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An Accelerated Training Framework for Physics-Informed Neural Networks: Applications in Ultrafast Ultrasound Blood Flow Imaging.

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Bibliographic Details
Title: An Accelerated Training Framework for Physics-Informed Neural Networks: Applications in Ultrafast Ultrasound Blood Flow Imaging.
Authors: Guan H, Dong J, Cheuk BL, Cheng SW, Lee WN
Source: IEEE transactions on image processing : a publication of the IEEE Signal Processing Society [IEEE Trans Image Process] 2026 Jul 24; Vol. PP. Date of Electronic Publication: 2026 Jul 24.
Publication Type: Journal Article
Journal Info: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 9886191 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1941-0042 (Electronic) Linking ISSN: 10577149 NLM ISO Abbreviation: IEEE Trans Image Process Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="JN" term="%229886191%22">IEEE transactions on image processing : a publication of the IEEE Signal Processing Society</searchLink> [IEEE Trans Image Process] 2026 Jul 24; Vol. PP. <i>Date of Electronic Publication: </i>2026 Jul 24.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Institute+of+Electrical+and+Electronics+Engineers%22">Institute of Electrical and Electronics Engineers </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9886191 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1941-0042 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210577149%22">10577149 </searchLink><i>NLM ISO Abbreviation: </i>IEEE Trans Image Process <i>Subsets: </i>MEDLINE
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1109/TIP.2026.3714831
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      – Code: eng
        Text: English
    Titles:
      – TitleFull: An Accelerated Training Framework for Physics-Informed Neural Networks: Applications in Ultrafast Ultrasound Blood Flow Imaging.
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      – PersonEntity:
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            NameFull: Guan H
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            NameFull: Dong J
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            NameFull: Cheuk BL
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            NameFull: Cheng SW
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            NameFull: Lee WN
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            – D: 24
              M: 07
              Text: 2026 Jul 24
              Type: published
              Y: 2026
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              Value: PP
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