Proceedings of the
European Safety and Reliability Conference (ESREL2026)
14 – 19 June 2026, Braga, Portugal

From fragments of information to evidence. Strengthening collision investigation for software defined vehicles

Thor Myklebust

SESS, SINTEF Digital, Norway.

thor.myklebust@sintef.no

ABSTRACT

Modern passenger vehicles are increasingly software-defined, with safety-critical behaviour implemented through networks of electronic control units, sensors, and complex software. When severe incidents occur, such as sudden unintended acceleration (SUA) or unexpected braking, investigators often face fragmentary event logs, incomplete capture of sensor and actuator signals, and limited transparency into manufacturers' safety analyses. We examine these gaps and present an investigation-oriented framework, including a failure-mode taxonomy, to transform "data fragments" into defensible safety evidence. Drawing on real-world cases in which recorded vehicle data indicated high accelerator-pedal (throttle) demand while other evidence pointed to deceleration or limited driver intent, our analysis identifies several plausible electronic and software-related failure modes. These include transient power or sampling anomalies, signal-processing misinterpretation, and unintended system activation. It also shows why short pre-crash windows and sparse sampling hinder causal determination without supporting diagnostics and engineering evidence. Our workflow

Our recommendations align with BSI PAS 1882:2021, Data collection and management for automated vehicle trials for the purpose of incident investigation, as well as with the Data Safety Guidance (2025). We recommend that regulators and investigators extend and standardise incident data capture and require traceable safety evidence, including safety cases and supporting analyses, for critical subsystems, while taking account of human-automation interaction in investigations and approvals. Taken together, these measures will reduce uncertainty, improve causal fairness, and accelerate safety gains across the vehicle life cycle.

Keywords: Collision investigation, Software defined vehicles, Advanced Driver Assistance Systems, Sudden Unintended Acceleration, Event Data Recorder (EDR) and Human-machine interface (HMI).



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