Automated Model Quality Estimation and Change Impact Analysis on Model Histories
The development of Cyber-Physical Systems combines hardware with software in complex applications. To mitigate the complexity, collaborating system engineers rely on model-based approaches in systems engineering. Updates and function enhancements lead to frequent changing constraints and objectives. These changes increase the need to rework and extend model artifacts of the system. This can cause quality degradation over time due to errors, knowledge disparities or a lack of guidelines. To enable efficient collaboration and reduce maintenance costs in model-based systems engineering, industry needs a cost-efficient, scalable approach to monitor, and control model quality. The work outlines a doctoral thesis investigating the potential of automated data-driven quality assessment strategies using model artifact history and model changes. We will extract metrics and model changes to establish a quality feedback loop for system engineers. We aim to leverage the results of manual model quality assessments to incorporate domain-specific expert knowledge into the automated strategy. The main goal is to lower the effort of model quality assessments and provide practitioners with foresight on quality development and estimate task effort to improve model artifact quality.
As researcher at fortiss, the science institute of the Free State of Bavaria, and PhD student at the Blekinge Institute of Technology, I am interested in the realm of software-intensive systems, with a special focus on model based systems engineering.
My research focuses on model quality analysis within the development of highly complex Cyber-Physical systems. I am investigating approaches to enable frequent in depth model quality evaluation of system models for system engineers.
I am looking forward to contribute to the scientific field of model based systems engineering and add value to industry practice.
Tue 16 AprDisplayed time zone: Lisbon change
14:00 - 15:30 | Focus Group: Software Models and SimulationsDoctoral Symposium at Fernando Pessoa Chair(s): Matthew B Dwyer University of Virginia | ||
14:00 90mPoster | Automated Model Quality Estimation and Change Impact Analysis on Model Histories Doctoral Symposium Konstantin Rupert Blaschke fortiss | ||
14:00 90mPoster | Sustainable Software Engineering: Visions and Perspectives beyond Energy Efficiency Doctoral Symposium Christoph König Karlsruhe Institute of Technology | ||
14:00 90mPoster | Learning Models of Cyber-Physical Systems with Discrete and Continuous Behaviour for Digital Twin Synthesis Doctoral Symposium Felix Wallner Graz University of Technology, Institute of Software Technology File Attached | ||
14:00 90mPoster | Resolving Goal-Conflicts and Scaling Synthesis through Mode-Based Decomposition Doctoral Symposium Matías Brizzio IMDEA Software Institute Link to publication DOI | ||
14:00 90mPoster | Simulation-based Testing of Automated Driving Systems Doctoral Symposium Fauzia Khan University of Tartu, Estonia |