Search Results for author: Prashant Ganesh

Found 5 papers, 1 papers with code

Uncertainty-Aware Guidance for Target Tracking subject to Intermittent Measurements using Motion Model Learning

1 code implementation1 Feb 2024 Andres Pulido, Kyle Volle, Kristy Waters, Zachary I. Bell, Prashant Ganesh, Jane Shin

This neural network (NN)-based motion model serves as the prediction step in a particle filter for target state estimation and uncertainty quantification.

Position Uncertainty Quantification

Deep Nonlinear Adaptive Control for Unmanned Aerial Systems Operating under Dynamic Uncertainties

no code implementations14 Oct 2023 Zachary Lamb, Zachary I. Bell, Matthew Longmire, Jared Paquet, Prashant Ganesh, Ricardo Sanfelice

Recent literature in the field of machine learning (ML) control has shown promising theoretical results for a Deep Neural Network (DNN) based Nonlinear Adaptive Controller (DNAC) capable of achieving trajectory tracking for nonlinear systems.

Information-Aware Guidance for Magnetic Anomaly based Navigation

no code implementations1 Aug 2022 J. Humberto Ramos, Jaejeong Shin, Kyle Volle, Paul Buzaud, Kevin Brink, Prashant Ganesh

In the absence of an absolute positioning system, such as GPS, autonomous vehicles are subject to accumulation of positional error which can interfere with reliable performance.

Autonomous Vehicles Decision Making

Going Beyond RF: How AI-enabled Multimodal Beamforming will Shape the NextG Standard

no code implementations30 Mar 2022 Debashri Roy, Batool Salehi, Stella Banou, Subhramoy Mohanti, Guillem Reus-Muns, Mauro Belgiovine, Prashant Ganesh, Carlos Bocanegra, Chris Dick, Kaushik Chowdhury

Incorporating artificial intelligence and machine learning (AI/ML) methods within the 5G wireless standard promises autonomous network behavior and ultra-low-latency reconfiguration.

Edge-computing

A summary on the UD Kalman Filter

no code implementations11 Mar 2022 J. Humberto Ramos, Kevin Brink, Prashant Ganesh, John E. Hurtado

This document contains a concise and unified reference for one of the existing mechanizations of the UD Kalman filter.

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