activity
20172022
most citedDeep Reinforcement Learning Control for Radar Detection and Tracking in Congested Spectral Environments

141 citations · 148 across the 10 of their papers we have counts for

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Showing cs.ITShow all

7 papers · 1 filter

cs.IT2022

Universal Learning Waveform Selection Strategies for Adaptive Target Tracking

Charles E. Thornton, R. Michael Buehrer, Harpreet S. Dhillon +1

Online selection of optimal waveforms for target tracking with active sensors has long been a problem of interest. Many conventional solutions utilize an estimation-theoretic inter…

cs.IT2021

Online Meta-Learning for Scene-Diverse Waveform-Agile Radar Target Tracking

Charles E. Thornton, R. Michael Buehrer, Anthony F. Martone

A fundamental problem for waveform-agile radar systems is that the true environment is unknown, and transmission policies which perform well for a particular tracking instance may…

cs.IT2021

Waveform Selection for Radar Tracking in Target Channels With Memory via Universal Learning

Charles E. Thornton, R. Michael Buehrer, Anthony F. Martone

In tracking radar, the sensing environment often varies significantly over a track duration due to the target's trajectory and dynamic interference. Adapting the radar's waveform u…

cs.IT2021

Constrained Contextual Bandit Learning for Adaptive Radar Waveform Selection

Charles E. Thornton, R. Michael Buehrer, Anthony F. Martone

A sequential decision process in which an adaptive radar system repeatedly interacts with a finite-state target channel is studied. The radar is capable of passively sensing the sp…

cs.IT2021

Multi-player Bandits for Distributed Cognitive Radar

William W. Howard, Charles E. Thornton, Anthony F. Martone +1

With new applications for radar networks such as automotive control or indoor localization, the need for spectrum sharing and general interoperability is expected to rise. This pap…

cs.IT2020

Constrained Online Learning to Mitigate Distortion Effects in Pulse-Agile Cognitive Radar

Charles E. Thornton, R. Michael Buehrer, Anthony F. Martone

Pulse-agile radar systems have demonstrated favorable performance in dynamic electromagnetic scenarios. However, the use of non-identical waveforms within a radar's coherent proces…