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dc.contributor.authorSalinas, J.R.
dc.contributor.authorGarcía-Lagos, Francisco 
dc.contributor.authorDíaz-de-Aguilar, J
dc.contributor.authorJoya-Caparrós, Gonzalo 
dc.contributor.authorSandoval-Hernandez, Francisco 
dc.date.accessioned2017-06-19T11:59:05Z
dc.date.available2017-06-19T11:59:05Z
dc.date.created2017
dc.date.issued2017-06
dc.identifier.citationSalinas J.R., García-Lagos F., de Aguilar J.D., Joya G., Sandoval F. (2017) Uncertainty Analysis of ANN Based Spectral Analysis Using Monte Carlo Method. In: Rojas I., Joya G., Catala A. (eds) Advances in Computational Intelligence. IWANN 2017. Lecture Notes in Computer Science, vol 10305. Springer, Chames_ES
dc.identifier.urihttp://hdl.handle.net/10630/13937
dc.description.abstractUncertainty analysis of an Artificial Neural Network (ANN) based method for spectral analysis of asynchronously sampled signals is performed. Main uncer-tainty components contributions, jitter and quantization noise, are considered in order to obtain the signal amplitude and phase uncertainties using Monte Carlo method. The analysis performed identifies also uncertainties main contributions depending on parameters configurations. The analysis is performed simultane-ously with the proposed method and two others: Discrete Fourier Transform (DFT) and Multiharmonic Sine Fitting Method (MSFM), in order to compare them in terms of uncertainty. Results show the proposed method has the same uncertainty as DFT for amplitude values and around double uncertainty in phase values.es_ES
dc.description.sponsorshipUniversidad de Málaga. Campus de Excelencia Internacional Andalucía Tech.es_ES
dc.language.isoenges_ES
dc.publisherSpringeres_ES
dc.rightsinfo:eu-repo/semantics/openAccesses_ES
dc.subjectRedes neuronales (Informática)es_ES
dc.subjectIncertidumbrees_ES
dc.subjectEspectroscopíaes_ES
dc.subject.otherSine-fitting methodses_ES
dc.subject.otherSpectral analysises_ES
dc.subject.otherADALINEes_ES
dc.subject.otherANNes_ES
dc.subject.otherDigital measurementes_ES
dc.subject.otherUncertaintyes_ES
dc.subject.otherMonte-Carloes_ES
dc.subject.otherDFTes_ES
dc.titleUncertainty analysis of ANN based spectral analysis using Monte Carlo methodes_ES
dc.typeinfo:eu-repo/semantics/articlees_ES
dc.centroE.T.S.I. Telecomunicaciónes_ES
dc.relation.eventtitleIwann International Work Conference on Artificial Neural Networkses_ES
dc.relation.eventplaceCádiz (España)es_ES
dc.relation.eventdate14/06/2017es_ES
dc.identifier.orcidhttp://orcid.org/0000-0002-9664-0832es_ES
dc.cclicenseby-nc-ndes_ES


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