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Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces

Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces

Pascal Laube

 

Verlag Springer Vieweg, 2020

ISBN 9783658290177 , 161 Seiten

Format PDF

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Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces


 

Pascal Laube presents machine learning approaches for three key problems of reverse engineering of defective structured surfaces: parametrization of curves and surfaces, geometric primitive classification and inpainting of high-resolution textures. The proposed methods aim to improve the reconstruction quality while further automating the process. The contributions demonstrate that machine learning can be a viable part of the CAD reverse engineering pipeline.

Pascal Laube's main research interest is the development of machine learning methods for CAD reverse engineering. He is currently developing self-driving cars for an international operating German enterprise in the field of mobility, automotive and industrial technology.