Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.

The automated design of meander line RFID antennas is a discrete self-avoiding walk (SAW) problem for which efficiency is to be maximized while resonant frequency is to be minimized. This work presents a novel exploration of how discrete local search may be incorporated into a continuous solver such...

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Main Authors: James Montgomery, Marcus Randall, Andrew Lewis
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0223194
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spelling doaj-645bcfc8174f47d4abfc1754d97f9f742021-03-03T21:06:06ZengPublic Library of Science (PLoS)PLoS ONE1932-62032019-01-011410e022319410.1371/journal.pone.0223194Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.James MontgomeryMarcus RandallAndrew LewisThe automated design of meander line RFID antennas is a discrete self-avoiding walk (SAW) problem for which efficiency is to be maximized while resonant frequency is to be minimized. This work presents a novel exploration of how discrete local search may be incorporated into a continuous solver such as differential evolution (DE). A prior DE algorithm for this problem that incorporates an adaptive solution encoding and a bias favoring antennas with low resonant frequency is extended by the addition of the backbite local search operator and a variety of schemes for reintroducing modified designs into the DE population. The algorithm is extremely competitive with an existing ACO approach and the technique is transferable to other SAW problems and other continuous solvers. The findings indicate that careful reintegration of discrete local search results into the continuous population is necessary for effective performance.https://doi.org/10.1371/journal.pone.0223194
collection DOAJ
language English
format Article
sources DOAJ
author James Montgomery
Marcus Randall
Andrew Lewis
spellingShingle James Montgomery
Marcus Randall
Andrew Lewis
Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.
PLoS ONE
author_facet James Montgomery
Marcus Randall
Andrew Lewis
author_sort James Montgomery
title Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.
title_short Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.
title_full Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.
title_fullStr Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.
title_full_unstemmed Integrating continuous differential evolution with discrete local search for meander line RFID antenna design.
title_sort integrating continuous differential evolution with discrete local search for meander line rfid antenna design.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2019-01-01
description The automated design of meander line RFID antennas is a discrete self-avoiding walk (SAW) problem for which efficiency is to be maximized while resonant frequency is to be minimized. This work presents a novel exploration of how discrete local search may be incorporated into a continuous solver such as differential evolution (DE). A prior DE algorithm for this problem that incorporates an adaptive solution encoding and a bias favoring antennas with low resonant frequency is extended by the addition of the backbite local search operator and a variety of schemes for reintroducing modified designs into the DE population. The algorithm is extremely competitive with an existing ACO approach and the technique is transferable to other SAW problems and other continuous solvers. The findings indicate that careful reintegration of discrete local search results into the continuous population is necessary for effective performance.
url https://doi.org/10.1371/journal.pone.0223194
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AT marcusrandall integratingcontinuousdifferentialevolutionwithdiscretelocalsearchformeanderlinerfidantennadesign
AT andrewlewis integratingcontinuousdifferentialevolutionwithdiscretelocalsearchformeanderlinerfidantennadesign
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