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dc.contributor.authorZiyatdinov, Andrey
dc.contributor.authorPerera Lluna, Alexandre
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial
dc.date.accessioned2014-03-17T16:49:54Z
dc.date.available2014-03-17T16:49:54Z
dc.date.created2014-02
dc.date.issued2014-02
dc.identifier.citationZiyatdinov, A.; Perera, A. Data simulation in machine olfaction with the R package chemosensors. "PLoS One", Febrer 2014, vol. 9, núm. 2, p. e88839.
dc.identifier.issn1932-6203
dc.identifier.urihttp://hdl.handle.net/2117/22237
dc.description.abstractIn machine olfaction, the design of applications based on gas sensor arrays is highly dependent on the robustness of the signal and data processing algorithms. While the practice of testing the algorithms on public benchmarks is not common in the field, we propose software for performing data simulations in the machine olfaction field by generating parameterized sensor array data. The software is implemented as an R language package chemosensors which is open-access, platform-independent and self-contained. We introduce the concept of a virtual sensor array which can be used as a data generation tool. In this work, we describe the data simulation workflow which basically consists of scenario definition, virtual array parameterization and the generation of sensor array data. We also give examples of the processing of the simulated data as proof of concept for the parameterized sensor array data: the benchmarking of classification algorithms, the evaluation of linear- and non-linear regression algorithms, and the biologically inspired processing of sensor array data. All the results presented were obtained under version 0.7.6 of the chemosensors package whose home page is chemosensors.r-forge.r-project.org.
dc.language.isoeng
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Spain
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Enginyeria electrònica::Instrumentació i mesura::Sensors i actuadors
dc.titleData simulation in machine olfaction with the R package chemosensors
dc.typeArticle
dc.subject.lemacSensors químics
dc.subject.lemacSensors electroquímics
dc.contributor.groupUniversitat Politècnica de Catalunya. SISBIO - Senyals i Sistemes Biomèdics
dc.identifier.doi10.1371/journal.pone.0088839
dc.relation.publisherversionhttp://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0088839
dc.rights.accessOpen Access
drac.iddocument13658828
dc.description.versionPostprint (published version)
dc.relation.projectidinfo:eu-repo/grantAgreement/EC/FP7/216916/EU/Biologically inspired computation for chemical sensing/NEUROCHEM
upcommons.citation.authorZiyatdinov, A.; Perera, A.
upcommons.citation.publishedtrue
upcommons.citation.publicationNamePLoS One
upcommons.citation.volume9
upcommons.citation.number2
upcommons.citation.startingPagee88839
upcommons.citation.endingPagee88839
dc.identifier.pmid24586410


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Except where otherwise noted, content on this work is licensed under a Creative Commons license: Attribution-NonCommercial-NoDerivs 3.0 Spain