Research
Our research is aimed at the engineering of dependable and efficient software systems with focus on distributed systems, such as cloud-based systems, cyber-physical systems, and Internet-of-Things (IoT) applications. At a high-level, our research spans the following research areas:
- Design, modeling and analysis of distributed systems and IT infrastructures.
- Benchmarking, modeling and experimental analysis of performance, energy-efficiency, reliability, and security.
- Autonomic and self-aware computing based on predictive data analytics, machine learning and AI.
We are focussing on the following application and technology domains:
- Cloud computing, virtualization, software-defined data centers.
- IoT and cyber-physical systems spanning several interdisciplinary application areas: Industry 4.0, transportation/logistics, platooning, health-care, and biology.
Our research is inspired by the vision of Self-Aware Computing Systems, which are systems designed with built-in model learning and reasoning capabilities enabling autonomic and proactive decision making at run-time. The following pages provide an overview of our long-term vision and research agenda as well as industry cooperations: Vision , Industry Cooperations, Awards and Recognitions, Publications.
Tag cloud of all publications:
- analytical_and_simulation-based_analysis
- application_quality_of_service_management
- automated_model_learning
- bungee
- cloud
- cyber-physical_systems
- design_of_software_and_systems
- dml
- elasticity
- event-based
- formal_architecture_modeling
- instrumentation_profiling_and_workload_characterization
- intelligent_transportation_systems
- internet_of_things
- meta-models
- metrics_and_benchmarking_methodologies
- networking
- online_monitoring_and_forecasting
- optimization
- performance
- power
- power-energy_efficient_computing
- prediction
- qpn
- reliability
- resource_management
- security
- self-adaptive-systems
- self-aware-computing
- simulation
- spec
- statistical_estimation_and_machine_learning
- survey
- talks
- tool
- virtualization