Prediction of urban heat island intensity based on multiple linear regression and deep learning

Xinran Liu; Xia Zhu; Yuanping Liu; Cui Jia; Jie Cao; Yu Zhong; Yu Zhang; Yunjie Zhang

doi:10.1371/journal.pone.0339782

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Open Access

Peer-reviewed

Research Article

Prediction of urban heat island intensity based on multiple linear regression and deep learning

Xinran Liu,

Roles Conceptualization, Formal analysis, Methodology, Resources, Validation, Writing – original draft, Writing – review & editing

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China
⨯
Xia Zhu ,

Roles Conceptualization, Methodology, Project administration, Supervision, Writing – review & editing

* E-mail: zhuxia1201@nciae.edu.cn

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China

https://orcid.org/0000-0001-7777-3050

⨯
Yuanping Liu,

Roles Supervision, Writing – original draft, Writing – review & editing

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China
⨯
Cui Jia,

Roles Conceptualization, Formal analysis, Methodology

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China
⨯
Jie Cao,

Roles Data curation, Formal analysis, Resources, Validation

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China
⨯
Yu Zhong,

Roles Data curation, Resources, Software, Validation

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China
⨯
Yu Zhang,

Roles Investigation, Resources, Validation

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China
⨯
Yunjie Zhang

Roles Investigation, Resources, Validation, Writing – original draft

Affiliation Department of Remote Sensing Information Engineering, North China Institute of Aerospace Engineering, Lang fan, He Bei, China
⨯

Prediction of urban heat island intensity based on multiple linear regression and deep learning

Xinran Liu,
Xia Zhu,
Yuanping Liu,
Cui Jia,
Jie Cao,
Yu Zhong,
Yu Zhang,
Yunjie Zhang

Published: December 29, 2025
https://doi.org/10.1371/journal.pone.0339782

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