Search Results for author: Luke Burks

Found 4 papers, 0 papers with code

Exact Consistency Tests for Gaussian Mixture Filters using Normalized Deviation Squared Statistics

no code implementations29 Dec 2023 Nisar Ahmed, Luke Burks, Kailah Cabral, Alyssa Bekai Rose

We consider the problem of evaluating dynamic consistency in discrete time probabilistic filters that approximate stochastic system state densities with Gaussian mixtures.

HARPS: An Online POMDP Framework for Human-Assisted Robotic Planning and Sensing

no code implementations20 Oct 2021 Luke Burks, Hunter M. Ray, Jamison McGinley, Sousheel Vunnam, Nisar Ahmed

Autonomous robots can benefit greatly from human-provided semantic characterizations of uncertain task environments and states.

Optimal Continuous State POMDP Planning with Semantic Observations: A Variational Approach

no code implementations22 Jul 2018 Luke Burks, Ian Loefgren, Nisar Ahmed

This work develops novel strategies for optimal planning with semantic observations using continuous state partially observable markov decision processes (CPOMDPs).

Clustering Decision Making

Closed-loop Bayesian Semantic Data Fusion for Collaborative Human-Autonomy Target Search

no code implementations3 Jun 2018 Luke Burks, Ian Loefgren, Luke Barbier, Jeremy Muesing, Jamison McGinley, Sousheel Vunnam, Nisar Ahmed

In search applications, autonomous unmanned vehicles must be able to efficiently reacquire and localize mobile targets that can remain out of view for long periods of time in large spaces.

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