Research papers · Posted 2023.06.26 · Publication / acceptance: author-reported

Safe Navigation in Unstructured Environments by Minimizing Uncertainty in Control and Perception

Safe Navigation in Unstructured Environments by Minimizing Uncertainty in Control and Perception

Overview

A learned vehicle dynamics model guides exploration using epistemic uncertainty, while a meta-learned traversability model adapts online. Their integration with sampling-based MPC seeks stable navigation by avoiding uncertain terrain and state-action regions.

Publication and version information

Publication, acceptance or venue information is author-reported on arXiv. The exact source wording is preserved below.

Author-supplied source information

Author-supplied information on arXiv.

RSS 2023 Workshop on Inference and Decision Making for Autonomous Vehicles (IDMAV)

Version: arXiv v1 — manuscript revision

PARTICIPATION ENQUIRY

Participation enquiry

Your enquiry will be delivered by email. We will reply to the address you provide.

Email enquiries: info@battermachine.com