A software tool for large-scale synthetic experiments based on polymeric sensor arrays

This manuscript introduces a software tool that allows for the design of synthetic experiments in machine olfaction. The proposed software package includes both, a virtual sensor array that reproduces the diversity and response of a polymer array and tools for data generation. The synthetic array of...

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Detalles Bibliográficos
Autores: Ziyatdinov, Andrey, Fernández Diaz, E., Chaudry, A., Marco Colás, Santiago, Persaud, K., Perera Lluna, Alexandre
Tipo de recurso: artículo
Estado:Versión aceptada para publicación
Fecha de publicación:2013
País:España
Institución:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
Repositorio:Recercat. Dipósit de la Recerca de Catalunya
OAI Identifier:oai:recercat.cat:2445/187936
Acceso en línea:https://hdl.handle.net/2445/187936
Access Level:acceso abierto
Palabra clave:Detectors de gasos
Polímers conductors
Olfacte
Gas detectors
Conducting polymers
Smell
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repository_id_str
spelling A software tool for large-scale synthetic experiments based on polymeric sensor arraysZiyatdinov, AndreyFernández Diaz, E.Chaudry, A.Marco Colás, SantiagoPersaud, K.Perera Lluna, AlexandreDetectors de gasosPolímers conductorsOlfacteGas detectorsConducting polymersSmellThis manuscript introduces a software tool that allows for the design of synthetic experiments in machine olfaction. The proposed software package includes both, a virtual sensor array that reproduces the diversity and response of a polymer array and tools for data generation. The synthetic array of sensors allows for the generation of chemosensor data with a variety of characteristics: unlimited number of sensors, support of multicomponent gas mixtures and full parametric control of the noise in the system. The artificial sensor array is inspired from a reference database of seventeen polymeric sensors with concentration profiles for three analytes. The main features in the sensor data, like sensitivity, diversity, drift and sensor noise, are captured by a set of models under simplified assumptions. The generator of sensor signals can be used in applications related to test and benchmarking of signal processing methods, neuromorphic simulations in machine olfaction and educational tools. The software is implemented in R language and can be freely accessed at: http://chemosensors.r-forge.r-project.org/.Elsevier B.V.2022202220132022info:eu-repo/semantics/articleinfo:eu-repo/semantics/acceptedVersion9 p.application/pdfhttps://hdl.handle.net/2445/187936Articles publicats en revistes (Enginyeria Electrònica i Biomèdica)reponame:Recercat. Dipósit de la Recerca de Catalunyainstname:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)InglésVersió postprint del document publicat a: https://doi.org/10.1016/j.snb.2012.09.093Sensors and Actuators B-Chemical, 2013, vol. 177, p. 596-604https://doi.org/10.1016/j.snb.2012.09.093info:eu-repo/grantAgreement/EC/FP7/216916(c) Elsevier B.V., 2013info:eu-repo/semantics/openAccessoai:recercat.cat:2445/1879362026-05-29T05:05:01Z
dc.title.none.fl_str_mv A software tool for large-scale synthetic experiments based on polymeric sensor arrays
title A software tool for large-scale synthetic experiments based on polymeric sensor arrays
spellingShingle A software tool for large-scale synthetic experiments based on polymeric sensor arrays
Ziyatdinov, Andrey
Detectors de gasos
Polímers conductors
Olfacte
Gas detectors
Conducting polymers
Smell
title_short A software tool for large-scale synthetic experiments based on polymeric sensor arrays
title_full A software tool for large-scale synthetic experiments based on polymeric sensor arrays
title_fullStr A software tool for large-scale synthetic experiments based on polymeric sensor arrays
title_full_unstemmed A software tool for large-scale synthetic experiments based on polymeric sensor arrays
title_sort A software tool for large-scale synthetic experiments based on polymeric sensor arrays
dc.creator.none.fl_str_mv Ziyatdinov, Andrey
Fernández Diaz, E.
Chaudry, A.
Marco Colás, Santiago
Persaud, K.
Perera Lluna, Alexandre
author Ziyatdinov, Andrey
author_facet Ziyatdinov, Andrey
Fernández Diaz, E.
Chaudry, A.
Marco Colás, Santiago
Persaud, K.
Perera Lluna, Alexandre
author_role author
author2 Fernández Diaz, E.
Chaudry, A.
Marco Colás, Santiago
Persaud, K.
Perera Lluna, Alexandre
author2_role author
author
author
author
author
dc.subject.none.fl_str_mv Detectors de gasos
Polímers conductors
Olfacte
Gas detectors
Conducting polymers
Smell
topic Detectors de gasos
Polímers conductors
Olfacte
Gas detectors
Conducting polymers
Smell
description This manuscript introduces a software tool that allows for the design of synthetic experiments in machine olfaction. The proposed software package includes both, a virtual sensor array that reproduces the diversity and response of a polymer array and tools for data generation. The synthetic array of sensors allows for the generation of chemosensor data with a variety of characteristics: unlimited number of sensors, support of multicomponent gas mixtures and full parametric control of the noise in the system. The artificial sensor array is inspired from a reference database of seventeen polymeric sensors with concentration profiles for three analytes. The main features in the sensor data, like sensitivity, diversity, drift and sensor noise, are captured by a set of models under simplified assumptions. The generator of sensor signals can be used in applications related to test and benchmarking of signal processing methods, neuromorphic simulations in machine olfaction and educational tools. The software is implemented in R language and can be freely accessed at: http://chemosensors.r-forge.r-project.org/.
publishDate 2013
dc.date.none.fl_str_mv 2013
2022
2022
2022
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/acceptedVersion
format article
status_str acceptedVersion
dc.identifier.none.fl_str_mv https://hdl.handle.net/2445/187936
url https://hdl.handle.net/2445/187936
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv Versió postprint del document publicat a: https://doi.org/10.1016/j.snb.2012.09.093
Sensors and Actuators B-Chemical, 2013, vol. 177, p. 596-604
https://doi.org/10.1016/j.snb.2012.09.093
info:eu-repo/grantAgreement/EC/FP7/216916
dc.rights.none.fl_str_mv (c) Elsevier B.V., 2013
info:eu-repo/semantics/openAccess
rights_invalid_str_mv (c) Elsevier B.V., 2013
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 9 p.
application/pdf
dc.publisher.none.fl_str_mv Elsevier B.V.
publisher.none.fl_str_mv Elsevier B.V.
dc.source.none.fl_str_mv Articles publicats en revistes (Enginyeria Electrònica i Biomèdica)
reponame:Recercat. Dipósit de la Recerca de Catalunya
instname:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
instname_str Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
reponame_str Recercat. Dipósit de la Recerca de Catalunya
collection Recercat. Dipósit de la Recerca de Catalunya
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15,81155

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