Offene Themen
Der Lehrstuhl bietet verschiedene Bereiche, in denen Abschlussarbeiten angefertigt werden können.
Machine Learning for Analyzing Industrial Information
- Evolve a toolchain that allows for preparing database information in a manner, that ML algorithms can be analyzed
- Evaluate ML algorithms to evaluate correlations (Energy efficiency) of industrial data
- Performance evaluation based on statistical methods provided by numpy (Python)
Time Sensitive Networking
- Integration of a simulation environment based on „NeSTiNg“ which relies on the Omnett++ simulator
- Perform simulations for wireless technologies or industrial standards like IOLink
- Develop ideas for improving the cross layer design
- Programming will mostly be done in C+++
Realtime communication Testbed
- Develop a realtime environment based on a FPGA testbed
- Perform end-to-end testing, e.g. for industrial ethernet or WiFI (WLAN)
- Evolve the protocol stack or improve specific protocol features
Publish-Subscribe implementation (for OPC-UA)
- Setup a lab testbed to analyze publish subscribe capabilities of OPC-UA
- Implement a meaningful interface iinto available cloud-architectures like AWS
- Evaluate IT-security of the communication system
- Programming will mostly be done in C+++
Smart Grid | Smart Metering coordination function
- Develop a comprehensive scheduling algorithm in a manner, that electric vehicles can be charged with preventiong congestions in the electric grid
- Implement a software architecture to enable for emulation/simulation of real Smart City scenarios, e.g. (e-mobiity, photovoltaic, metering, prosumers)
Others
- communication networks and protocols
- Internet of things
- ? Lets start a discussion