PhD assistants (wissenschaftliche Mitarbeiter)
There are currently openings in several projects and topics.
- Project open6GHub: : Virtualisation of 6G networks, software engineering for 6G, supporting machine-learning-based applications running inside a 6G edge cloud [ PDF (de) ] [ PDF (en) ]
- Project NICCI: Using wireless networks to control physical processes (so-called cyber-physical systems) is challenging as wireless channels and unreliable. This DFG-funded project investigates how to integrate the management of wireless resources with the sensing and control needs of a cyber-phyisal system. [ PDF (de) ] [ PDF (en) ]
More project announcements expected soon.
Open positions funded by the group: Independent of a specific external project, these positions are usually flexible with respect to the research topic but do carry a teaching obligation. [ PDF (de) ][ PDF (en) ]
Possible topics are (more details on the group description page):
- Network softwarization and microservices: Networks (like 5 and 6G as well as the Internet at large) are developing towards a general-purpose, programmable infrastructure. Questions in this field can range from software architecture and description techniques over algorithmic aspects (optimization, heuristics, machine learning) for many variants of management/control problems, to business models and system design.
- 6G research in particular: For 6G networks, we will look at programmable infrastructures and the use of machine learning to optimize such networks, as well as the deployment of machine learning inside a 6G network. We seek at least two PhD students her!
- Wireless control: Similar to the NICCI project, this topic deals with the integration of wireless network management with various needs of a control system. A goal here is to establish a wireless automation lab at HPI, providing an experimental infrastructure. A possible venue could be small indoor drones (e.g., Crazyflie) and incorporating programmable wireless network interfaces (e.g., National Instruments USRP-2940) into a proper testbed.
- Mobile networks: While related to wireless control, mobile networks take a broader perspective, e.g., optimizing resources during handover. This is an area where machine learning has delivered interesting first results, but the step to real applicability (eg., true network-wide scalability) is still missing.
- Data centre networks: Data centres carry very characterisitc work loads, which should be properly managed. In addition, they also have become programmable, e.g., by integrating programmable NICs with server hardware. In the end, typical data centre workloads like map/reduce should become more efficient.
These positions are intended for students during their Bachelor or Master program, in parallel to their ongoing studies.
Student research assistants
If you are interested in joining network-related research projects, recently often using machine-learning techniques, please do talk to us. Possible topics include, but are not limited to:
- Laying ground work for the upcoming Wireless Control Lab at HPI: would it be interesting to control a swarm of Crazyflies wirelessly?
- Wireless protocols custom-tailored to control applications: 802.11 does not cut it? Let's build a testbed to experiment with our own variants
- Systematic profiling of network functions or microservices, including the build process: Contribute to the existing SNDZoo
- Distributed machine learning: does quality matter when resources are not invite?
We are open to wide range of interesting topics - drop by for a chat (in person or online): send email.
Student teaching assistants
Depending on the teaching plans for the current or upcoming semester, there might also be opportunities for teaching assistants (Tutoren). Please see the teaching page for more information.