Unraveling equilibrium effect between traffic supply and land use in transit-oriented development

The Node-Place model is a classic tool in Transit-Oriented Development (TOD) typologies that it illustrates the synergistic equilibrium between traffic supply (Node) and land use (Place). However, practical applications often face limitations that can shift this relationship from the ideal 1:1 equilibrium. During the regulatory detailed planning stage, while we determine the Node-Place equilibrium relationship that effectively confirms the anticipated people activity density, we also ensure it aligns with varied development strategies and enables efficient identification of total proportion and thresholds for both traffic supply and land use. Our analysis identified that the Node-Place equilibrium coefficient for TOD subway station areas in Shenzhen, China's highest construction density zone registered at 1.596. Building on this finding, we further developed a method for differentiating between TOD and DOT samples. Regression analysis indicates that the NP model is not appropriate for analyzing DOT station areas. Accordingly, this study proposes a simplified method to enhance the applicability of the NP model in planning decisions, and this method helps avoid the issues associated with incorporating a third dimension and the interpretive challenges of typologies arising from the application of clustering methods to extended NP models.

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Publication Details

Journal
Frontiers of Architectural Research
Published
2025-05-14
DOI
https://doi.org/10.1016/j.foar.2025.04.002
Primary Topic
Urban Transport and Accessibility
Type
article
Field-Weighted Citation Impact
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article

Unraveling equilibrium effect between traffic supply and land use in transit-oriented development

Hao Geng, Yuanhong Ma, Jiahao Zhou, Fang Liu et al.
Frontiers of Architectural Research
Urban Transport and Accessibility
article

Unraveling equilibrium effect between traffic supply and land use in transit-oriented development

Hao Geng, Yuanhong Ma, Jiahao Zhou, Fang Liu, Shuyang Li, Yong Zhu
article en

Abstract

The Node-Place model is a classic tool in Transit-Oriented Development (TOD) typologies that it illustrates the synergistic equilibrium between traffic supply (Node) and land use (Place). However, practical applications often face limitations that can shift this relationship from the ideal 1:1 equilibrium. During the regulatory detailed planning stage, while we determine the Node-Place equilibrium relationship that effectively confirms the anticipated people activity density, we also ensure it aligns with varied development strategies and enables efficient identification of total proportion and thresholds for both traffic supply and land use. Our analysis identified that the Node-Place equilibrium coefficient for TOD subway station areas in Shenzhen, China's highest construction density zone registered at 1.596. Building on this finding, we further developed a method for differentiating between TOD and DOT samples. Regression analysis indicates that the NP model is not appropriate for analyzing DOT station areas. Accordingly, this study proposes a simplified method to enhance the applicability of the NP model in planning decisions, and this method helps avoid the issues associated with incorporating a third dimension and the interpretive challenges of typologies arising from the application of clustering methods to extended NP models.

Frontiers of Architectural ResearchVol. 15(1)
Macau University of Science and Technology (MO), Shenzhen University (CN), Shenzhen Research Institute of Big Data (CN), South China University of Technology (CN)
Openalex Percentile: Top 89%
Urban Transport and Accessibility
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Unraveling equilibrium effect between traffic supply and land use in transit-oriented development — Hao Geng, Yuanhong Ma, et al. · Frontiers of Architectural Research (2025) | TGRS Research Map | TGRS