The impact of AI on engineering design procedures for dynamical systems
K.M. de Payrebrune, K. Flaßkamp, T. Ströhla, T. Sattel, D. Bestle, B. Röder, P. Eberhard, S. Peitz, M. Stoffel, G. Rutwik, B. Aditya, M.C. Wohlleben, W. Sextro, M. Raff, C.D. Remy, M. Yadav, M. Stender, J. van Delden, T. Lüddecke, S.C. Langer, J. Schultz, C. Blech, The Impact of AI on Engineering Design Procedures for Dynamical Systems, 2024.
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de Payrebrune, Kristin M.;
Flaßkamp, Kathrin;
Ströhla, Tom;
Sattel, Thomas;
Bestle, Dieter;
Röder, Benedict;
Eberhard, Peter;
Peitz, Sebastian;
Stoffel, Marcus;
Rutwik, Gulakala;
Aditya, Borse;
Wohlleben, Meike ClaudiaLibreCat
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Abstract
Artificial intelligence (AI) is driving transformative changes across numerous fields, revolutionizing conventional processes and creating new opportunities for innovation. The development of mechatronic systems is undergoing a similar transformation. Over the past decade, modeling, simulation, and optimization techniques have become integral to the design process, paving the way for the adoption of AI-based methods. In this paper, we examine the potential for integrating AI into the engineering design process, using the V-model from the VDI guideline 2206, considered the state-of-the-art in product design, as a foundation. We identify and classify AI methods based on their suitability for specific stages within the engineering product design workflow. Furthermore, we present a series of application examples where AI-assisted design has been successfully implemented by the authors. These examples, drawn from research projects within the DFG Priority Program \emph{SPP~2353: Daring More Intelligence - Design Assistants in Mechanics and Dynamics}, showcase a diverse range of applications across mechanics and mechatronics, including areas such as acoustics and robotics.
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de Payrebrune KM, Flaßkamp K, Ströhla T, et al. The Impact of AI on Engineering Design Procedures for Dynamical Systems.; 2024. doi:10.48550/ARXIV.2412.12230
de Payrebrune, K. M., Flaßkamp, K., Ströhla, T., Sattel, T., Bestle, D., Röder, B., Eberhard, P., Peitz, S., Stoffel, M., Rutwik, G., Aditya, B., Wohlleben, M. C., Sextro, W., Raff, M., Remy, C. D., Yadav, M., Stender, M., van Delden, J., Lüddecke, T., … Blech, C. (2024). The impact of AI on engineering design procedures for dynamical systems. https://doi.org/10.48550/ARXIV.2412.12230
@book{de Payrebrune_Flaßkamp_Ströhla_Sattel_Bestle_Röder_Eberhard_Peitz_Stoffel_Rutwik_et al._2024, title={The impact of AI on engineering design procedures for dynamical systems}, DOI={10.48550/ARXIV.2412.12230}, author={de Payrebrune, Kristin M. and Flaßkamp, Kathrin and Ströhla, Tom and Sattel, Thomas and Bestle, Dieter and Röder, Benedict and Eberhard, Peter and Peitz, Sebastian and Stoffel, Marcus and Rutwik, Gulakala and et al.}, year={2024} }
Payrebrune, Kristin M. de, Kathrin Flaßkamp, Tom Ströhla, Thomas Sattel, Dieter Bestle, Benedict Röder, Peter Eberhard, et al. The Impact of AI on Engineering Design Procedures for Dynamical Systems, 2024. https://doi.org/10.48550/ARXIV.2412.12230.
K. M. de Payrebrune et al., The impact of AI on engineering design procedures for dynamical systems. 2024.
de Payrebrune, Kristin M., et al. The Impact of AI on Engineering Design Procedures for Dynamical Systems. 2024, doi:10.48550/ARXIV.2412.12230.