Belief-Space Planning for Real-World Systems: Efficient SLAM-Based Belief Propagation and Continuous-Time Safety

Uncertainty-aware planning has long been a recurring goal in robotics. By enabling autonomous systems to explicitly reason about their own uncertainty, desirable behaviors that increase observability and ensure robust constraint satisfaction arise naturally from high-level optimization specification...

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Bibliographic Details
Main Author: Frey, Kristoffer M.
Other Authors: How, Jonathan P.
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/139099