Parallelisation of Virtual ECUs for Vehicle Simulation - Design and Implementation of FMI 3.0 and FMI-LS-BUS Based CAN Communication for Scalable Automotive System Simulation
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Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Model builders
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Abstract
Calibration of complex propulsion systems in commercial vehicles increasingly relies
on large-scale Co-Simulation of Virtual Electronic Control Units (vECUs). However,
existing simulation pipelines are constrained by non-parallel execution and dependencies on host-configured virtual CAN devices, limiting scalability and portability. This
thesis presents a scalable, parallelisable Co-Simulation architecture for vECUs using
the Functional Mock-up Interface (FMI) 3.0 standard and its FMI-LS-BUS extension
for network communication.
We developed a proof-of-concept system that exports vECU models as FMI 3.0
Co-Simulation FMUs with Low-Cut FMI-LS-BUS support, enabling bus-oriented communication without manual signal-level mapping. The implementation bridges Volvo
TTI’s internal vECU CAN driver with the FMI interface, utilising dynamic generation
to derive CAN network terminals from vehicle configuration artefacts. The system
leverages the SIL Kit middleware by Vector for inter-process communication, replacing
OS-dependent virtual devices with platform-independent messaging. Critical contributions include modifications to the SIL Kit FMU Importer to correctly handle serialised
sequences of multiple CAN operations within single FMI binary variables.
Evaluation results demonstrate that the prototype successfully preserves the logical semantics of CAN communication across multiple parallel processes. Benchmarks with up
to 100 concurrent FMU participants show linear scalability in per-process runtime when
sufficient processor cores are available, with approximately 25% overhead relative to
non-communicating simulations in the same benchmark configuration. The automated
network mapping eliminates the need for thousands of manual signal connections as
participant count grows. While the prototype operates at the logical frame-exchange
level without modelling physical bus timing, the results confirm that FMI-LS-BUS is a
viable foundation for scalable automotive system simulation.
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Keywords
Simulation, Co-Simulation, FMI, Inter-Process Communication (IPC), Controller Area Network (CAN), FMI-LS-BUS, Virtual Electronic Control Unit (vECU)
