from machine tools to manufacturing systems. Procedia CIRP 7, 634–639 (2013)CrossRef Salonitis, K., Ball, P.: Energy efficient manufacturing from machine tools to manufacturing systems. Procedia CIRP 7, 634–639 (2013)CrossRef
3.
Zurück zum Zitat Kusiak, A.: Fundamentals of smart manufacturing: a multi-thread perspective. Ann. Rev. Control 47, 214–220 (2019)CrossRef Kusiak, A.: Fundamentals of smart manufacturing: a multi-thread perspective. Ann. Rev. Control 47, 214–220 (2019)CrossRef
4.
Zurück zum Zitat Zheng, Q., Zhuang, X., Zhao, Z.: State-of-the-art and future challenge in fine-blanking technology. Prod. Eng. 13(1), 61–70 (2018)CrossRef Zheng, Q., Zhuang, X., Zhao, Z.: State-of-the-art and future challenge in fine-blanking technology. Prod. Eng. 13(1), 61–70 (2018)CrossRef
5.
Zurück zum Zitat Jayakumar, T., Mukhopadhyay, C.K., Venugopal, S., Mannan, S.L., Raj, B.: A review of the application of acoustic emission techniques for monitoring forming and grinding processes. J. Mater. Process. Technol. 159(1), 48–61 (2005)CrossRef Jayakumar, T., Mukhopadhyay, C.K., Venugopal, S., Mannan, S.L., Raj, B.: A review of the application of acoustic emission techniques for monitoring forming and grinding processes. J. Mater. Process. Technol. 159(1), 48–61 (2005)CrossRef
6.
Zurück zum Zitat Niemietz, P., Pennekamp, J., Kunze, I., Trauth, D., Wehrle, K., Bergs, T.: Stamping process modelling in an Internet of Production. Procedia Manuf. 49, 61–68 (2020)CrossRef Niemietz, P., Pennekamp, J., Kunze, I., Trauth, D., Wehrle, K., Bergs, T.: Stamping process modelling in an Internet of Production. Procedia Manuf. 49, 61–68 (2020)CrossRef
7.
Zurück zum Zitat Kaufmann, T., Sahay, S., Niemietz, P., Trauth, D., Maaß, W., Bergs, T.: AI-based framework for deep learning applications in grinding. In: Proceedings of the IEEE 18th World Symposium on Applied Machine Intelligence and Informatics (SAMI), pp. 195–200. IEEE, Herlany, Slovakia (2020) Kaufmann, T., Sahay, S., Niemietz, P., Trauth, D., Maaß, W., Bergs, T.: AI-based framework for deep learning applications in grinding. In: Proceedings of the IEEE 18th World Symposium on Applied Machine Intelligence and Informatics (SAMI), pp. 195–200. IEEE, Herlany, Slovakia (2020)
8.
Zurück zum Zitat Gleim, L., Pennekamp, J., Liebenberg, M., Buchsbaum, M., Niemietz, P., Knape, S., Epple, A., Storms, S., Trauth, D., Bergs, T., Brecher, C., Decker, S., Lakemeyer, G., Wehrle, K.: FactDAG: formalizing data interoperability in an internet of production. IEEE Internet Things J. 7(4), 3243–3325 (2020)CrossRef Gleim, L., Pennekamp, J., Liebenberg, M., Buchsbaum, M., Niemietz, P., Knape, S., Epple, A., Storms, S., Trauth, D., Bergs, T., Brecher, C., Decker, S., Lakemeyer, G., Wehrle, K.: FactDAG: formalizing data interoperability in an internet of production. IEEE Internet Things J. 7(4), 3243–3325 (2020)CrossRef
9.
Zurück zum Zitat Wilkinson, M.D., Dumontier, M., Aalbersberg, I.J.: The FAIR guiding principles for scientific data management and stewardship. Sci. Data 3, 160018 (2016)CrossRef Wilkinson, M.D., Dumontier, M., Aalbersberg, I.J.: The FAIR guiding principles for scientific data management and stewardship. Sci. Data 3, 160018 (2016)CrossRef
10.
Zurück zum Zitat Glebke, R., Henze, M., Wehrle, K., Niemietz, P., Trauth, D., Mattfeld, P., Bergs, T.: A case for integrated data processing in large-scale cyber-physical systems. In: Proceedings of the 52nd Hawaii International Conference on System Sciences (HICSS), pp. 7252–7261. Wailea, USA (2019) Glebke, R., Henze, M., Wehrle, K., Niemietz, P., Trauth, D., Mattfeld, P., Bergs, T.: A case for integrated data processing in large-scale cyber-physical systems. In: Proceedings of the 52nd Hawaii International Conference on System Sciences (HICSS), pp. 7252–7261. Wailea, USA (2019)
11.
Zurück zum Zitat Stanke, J., Feuerhack, A., Trauth, D., Mattfeld, P., Klocke, F.: A predictive model for die roll height in fine blanking using machine learning methods. Procedia Manuf. 15, 570–577 (2018)CrossRef Stanke, J., Feuerhack, A., Trauth, D., Mattfeld, P., Klocke, F.: A predictive model for die roll height in fine blanking using machine learning methods. Procedia Manuf. 15, 570–577 (2018)CrossRef
12.
Zurück zum Zitat Fuchiwaki, K., Mure, Y., Yoshida, K., Murakawa, M.: Prediction of die-roll in fine blanking by use of profile parameters. Procedia Eng. 207, 1564–1569 (2017)CrossRef Fuchiwaki, K., Mure, Y., Yoshida, K., Murakawa, M.: Prediction of die-roll in fine blanking by use of profile parameters. Procedia Eng. 207, 1564–1569 (2017)CrossRef
13.
Zurück zum Zitat Hoppe, F., Hohmann, J., Knoll, M., Kubik, C., Groche, P.: Feature-based supervision of shear cutting processes on the basis of force measurements: evaluation of feature engineering and feature extraction. Procedia Manuf. 34, 847–856 (2019)CrossRef Hoppe, F., Hohmann, J., Knoll, M., Kubik, C., Groche, P.: Feature-based supervision of shear cutting processes on the basis of force measurements: evaluation of feature engineering and feature extraction. Procedia Manuf. 34, 847–856 (2019)CrossRef
14.
Zurück zum Zitat Havinga, J., Van Den Boogaard, T.: Estimating product-to-product variations in metal forming using force measurements. In: Proceedings of the 20th International ESAFORM Conference on Material Forming ESAFORM 2017, vol. 1896, no. 1, pp. 070002. American Institute of Physics, Dublin, Ireland (2017) Havinga, J., Van Den Boogaard, T.: Estimating product-to-product variations in metal forming using force measurements. In: Proceedings of the 20th International ESAFORM Conference on Material Forming ESAFORM 2017, vol. 1896, no. 1, pp. 070002. American Institute of Physics, Dublin, Ireland (2017)
15.
Zurück zum Zitat Bassiuny, A.M., Li, X., Du, R.: Fault diagnosis of stamping process based on empirical mode decomposition and learning vector quantization. Int. J. Mach. Tools Manuf. 47(15), 2298–2306 (2007)CrossRef Bassiuny, A.M., Li, X., Du, R.: Fault diagnosis of stamping process based on empirical mode decomposition and learning vector quantization. Int. J. Mach. Tools Manuf. 47(15), 2298–2306 (2007)CrossRef
16.
Zurück zum Zitat Voss, M., Pereira, P., Rolfe, F., Doolan, C.: Using stamping punch force variation for the identification of changes in lubrication and wear mechanism. J. Phys. Conf. Ser. 896(1), 012028 (2017) Voss, M., Pereira, P., Rolfe, F., Doolan, C.: Using stamping punch force variation for the identification of changes in lubrication and wear mechanism. J. Phys. Conf. Ser. 896(1), 012028 (2017)
17.
Zurück zum Zitat Karpuschewski B., Inasaki I.: Monitoring systems for grinding processes. In: Wang L., Gao R.X. (eds.) Condition Monitoring and Control for Intelligent Manufacturing. Springer Series in Advanced Manufacturing, pp. 83–107. Springer, London (2006) Karpuschewski B., Inasaki I.: Monitoring systems for grinding processes. In: Wang L., Gao R.X. (eds.) Condition Monitoring and Control for Intelligent Manufacturing. Springer Series in Advanced Manufacturing, pp. 83–107. Springer, London (2006)
18.
Zurück zum Zitat Wrobel, C., Mattfeld, P., Trauth, D., Klocke, F.: Modeling of the temperature field in the workpiece external zone as a function of the grinding wheel topography. Procedia CIRP 77, 291–294 (2018)CrossRef Wrobel, C., Mattfeld, P., Trauth, D., Klocke, F.: Modeling of the temperature field in the workpiece external zone as a function of the grinding wheel topography. Procedia CIRP 77, 291–294 (2018)CrossRef
19.
Zurück zum Zitat Gutowski, T., Dahmus, J., Thiriez, A.: Electrical energy requirements for manufacturing processes. In: 13th CIRP International Conference on Life Cycle Engineering, vol. 31, no. 1, pp. 623–627. Elsevier, Leuven (2006) Gutowski, T., Dahmus, J., Thiriez, A.: Electrical energy requirements for manufacturing processes. In: 13th CIRP International Conference on Life Cycle Engineering, vol. 31, no. 1, pp. 623–627. Elsevier, Leuven (2006)
21.
Zurück zum Zitat Nyhuis, P., Wulf, S., Klemke, T., Hirsch, B.: Integrative factory, technology, and product planning-systemizing the information transfer on the operational level. Prod. Eng. 4(2–3), 231–237 (2010)CrossRef Nyhuis, P., Wulf, S., Klemke, T., Hirsch, B.: Integrative factory, technology, and product planning-systemizing the information transfer on the operational level. Prod. Eng. 4(2–3), 231–237 (2010)CrossRef
22.
Zurück zum Zitat Denkena, B., Dittrich, M.-A., Jacob, S.: Methodology for integrative production planning in highly dynamic environments. Prod. Eng. 13(3–4), 317–324 (2019)CrossRef Denkena, B., Dittrich, M.-A., Jacob, S.: Methodology for integrative production planning in highly dynamic environments. Prod. Eng. 13(3–4), 317–324 (2019)CrossRef
23.
Zurück zum Zitat Unterberg, M., Niemietz, P., Trauth, D., Wehrle, K., Bergs, T.: In-situ material classification in sheet-metal blanking using deep convolutional neural networks. Prod. Eng. 13(6), 743–749 (2019)CrossRef Unterberg, M., Niemietz, P., Trauth, D., Wehrle, K., Bergs, T.: In-situ material classification in sheet-metal blanking using deep convolutional neural networks. Prod. Eng. 13(6), 743–749 (2019)CrossRef
24.
Zurück zum Zitat Bergs, T., Niemietz, P., Kaufman, T., Trauth, D.: Punch-to-punch variations in stamping processes. In: Proceedings of the IEEE 18th World Symposium on Applied Machine Intelligence and Informatics (SAMI), pp. 213–218. IEEE, Herlany (2020) Bergs, T., Niemietz, P., Kaufman, T., Trauth, D.: Punch-to-punch variations in stamping processes. In: Proceedings of the IEEE 18th World Symposium on Applied Machine Intelligence and Informatics (SAMI), pp. 213–218. IEEE, Herlany (2020)
25.
Zurück zum Zitat Rowe, W.B., Yan, L., Inasaki, I., Malkin, S.: Applications of artificial intelligence in grinding. CIRP Ann. 43(2), 521–531 (1994)CrossRef Rowe, W.B., Yan, L., Inasaki, I., Malkin, S.: Applications of artificial intelligence in grinding. CIRP Ann. 43(2), 521–531 (1994)CrossRef
26.
Zurück zum Zitat Münzner, S., Schmidt, P., Reiss, A., Hanselmann, M., Stiefelhagen, R., Dürichen, R.: CNN-based sensor fusion techniques for multimodal human activity recognition. In: Proceedings of the 2017 ACM International Symposium on Wearable Computers, pp. 158–165. Association of Computing Machinery, New York, USA (2017) Münzner, S., Schmidt, P., Reiss, A., Hanselmann, M., Stiefelhagen, R., Dürichen, R.: CNN-based sensor fusion techniques for multimodal human activity recognition. In: Proceedings of the 2017 ACM International Symposium on Wearable Computers, pp. 158–165. Association of Computing Machinery, New York, USA (2017)
Metadaten
Titel
Towards an Adaptive Production Chain for Sustainable Sheet-Metal Blanked Components
verfasst von
P. Niemietz
T. Kaufmann
M. Unterberg
D. Trauth
T. Bergs
Copyright-Jahr
2021
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-62138-7_4

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