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Ramona Linz Steuerfachangestellte. Interested in an internship or a thesis? Please send me an email. The given type of work is just a guideline and could be changed if needed.

From time to time, there might be some work, that is not announced yet. Feel free to ask! This seminar topic should give an overview about the mathematic basics Markov decision process of multistep learning with LCSs.

Hence it's not possible anymore to set runtime parameters like frequency and task distribution by design time in an optimal manner. Therefore future controllers try to make use of machine learning which is aware of the system's current state self-awareness.

Information Processing Factory IPF is a global project that claims to show self-awareness across multiple abstraction levels.

It represents a paradigm shift in platform design by envisioning the move towards a consistent platform-centric design in which the combination of self-organized learning and formal reactive methods guarantee the applicability of such cyber-physical systems in safety-critical and high-availability applications.

At TUM, we explore the application and implementation of machine learning algorithms in hardware to optimize the mode of operation of MPSoCs at runtime.

Unfortunatelly, the FPGA evaluation causes long and quite complex developement and Gem5 simulation is time intensive when running experiments several times for different parameters or approaches.

Additionally we are developing a trace-based simulation environment. Currently the traces for it are generated in gem5.

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