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04/21/2023
On the Value of Online Learning for Radar Waveform Selection
This paper attempts to characterize the kinds of physical scenarios in w...
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12/01/2022
Online Learning-based Waveform Selection for Improved Vehicle Recognition in Automotive Radar
This paper describes important considerations and challenges associated ...
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12/01/2022
When is Cognitive Radar Beneficial?
When should an online reinforcement learning-based frequency agile cogni...
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07/07/2022
Online Bayesian Meta-Learning for Cognitive Tracking Radar
A key component of cognitive radar is the ability to generalize, or achi...
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07/05/2022
Linear Jamming Bandits: Sample-Efficient Learning for Non-Coherent Digital Jamming
It has been shown (Amuru et al. 2015) that online learning algorithms ca...
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02/10/2022
Universal Learning Waveform Selection Strategies for Adaptive Target Tracking
Online selection of optimal waveforms for target tracking with active se...
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10/21/2021
Online Meta-Learning for Scene-Diverse Waveform-Agile Radar Target Tracking
A fundamental problem for waveform-agile radar systems is that the true ...
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08/02/2021
Waveform Selection for Radar Tracking in Target Channels With Memory via Universal Learning
In tracking radar, the sensing environment often varies significantly ov...
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03/09/2021
Constrained Contextual Bandit Learning for Adaptive Radar Waveform Selection
A sequential decision process in which an adaptive radar system repeated...
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01/30/2021
Multi-player Bandits for Distributed Cognitive Radar
With new applications for radar networks such as automotive control or i...
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10/29/2020
Constrained Online Learning to Mitigate Distortion Effects in Pulse-Agile Cognitive Radar
Pulse-agile radar systems have demonstrated favorable performance in dyn...
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08/24/2020
Efficient Online Learning for Cognitive Radar-Cellular Coexistence via Contextual Thompson Sampling
This paper describes a sequential, or online, learning scheme for adapti...
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06/23/2020
Deep Reinforcement Learning Control for Radar Detection and Tracking in Congested Spectral Environments
In this paper, dynamic non-cooperative coexistence between a cognitive p...
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01/06/2020