Prof. Martin Ziegler
Head of the Micro- and Nanoelectronic Systems Group
Telephone: 03677 69-3711
E-Mail: martin.ziegler@tu-ilmenau.de
Prof. Dr. Christian Cierpka
Engineering Thermodynamics Group
Phone: +49 (0) 3677 69-2445
E-Mail: christian.cierpka@tu-ilmenau.de
The goal of this project is to create an efficient method framework that enables new tracking problems to be flexibly integrated and reliably solved. Model-driven, potential discrete optimization problems are integrated with deep neural networks so that the strengths of both approaches can be exploited. In particular, the integration of model-driven knowledge means that the planned framework can work in a very data-efficient manner. At the same time, learned networks are optimized to predict consistent solutions despite uncertainty and measurement inaccuracy.