Simulation and multi-objective optimization to improve the final shape and process efficiency of a laser-based material accumulation process

Bänsch E, Luttmann A, Montalvo-Urquizo J, Schmidt A, Villarreal-Marroquín MG (2020)

Publication Type: Journal article

Publication year: 2020

Journal

Journal of Mathematics in Industry SpringerOpen

Book Volume: 10

Article Number: 2

Journal Issue: 1

DOI: 10.1186/s13362-020-0070-y

Abstract

Common goals of modern production processes are precision and efficiency. Typically, they are conflicting and cannot be optimized at the same time. Multi-objective optimization methods are able to compute a set of good parameters, from which a decision maker can make a choice for practical situations. For complex processes, the use of physical experiments and/or extensive process simulations can be too costly or even unfeasible, so the use of surrogate models based on few simulations is a good alternative. In this work, we present an integrated framework to find optimal process parameters for a laser-based material accumulation process (thermal upsetting) using a combination of meta-heuristic optimization models and finite element simulations. In order to effectively simulate the coupled system of heat equation with solid-liquid phase transitions and melt flow with capillary free surface in three space dimensions for a wide range of process parameters, we introduce a new coupled numerical 3d finite element method. We use a multi-objective optimization method based on surrogate models. Thus, with only few direct simulations necessary, we are able to select Pareto sets of process parameters which can be used to optimize three or six different performance measures.

Authors with CRIS profile

Eberhard Bänsch Lehrstuhl für Angewandte Mathematik (Wissenschaftliches Rechnen)

Involved external institutions

Universität Bremen DE Germany (DE) Modeling Optimization and Computing Technology SAS de CV MX Mexico (MX)

How to cite

APA:

Bänsch, E., Luttmann, A., Montalvo-Urquizo, J., Schmidt, A., & Villarreal-Marroquín, M.G. (2020). Simulation and multi-objective optimization to improve the final shape and process efficiency of a laser-based material accumulation process. Journal of Mathematics in Industry, 10(1). https://dx.doi.org/10.1186/s13362-020-0070-y

MLA:

Bänsch, Eberhard, et al. "Simulation and multi-objective optimization to improve the final shape and process efficiency of a laser-based material accumulation process." Journal of Mathematics in Industry 10.1 (2020).

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