The proposal of a 15-minute city composite index through integrating GPS trajectory data-inferred urban function attraction based on the Bayesian framework

IF 4 2区 地球科学 Q1 GEOGRAPHY
Dong Liu , Zihan Kan , Jinhyung Lee
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引用次数: 0

Abstract

The chrono-urbanism framework suggests that urban life quality decreases with increased time spent in transportation, particularly motorized modes. The 15-min city concept, aligned with chrono-urbanism, emphasizes the importance of reaching essential urban functions within a short active travel time and has gained global attention. This study aims to develop a 15-min city composite index score (CIS) using the chrono-urbanism framework. The CIS integrates spatial accessibility to six key urban functions, providing a holistic assessment of the 15-min city status in Wuhan, China. Urban function accessibility is computed based on visitor volume inferred from GPS trajectory data using the Bayesian framework. Results reveal CIS hotspots in Hongshan, Wuchang, Jiangan, and Qingshan districts, with Hongshan having the highest concentration. However, Wuhan faces challenges in achieving comprehensive 15-min city status, as hotspots are mainly concentrated in specific areas like university towns and traditional city centers. The proposed assessment approach is applicable to accurately evaluate the 15-min status in other urban contexts using GPS trajectory data. The study's findings can assist policymakers in understanding CIS hotspot distribution and developing future planning policies to enhance the overall 15-min city status.
基于贝叶斯框架,通过整合 GPS 轨迹数据推断的城市功能吸引力,提出 15 分钟城市综合指数的建议
时间城市主义框架认为,城市生活质量会随着交通时间的增加而降低,尤其是机动车模式。与 "时间城市主义 "相一致的 "15 分钟城市 "概念强调了在较短的主动出行时间内到达基本城市功能区的重要性,这一概念已受到全球关注。本研究旨在利用时间城市主义框架开发 15 分钟城市综合指数(CIS)。CIS 综合了六大城市功能的空间可达性,对中国武汉的 15 分钟城市状态进行了整体评估。城市功能可达性的计算基于贝叶斯框架从 GPS 轨迹数据推断出的游客量。结果显示,CIS 热点集中在洪山区、武昌区、江岸区和青山区,其中洪山区最为集中。然而,由于热点主要集中在大学城和传统城市中心等特定区域,武汉在实现 15 分钟城市综合目标方面面临挑战。所提出的评估方法适用于利用 GPS 轨迹数据准确评估其他城市的 15 分钟状况。研究结果可帮助政策制定者了解 CIS 的热点分布,并制定未来的规划政策,以提高 15 分钟城市的总体水平。
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来源期刊
Applied Geography
Applied Geography GEOGRAPHY-
CiteScore
8.00
自引率
2.00%
发文量
134
期刊介绍: Applied Geography is a journal devoted to the publication of research which utilizes geographic approaches (human, physical, nature-society and GIScience) to resolve human problems that have a spatial dimension. These problems may be related to the assessment, management and allocation of the world physical and/or human resources. The underlying rationale of the journal is that only through a clear understanding of the relevant societal, physical, and coupled natural-humans systems can we resolve such problems. Papers are invited on any theme involving the application of geographical theory and methodology in the resolution of human problems.
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