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MSFHNet: a hybrid deep learning network for multi-scale spatiotemporal feature extraction of spatial cognitive EEG signals in BCI-VR systems.

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Title: MSFHNet: a hybrid deep learning network for multi-scale spatiotemporal feature extraction of spatial cognitive EEG signals in BCI-VR systems.
Authors: Liu, Xulong1,2, Jia, Ziwei1,2, Xun, Meng1,2, Wan, Xianglong3, Lu, Huibin4, Zhou, Yanhong4, yhzhou168@163.com
Source: Medical & Biological Engineering & Computing; Nov2025, Vol. 63 Issue 11, p3203-3220, 18p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 189590706
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PubType: Academic Journal
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  Data: MSFHNet: a hybrid deep learning network for multi-scale spatiotemporal feature extraction of spatial cognitive EEG signals in BCI-VR systems.
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  Data: <searchLink fieldCode="AU" term="%22Liu%2C+Xulong%22">Liu, Xulong</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AU" term="%22Jia%2C+Ziwei%22">Jia, Ziwei</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AU" term="%22Xun%2C+Meng%22">Xun, Meng</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AU" term="%22Wan%2C+Xianglong%22">Wan, Xianglong</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AU" term="%22Lu%2C+Huibin%22">Lu, Huibin</searchLink><relatesTo>4</relatesTo><br /><searchLink fieldCode="AU" term="%22Zhou%2C+Yanhong%22">Zhou, Yanhong</searchLink><relatesTo>4</relatesTo>, <i>yhzhou168@163.com</i>
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  Data: <searchLink fieldCode="JN" term="%22Medical+%26+Biological+Engineering+%26+Computing%22">Medical & Biological Engineering & Computing</searchLink>; Nov2025, Vol. 63 Issue 11, p3203-3220, 18p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=189590706
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1007/s11517-025-03386-y
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      – Code: eng
        Text: English
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        PageCount: 18
        StartPage: 3203
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      – TitleFull: MSFHNet: a hybrid deep learning network for multi-scale spatiotemporal feature extraction of spatial cognitive EEG signals in BCI-VR systems.
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            NameFull: Liu, Xulong
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            NameFull: Jia, Ziwei
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            NameFull: Xun, Meng
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            NameFull: Wan, Xianglong
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            NameFull: Lu, Huibin
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            NameFull: Zhou, Yanhong
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            – D: 01
              M: 11
              Text: Nov2025
              Type: published
              Y: 2025
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              Value: 63
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