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Physics-Informed Neural Network Frameworks for the Analysis of Engineering and Biological Dynamical Systems Governed by Ordinary Differential Equations.

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Title: Physics-Informed Neural Network Frameworks for the Analysis of Engineering and Biological Dynamical Systems Governed by Ordinary Differential Equations.
Authors: Particka, Andrew1, apartick@sienaheights.edu, Whitman, Tyrus1, twhitman@sienaheights.edu, Diers, Christopher2, cdiers@sienaheights.edu, Griffin, Ian1, igriffi1@sienaheights.edu, Wickramasinghe, Charuka3, gi6036@wayne.edu, Ranaweera, Pradeep1, pranawee@sienaheights.edu
Source: American Journal of Undergraduate Research; Jun2026, Vol. 23 Issue 2, p41-52, 12p
Database: Applied Science & Technology Source
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DbLabel: Applied Science & Technology Source
An: 194963935
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PubType: Academic Journal
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  Data: Physics-Informed Neural Network Frameworks for the Analysis of Engineering and Biological Dynamical Systems Governed by Ordinary Differential Equations.
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  Data: <searchLink fieldCode="AU" term="%22Particka%2C+Andrew%22">Particka, Andrew</searchLink><relatesTo>1</relatesTo>, <i>apartick@sienaheights.edu</i><br /><searchLink fieldCode="AU" term="%22Whitman%2C+Tyrus%22">Whitman, Tyrus</searchLink><relatesTo>1</relatesTo>, <i>twhitman@sienaheights.edu</i><br /><searchLink fieldCode="AU" term="%22Diers%2C+Christopher%22">Diers, Christopher</searchLink><relatesTo>2</relatesTo>, <i>cdiers@sienaheights.edu</i><br /><searchLink fieldCode="AU" term="%22Griffin%2C+Ian%22">Griffin, Ian</searchLink><relatesTo>1</relatesTo>, <i>igriffi1@sienaheights.edu</i><br /><searchLink fieldCode="AU" term="%22Wickramasinghe%2C+Charuka%22">Wickramasinghe, Charuka</searchLink><relatesTo>3</relatesTo>, <i>gi6036@wayne.edu</i><br /><searchLink fieldCode="AU" term="%22Ranaweera%2C+Pradeep%22">Ranaweera, Pradeep</searchLink><relatesTo>1</relatesTo>, <i>pranawee@sienaheights.edu</i>
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  Data: <searchLink fieldCode="JN" term="%22American+Journal+of+Undergraduate+Research%22">American Journal of Undergraduate Research</searchLink>; Jun2026, Vol. 23 Issue 2, p41-52, 12p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=194963935
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      – Type: doi
        Value: 10.33697/ajur.2026.175
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      – Code: eng
        Text: English
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        PageCount: 12
        StartPage: 41
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      – TitleFull: Physics-Informed Neural Network Frameworks for the Analysis of Engineering and Biological Dynamical Systems Governed by Ordinary Differential Equations.
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            – D: 01
              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
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