Impact of built environment on commuting carbon emissions using big data: a case study of Jinan’s main urban area

Abstract Rapid urbanization and alterations in the built environment have exacerbated transportation energy consumption and environmental pollution, making transportation-related carbon emissions a significant barrier to low-carbon urban development. This study examines the influence of the built en...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Yukang Li, Jianming Ye, Zhaoqi Li, Mengmeng Zhu, Yingbin Li
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-05-01
Subjects:	Commuting carbon emissions Built environment Geographical weighted regression Geographic detector
Online Access:	https://doi.org/10.1038/s41598-025-02249-8