Spatial Nonlinear Effects of Street Vitality Constrained by Construction Intensity and Functional Diversity—A Case Study from the Streets of Shenzhen

IF 2.8 3区 地球科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS ISPRS International Journal of Geo-Information Pub Date : 2024-07-02 DOI:10.3390/ijgi13070238
Jilong Li, Niuniu Kong, Shiping Lin, Jie Zeng, Yilin Ke, Jiacheng Chen
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Abstract

As an important part of urban vitality, street vitality is an external manifestation of street economic prosperity and is affected by the built environment and the surrounding street vitality. However, existing research on the formation mechanism of street vitality focuses only on the built environment itself, ignoring the spatial spillover effect on street vitality. This study uses 5290 street segments in Shenzhen as examples. Utilizing geospatial and other multisource big data, this study creates spatial weight matrices at varying distances based on different living circle ranges. By combining the panel threshold model (PTM) and the spatial panel Durbin model (SPDM), this study constructs a spatial autoregressive threshold model to explore the spatial nonlinear effects of street vitality, considering various spatial weight matrices and thresholds of construction intensity and functional diversity. Our results show the following: (1) Street vitality exhibits significant spatial spillover effects, which gradually weaken as the living circle range expands (Moran indices are 0.178***, 0.160***, and 0.145*** for the 500 m, 1000 m, and 1500 m spatial weight matrices, respectively). (2) Construction intensity has a threshold, which is 0.1466 under spatial matrices of different distances. Functional diversity has two thresholds: 0.6832 and 2.2065 for the 500 m spatial weight matrix, and 0.6832 and 1.4325 for the 1000 m matrices, and 0.6832 and 1.2724 for 1500 m matrices. (3) As an international metropolis, street accessibility in Shenzhen has a significant and strong positive impact on its street vitality. This conclusion provides stakeholders with spatial patterns that influence street vitality, offering a theoretical foundation to further break down barriers to street vitality.
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受建筑密度和功能多样性制约的街道活力的空间非线性效应--来自深圳街道的案例研究
作为城市活力的重要组成部分,街道活力是街道经济繁荣的外在表现,受到建筑环境和周边街道活力的影响。然而,现有关于街道活力形成机制的研究仅关注建筑环境本身,忽视了街道活力的空间溢出效应。本研究以深圳 5290 条街道为例。本研究利用地理空间等多源大数据,根据不同的生活圈范围,建立不同距离的空间权重矩阵。结合面板阈值模型(PTM)和空间面板杜宾模型(SPDM),本研究构建了一个空间自回归阈值模型,以探讨街道活力的空间非线性效应,并考虑了不同的空间权重矩阵以及建设强度和功能多样性的阈值。结果如下(1) 街道活力表现出显著的空间溢出效应,这种效应随着生活圈范围的扩大而逐渐减弱(500 米、1000 米和 1500 米空间权重矩阵的莫兰指数分别为 0.178****、0.160****和 0.145****)。(2) 建设强度有一个临界值,在不同距离的空间矩阵下为 0.1466。功能多样性有两个阈值:500 米空间权重矩阵的阈值分别为 0.6832 和 2.2065,1000 米矩阵的阈值分别为 0.6832 和 1.4325,1500 米矩阵的阈值分别为 0.6832 和 1.2724。(3) 作为国际化大都市,深圳的街道可达性对街道活力具有显著而强烈的积极影响。这一结论为利益相关者提供了影响街道活力的空间模式,为进一步打破街道活力的障碍提供了理论基础。
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来源期刊
ISPRS International Journal of Geo-Information
ISPRS International Journal of Geo-Information GEOGRAPHY, PHYSICALREMOTE SENSING&nb-REMOTE SENSING
CiteScore
6.90
自引率
11.80%
发文量
520
审稿时长
19.87 days
期刊介绍: ISPRS International Journal of Geo-Information (ISSN 2220-9964) provides an advanced forum for the science and technology of geographic information. ISPRS International Journal of Geo-Information publishes regular research papers, reviews and communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. The 2018 IJGI Outstanding Reviewer Award has been launched! This award acknowledge those who have generously dedicated their time to review manuscripts submitted to IJGI. See full details at http://www.mdpi.com/journal/ijgi/awards.
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