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Unveiling urban traffic accessibility patterns and phase diagrams of traffic direction through real-time navigation data in Beijing

  • Bing Liu
  • , Yifang Ma
  • , Jin Zhang
  • , Yi Kuang
  • , Junjie Bian
  • , Xin Jiang*
  • *此作品的通讯作者
  • Beihang University
  • Southern University of Science and Technology
  • Zhengzhou Aerotropolis Institute of Artificial Intelligence
  • Peking University
  • Zhongguancun Laboratory

科研成果: 期刊稿件 › 文章 › 同行评审

摘要

Urban transportation accessibility plays a crucial role in assessing traffic conditions and gaining insights into urban development. Current research on accessibility patterns often relies on sensor data, focusing predominantly on specific locations or times. Recognizing the need for a more holistic study that considers the interconnected impact of both geographical location and time variables, this research conducts a spatial–temporal analysis of over 846,720 real-time location-to-location navigation data from Baidu Maps in Beijing. The findings reveal four distinct traffic accessibility patterns: the Weekend pattern (W-pattern), Southern weekday pattern (S-pattern), Northern weekday pattern (N-pattern), and Holiday pattern (H-pattern). These patterns exhibit spatial–temporal distribution characteristics and scale invariance. Significantly, scale invariance emerges as a key feature, suggesting potential phase transitions in the dynamic change process of the traffic system. To capture this phenomenon, a new indicator is introduced, utilizing the relative velocity sign to resemble the spin direction in the Ising model. Phase transition-like occurrences are identified through the phase diagram of the traffic state. These observations may provide useful insights into the geographic and temporal patterns of transportation accessibility in growing metropolitan areas.

源语言英语
期刊论文编号103660
期刊Information Processing and Management
卷61
期3
DOI
出版状态已出版 - 5月 2024

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 9 - 产业、创新和基础设施
    可持续发展目标 9 产业、创新和基础设施
  2. 可持续发展目标 11 - 可持续城市和社区
    可持续发展目标 11 可持续城市和社区

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