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作者:

Liu, Siyang (Liu, Siyang.) | Rong, Jian (Rong, Jian.) (学者:荣建) | Zhou, Chenjing (Zhou, Chenjing.) | Bian, Yang (Bian, Yang.)

收录:

SSCI SCIE

摘要:

Urban rail transit has been commonly regarded as an efficient transportation mode for alleviating the negative impacts of rapid urbanization. However, the complex and comprehensive built environment caused by rapid urbanization prevents policymakers and planners from understanding the performance of urban rail transit, particularly around transit stations. Developing station area typologies plays an important role in describing the characteristics of station areas. Numerous studies have developed typologies of station areas over the past decades; however, few have attempted to estimate the distribution of station types per station. To fill this gap, this paper first proposed the importance of a land use type (ILUT) index based on the term frequency-inverse document frequency method. This method avoids mutual concealment among land use types, to extract key built environment features based on built area datasets of the buffer areas of 337 selected urban rail stations in Beijing. Subsequently, the ILUT index was used to estimate the distribution of the station types per station using the latent Dirichlet allocation model. The 12 identified types of urban rail station areas in Beijing demonstrated that land use types consist of station types and presented the distribution of the station types with their probabilities, revealing the current performance of station areas. This paper proposes a description approach that will help policymakers and planners to effectively and efficiently identify and analyze built environment features.

关键词:

Land use type LDA Morphology TF-IDF Urban planning Urban rail station

作者机构:

  • [ 1 ] [Liu, Siyang]Beijing Univ Technol, Beijing Key Lab Traff Engn, 100 Pingleyuan, Beijing 100124, Peoples R China
  • [ 2 ] [Rong, Jian]Beijing Univ Technol, Beijing Key Lab Traff Engn, 100 Pingleyuan, Beijing 100124, Peoples R China
  • [ 3 ] [Zhou, Chenjing]Beijing Univ Technol, Beijing Key Lab Traff Engn, 100 Pingleyuan, Beijing 100124, Peoples R China
  • [ 4 ] [Bian, Yang]Beijing Univ Technol, Beijing Key Lab Traff Engn, 100 Pingleyuan, Beijing 100124, Peoples R China

通讯作者信息:

  • [Zhou, Chenjing]Beijing Univ Civil Engn & Architecture, 1 Zhanlan Rd, Beijing 100044, Peoples R China

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来源 :

BUILDING AND ENVIRONMENT

ISSN: 0360-1323

年份: 2021

卷: 205

7 . 4 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:9

被引次数:

WoS核心集被引频次: 8

SCOPUS被引频次: 10

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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