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Calibration of Channel Manning's Roughness Coefficients Using Population Simplex Evolution, Finite Volume Method, and Their Integration with Convolutional Neural Networks and Transformer.

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Title: Calibration of Channel Manning's Roughness Coefficients Using Population Simplex Evolution, Finite Volume Method, and Their Integration with Convolutional Neural Networks and Transformer.
Authors: Shen, Yixin1,2 (AUTHOR) shenyx008@163.com, Wang, Junqi1,2 (AUTHOR), Zhu, Yulong1,3 (AUTHOR), Mao, Bing3,4 (AUTHOR), Shen, Xizhong1,4 (AUTHOR)
Source: Water (20734441). Jul2026, Vol. 18 Issue 13, p1639. 39p.
Database: Environment Complete
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PubType: Academic Journal
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  Data: Calibration of Channel Manning's Roughness Coefficients Using Population Simplex Evolution, Finite Volume Method, and Their Integration with Convolutional Neural Networks and Transformer.
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  Data: <searchLink fieldCode="JN" term="%22Water+%2820734441%29%22">Water (20734441)</searchLink>. Jul2026, Vol. 18 Issue 13, p1639. 39p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eih&AN=195441872
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        Value: 10.3390/w18131639
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      – Code: eng
        Text: English
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        PageCount: 39
        StartPage: 1639
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      – TitleFull: Calibration of Channel Manning's Roughness Coefficients Using Population Simplex Evolution, Finite Volume Method, and Their Integration with Convolutional Neural Networks and Transformer.
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            NameFull: Shen, Yixin
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            NameFull: Wang, Junqi
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            NameFull: Zhu, Yulong
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            – D: 01
              M: 07
              Text: Jul2026
              Type: published
              Y: 2026
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              Value: 18
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