1 code implementation • 13 Mar 2024 • Hannes Waclawek, Stefan Huber
We show that, using this regularization approach, Chebyshev basis performs better than power basis for all relevant optimizers in the combined approximation and continuity optimization setting and demonstrate usability of the presented approach within the electronic cam domain.
no code implementations • 13 Oct 2023 • Martin Uray, Barbara Giunti, Michael Kerber, Stefan Huber
Topological Data Analysis (TDA) is a mathematical method using techniques from topology for the analysis of complex, multi-dimensional data that has been widely and successfully applied in several fields such as medicine, material science, biology, and others.
1 code implementation • 8 Jun 2023 • Thales Bertaglia, Stefan Huber, Catalina Goanta, Gerasimos Spanakis, Adriana Iamnitchi
To improve annotation accuracy and, thus, the detection of sponsored content, we propose using chatGPT to augment the annotation process with phrases identified as relevant features and brief explanations.
no code implementations • 2 Jun 2023 • Georg Schäfer, Reuf Kozlica, Stefan Wegenkittl, Stefan Huber
Industry 4. 0 is driven by demands like shorter time-to-market, mass customization of products, and batch size one production.
no code implementations • 2 Jun 2023 • Eduard Hirsch, Simon Hoher, Stefan Huber
It buffers and preprocesses the information for the purpose of harmonizing and providing a holistic state space of a factory, as well as mappings to the current state of a production site.
no code implementations • 24 May 2023 • Simon Schindler, Martin Uray, Stefan Huber
However, since RL and OPC UA are from different fields, there is a need for researchers to bridge the gap between the two technologies.
no code implementations • 22 Mar 2023 • Stefan Huber, Hannes Waclawek
Our experiments show that the problem solution is feasible using TensorFlow gradient tapes and that AMSGrad and SGD show the best results among available TensorFlow optimizers.
no code implementations • 22 Mar 2023 • Martin Uray, Stefan Wintersteller, Stefan Huber
These symmetries are general and not limited to or tailored to TSP specifically.
no code implementations • 29 Sep 2021 • Stefan Wintersteller, Martin Uray, Michael Lehenauer, Stefan Huber
In this paper we discuss the application of Artificial Intelligence (AI) to the exemplary industrial use case of the two-dimensional commissioning problem in a high-bay storage, which essentially can be phrased as an instance of Traveling Salesperson Problem (TSP).
no code implementations • 5 Feb 2021 • Jonas Thiergart, Stefan Huber, Thomas Übellacker
Providing computer systems with the ability to understand and generate natural language has long been a challenge of engineers.
no code implementations • NeurIPS 2015 • Roland Kwitt, Stefan Huber, Marc Niethammer, Weili Lin, Ulrich Bauer
We consider the problem of statistical computations with persistence diagrams, a summary representation of topological features in data.
no code implementations • CVPR 2015 • Jan Reininghaus, Stefan Huber, Ulrich Bauer, Roland Kwitt
Topological data analysis offers a rich source of valuable information to study vision problems.