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

Fang Liu , Jiahao Zhou , Hao Geng , Yanmei Zhu , Yuanhong Ma , Shuyang Li

Front. Archit. Res. ›› 2026, Vol. 15 ›› Issue (1) : 194 -215.

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Front. Archit. Res. ›› 2026, Vol. 15 ›› Issue (1) :194 -215. DOI: 10.1016/j.foar.2025.04.002
RESEARCH ARTICLE
Unraveling equilibrium effect between traffic supply and land use in transit-oriented development
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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.

Keywords

Transportation and land use / Node-place model / Equilibrium relationship / People activity density / Subway station areas

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Fang Liu, Jiahao Zhou, Hao Geng, Yanmei Zhu, Yuanhong Ma, Shuyang Li. Unraveling equilibrium effect between traffic supply and land use in transit-oriented development. Front. Archit. Res., 2026, 15(1): 194-215 DOI:10.1016/j.foar.2025.04.002

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