Land Use Impacts on Traffic Congestion Patterns: A Tale of a Northwestern Chinese City

Traffic congestion is a contemporary urban issue plaguing transportation planners, land developers, policy-makers, and citizens. While many studies have investigated the impact of built environments on traffic behavior in large metropolises on a regional scale, little attention has been paid to smal...

Full description

Saved in:
Bibliographic Details
Published in:Land (Basel) Vol. 11; no. 12; p. 2295
Main Authors: Bao, Zhikang, Ou, Yifu, Chen, Shuangzhou, Wang, Ting
Format: Journal Article
Language:English
Published: Basel MDPI AG 01.12.2022
Subjects:
ISSN:2073-445X, 2073-445X
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Traffic congestion is a contemporary urban issue plaguing transportation planners, land developers, policy-makers, and citizens. While many studies have investigated the impact of built environments on traffic behavior in large metropolises on a regional scale, little attention has been paid to smaller urban areas, in China’s context, especially on a neighborhood level. This study investigates the spatial–temporal pattern of traffic congestion in a small-scale city, Xining, in China. By applying multivariate least-square regression analysis to social-sensing hyperlocal travel data, the results indicate that Xining is experiencing morning and evening traffic peaks on the weekdays and pre-weekends and only the evening peak during the weekends or holidays. The pre-weekend congestion is significantly worse than on a normal weekday, implying that stronger measures to consolidate traffic management should be implemented during this time. Educational land use and residential areas were found to contribute significantly to traffic congestion in Xining, and their combined effects tend to exacerbate the situation. The study furthers the understanding of traffic congestion in small urban areas, providing urban planners and policy-makers with new insights to formulate evidence-based strategies for mitigating traffic congestion.
AbstractList Traffic congestion is a contemporary urban issue plaguing transportation planners, land developers, policy-makers, and citizens. While many studies have investigated the impact of built environments on traffic behavior in large metropolises on a regional scale, little attention has been paid to smaller urban areas, in China’s context, especially on a neighborhood level. This study investigates the spatial–temporal pattern of traffic congestion in a small-scale city, Xining, in China. By applying multivariate least-square regression analysis to social-sensing hyperlocal travel data, the results indicate that Xining is experiencing morning and evening traffic peaks on the weekdays and pre-weekends and only the evening peak during the weekends or holidays. The pre-weekend congestion is significantly worse than on a normal weekday, implying that stronger measures to consolidate traffic management should be implemented during this time. Educational land use and residential areas were found to contribute significantly to traffic congestion in Xining, and their combined effects tend to exacerbate the situation. The study furthers the understanding of traffic congestion in small urban areas, providing urban planners and policy-makers with new insights to formulate evidence-based strategies for mitigating traffic congestion.
Audience Academic
Author Chen, Shuangzhou
Bao, Zhikang
Ou, Yifu
Wang, Ting
Author_xml – sequence: 1
  givenname: Zhikang
  surname: Bao
  fullname: Bao, Zhikang
– sequence: 2
  givenname: Yifu
  orcidid: 0000-0001-8756-8018
  surname: Ou
  fullname: Ou, Yifu
– sequence: 3
  givenname: Shuangzhou
  surname: Chen
  fullname: Chen, Shuangzhou
– sequence: 4
  givenname: Ting
  surname: Wang
  fullname: Wang, Ting
BookMark eNptUctuWyEURFUiNU2y6wcgdVunvLl0Z131Yclqs3Ci7hCXh4N1DS4QRfn74rqqoqqw4OgwM2dg3oCzlJMH4C1GN5Qq9GE2yWGMCSGKvwIXBEm6YIz_OHtRvwbXte5QXwrTgfELcL_uNHhXPVztD8a2CnOCm2JCiBaOOW19bbG3bk1rvqT6ES7hxswe5gAN_JZLe3jqkH4Fx4eYfBcaY3u-AufBzNVf_zkvwd3nT5vx62L9_ctqXK4XliHRFtILLoPjcvJssgZZLC0aHBmwM8ZzSSbq8GBQYIPvfhmhBGMk3CA8GYjB9BKsTroum50-lLg35VlnE_XvRi5bbUqLdvbayeBVQJipIBijapoCs1ZwJgS3VKmu9e6kdSj552N_lN7lx5K6fU0kF5ISwo4Tb06obf8FHVPIrRjbt_P7aHskIfb-UjImJFaUd8L7E8GWXGvx4a9NjPQxOf0yuQ4n_8BtbOaYQZ8T5_-TfgEKMJvF
CitedBy_id crossref_primary_10_3390_land13020255
crossref_primary_10_3390_su15107880
crossref_primary_10_1007_s10640_025_01005_w
crossref_primary_10_3390_su17114926
crossref_primary_10_1016_j_istruc_2025_108475
crossref_primary_10_1080_17538947_2025_2548377
crossref_primary_10_1016_j_infgeo_2025_100015
crossref_primary_10_1007_s10901_023_10033_1
crossref_primary_10_1016_j_rtbm_2025_101286
crossref_primary_10_1016_j_tust_2022_104931
crossref_primary_10_3390_ijerph20064851
crossref_primary_10_1016_j_scs_2023_104440
crossref_primary_10_1016_j_cities_2024_104861
crossref_primary_10_3390_ijerph20065127
crossref_primary_10_1016_j_trd_2022_103571
crossref_primary_10_1016_j_scs_2024_105491
crossref_primary_10_3390_app15126406
crossref_primary_10_1016_j_jtrangeo_2024_103896
crossref_primary_10_1016_j_tust_2022_104912
crossref_primary_10_1016_j_ecolind_2025_114001
crossref_primary_10_3390_su16198419
crossref_primary_10_1016_j_scs_2024_105700
crossref_primary_10_1016_j_scs_2023_104904
crossref_primary_10_1016_j_scs_2025_106407
Cites_doi 10.1016/j.scitotenv.2021.148261
10.1016/j.sbspro.2013.08.235
10.1016/j.trd.2018.12.020
10.1002/sd.2303
10.1016/j.trd.2020.102515
10.1016/j.eiar.2022.106812
10.3390/ijgi9110651
10.1007/s11571-011-9175-8
10.1016/j.resconrec.2021.106013
10.3389/fpubh.2022.861836
10.1111/grow.12232
10.1016/j.trd.2020.102620
10.1016/j.chieco.2021.101683
10.1061/(ASCE)CP.1943-5487.0000958
10.1016/j.wasman.2019.08.031
10.1016/j.tranpol.2017.07.002
10.1016/j.trd.2021.102966
10.1016/j.procs.2013.06.111
10.1016/j.trd.2020.102387
10.1155/2016/1693729
10.1016/j.ijtst.2020.11.003
10.1016/j.autcon.2018.11.005
10.1016/j.scs.2020.102126
10.1016/j.regsciurbeco.2020.103606
10.1080/09613218.2021.1966734
10.1287/trsc.21.3.153
10.1016/j.sbspro.2014.07.227
10.1016/j.jtrangeo.2021.103099
10.1016/j.tust.2022.104528
10.1109/MDM.2019.00-45
10.1007/s11116-009-9214-z
10.1016/j.apgeog.2007.07.002
10.1016/j.landurbplan.2012.06.017
10.1109/ITSC.2016.7795635
10.1016/j.trd.2009.01.001
10.1080/00420980500452441
10.1016/j.cities.2019.03.022
10.3390/atmos13111783
10.1016/j.jenvman.2018.10.053
10.1016/j.scs.2020.102442
10.1016/j.tra.2013.10.011
10.1016/j.tbs.2017.03.001
10.1038/s41598-021-94159-8
10.1111/j.0735-2166.2005.00235.x
10.2307/143493
10.1016/j.compenvurbsys.2019.101364
10.1155/2017/7164790
10.1007/BF01936872
10.1016/j.jenvman.2021.112233
10.1016/j.jtrangeo.2019.102540
10.1080/10095020.2020.1845984
10.1177/0042098014562331
ContentType Journal Article
Copyright COPYRIGHT 2022 MDPI AG
2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: COPYRIGHT 2022 MDPI AG
– notice: 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
7SN
7ST
ABUWG
AFKRA
ATCPS
AZQEC
BENPR
BHPHI
C1K
CCPQU
COVID
DWQXO
GNUQQ
HCIFZ
PATMY
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
PYCSY
SOI
DOA
DOI 10.3390/land11122295
DatabaseName CrossRef
Ecology Abstracts
Environment Abstracts
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Agricultural & Environmental Science Database
ProQuest Central Essentials Local Electronic Collection Information
ProQuest Central
Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
Coronavirus Research Database
ProQuest Central
ProQuest Central Student
SciTech Premium Collection
Environmental Science Database
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
Environmental Science Collection
Environment Abstracts
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest One Academic Eastern Edition
Coronavirus Research Database
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
Ecology Abstracts
ProQuest Central China
Environmental Sciences and Pollution Management
ProQuest Central
Environmental Science Collection
ProQuest One Academic UKI Edition
Natural Science Collection
ProQuest Central Korea
Agricultural & Environmental Science Collection
Environmental Science Database
ProQuest Central (New)
ProQuest One Academic
Environment Abstracts
ProQuest One Academic (New)
DatabaseTitleList CrossRef


Publicly Available Content Database
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Economics
EISSN 2073-445X
ExternalDocumentID oai_doaj_org_article_d7fe9f0149f64439bbf4cc654665c399
A744671935
10_3390_land11122295
GeographicLocations Hong Kong, China
Beijing China
China
GeographicLocations_xml – name: Hong Kong, China
– name: China
– name: Beijing China
GroupedDBID 5VS
7XC
8FE
8FH
AADQD
AAFWJ
AAHBH
AAYXX
ADBBV
AFFHD
AFKRA
AFPKN
AFZYC
ALMA_UNASSIGNED_HOLDINGS
ATCPS
BCNDV
BENPR
BHPHI
CCPQU
CITATION
GROUPED_DOAJ
HCIFZ
IAO
ITC
KQ8
MODMG
M~E
OK1
PATMY
PHGZM
PHGZT
PIMPY
PROAC
PYCSY
7SN
7ST
ABUWG
AZQEC
C1K
COVID
DWQXO
GNUQQ
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
SOI
ID FETCH-LOGICAL-c406t-7e657fd57be4bca0c17c08d281daae572b3d18a0f48e38442321106d86e282a13
IEDL.DBID DOA
ISICitedReferencesCount 24
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000901286200001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2073-445X
IngestDate Fri Oct 03 12:43:07 EDT 2025
Mon Jun 30 11:31:56 EDT 2025
Tue Nov 04 18:14:32 EST 2025
Sat Nov 29 07:17:47 EST 2025
Tue Nov 18 22:23:29 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 12
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c406t-7e657fd57be4bca0c17c08d281daae572b3d18a0f48e38442321106d86e282a13
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0001-8756-8018
OpenAccessLink https://doaj.org/article/d7fe9f0149f64439bbf4cc654665c399
PQID 2756732241
PQPubID 2032374
ParticipantIDs doaj_primary_oai_doaj_org_article_d7fe9f0149f64439bbf4cc654665c399
proquest_journals_2756732241
gale_infotracacademiconefile_A744671935
crossref_primary_10_3390_land11122295
crossref_citationtrail_10_3390_land11122295
PublicationCentury 2000
PublicationDate 2022-12-01
PublicationDateYYYYMMDD 2022-12-01
PublicationDate_xml – month: 12
  year: 2022
  text: 2022-12-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Land (Basel)
PublicationYear 2022
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Yang (ref_18) 2021; 94
Spears (ref_54) 2013; 58
Cao (ref_7) 2019; 67
ref_58
Cutsinger (ref_22) 2005; 27
Bao (ref_68) 2022; 50
Yang (ref_1) 2022; 125
Tayarani (ref_34) 2020; 89
Chang (ref_2) 2017; 59
Chen (ref_11) 2022; 10
ref_19
Zhang (ref_32) 2021; 97
ref_15
Hu (ref_60) 2012; 6
Kwan (ref_48) 2008; 28
Wen (ref_29) 2014; 138
Viegas (ref_46) 2009; 36
ref_61
Shen (ref_25) 2020; 57
Wang (ref_65) 2013; 19
Bao (ref_67) 2021; 790
Papakonstantinou (ref_13) 2020; 87
Liu (ref_53) 2021; 35
Bian (ref_20) 2016; 2016
Chen (ref_51) 2021; 286
ref_21
Zhang (ref_14) 2017; 2017
Yamada (ref_33) 2020; 23
(ref_26) 1970; 24
Zawack (ref_27) 1987; 21
Ewing (ref_24) 2014; 53
Pendall (ref_23) 2003; 69
Clifton (ref_6) 2009; 14
Liu (ref_50) 2019; 98
Mendel (ref_49) 2019; 231
ref_36
ref_35
Yang (ref_3) 2020; 85
ref_30
Yang (ref_17) 2020; 63
Purwanto (ref_57) 2020; 29
ref_39
Peng (ref_64) 2021; 69
ref_38
ref_37
Wee (ref_8) 2019; 80
Yang (ref_9) 2020; 29
Sun (ref_63) 2021; 86
Sarzynski (ref_16) 2006; 43
Chen (ref_52) 2022; 177
Rothman (ref_62) 2017; 9
Song (ref_31) 2019; 77
Wang (ref_4) 2021; 11
ref_45
ref_44
ref_43
ref_41
ref_40
Bjorklund (ref_59) 1986; 62
Xu (ref_28) 2013; 96
Bao (ref_66) 2019; 99
Frick (ref_42) 2017; 49
Chen (ref_12) 2022; 95
Salomons (ref_47) 2012; 108
ref_5
Chen (ref_10) 2022; 30
Zhao (ref_55) 2019; 92
Du (ref_56) 2021; 10
References_xml – volume: 790
  start-page: 148261
  year: 2021
  ident: ref_67
  article-title: Tackling the “last mile” problem in renovation waste management: A case study in China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2021.148261
– volume: 96
  start-page: 2084
  year: 2013
  ident: ref_28
  article-title: Identifying Urban Traffic Congestion Pattern from Historical Floating Car Data
  publication-title: Procedia-Soc. Behav. Sci.
  doi: 10.1016/j.sbspro.2013.08.235
– ident: ref_5
– volume: 67
  start-page: 464
  year: 2019
  ident: ref_7
  article-title: Examining the effects of the built environment on auto ownership in two Norwegian urban regions
  publication-title: Transp. Res. Part D Transp. Environ.
  doi: 10.1016/j.trd.2018.12.020
– volume: 30
  start-page: 1086
  year: 2022
  ident: ref_10
  article-title: Sustainable built environment for facilitating public health of older adults: Evidence from Hong Kong
  publication-title: Sustain. Dev.
  doi: 10.1002/sd.2303
– volume: 87
  start-page: 102515
  year: 2020
  ident: ref_13
  article-title: Effects of sea level rise induced land use changes on traffic congestion
  publication-title: Transp. Res. Part D Transp. Environ.
  doi: 10.1016/j.trd.2020.102515
– volume: 95
  start-page: 106812
  year: 2022
  ident: ref_12
  article-title: Assessing the impact of the built environment on healthy aging: A gender-oriented Hong Kong study
  publication-title: Environ. Impact Assess. Rev.
  doi: 10.1016/j.eiar.2022.106812
– ident: ref_58
  doi: 10.3390/ijgi9110651
– volume: 6
  start-page: 33
  year: 2012
  ident: ref_60
  article-title: More discussions for granger causality and new causality measures
  publication-title: Cogn. Neurodynamics
  doi: 10.1007/s11571-011-9175-8
– volume: 177
  start-page: 106013
  year: 2022
  ident: ref_52
  article-title: Estimating construction waste truck payload volume using monocular vision
  publication-title: Resour. Conserv. Recycl.
  doi: 10.1016/j.resconrec.2021.106013
– ident: ref_39
– volume: 10
  start-page: 861836
  year: 2022
  ident: ref_11
  article-title: A path analysis of the effect of neighborhood built environment on public health of older adults: A Hong Kong study
  publication-title: Front. Public Health
  doi: 10.3389/fpubh.2022.861836
– ident: ref_61
– ident: ref_35
– volume: 49
  start-page: 4
  year: 2017
  ident: ref_42
  article-title: Big or small cities? On city size and economic growth
  publication-title: Growth Chang.
  doi: 10.1111/grow.12232
– volume: 89
  start-page: 102620
  year: 2020
  ident: ref_34
  article-title: Spatial/temporal variability in transportation emissions and air quality in NYC cordon pricing
  publication-title: Transp. Res. Part D Transp. Environ.
  doi: 10.1016/j.trd.2020.102620
– volume: 69
  start-page: 101683
  year: 2021
  ident: ref_64
  article-title: How does school district adjustment affect housing prices: An empirical investigation from Hangzhou, China
  publication-title: China Econ. Rev.
  doi: 10.1016/j.chieco.2021.101683
– volume: 35
  start-page: 04020073
  year: 2021
  ident: ref_53
  article-title: Integrating Building Information Model and Augmented Reality for Drone-Based Building Inspection
  publication-title: J. Comput. Civ. Eng.
  doi: 10.1061/(ASCE)CP.1943-5487.0000958
– volume: 99
  start-page: 12
  year: 2019
  ident: ref_66
  article-title: Procurement innovation for a circular economy of construction and demolition waste: Lessons learnt from Suzhou, China
  publication-title: Waste Manag.
  doi: 10.1016/j.wasman.2019.08.031
– volume: 59
  start-page: 54
  year: 2017
  ident: ref_2
  article-title: Is there more traffic congestion in larger cities?-Scaling analysis of the 101 largest US urban centers
  publication-title: Transp. Policy
  doi: 10.1016/j.tranpol.2017.07.002
– volume: 97
  start-page: 102966
  year: 2021
  ident: ref_32
  article-title: Sustainable built environment and travel behavior: New perspectives, new data, and new methods
  publication-title: Transp. Res. Part D Transp. Environ.
  doi: 10.1016/j.trd.2021.102966
– volume: 19
  start-page: 835
  year: 2013
  ident: ref_65
  article-title: Transportation model application for the planning of low carbon city–take Xining city in China as example
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2013.06.111
– volume: 85
  start-page: 102387
  year: 2020
  ident: ref_3
  article-title: Accessibility to transit, by transit, and property prices: Spatially varying relationships
  publication-title: Transp. Res. Part D Transp. Environ.
  doi: 10.1016/j.trd.2020.102387
– volume: 2016
  start-page: 1693729
  year: 2016
  ident: ref_20
  article-title: Evaluation, classification, and influential factors analysis of traffic congestion in Chinese cities using the online map data
  publication-title: Math. Probl. Eng.
  doi: 10.1155/2016/1693729
– volume: 10
  start-page: 184
  year: 2021
  ident: ref_56
  article-title: COVID-19 pandemic impacts on traffic system delay, fuel consumption and emissions
  publication-title: Int. J. Transp. Sci. Technol.
  doi: 10.1016/j.ijtst.2020.11.003
– ident: ref_41
– volume: 98
  start-page: 16
  year: 2019
  ident: ref_50
  article-title: Collaborative operation and real-time control of roller fleet for asphalt pavement compaction
  publication-title: Autom. Constr.
  doi: 10.1016/j.autcon.2018.11.005
– volume: 57
  start-page: 102126
  year: 2020
  ident: ref_25
  article-title: How does parking availability interplay with the land use and affect traffic congestion in urban areas? The case study of Xi’an, China
  publication-title: Sustain. Cities Soc.
  doi: 10.1016/j.scs.2020.102126
– volume: 86
  start-page: 103606
  year: 2021
  ident: ref_63
  article-title: School runs and urban traffic congestion: Evidence from China
  publication-title: Reg. Sci. Urban Econ.
  doi: 10.1016/j.regsciurbeco.2020.103606
– ident: ref_38
– volume: 50
  start-page: 325
  year: 2022
  ident: ref_68
  article-title: Design for manufacture and assembly (DfMA) enablers for offsite interior design and construction
  publication-title: Build. Res. Inf.
  doi: 10.1080/09613218.2021.1966734
– ident: ref_45
– volume: 21
  start-page: 153
  year: 1987
  ident: ref_27
  article-title: A dynamic space-time network flow model for city traffic congestion
  publication-title: Transp. Sci.
  doi: 10.1287/trsc.21.3.153
– volume: 138
  start-page: 482
  year: 2014
  ident: ref_29
  article-title: Study on traffic congestion patterns of large city in China taking Beijing as an example
  publication-title: Procedia-Soc. Behav. Sci.
  doi: 10.1016/j.sbspro.2014.07.227
– volume: 29
  start-page: 6235
  year: 2020
  ident: ref_57
  article-title: Impact of work from home (WFH) on Indonesian teachers performance during the COVID-19 pandemic: An exploratory study
  publication-title: Int. J. Adv. Sci. Technol.
– volume: 94
  start-page: 103099
  year: 2021
  ident: ref_18
  article-title: To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults
  publication-title: J. Transp. Geogr.
  doi: 10.1016/j.jtrangeo.2021.103099
– volume: 125
  start-page: 104528
  year: 2022
  ident: ref_1
  article-title: COVID-19 effects on property markets: The pandemic decreases the implicit price of metro accessibility
  publication-title: Tunn. Undergr. Space Technol.
  doi: 10.1016/j.tust.2022.104528
– ident: ref_36
  doi: 10.1109/MDM.2019.00-45
– volume: 36
  start-page: 581
  year: 2009
  ident: ref_46
  article-title: A traffic analysis zone definition: A new methodology and algorithm
  publication-title: Transportation
  doi: 10.1007/s11116-009-9214-z
– volume: 28
  start-page: 110
  year: 2008
  ident: ref_48
  article-title: Scale and accessibility: Implications for the analysis of land use–travel interaction
  publication-title: Appl. Geogr.
  doi: 10.1016/j.apgeog.2007.07.002
– volume: 108
  start-page: 2
  year: 2012
  ident: ref_47
  article-title: Urban traffic noise and the relation to urban density, form, and traffic elasticity
  publication-title: Landsc. Urban Plan.
  doi: 10.1016/j.landurbplan.2012.06.017
– volume: 69
  start-page: 99
  year: 2003
  ident: ref_23
  article-title: The limitless city: A primer on the urban sprawl debate. American Planning Association
  publication-title: J. Am. Plan. Assoc.
– ident: ref_30
  doi: 10.1109/ITSC.2016.7795635
– volume: 14
  start-page: 425
  year: 2009
  ident: ref_6
  article-title: Severity of injury resulting from pedestrian–vehicle crashes: What can we learn from examining the built environment?
  publication-title: Transp. Res. Part D Transp. Environ.
  doi: 10.1016/j.trd.2009.01.001
– ident: ref_40
– volume: 43
  start-page: 601
  year: 2006
  ident: ref_16
  article-title: Testing the conventional wisdom about land use and traffic congestion: The more we sprawl, the less we move?
  publication-title: Urban Stud.
  doi: 10.1080/00420980500452441
– ident: ref_37
– volume: 92
  start-page: 164
  year: 2019
  ident: ref_55
  article-title: Geographical patterns of traffic congestion in growing megacities: Big data analytics from Beijing
  publication-title: Cities
  doi: 10.1016/j.cities.2019.03.022
– ident: ref_44
– ident: ref_21
– volume: 29
  start-page: 74
  year: 2020
  ident: ref_9
  article-title: Determinants of elderly mobility in Hong Kong: Implications for elderly-friendly transport
  publication-title: China City Plan. Rev.
– ident: ref_15
  doi: 10.3390/atmos13111783
– volume: 231
  start-page: 429
  year: 2019
  ident: ref_49
  article-title: Operational offshore wind farms and associated ship traffic cause profound changes in distribution patterns of Loons (Gavia spp.)
  publication-title: J. Environ. Manag.
  doi: 10.1016/j.jenvman.2018.10.053
– volume: 63
  start-page: 102442
  year: 2020
  ident: ref_17
  article-title: Global and local associations between urban greenery and travel propensity of older adults in Hong Kong
  publication-title: Sustain. Cities Soc.
  doi: 10.1016/j.scs.2020.102442
– volume: 58
  start-page: 40
  year: 2013
  ident: ref_54
  article-title: Illuminating the unseen in transit use: A framework for examining the effect of attitudes and perceptions on travel behavior
  publication-title: Transp. Res. Part A Policy Pract.
  doi: 10.1016/j.tra.2013.10.011
– volume: 9
  start-page: 50
  year: 2017
  ident: ref_62
  article-title: The school environment and student car drop-off at elementary schools
  publication-title: Travel Behav. Soc.
  doi: 10.1016/j.tbs.2017.03.001
– volume: 11
  start-page: 15512
  year: 2021
  ident: ref_4
  article-title: The impacts of road traffic on urban air quality in Jinan based GWR and remote sensing
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-021-94159-8
– volume: 27
  start-page: 235
  year: 2005
  ident: ref_22
  article-title: Verifying the multi-dimensional nature of metropolitan land use: Advancing the understanding and measurement of sprawl
  publication-title: J. Urban Aff.
  doi: 10.1111/j.0735-2166.2005.00235.x
– volume: 62
  start-page: 19
  year: 1986
  ident: ref_59
  article-title: The Danwei: Socio-spatial characteristics of work units in China’s urban society
  publication-title: Econ. Geogr.
  doi: 10.2307/143493
– volume: 77
  start-page: 101364
  year: 2019
  ident: ref_31
  article-title: Mapping spatio-temporal patterns and detecting the factors of traffic congestion with multi-source data fusion and mining techniques
  publication-title: Comput. Environ. Urban Syst.
  doi: 10.1016/j.compenvurbsys.2019.101364
– volume: 2017
  start-page: 7164790
  year: 2017
  ident: ref_14
  article-title: Impact analysis of land use on traffic congestion using real-time traffic and POI
  publication-title: J. Adv. Transp.
  doi: 10.1155/2017/7164790
– volume: 24
  start-page: 6
  year: 1970
  ident: ref_26
  article-title: What about people in regional science?
  publication-title: Reg. Sci. Assoc.
  doi: 10.1007/BF01936872
– volume: 286
  start-page: 112233
  year: 2021
  ident: ref_51
  article-title: “Looking beneath the surface”: A visual-physical feature hybrid approach for unattended gauging of construction waste composition
  publication-title: J. Environ. Manag.
  doi: 10.1016/j.jenvman.2021.112233
– ident: ref_19
– ident: ref_43
– volume: 80
  start-page: 102540
  year: 2019
  ident: ref_8
  article-title: Impacts of the built environment and travel behaviour on attitudes: Theories underpinning the reverse causality hypothesis
  publication-title: J. Transp. Geogr.
  doi: 10.1016/j.jtrangeo.2019.102540
– volume: 23
  start-page: 305
  year: 2020
  ident: ref_33
  article-title: Analysis of shopping behavior characteristics in the Keihanshin metropolitan area in Japan based on a person trip survey
  publication-title: Geo-Spat. Inf. Sci.
  doi: 10.1080/10095020.2020.1845984
– volume: 53
  start-page: 247
  year: 2014
  ident: ref_24
  article-title: Urban sprawl as a risk factor in motor vehicle crashes
  publication-title: Urban Stud.
  doi: 10.1177/0042098014562331
SSID ssj0000913845
Score 2.3725123
Snippet Traffic congestion is a contemporary urban issue plaguing transportation planners, land developers, policy-makers, and citizens. While many studies have...
SourceID doaj
proquest
gale
crossref
SourceType Open Website
Aggregation Database
Enrichment Source
Index Database
StartPage 2295
SubjectTerms Air pollution
Behavior
Built environment
Cities
Environmental aspects
Holidays & special occasions
Hong Kong, China
Housing
Land use
Methods
Neighborhoods
Population density
Public transportation
Regional planning
Regression analysis
Residential areas
Roads & highways
smaller urban areas
Social aspects
spatial–temporal pattern
Sustainable urban development
Traffic congestion
Traffic management
Transportation planning
Urban areas
Urban environments
Urban planning
Urbanization
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LSwMxEA7aCnrxLVar5KB4kKWPfWTXi9TSolBKkbb0FrJ5iCC7tVv9_c6kadVDvXjdDdlsJsl8M5n5hpAr02QMYAXG6QiDKTlwDoo685RggE6TxITWoT_usX4_nkySgXO4FS6scnkm2oNa5RJ95DWkKWc-Kpz76buHVaPwdtWV0NgkZWQqg3Vefuj0B88rLwuyXsZBuIh498G-r2G8IOxvW8b6ly6ylP3rDmarbbp7_x3nPtl1OJO2FgvjgGzo7JBsL9OQiyMy7sEQ6ajQ9MkmShY0zyhoLqSUoO08w3snkBkdWALOrLijLTqEQdPcUEHtdY9jWaBYg1tDR21A9Mdk1O0M24-eK7LgSdDlc4_pKGRGhSzVQSpFXTaYrMeqCThWCB2yZuqrBojPBLGGqcR7XUAMkYojDdaaaPgnpJTlmT4lVCk_xg58gHFBIP1Ux2mUmIaUMgQkqSvkdjndXDoGciyE8cbBEkHh8J_CqZDrVevpgnljTbsHlNyqDfJl2wf57IW77ccVMzoxaA4aAIB-kqYmkBITuaJQAkarkBuUO8ddDUOSwiUnwI8hPxZvMTCbGaww-Fx1KXfutnvBv4V-9vfrc7LTxPwJGw9TJaX57ENfkC35OX8tZpdu9X4BcAH3JQ
  priority: 102
  providerName: ProQuest
Title Land Use Impacts on Traffic Congestion Patterns: A Tale of a Northwestern Chinese City
URI https://www.proquest.com/docview/2756732241
https://doaj.org/article/d7fe9f0149f64439bbf4cc654665c399
Volume 11
WOSCitedRecordID wos000901286200001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 2073-445X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913845
  issn: 2073-445X
  databaseCode: DOA
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 2073-445X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913845
  issn: 2073-445X
  databaseCode: M~E
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Environmental Science Database
  customDbUrl:
  eissn: 2073-445X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913845
  issn: 2073-445X
  databaseCode: PATMY
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/environmentalscience
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 2073-445X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913845
  issn: 2073-445X
  databaseCode: BENPR
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 2073-445X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913845
  issn: 2073-445X
  databaseCode: PIMPY
  dateStart: 20120101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3fS8MwEA4yBX0Rf-J0jjwoPshY27RN69s2NhzMUWQb8ymkaQKCdLJO_37v0m7Mh-GLjy2hSe-au--au-8IuTMe5wArME9HGizJATsoHd7KJAd0GscmsD_0ZyM-HkfzeZxstfrCnLCSHrgUXDvjRscGgbwB183iNDW-UliCEwYKvCtaX4fHW8GUtcGxyyI_KDPdGcT1bcwThH1t21f_8kGWqn-XQbZeZnBCjit4SDvlsk7Jns7PyOG6erg4J7MRzECnhaZDW99Y0EVOweEgEwTtLXI8LgJR08TyZubFE-3QCcxJF4ZKak9pKnIEiq2zNTyoB0D8gkwH_UnvuVX1RmgpcMGrFtdhwE0W8FT7qZKOcrlyoswD-CmlDriXsswFqRs_0iAJPI4FRx9mUaghyJIuuyS1fJHrK0KzjEX4AAboy_cVS3WUhrFxlVIBAEBdJ49raQlVEYdj_4oPAQEEylZsy7ZO7jejP0vCjB3juij4zRikubY3QPmiUr74S_l18oBqE7gZYUlKVjUF8GJIayU6HKJdDhgVpmusNSuqXVoIpL7nDEHM9X-s5oYceVgcYZNdGqS2Wn7pW3KgvlfvxbJJ9rv9cfLatB8qXCXDl-TtB8CN6w0
linkProvider Directory of Open Access Journals
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1NT9tAEB3RUIleWvqlpgW6h6IeKgvHa3ttpKoKAUREiHIIiJ6W9X5UlSqbximof4rf2JmNHeiB3jj0Gq829vp55s3uzBuADy4SAmkF5ekoRyU5aAdVKAKjBLLTPHeJ39A_G4nxODs_zycrcNPWwlBaZWsTvaE2laY98h2SKRecHM6Xy58BdY2i09W2hcYCFsf29zWGbPXn4T6-3-0oOjyYDo6CpqtAoNF5zQNh00Q4k4jCxoVWoe4JHWYmQuKmlE1EVHDTw_t1cWZ5FtNBJrrI1GSpxfBE9TjO-whW8UISdmB1MjyZfF3u6pDKZhYniwx7zvNwh_IT0Z74ttl_-T7fIuA-R-C92-Gz_21d1uFpw6NZfwH857Biyxew1pZZ1y_hbIRLwk5ry4a-ELRmVcnQM5NkBhtUJZ2rISbZxAuMlvUu67MpLhKrHFPMH2c1KhKMeoxbnGiAEcsrOH2Qx3oNnbIq7RtgxvCMJuBIU-NY88JmRZq7ntY6QaZsu_Cpfb1SNwrr1Ojjh8RIi8Ag74KhC9vL0ZcLZZF7xu0RUpZjSA_c_1DNvsnGvEgjnM0dhbsOCS7Pi8LFWlOhWppo5KBd-Eg4k2S18Ja0aoov8MFI_0v2RYweE8k8_t1GizPZmLNa3oLs7b8vv4e1o-nJSI6G4-N38CSiWhGf-7MBnfnsl92Ex_pq_r2ebTVfDoOLhwblHyM1UzM
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3Pb9MwFH4aG2Jc-D1RGOADEwcUNY2T2JmEUOmoqFaqHrppnIzj2AgJJaMpIP41_rq95zoFDuO2A9fWchLny3vfs9_7HsBzlwiBtILydLSjkhy0gzoWUaUFstOicJnf0D-ditlMnp0V8y341dXCUFplZxO9oa4aQ3vkfZIpF5wcTt-FtIj50fj1-deIOkjRSWvXTmMNkWP78weGb-2ryRG-64MkGb9djN5FocNAZNCRrSJh80y4KhOlTUujYzMQJpZVgiROa5uJpOTVAO_dpdJymdKhJrrLvJK5xVBFDzjOew12ZC5iNAo78-Hi_YfNDg8pbso0W2fbc17EfcpVRNviW2j_5Qd9u4DLnIL3dOPb__Ma3YFbgV-z4fqDuAtbtr4Hu135dXsfTqe4POyktWziC0Rb1tQMPTZJabBRU9N5G2KVzb3waN0esiFb4IKxxjHN_DFXUJdg1Hvc4kQjjGQewMmVPNYebNdNbR8CqyouaQKO9DVNDS-tLPPCDYwxGTJo24OX3atWJiivUwOQLwojMAKG-hMYPTjYjD5fK45cMu4NoWYzhnTC_Q_N8pMKZkdVwtnCURjskPjyoixdagwVsOWZQW7agxeEOUXWDG_J6FCUgQ9GumBqKFL0pEjy8XL7HeZUMHOt-g24R__--xncQCSq6WR2_BhuJlRC4lOC9mF7tfxmn8B18331uV0-DR8Rg49XjckLeVRb8A
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Land+Use+Impacts+on+Traffic+Congestion+Patterns%3A+A+Tale+of+a+Northwestern+Chinese+City&rft.jtitle=Land+%28Basel%29&rft.au=Zhikang+Bao&rft.au=Yifu+Ou&rft.au=Shuangzhou+Chen&rft.au=Ting+Wang&rft.date=2022-12-01&rft.pub=MDPI+AG&rft.eissn=2073-445X&rft.volume=11&rft.issue=12&rft.spage=2295&rft_id=info:doi/10.3390%2Fland11122295&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_d7fe9f0149f64439bbf4cc654665c399
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2073-445X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2073-445X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2073-445X&client=summon