A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit

Abstract—A CMOS Satlin/Sigmoid/Gaussian/Triangular Basis functions computation circuit suitable for analog neural networks is proposed. The circuit can be configured to realize any of the four functions. The circuit can approximate these functions with relative root-mean-square error less than 1%. I...

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Main Author: Abuelma’atti, M.T. (author)
Other Authors: Shwehneh, A. (author), unknown (author)
Format: article
Published: 2006
Subjects:
Online Access:https://eprints.kfupm.edu.sa/id/eprint/314/1/a_reconfigurable_satlin_sigmoid_gaussian_abuelma_ati_isip_000246793200293.pdf
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author Abuelma’atti, M.T.
author2 Shwehneh, A.
unknown
author2_role author
author
author_facet Abuelma’atti, M.T.
Shwehneh, A.
unknown
author_role author
dc.creator.none.fl_str_mv Abuelma’atti, M.T.
Shwehneh, A.
unknown
dc.date.none.fl_str_mv 2006
2020
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv https://eprints.kfupm.edu.sa/id/eprint/314/1/a_reconfigurable_satlin_sigmoid_gaussian_abuelma_ati_isip_000246793200293.pdf
(2006) A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit. Journal of Iranian Association of Electrical and Electronic Engineers, 2 (2). pp. 17-34.
dc.language.none.fl_str_mv en
dc.relation.none.fl_str_mv https://eprints.kfupm.edu.sa/id/eprint/314/
dc.rights.*.fl_str_mv info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Electrical
dc.title.none.fl_str_mv A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
dc.type.none.fl_str_mv Article
PeerReviewed
info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
description Abstract—A CMOS Satlin/Sigmoid/Gaussian/Triangular Basis functions computation circuit suitable for analog neural networks is proposed. The circuit can be configured to realize any of the four functions. The circuit can approximate these functions with relative root-mean-square error less than 1%. It is shown that the center, width, and peak amplitude of the dc transfer characteristic can be independently controlled. HSPICE simulation results using 0.18um CMOS process model parameters of TSMC technology are included
eu_rights_str_mv openAccess
format article
id KFUPM_4f572ff7e8c8532863eace6731e9c7a1
identifier_str_mv (2006) A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit. Journal of Iranian Association of Electrical and Electronic Engineers, 2 (2). pp. 17-34.
language_invalid_str_mv en
network_acronym_str KFUPM
network_name_str King Fahd University of Petroleum and Minerals
oai_identifier_str oai::314
publishDate 2006
repository.mail.fl_str_mv
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spelling A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuitAbuelma’atti, M.T.Shwehneh, A.unknownElectricalAbstract—A CMOS Satlin/Sigmoid/Gaussian/Triangular Basis functions computation circuit suitable for analog neural networks is proposed. The circuit can be configured to realize any of the four functions. The circuit can approximate these functions with relative root-mean-square error less than 1%. It is shown that the center, width, and peak amplitude of the dc transfer characteristic can be independently controlled. HSPICE simulation results using 0.18um CMOS process model parameters of TSMC technology are included20062020ArticlePeerReviewedinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://eprints.kfupm.edu.sa/id/eprint/314/1/a_reconfigurable_satlin_sigmoid_gaussian_abuelma_ati_isip_000246793200293.pdf (2006) A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit. Journal of Iranian Association of Electrical and Electronic Engineers, 2 (2). pp. 17-34. enhttps://eprints.kfupm.edu.sa/id/eprint/314/info:eu-repo/semantics/openAccessoai::3142019-11-01T13:23:39Z
spellingShingle A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
Abuelma’atti, M.T.
Electrical
status_str publishedVersion
title A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
title_full A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
title_fullStr A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
title_full_unstemmed A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
title_short A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
title_sort A reconfigurable SATLIN/SIGMOID/Gaussian/Triangular basis functions computation circuit
topic Electrical
url https://eprints.kfupm.edu.sa/id/eprint/314/1/a_reconfigurable_satlin_sigmoid_gaussian_abuelma_ati_isip_000246793200293.pdf