A novel key information classification method using hybrid feature extraction and a multi-level deep network for non-stationary signals.

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Title: A novel key information classification method using hybrid feature extraction and a multi-level deep network for non-stationary signals.
Authors: Xu, Fujing1, xufujing@126.com, Li, Tong1, Li, Hongyan1, Lan, Mingyang1, Zhang, Yanting1, Li, Saiya1, Xie, Xiuqin1
Source: Review of Scientific Instruments; Apr2026, Vol. 97 Issue 4, p1-22, 22p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 193402272
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: A novel key information classification method using hybrid feature extraction and a multi-level deep network for non-stationary signals.
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  Data: <searchLink fieldCode="AU" term="%22Xu%2C+Fujing%22">Xu, Fujing</searchLink><relatesTo>1</relatesTo>, <i>xufujing@126.com</i><br /><searchLink fieldCode="AU" term="%22Li%2C+Tong%22">Li, Tong</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Li%2C+Hongyan%22">Li, Hongyan</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Lan%2C+Mingyang%22">Lan, Mingyang</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Yanting%22">Zhang, Yanting</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Li%2C+Saiya%22">Li, Saiya</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Xie%2C+Xiuqin%22">Xie, Xiuqin</searchLink><relatesTo>1</relatesTo>
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  Data: <searchLink fieldCode="JN" term="%22Review+of+Scientific+Instruments%22">Review of Scientific Instruments</searchLink>; Apr2026, Vol. 97 Issue 4, p1-22, 22p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=193402272
RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.1063/5.0312999
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      – Code: eng
        Text: English
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        PageCount: 22
        StartPage: 1
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      – TitleFull: A novel key information classification method using hybrid feature extraction and a multi-level deep network for non-stationary signals.
        Type: main
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            NameFull: Xu, Fujing
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            NameFull: Li, Tong
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            NameFull: Li, Hongyan
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            NameFull: Lan, Mingyang
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            NameFull: Zhang, Yanting
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            NameFull: Li, Saiya
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            NameFull: Xie, Xiuqin
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            – D: 01
              M: 04
              Text: Apr2026
              Type: published
              Y: 2026
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              Value: 97
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            – TitleFull: Review of Scientific Instruments
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