Article(id=1308454745455227426, tenantId=1146029695717560320, journalId=1146123302524792850, issueId=1308454712513156008, articleNumber=null, orderNo=null, doi=10.3969/j.issn.1672-6073.2026.04.014, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1759939200000, receivedDateStr=2025-10-09, revisedDate=1772726400000, revisedDateStr=2026-03-06, acceptedDate=null, acceptedDateStr=null, onlineDate=1789889521230, onlineDateStr=2026-09-20, pubDate=null, pubDateStr=null, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1789889521230, onlineIssueDateStr=2026-09-20, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1789889521230, creator=13701087609, updateTime=1789889521230, updator=13701087609, issue=Issue{id=1308454712513156008, tenantId=1146029695717560320, journalId=1146123302524792850, year='2026', volume='39', issue='4', pageStart='1', pageEnd='197', issueExtLink='null', onlineDate='null', pubDate='1786291200000', pubDateStr='2026-08-10', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=1, specialIssue=null, createTime=1789889513376, creator='13701087609', updateTime=1789889839088, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1308456079029986178, tenantId=1146029695717560320, journalId=1146123302524792850, issueId=1308454712513156008, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1308456079029986179, tenantId=1146029695717560320, journalId=1146123302524792850, issueId=1308454712513156008, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=123, endPage=130, ext={EN=ArticleExt(id=1308454745719468579, articleId=1308454745455227426, tenantId=1146029695717560320, journalId=1146123302524792850, language=EN, title=Transport Equity and Job Accessibility in a Rail-Transit-Oriented Public Transport System, columnId=1308453883806770096, journalTitle=Urban Rapid Rail Transit, columnName=Rail Transit Equity and Accessibility, runingTitle=null, highlight=null, articleAbstract=

To assess the equity performance of an urban rail-transit-oriented public transport system and identify potential issues, this study uses mobile phone signaling data from Shenzhen to build a job accessibility equity evaluation framework integrating spatial and group equity, and proposes a "spatial-disparity identification first, population-characteristic summarization second" approach. Absolute and relative job accessibility are jointly measured under different commuting scenarios; transport-disadvantaged units are identified using the "dual-disadvantage" criterion of low absolute and high relative accessibility; K-medoids clustering is used to characterize socioeconomic attributes; and a decomposable Theil index is applied to identify sources of inequity. Results show a distinctive pattern in Shenzhen's job accessibility: unequal spatial access to job opportunities alongside convergent commuting time. Rail transit shortens commuting time, but job opportunities remain concentrated in station core areas and locationally advantaged areas, while transport-disadvantaged units increase with distance from rail stations. Four disadvantaged groups are identified—multidimensionally disadvantaged groups, experience-based labor groups, traditional labor groups, and high-income, high-education commuting-mismatch groups—revealing diverse mechanisms of disadvantage. Inequity is driven mainly by within-group disparities, while between-group differences are largely driven by education and income. The study provides new insights for equity measurement and sustainable operation of urban rail transit-oriented public transport systems.

, authors=Weiduo Tang1, 2, Chun Zhang3, 4, Haoying Han1, authorsList=Weiduo Tang, Chun Zhang, Haoying Han, authorCompany=null, correspAuthors=Chun Zhang, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1308454745933378084, articleId=1308454745455227426, tenantId=1146029695717560320, journalId=1146123302524792850, language=CN, title=轨道交通导向的公共交通就业可达性与出行公平研究, columnId=1308453883999708082, journalTitle=都市快轨交通, columnName=轨道交通与社会公平, runingTitle=null, highlight=null, articleAbstract=

为检验轨道交通导向的公共交通系统在提升出行公平方面的实际成效并识别潜在问题,基于手机信令数据,以深圳为例,构建整合空间公平与群体公平的就业可达性公平评价框架,提出“先识别空间差异,再归纳人群特征”的分析路径。研究在不同通勤情境下,联合测度绝对与相对就业可达性,依据“低绝对—高相对”双重劣势标准识别交通劣势单元,并采用K-medoids聚类刻画社会经济属性,引入可分解泰尔指数拆解不公平来源。结果表明:深圳就业可达性呈现“机会空间不均等、通勤时间趋同”的特征,轨道交通压缩了通勤时间,但就业机会仍集中于站点核心区及优势区位,交通劣势单元随距轨道站点距离增加而增多。研究识别出多重社会弱势群体、经验型劳动群体、传统型劳动群体及双高通勤错配群体,揭示弱势成因的多元性。泰尔指数分解显示,不公平主要源于群体内部差异,群体间差异则主要由教育与收入驱动。研究结果为轨道交通导向的公共交通系统公平性测度及其可持续运营提供了新的思路。

, authors=汤维多1, 2, 张纯3, 4, 韩昊英1, authorsList=汤维多, 张纯, 韩昊英, authorCompany=null, correspAuthors=张纯, authorNote=

汤维多,女,博士研究生,从事交通公平与可达性研究,

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张纯,女,博士,教授,从事交通与城市协同发展、交通公平与可达性研究,
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汤维多,女,博士研究生,从事交通公平与可达性研究,

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轨道交通导向的公共交通就业可达性与出行公平研究
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汤维多 1, 2 , 张纯 3, 4 , 韩昊英 1
都市快轨交通 | 轨道交通与社会公平 2026,39(4): 123-130
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都市快轨交通 |轨道交通与社会公平 2026 , 39 (4) : 123 -130
轨道交通导向的公共交通就业可达性与出行公平研究
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汤维多1, 2 , 张纯3, 4 , 韩昊英1
作者信息
  • 1.澳门城市大学城市与可持续发展研究院,澳门 999078
  • 2.贵州交通技师学院(贵州省交通运输学校),贵阳 550014
  • 3.北京交通大学建筑与艺术学院,北京 100044
  • 4.河北省交通空间数智化设计及虚实映射技术重点实验室,雄安 102500
通讯作者:
张纯,女,博士,教授,从事交通与城市协同发展、交通公平与可达性研究,
作者简介:

汤维多,女,博士研究生,从事交通公平与可达性研究,

Transport Equity and Job Accessibility in a Rail-Transit-Oriented Public Transport System
Weiduo Tang1, 2 , Chun Zhang3, 4 , Haoying Han1
Affiliations
  • 1.Institute of Urban and Sustainable Development, City University of Macau, Macau SAR 999078
  • 2.Guizhou Traffic Technician and Transportation College, Guiyang 550014
  • 3.School of Architecture and Design, Beijing Jiaotong University, Beijing 100044
  • 4.Hebei Key Laboratory of Transport Space Design and Digital Technology, Xiongan 102500
doi: 10.3969/j.issn.1672-6073.2026.04.014
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为检验轨道交通导向的公共交通系统在提升出行公平方面的实际成效并识别潜在问题,基于手机信令数据,以深圳为例,构建整合空间公平与群体公平的就业可达性公平评价框架,提出“先识别空间差异,再归纳人群特征”的分析路径。研究在不同通勤情境下,联合测度绝对与相对就业可达性,依据“低绝对—高相对”双重劣势标准识别交通劣势单元,并采用K-medoids聚类刻画社会经济属性,引入可分解泰尔指数拆解不公平来源。结果表明:深圳就业可达性呈现“机会空间不均等、通勤时间趋同”的特征,轨道交通压缩了通勤时间,但就业机会仍集中于站点核心区及优势区位,交通劣势单元随距轨道站点距离增加而增多。研究识别出多重社会弱势群体、经验型劳动群体、传统型劳动群体及双高通勤错配群体,揭示弱势成因的多元性。泰尔指数分解显示,不公平主要源于群体内部差异,群体间差异则主要由教育与收入驱动。研究结果为轨道交通导向的公共交通系统公平性测度及其可持续运营提供了新的思路。

城市轨道交通  /  就业可达性  /  交通公平  /  弱势群体  /  K-medoids聚类

To assess the equity performance of an urban rail-transit-oriented public transport system and identify potential issues, this study uses mobile phone signaling data from Shenzhen to build a job accessibility equity evaluation framework integrating spatial and group equity, and proposes a "spatial-disparity identification first, population-characteristic summarization second" approach. Absolute and relative job accessibility are jointly measured under different commuting scenarios; transport-disadvantaged units are identified using the "dual-disadvantage" criterion of low absolute and high relative accessibility; K-medoids clustering is used to characterize socioeconomic attributes; and a decomposable Theil index is applied to identify sources of inequity. Results show a distinctive pattern in Shenzhen's job accessibility: unequal spatial access to job opportunities alongside convergent commuting time. Rail transit shortens commuting time, but job opportunities remain concentrated in station core areas and locationally advantaged areas, while transport-disadvantaged units increase with distance from rail stations. Four disadvantaged groups are identified—multidimensionally disadvantaged groups, experience-based labor groups, traditional labor groups, and high-income, high-education commuting-mismatch groups—revealing diverse mechanisms of disadvantage. Inequity is driven mainly by within-group disparities, while between-group differences are largely driven by education and income. The study provides new insights for equity measurement and sustainable operation of urban rail transit-oriented public transport systems.

urban rail transit  /  job accessibility  /  transport equity  /  disadvantaged groups  /  K-medoids clustering
汤维多, 张纯, 韩昊英. 轨道交通导向的公共交通就业可达性与出行公平研究. 都市快轨交通, 2026 , 39 (4) : 123 -130 . DOI: 10.3969/j.issn.1672-6073.2026.04.014
Weiduo Tang, Chun Zhang, Haoying Han. Transport Equity and Job Accessibility in a Rail-Transit-Oriented Public Transport System[J]. Urban Rapid Rail Transit, 2026 , 39 (4) : 123 -130 . DOI: 10.3969/j.issn.1672-6073.2026.04.014
  • 自然科学基金(52570224)
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2026年第39卷第4期
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doi: 10.3969/j.issn.1672-6073.2026.04.014
  • 接收时间:2025-10-09
  • 首发时间:2026-09-20
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  • 收稿日期:2025-10-09
  • 修回日期:2026-03-06
基金
自然科学基金(52570224)
作者信息
    1.澳门城市大学城市与可持续发展研究院,澳门 999078
    2.贵州交通技师学院(贵州省交通运输学校),贵阳 550014
    3.北京交通大学建筑与艺术学院,北京 100044
    4.河北省交通空间数智化设计及虚实映射技术重点实验室,雄安 102500

通讯作者:

张纯,女,博士,教授,从事交通与城市协同发展、交通公平与可达性研究,
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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