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CSD-PINN: a complex-symmetric, dynamic-weighted physics-informed neural network for parameter identification in high-order nonlinear Schrödinger equations.

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Title: CSD-PINN: a complex-symmetric, dynamic-weighted physics-informed neural network for parameter identification in high-order nonlinear Schrödinger equations.
Authors: Su, Mengdi1, Zhang, Zhiyang2, Liu, Muwei2, Qi, Fenghua3, qifenghua@bwu.edu.cn, Jiang, Yan1, jiangyan@bupt.edu.cn, Liu, Wenjun2, jungliu@bupt.edu.cn
Source: Nonlinear Dynamics; Feb2026, Vol. 114 Issue 3, p1-17, 17p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 191342327
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: CSD-PINN: a complex-symmetric, dynamic-weighted physics-informed neural network for parameter identification in high-order nonlinear Schrödinger equations.
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  Data: <searchLink fieldCode="AU" term="%22Su%2C+Mengdi%22">Su, Mengdi</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Zhiyang%22">Zhang, Zhiyang</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AU" term="%22Liu%2C+Muwei%22">Liu, Muwei</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AU" term="%22Qi%2C+Fenghua%22">Qi, Fenghua</searchLink><relatesTo>3</relatesTo>, <i>qifenghua@bwu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Jiang%2C+Yan%22">Jiang, Yan</searchLink><relatesTo>1</relatesTo>, <i>jiangyan@bupt.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Liu%2C+Wenjun%22">Liu, Wenjun</searchLink><relatesTo>2</relatesTo>, <i>jungliu@bupt.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22Nonlinear+Dynamics%22">Nonlinear Dynamics</searchLink>; Feb2026, Vol. 114 Issue 3, p1-17, 17p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=191342327
RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.1007/s11071-025-12034-x
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      – Code: eng
        Text: English
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        PageCount: 17
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      – TitleFull: CSD-PINN: a complex-symmetric, dynamic-weighted physics-informed neural network for parameter identification in high-order nonlinear Schrödinger equations.
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            NameFull: Su, Mengdi
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            NameFull: Zhang, Zhiyang
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            NameFull: Liu, Muwei
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            NameFull: Qi, Fenghua
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            NameFull: Jiang, Yan
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            – D: 01
              M: 02
              Text: Feb2026
              Type: published
              Y: 2026
          Identifiers:
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              Value: 0924090X
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              Value: 114
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            – TitleFull: Nonlinear Dynamics
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