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Hidden Heat Before Flames: Multispectral Deep Learning for Early Warning of Concealed Fire Hazards in Insulated Structures.

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Title: Hidden Heat Before Flames: Multispectral Deep Learning for Early Warning of Concealed Fire Hazards in Insulated Structures.
Authors: Li, Boning1,2,3,4 (AUTHOR), Guo, Rui1,2 (AUTHOR), Cao, Zhen1,3 (AUTHOR), Wang, Li1,2,3,4 (AUTHOR), Zhang, Qixing5 (AUTHOR), Zhang, Xi1,2,3,4 (AUTHOR) zhangxi1@syfri.com.cn
Source: Fire (2571-6255). Aug2026, Vol. 9 Issue 8, p334. 26p.
Database: Academic Search Ultimate
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  Data: Hidden Heat Before Flames: Multispectral Deep Learning for Early Warning of Concealed Fire Hazards in Insulated Structures.
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  Data: <searchLink fieldCode="JN" term="%22Fire+%282571-6255%29%22">Fire (2571-6255)</searchLink>. Aug2026, Vol. 9 Issue 8, p334. 26p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=196612109
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        Value: 10.3390/fire9080334
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      – Code: eng
        Text: English
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        PageCount: 26
        StartPage: 334
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      – TitleFull: Hidden Heat Before Flames: Multispectral Deep Learning for Early Warning of Concealed Fire Hazards in Insulated Structures.
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            NameFull: Li, Boning
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            NameFull: Guo, Rui
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            NameFull: Cao, Zhen
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            NameFull: Wang, Li
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            NameFull: Zhang, Qixing
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            – D: 01
              M: 08
              Text: Aug2026
              Type: published
              Y: 2026
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              Value: 9
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              Value: 8
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