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Reconfigurable Digital Channelizer Design Using Factored Markov Decision Processes

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Details

Original languageEnglish
JournalJournal of Signal Processing Systems
DOIs
Publication statusPublished - 1 Dec 2017
Publication typeA1 Journal article-refereed

Abstract

In this work, a novel digital channelizer design is developed through the use of a compact, system-level modeling approach. The model efficiently captures key properties of a digital channelizer system and its time-varying operation. The model applies powerful Markov Decision Process (MDP) techniques in new ways for design optimization of reconfigurable channelization processing. The result is a promising methodology for design and implementation of digital channelizers that adapt dynamically to changing use cases and stochastic environments while optimizing simultaneously for multiple conflicting performance goals. The method is used to employ an MDP to generate a runtime reconfiguration policy for a time-varying environment. Through extensive simulations, the robustness of the adaptation is demonstrated in comparison with the prior state of the art.

Publication forum classification

Field of science, Statistics Finland