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Decoding Upper-Limb Motor Imagery from EEG Signals: A Systematic Review of Methods and Applications.

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Title: Decoding Upper-Limb Motor Imagery from EEG Signals: A Systematic Review of Methods and Applications.
Authors: Su Z; Department of Electrical, Electronic & Systems Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, 43600, UKM Bangi, Selangor, Malaysia.; School of Electronic Information Engineering, Jingchu University of Technology, Jingmen, 448000, China., Gan KB; Department of Electrical, Electronic & Systems Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, 43600, UKM Bangi, Selangor, Malaysia. kbgan@ukm.edu.my., Sim KS; Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia.
Source: Annals of biomedical engineering [Ann Biomed Eng] 2026 Aug; Vol. 54 (8), pp. 2508-2530. Date of Electronic Publication: 2026 Jun 08.
Publication Type: Journal Article; Systematic Review; Review
Journal Info: Publisher: Springer Science + Business Media Country of Publication: United States NLM ID: 0361512 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1573-9686 (Electronic) Linking ISSN: 00906964 NLM ISO Abbreviation: Ann Biomed Eng Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Decoding Upper-Limb Motor Imagery from EEG Signals: A Systematic Review of Methods and Applications.
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  Data: <searchLink fieldCode="AU" term="%22Su+Z%22">Su Z</searchLink>; Department of Electrical, Electronic & Systems Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, 43600, UKM Bangi, Selangor, Malaysia.; School of Electronic Information Engineering, Jingchu University of Technology, Jingmen, 448000, China.<br /><searchLink fieldCode="AU" term="%22Gan+KB%22">Gan KB</searchLink>; Department of Electrical, Electronic & Systems Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, 43600, UKM Bangi, Selangor, Malaysia. kbgan@ukm.edu.my.<br /><searchLink fieldCode="AU" term="%22Sim+KS%22">Sim KS</searchLink>; Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia.
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  Data: <searchLink fieldCode="JN" term="%220361512%22">Annals of biomedical engineering</searchLink> [Ann Biomed Eng] 2026 Aug; Vol. 54 (8), pp. 2508-2530. <i>Date of Electronic Publication: </i>2026 Jun 08.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Science+%2B+Business+Media%22">Springer Science + Business Media </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>0361512 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1573-9686 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200906964%22">00906964 </searchLink><i>NLM ISO Abbreviation: </i>Ann Biomed Eng <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1007/s10439-026-04211-9
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      – Code: eng
        Text: English
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        StartPage: 2508
    Titles:
      – TitleFull: Decoding Upper-Limb Motor Imagery from EEG Signals: A Systematic Review of Methods and Applications.
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            NameFull: Su Z
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            NameFull: Gan KB
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            NameFull: Sim KS
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          Dates:
            – D: 01
              M: 08
              Text: 2026 Aug
              Type: published
              Y: 2026
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              Value: 1573-9686
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              Value: 54
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              Value: 8
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            – TitleFull: Annals of biomedical engineering
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