首页> Frontiers in neuroinformatics> Exploring EEG-based motor imagery decoding: a dual approach using spatial features and spectro-spatial Deep Learning model IFNet.

Exploring EEG-based motor imagery decoding: a dual approach using spatial features and spectro-spatial Deep Learning model IFNet.

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第一作者： Javier V,Juan

第一单位： Brain-Machine Interface Systems Lab, Universidad Miguel Hernández de Elche, Elche, Spain.;Center for Clinical Neuroscience HLM, Hospital Los Madroños, Brunete, Spain.

作者： Javier V,Juan ^[1] ; Rubén,Martínez ^[2] ; Eduardo,Iáñez ^[3] ; Mario,Ortiz ^[3] ; Jesús,Tornero ^[4] ; José M,Azorín ^[5]

作者单位： Brain-Machine Interface Systems Lab, Universidad Miguel Hernández de Elche, Elche, Spain.;Center for Clinical Neuroscience HLM, Hospital Los Madroños, Brunete, Spain. ^[1] Center for Clinical Neuroscience HLM, Hospital Los Madroños, Brunete, Spain.;Universidad Autónoma de Madrid, Madrid, Spain.;INNTEGRA, Hospital Los Madroños, Brunete, Spain. ^[2] Brain-Machine Interface Systems Lab, Universidad Miguel Hernández de Elche, Elche, Spain.;Instituto de Investigación en Ingeniería de Elche-I3E, Universidad Miguel Hernández de Elche, Elche, Spain. ^[3] Center for Clinical Neuroscience HLM, Hospital Los Madroños, Brunete, Spain.;INNTEGRA, Hospital Los Madroños, Brunete, Spain. ^[4] Brain-Machine Interface Systems Lab, Universidad Miguel Hernández de Elche, Elche, Spain.;Instituto de Investigación en Ingeniería de Elche-I3E, Universidad Miguel Hernández de Elche, Elche, Spain.;ValGRAI: Valencian Graduated School and Research Network of Artificial Intelligence, Valencia, Spain. ^[5]

关键词 IFNet brain-machine interface (BMI)common spatial patterns filter bank (CSPFB)convolutional neural network (CNN)deep learning (DL)electroencephalography (EEG)linear discriminant analysis (LDA)motor imagery (MI)

DOI 10.3389/fninf.2024.1345425

PMID 38486923

发布时间 2024-03-16

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准确一般字义偏差语意偏离译文作用小提交