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The Flexcrash Platform for Testing Autonomous Vehicles in Mixed-Traffic Scenarios

  • Alessio Gambi (Author and Speaker)
  • , Shreya Mathews
  • , Benedikt Steininger
  • , Mykhailo Poienko
  • , David Bobek
    • IMC University of Applied Sciences Krems

    Research output: Chapter in Book or Conference ProceedingsConference Proceedings with Oral Presentationpeer-review

    Abstract

    Autonomous vehicles (AV) leverage Artificial Intelligence to reduce accidents and improve fuel efficiency while sharing the roads with human drivers. Current AV prototypes have not yet reached these goals, highlighting the need for better development and testing methodologies. AV testing practices extensively rely on simulations, but existing AV tools focus on testing single AV instances or do not consider human drivers. Thus, they might generate many irrelevant mixed-traffic test scenarios. The Flexcrash platform addresses these issues by allowing the generation and simulation of mixed-traffic scenarios, thus enabling testers to identify realistic critical scenarios, traffic experts to create new datasets, and regulators to extend consumer testing benchmarks.
    Original languageEnglish
    Title of host publicationProceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis, ISSTA 2024, Vienna, Austria, September 16-20, 2024
    EditorsMaria Christakis, Michael Pradel
    Pages1811-1815
    Number of pages5
    DOIs
    Publication statusPublished - 2024
    EventISSTA '24: 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis - Vienna , Vienna , Austria
    Duration: 16 Sept 202420 Sept 2024

    Conference

    ConferenceISSTA '24: 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis
    Country/TerritoryAustria
    CityVienna
    Period16/09/2420/09/24

    Research Field

    • Dependable Systems Engineering

    Keywords

    • Scenario-based testing
    • human in the loop
    • multi-agent simulations

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