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Data denoising and derivative estimation for data-driven modeling of nonlinear dynamical systems.

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Title: Data denoising and derivative estimation for data-driven modeling of nonlinear dynamical systems.
Authors: Yao, Jiaqi1, jiaqiyao2030@u.northwestern.edu, Mitchell, Lewis1, Maclean, John1, Saratchandran, Hemanth2
Source: Chaos; May2026, Vol. 36 Issue 5, p1-15, 15p
Database: Applied Science & Technology Source
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  Availability: 0
Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 194178492
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: Data denoising and derivative estimation for data-driven modeling of nonlinear dynamical systems.
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  Data: <searchLink fieldCode="AU" term="%22Yao%2C+Jiaqi%22">Yao, Jiaqi</searchLink><relatesTo>1</relatesTo>, <i>jiaqiyao2030@u.northwestern.edu</i><br /><searchLink fieldCode="AU" term="%22Mitchell%2C+Lewis%22">Mitchell, Lewis</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Maclean%2C+John%22">Maclean, John</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Saratchandran%2C+Hemanth%22">Saratchandran, Hemanth</searchLink><relatesTo>2</relatesTo>
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  Data: <searchLink fieldCode="JN" term="%22Chaos%22">Chaos</searchLink>; May2026, Vol. 36 Issue 5, p1-15, 15p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=194178492
RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.1063/5.0303199
    Languages:
      – Code: eng
        Text: English
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      Pagination:
        PageCount: 15
        StartPage: 1
    Titles:
      – TitleFull: Data denoising and derivative estimation for data-driven modeling of nonlinear dynamical systems.
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            NameFull: Yao, Jiaqi
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            NameFull: Mitchell, Lewis
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            NameFull: Maclean, John
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            NameFull: Saratchandran, Hemanth
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            – D: 01
              M: 05
              Text: May2026
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              Y: 2026
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              Value: 36
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              Value: 5
          Titles:
            – TitleFull: Chaos
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