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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Online Access: | https://doi.org/10.1371/journal.pone.0223194 |
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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 |
work_keys_str_mv |
AT jamesmontgomery integratingcontinuousdifferentialevolutionwithdiscretelocalsearchformeanderlinerfidantennadesign AT marcusrandall integratingcontinuousdifferentialevolutionwithdiscretelocalsearchformeanderlinerfidantennadesign AT andrewlewis integratingcontinuousdifferentialevolutionwithdiscretelocalsearchformeanderlinerfidantennadesign |
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