Research Focus Areas
The CAPS chair covers a broad range of research focus aras in computer architecture, parallel processing and hardware-oriented applications and optimizations:
High Performance Computing (HPC)
- HPC System and Node Architectures
- Heterogeneous Architectures and Accelerators
- Parallel Programming Models and Runtimes
- Parallel System Software and Resource Management
- Power/Energy Aware HPC
- HPC in hybrid cloud environments
- HPC Monitoring and Tools
Co-Design and Hardware Oriented Optimization
- Optimization of numerical methods
- Co-Design techniques and tools
- Parallel in time methods
- Electric field simulation
- Accelerated computing
- Data analytics applications on HPC systems
Quantum Computing Architectures
- Integration of QC and HPC
- Hybrid HPC/QC applications
- Unified HPC/QC software stack
- Use of HPC for optimizing Quantum Systems
- Quantum programming and architectural control
Edge Architectures
- Embedded computer systems and system software
- RISC-V platforms for Edge Systems
- Machine Learning on the Edge and in Space
- System Architectures for Space Missions
- Applications to the energy grid
Cloud und IoT Architectures
- Topology-aware Autoscaling of microservices
- Function-as-a-Service on Heterogeneous Systems
- Edge computing for energy efficiency
- Intelligent battery powered sensors
- On-demand services for autonomous cars
- Architecture-aware scheduling across cloud, edge, sensors
- AIOPs for the cloud