A Koopman-Based Reduced-Order State Observer for Visual Localization of Robots

A reduced-order observer using Koopman lifting linearization is developed for localization of a robot guided by a vision system. The Koopman operator is a powerful method for representing nonlinear robot dynamics as a linear model in a lifted space. Koopman faces two main challenges with robot local...

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Bibliographic Details
Main Author: Williams, Jadal
Other Authors: Asada, H. Harry
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/151814