Impact of built environment on urban vitality and its spatial heterogeneity based on OPGD and MGWR: A case study of Guangzhou

WANG Junfeng, LIU Yuting, LIU Yuqi

GEOGRAPHICAL RESEARCH ›› 2025, Vol. 44 ›› Issue (12) : 3304-3321.

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GEOGRAPHICAL RESEARCH ›› 2025, Vol. 44 ›› Issue (12) : 3304-3321. DOI: 10.11821/dlyj020241315
Urban Geography and Ecological Environment

Impact of built environment on urban vitality and its spatial heterogeneity based on OPGD and MGWR: A case study of Guangzhou

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{{article.zuoZheEn_L}}. {{article.title_en}}[J]. {{journal.qiKanMingCheng_EN}}, 2025, 44(12): 3304-3321 https://doi.org/10.11821/dlyj020241315

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