DSC-SparseFormer: a lightweight framework for bearing fault diagnosis based on depthwise separable convolution and sparse attention mechanism.

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Title: DSC-SparseFormer: a lightweight framework for bearing fault diagnosis based on depthwise separable convolution and sparse attention mechanism.
Authors: Geng, Ziyao1 (AUTHOR), Zhou, Shihua1,2 (AUTHOR), Ren, Zhaohui1 (AUTHOR) zhhren_neu@126.com, Yu, Tianzhuang1 (AUTHOR), Zhang, Pengsheng1 (AUTHOR)
Source: Nondestructive Testing & Evaluation. May2026, Vol. 41 Issue 5, p2768-2794. 27p.
Database: Academic Search Ultimate
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  Data: DSC-SparseFormer: a lightweight framework for bearing fault diagnosis based on depthwise separable convolution and sparse attention mechanism.
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  Data: <searchLink fieldCode="AR" term="%22Geng%2C+Ziyao%22">Geng, Ziyao</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhou%2C+Shihua%22">Zhou, Shihua</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ren%2C+Zhaohui%22">Ren, Zhaohui</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> zhhren_neu@126.com</i><br /><searchLink fieldCode="AR" term="%22Yu%2C+Tianzhuang%22">Yu, Tianzhuang</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhang%2C+Pengsheng%22">Zhang, Pengsheng</searchLink><relatesTo>1</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22Nondestructive+Testing+%26+Evaluation%22">Nondestructive Testing & Evaluation</searchLink>. May2026, Vol. 41 Issue 5, p2768-2794. 27p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=193251668
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        Value: 10.1080/10589759.2025.2517694
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      – Code: eng
        Text: English
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        PageCount: 27
        StartPage: 2768
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      – TitleFull: DSC-SparseFormer: a lightweight framework for bearing fault diagnosis based on depthwise separable convolution and sparse attention mechanism.
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            NameFull: Zhou, Shihua
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            NameFull: Ren, Zhaohui
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            NameFull: Yu, Tianzhuang
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              M: 05
              Text: May2026
              Type: published
              Y: 2026
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