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Design and Development of an SVM-Powered Underwater Acoustic Modem

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dc.contributor.authorGuerrero Chilaber, Gabriel S.
dc.contributor.authorMoreno Salinas, David
dc.contributor.authorSánchez Moreno, José
dc.contributor.orcidhttps://orcid.org/0009-0009-9959-0250
dc.date.accessioned2024-05-29T09:54:48Z
dc.date.available2024-05-29T09:54:48Z
dc.date.issued2024-05-05
dc.description.abstractUnderwater acoustic communication is fraught with challenges, including signal distortion, noise, and interferences unique to aquatic environments. This study aimed to advance the field by developing a novel underwater modem system that utilizes machine learning for signal classification, enhancing the reliability and clarity of underwater transmissions. This research introduced a system architecture incorporating a Lattice Semiconductors FPGA for signal modulation and a half-pipe waveguide to emulate the underwater environment. For signal classification, support vector machines (SVMs) were leveraged with the continuous wavelet transform (CWT) employed for feature extraction from acoustic signals. Comparative analysis with traditional signal processing techniques highlighted the efficacy of the CWT in this context. The experiments and tests carried out with the system demonstrated superior performance in classifying modulated signals under simulated underwater conditions, with the SVM providing a robust classification despite the presence of noise. The use of the CWT for feature extraction significantly enhanced the model’s accuracy, eliminating the need for further dimensionality reduction. Therefore, the integration of machine learning with advanced signal processing techniques presents a promising research line for overcoming the complexities of underwater acoustic communication. The findings underscore the potential of data mining methodologies to improve signal clarity and transmission reliability in aquatic environments.en
dc.description.versionversión publicada
dc.identifier.citationGuerrero-Chilabert, G.S.; Moreno-Salinas, D.; Sánchez-Moreno, J. Design and Development of an SVM-Powered Underwater Acoustic Modem. J. Mar. Sci. Eng. 2024, 12,(5) 773. https://doi.org/10.3390/jmse12050773
dc.identifier.doihttps://doi.org/10.3390/jmse12050773
dc.identifier.issn2077-1312
dc.identifier.urihttps://hdl.handle.net/20.500.14468/22208
dc.journal.issue5
dc.journal.titleJournal of Marine Science and Engineering
dc.journal.volume12
dc.language.isoen
dc.page.initial773
dc.publisherMDPI
dc.relation.centerE.T.S. de Ingeniería Informática
dc.relation.departmentInformática y Automática
dc.rightsAtribución-NoComercial-SinDerivadas 4.0 Internacional
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/deed.es
dc.subject12 Matemáticas::1203 Ciencia de los ordenadores ::1203.17 Informática
dc.subject.keywordsunderwater acoustic communicationen
dc.subject.keywordssignal processingen
dc.subject.keywordssupport vector machinesen
dc.subject.keywordscontinuous wavelet transformen
dc.subject.keywordsFPGAen
dc.subject.keywordsfeature extractionen
dc.subject.keywordsmodulation techniquesen
dc.subject.keywordsnoise reductionen
dc.titleDesign and Development of an SVM-Powered Underwater Acoustic Modemen
dc.typeartículoes
dc.typejournal articleen
dspace.entity.typePublication
relation.isAuthorOfPublicationcda6ce3d-ab73-4c9e-891f-543c04d8d53b
relation.isAuthorOfPublicationcafb43c8-2038-4e5c-a3b3-f53b9fc7f8c1
relation.isAuthorOfPublication.latestForDiscoverycda6ce3d-ab73-4c9e-891f-543c04d8d53b
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