RACE-Nav: Refinable Occupancy Contracts and Prefix-Wide Runtime Assurance for Dynamic Mobile-Robot Navigation
DOI:
https://doi.org/10.31224/8140Keywords:
Mobile Robot Navigation, Runtime Assurance, Predictive Safety, Occupancy Contracts, Risk Composition, ROS 2, Autonomous Systems, Dynamic Obstacle AvoidanceAbstract
Modular navigation stacks permit predictors and controllers to be exchanged, but their uncertainty, timing, and braking assumptions rarely form one executable assurance argument. RACE-Nav introduces typed, refinable occupancy contracts whose guaranteed class, hazard scope, frame, horizon, risk allowance, and expiry are checked before command release. A model-conditional radial provider supplies the closed-loop conditional premise used by the risk ledger; marginal split conformal prediction is retained only as a diagnostic. Concrete trajectories are certified by finite sampled tests with Hausdorff-Lipschitz inter-sample margins and a prefix-wide recoverable-stop condition. A horizon-aware lease and downstream watchdog preserve the trusted-gate invariant under cancellation and provider substitution. We prove provider refinement, continuous-time separation, swept-stop safety, finite/anytime risk composition, stale-command exclusion, non-Zeno switching, and conditional release liveness. In a held-out paired-seed benchmark spanning eight dynamic interactions and six controllers (1,920 episodes), RACE-Nav produced 0/320 collisions (95% Wilson interval 0.00%-1.19%) and 97.5% goal success versus 12.2% collisions for the predictive time-to-collision/model predictive control comparator. The decision kernel recorded 0 and modelled 300-ms deadline misses. Stress and ablation results separate guaranteed behaviour from violations of the declared model and actuator bounds.
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Copyright (c) 2026 Hari Sunmukeswar Baskaran, Salem Ameen

This work is licensed under a Creative Commons Attribution 4.0 International License.