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Goal-Aware RSS for Complex Scenarios via Program Logic

  • Ichiro Hasuo
  • , Clovis Eberhart
  • , James Haydon
  • , Jeremy Dubut
  • , Rose Bohrer
  • , Tsutomu Kobayashi
  • , Sasinee Pruekprasert
  • , Xiao Yi Zhang
  • , Erik Andre Pallas
  • , Akihisa Yamada
  • , Kohei Suenaga
  • , Fuyuki Ishikawa
  • , Kenji Kamijo
  • , Yoshiyuki Shinya
  • , Takamasa Suetomi
  • National Institute of Informatics (NII)
  • The Graduate University for Advanced Studies
  • CNRS UMI3527
  • Department of Computer Science
  • Institute of Software and Systems Engineering
  • University of Augsburg
  • Cyber Physical Security Research Center
  • National Institute of Advanced Industrial Science and Technology
  • Graduate School of Informatics
  • Mazda Motor Corporation

Research output: Contribution to journalArticlepeer-review

15 Citations (Scopus)

Abstract

We introduce a goal-aware extension of responsibility-sensitive safety (RSS), a recent methodology for rule-based safety guarantee for automated driving systems (ADS). Making RSS rules guarantee goal achievement - in addition to collision avoidance as in the original RSS - requires complex planning over long sequences of manoeuvres. To deal with the complexity, we introduce a compositional reasoning framework based on program logic, in which one can systematically develop RSS rules for smaller subscenarios and combine them to obtain RSS rules for bigger scenarios. As the basis of the framework, we introduce a program logic dFHL that accommodates continuous dynamics and safety conditions. Our framework presents a dFHL-based workflow for deriving goal-aware RSS rules; we discuss its software support, too. We conducted experimental evaluation using RSS rules in a safety architecture. Its results show that goal-aware RSS is indeed effective in realising both collision avoidance and goal achievement.

Original languageEnglish
Pages (from-to)3040-3072
Number of pages33
JournalIEEE Transactions on Intelligent Vehicles
Volume8
Issue number4
DOIs
Publication statusPublished - 1 Apr 2023
Externally publishedYes

Keywords

  • Automated driving
  • Floyd-Hoare logic
  • differential dynamics
  • program logic
  • responsibility-sensitive safety (RSS)
  • rule-based safety
  • safety
  • simplex architecture

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