MoDeVVa will take place on Sunday, October 5th, fully virtually (co-located with MODELS 2025 in Michigan, USA)
Keynote Speaker: Prof. Betty Cheng (Michigan State University, MI, USA)
Model-Driven Approaches to Addressing Assurance for AI-enabled Autonomous Systems in the Face of Uncertainty
Abstract: This presentation will overview several research projects that explore how model-driven requirements engineering can been used to model, analyze, and mitigate uncertainty arising in three different aspects of high-assurance autonomous systems. First, uncertainty about the physical environment can lead to suboptimal, and sometimes catastrophic, results as the system tries to adapt to unanticipated or poorly-understood environmental conditions. Second, uncertainty in the cyber environment can lead to unexpected and adverse effects, including not only performance impacts (load, traffic, etc.) but also potential threats or overt attacks. Finally, uncertainty can exist with the components themselves and how they interact upon reconfiguration, including unexpected and unwanted feature interactions. Each of these sources of uncertainty can potentially be identified and mitigated at design time and run time. All of these factors are further highlighted by the increasing role of AI, which we will also explore in this talk. Based on a number of collaborative projects involving industry applications, we share lessons learned and identify research challenges to applying model-driven requirements engineering to address uncertainty posed by the changing roles of humans, computers, and their collective ecosystem.
Full-day detailed program (tentative)
All times in Ann Arbor local timezone EDT (UTC-4)Audience are requested to turn their cameras on during the presentations
8:30 - 10:00 : Session 1: Welcome and Keynote Talk
Workshop opening by Juergen Dingel
Keynote by Prof. Betty Cheng: Model-Driven Approaches to Addressing Assurance for AI-enabled Autonomous Systems in the Face of Uncertainty
10:00 - 10:30 : Coffee Break
10:30 - 12:00 : Session 2. Chair: TBD
10:30 - 10:55
Rahmanu Hermawan, Alessio Bucaioni, Eduard Paul Enoiu, and Wasif Afzal
Benchmarking Large Language Models for Root Cause Analysis in Train Control Software Testing
10:55 - 11:15
Yon Vanommeslaeghe, Bert Van Acker and Paul De Meulenaere
Towards Seamless Processor-in-the-Loop Testing with FMI 3.0
11:15 - 11:35
Sebastian Daag and Johan Cederbladh
Investigating Simulation for Safety Analysis of Battery Systems in an Active Solar Car Project
11:35 - 12:00
Romain Pascual, Arne Lange, Thomas Weber, Lars König, Michael Kirsten and Terru Stübinger
Towards Examining the Complexity of Consistency
Informal discussion : 10 minutes (if time permits)