Implementation of 3-D multiple linear regression in hardware using the xilinx spartan-3AN FPGA

Registro completo de metadados
MetadadosDescriçãoIdioma
Autor(es): dc.contributorUniversity of Limerick-
Autor(es): dc.contributorUniversidade Estadual Paulista (UNESP)-
Autor(es): dc.creatorGrout, Ian-
Autor(es): dc.creatorFerreira, Willian De Assis Pedrobon-
Autor(es): dc.creatorSilva, Alexandre Cesar Rodrigues Da-
Data de aceite: dc.date.accessioned2025-08-21T15:53:45Z-
Data de disponibilização: dc.date.available2025-08-21T15:53:45Z-
Data de envio: dc.date.issued2022-04-30-
Data de envio: dc.date.issued2022-04-30-
Data de envio: dc.date.issued2019-07-01-
Fonte completa do material: dc.identifierhttp://dx.doi.org/10.1109/ECTI-CON47248.2019.8955155-
Fonte completa do material: dc.identifierhttp://hdl.handle.net/11449/232965-
Fonte: dc.identifier.urihttp://educapes.capes.gov.br/handle/11449/232965-
Descrição: dc.descriptionIn this paper, a linear regression algorithm implementation in hardware using the Field Programmable Gate Array (FPGA) is presented. A two-dimensional (2-D) simple linear regression aims to develop a linear equation of two variables based on observed data values in two dimensions. A more complex problem that this considered in this paper is the three-dimensional (3-D) multiple linear regression that approximates a linear equation of three variables based on a set of observed data points in three dimensions. The algorithm was initially modelled and verified using Python, NumPy and Matplotlib. The linear regression equation was then translated to hardware using a VHDL description of the algorithm targeting the Xilinx Spartan-3AN FPGA. In this paper, the design and simulation of the algorithm based on using the available hardware resources within the FPGA are introduced and discussed.-
Descrição: dc.descriptionUniversity of Limerick Department of Electronic and Computer Engineering-
Descrição: dc.descriptionUniversidade Estadual Paulista Faculdade de Engenharia Ilha Solteira-
Descrição: dc.descriptionUniversidade Estadual Paulista Faculdade de Engenharia Ilha Solteira-
Formato: dc.format171-174-
Idioma: dc.languageen-
Relação: dc.relationProceedings of the 16th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, ECTI-CON 2019-
???dc.source???: dc.sourceScopus-
Palavras-chave: dc.subjectFPGA-
Palavras-chave: dc.subjectHardware-
Palavras-chave: dc.subjectLinear regression-
Palavras-chave: dc.subjectMachine learning-
Palavras-chave: dc.subjectVHDL-
Título: dc.titleImplementation of 3-D multiple linear regression in hardware using the xilinx spartan-3AN FPGA-
Tipo de arquivo: dc.typeaula digital-
Aparece nas coleções:Repositório Institucional - Unesp

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