{"citation":{"ama":"Peters H, Djakow E, Rostek T, et al. Novel approach for data-driven modelling of multi-stage straightening and bending processes. In: <i>Materials Research Proceedings</i>. Vol 41. Materials Research Forum LLC; 2024. doi:<a href=\"https://doi.org/10.21741/9781644903131-252\">10.21741/9781644903131-252</a>","short":"H. Peters, E. Djakow, T. Rostek, A. Mazur, A. Trächtler, W. Homberg, B. Hammer, in: Materials Research Proceedings, Materials Research Forum LLC, 2024.","apa":"Peters, H., Djakow, E., Rostek, T., Mazur, A., Trächtler, A., Homberg, W., &#38; Hammer, B. (2024). Novel approach for data-driven modelling of multi-stage straightening and bending processes. <i>Materials Research Proceedings</i>, <i>41</i>. <a href=\"https://doi.org/10.21741/9781644903131-252\">https://doi.org/10.21741/9781644903131-252</a>","ieee":"H. Peters <i>et al.</i>, “Novel approach for data-driven modelling of multi-stage straightening and bending processes,” in <i>Materials Research Proceedings</i>, 2024, vol. 41, doi: <a href=\"https://doi.org/10.21741/9781644903131-252\">10.21741/9781644903131-252</a>.","bibtex":"@inproceedings{Peters_Djakow_Rostek_Mazur_Trächtler_Homberg_Hammer_2024, title={Novel approach for data-driven modelling of multi-stage straightening and bending processes}, volume={41}, DOI={<a href=\"https://doi.org/10.21741/9781644903131-252\">10.21741/9781644903131-252</a>}, booktitle={Materials Research Proceedings}, publisher={Materials Research Forum LLC}, author={Peters, Henning and Djakow, Eugen and Rostek, Tim and Mazur, Andreas and Trächtler, Ansgar and Homberg, Werner and Hammer, Barbara}, year={2024} }","mla":"Peters, Henning, et al. “Novel Approach for Data-Driven Modelling of Multi-Stage Straightening and Bending Processes.” <i>Materials Research Proceedings</i>, vol. 41, Materials Research Forum LLC, 2024, doi:<a href=\"https://doi.org/10.21741/9781644903131-252\">10.21741/9781644903131-252</a>.","chicago":"Peters, Henning, Eugen Djakow, Tim Rostek, Andreas Mazur, Ansgar Trächtler, Werner Homberg, and Barbara Hammer. “Novel Approach for Data-Driven Modelling of Multi-Stage Straightening and Bending Processes.” In <i>Materials Research Proceedings</i>, Vol. 41. Materials Research Forum LLC, 2024. <a href=\"https://doi.org/10.21741/9781644903131-252\">https://doi.org/10.21741/9781644903131-252</a>."},"volume":41,"date_created":"2024-11-18T10:15:37Z","doi":"10.21741/9781644903131-252","publisher":"Materials Research Forum LLC","department":[{"_id":"153"},{"_id":"241"},{"_id":"156"}],"publication":"Materials Research Proceedings","year":"2024","type":"conference","intvolume":"        41","quality_controlled":"1","author":[{"full_name":"Peters, Henning","first_name":"Henning","last_name":"Peters"},{"full_name":"Djakow, Eugen","id":"7904","first_name":"Eugen","last_name":"Djakow"},{"full_name":"Rostek, Tim","first_name":"Tim","id":"3469","last_name":"Rostek"},{"first_name":"Andreas","last_name":"Mazur","full_name":"Mazur, Andreas"},{"full_name":"Trächtler, Ansgar","last_name":"Trächtler","id":"552","first_name":"Ansgar"},{"last_name":"Homberg","id":"233","first_name":"Werner","full_name":"Homberg, Werner"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"}],"date_updated":"2024-11-18T10:40:50Z","language":[{"iso":"eng"}],"user_id":"41470","title":"Novel approach for data-driven modelling of multi-stage straightening and bending processes","status":"public","abstract":[{"lang":"eng","text":"In multi-stage bending and straightening operations cross-stage and quantity-dependent effects crucially affect the quality of the end product. Using punch-bending units in combination with a mechatronic straightening device can improve the accuracy and repeatability of product features remarkably well. In this work a concept for an innovative hybrid model of a roll straightener in a multi-stage straightening and multi-stage bending process is proposed. This model combines data-driven elements with expert knowledge and aims to minimise residual errors of the roll straightener to reliably decrease the risk of disadvantageous cross-stage and quantity-dependent effects on a subsequent punch-bending process."}],"_id":"57183","publication_status":"published","publication_identifier":{"issn":["2474-395X"]}}