A Formally Verified Motion Planner for Autonomous Vehicles.

ATVA(2018)

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摘要
Autonomous vehicles are safety-critical cyber-physical systems. To ensure their correctness, we use a proof assistant to prove safety properties deductively. This paper presents a formally verified motion planner based on manoeuvre automata in Isabelle/HOL. Two general properties which we ensure are numerical soundness (the absence of floating-point errors) and logical correctness (satisfying a plan specified in linear temporal logic). From these two properties, we obtain a motion planner whose correctness only depends on the validity of the models of the ego vehicle and its environment.
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关键词
Motion primitives, Manoeuvre automata, Motion planning, Theorem proving, Linear temporal logic, Reachability analysis, Autonomous vehicles
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