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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6802822/ https://www.ncbi.nlm.nih.gov/pubmed/31634350 http://dx.doi.org/10.1371/journal.pone.0223194 |
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author | Montgomery, James Randall, Marcus Lewis, Andrew |
author_facet | Montgomery, James Randall, Marcus Lewis, Andrew |
author_sort | Montgomery, James |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-6802822 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-68028222019-11-02 Integrating continuous differential evolution with discrete local search for meander line RFID antenna design Montgomery, James Randall, Marcus Lewis, Andrew PLoS One Research Article 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. Public Library of Science 2019-10-21 /pmc/articles/PMC6802822/ /pubmed/31634350 http://dx.doi.org/10.1371/journal.pone.0223194 Text en © 2019 Montgomery et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Montgomery, James Randall, Marcus Lewis, Andrew Integrating continuous differential evolution with discrete local search for meander line RFID antenna design |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6802822/ https://www.ncbi.nlm.nih.gov/pubmed/31634350 http://dx.doi.org/10.1371/journal.pone.0223194 |
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