An adaptive spatio-temporal transformer framework integrating physical multi-layer constraints for high-precision traffic flow prediction and coordination optimization.

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Title: An adaptive spatio-temporal transformer framework integrating physical multi-layer constraints for high-precision traffic flow prediction and coordination optimization.
Authors: Wang, Ershen1,2, Xu, Haolong1, Zhao, Hongsheng3, Ji, Guipeng4, Xu, Song1, Liu, Fei1,5, liufei_caac@126.com, Qu, Pingping1, Xu, Baosheng2, Li, Zhuoxuan4
Source: Expert Systems with Applications; Jun2026, Vol. 315, pN.PAG-N.PAG, 1p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 193312157
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: An adaptive spatio-temporal transformer framework integrating physical multi-layer constraints for high-precision traffic flow prediction and coordination optimization.
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PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=193312157
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1016/j.eswa.2026.131483
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      – Code: eng
        Text: English
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        PageCount: 1
        StartPage: N.PAG
    Titles:
      – TitleFull: An adaptive spatio-temporal transformer framework integrating physical multi-layer constraints for high-precision traffic flow prediction and coordination optimization.
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            NameFull: Wang, Ershen
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            NameFull: Xu, Haolong
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            NameFull: Zhao, Hongsheng
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            NameFull: Ji, Guipeng
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            NameFull: Xu, Song
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            NameFull: Liu, Fei
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            NameFull: Xu, Baosheng
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            – D: 10
              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
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              Value: 315
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            – TitleFull: Expert Systems with Applications
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