An Investigation to Identify the Effectiveness of Socioeconomic, Demographic, and Buildings’ Characteristics on Surface Urban Heat Island Patterns

Despite implementing adaptation strategies and measures to make cities sustainable and resilient, the urban heat island (UHI) has been increasing risks to human health and the urban environment by causing hot spots in city areas. This study investigates the spatial patterns in the surface urban heat...

Full description

Saved in:
Bibliographic Details
Published inSustainability Vol. 14; no. 5; p. 2777
Main Authors Sidiqui, Paras, Tariq, Muhammad Atiq Ur Rehman, Ng, Anne W. M.
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.03.2022
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Despite implementing adaptation strategies and measures to make cities sustainable and resilient, the urban heat island (UHI) has been increasing risks to human health and the urban environment by causing hot spots in city areas. This study investigates the spatial patterns in the surface urban heat island (SUHI) over the study site and develops its relationships to socioeconomic, demographic, and buildings’ characteristics. This paper examines the role of building roof types, building roof material, building height, building age, and socioeconomic and demographic factors in driving the SUHI in a city. Numerous studies have focused primarily on the influence of biophysical and meteorological factors on variations in land surface temperatures (LSTs); however, very little attention has been paid to examining the influence of socioeconomic, demographic, and building factors on SUHIs within a city. The analysis has been carried out by processing Landsat based LST data to UHI in the Google Earth Engine (GEE) cloud-based platform. The satellite-based research is further integrated with GIS data acquired from the state government and local city council. Linear regression and multiple regression correlations are further run to examine selected factors’ variance on SUHI. Results indicate socioeconomic, demographic, and building factors contribute significantly to SUHI generation; these factors collectively can explain 28% of the variance in SUHI patterns with significant p-values.
AbstractList Despite implementing adaptation strategies and measures to make cities sustainable and resilient, the urban heat island (UHI) has been increasing risks to human health and the urban environment by causing hot spots in city areas. This study investigates the spatial patterns in the surface urban heat island (SUHI) over the study site and develops its relationships to socioeconomic, demographic, and buildings’ characteristics. This paper examines the role of building roof types, building roof material, building height, building age, and socioeconomic and demographic factors in driving the SUHI in a city. Numerous studies have focused primarily on the influence of biophysical and meteorological factors on variations in land surface temperatures (LSTs); however, very little attention has been paid to examining the influence of socioeconomic, demographic, and building factors on SUHIs within a city. The analysis has been carried out by processing Landsat based LST data to UHI in the Google Earth Engine (GEE) cloud-based platform. The satellite-based research is further integrated with GIS data acquired from the state government and local city council. Linear regression and multiple regression correlations are further run to examine selected factors’ variance on SUHI. Results indicate socioeconomic, demographic, and building factors contribute significantly to SUHI generation; these factors collectively can explain 28% of the variance in SUHI patterns with significant p-values.
Author Sidiqui, Paras
Tariq, Muhammad Atiq Ur Rehman
Ng, Anne W. M.
Author_xml – sequence: 1
  givenname: Paras
  orcidid: 0000-0001-5623-2458
  surname: Sidiqui
  fullname: Sidiqui, Paras
– sequence: 2
  givenname: Muhammad Atiq Ur Rehman
  orcidid: 0000-0002-0226-7310
  surname: Tariq
  fullname: Tariq, Muhammad Atiq Ur Rehman
– sequence: 3
  givenname: Anne W. M.
  orcidid: 0000-0002-7698-9068
  surname: Ng
  fullname: Ng, Anne W. M.
BookMark eNpNkM1KAzEUhYNUsNZufIKAO3E0P5OZzLLWagcEhdr1kMkkbUqb1CRT6M6HcOPr-SROqaB3c--B79wD5xz0rLMKgEuMbikt0F1ocYoYyfP8BPQJynGCEUO9f_cZGIawQt1Qiguc9cHnyMLS7lSIZiGicRZGB8tG2Wj0HsalghOtlYxmp6wKAToNZ04ap6SzbmPkDXxQG7fwYrs8CGEbeN-adWPsInx_fMHxUngho_KmS5Cd38JZ67WQCs59LSycKhFhGdYH56uIHWnDBTjVYh3U8HcPwPxx8jaeJs8vT-V49JxIUrCYkDzjEiHGSc2FzFLBdFPrLOOEasRJoQkqsEjTtK5ZyjQRGOVapTXhDUWc13QAro5_t969t10H1cq13naRFclozlmGM9ZR10dKeheCV7raerMRfl9hVB2Kr_6Kpz-TBHlX
CitedBy_id crossref_primary_10_1007_s12040_022_02005_w
crossref_primary_10_1016_j_ecolind_2024_111972
crossref_primary_10_1016_j_ecolind_2023_111026
crossref_primary_10_1016_j_scs_2023_104403
crossref_primary_10_3390_s23063041
crossref_primary_10_1016_j_envres_2024_118331
crossref_primary_10_3390_rs15071783
crossref_primary_10_1093_geront_gnad074
crossref_primary_10_3390_land13060829
Cites_doi 10.1038/s41467-021-22799-5
10.1002/joc.859
10.1016/j.healthplace.2007.11.002
10.1016/j.buildenv.2010.04.001
10.1016/j.jenvman.2011.02.006
10.4090/juee.2015.v9n1.3-11
10.3109/16066359.2012.727507
10.1016/S0304-3800(00)00354-9
10.1016/j.scitotenv.2017.12.131
10.1016/j.rse.2006.09.003
10.1080/01431161.2017.1295485
10.1007/s40572-017-0150-3
10.3390/rs10030440
10.1038/s41598-021-92271-3
10.14358/PERS.76.5.557
10.1256/wea.183.02
10.1109/EORSA.2016.7552800
10.1016/j.buildenv.2011.07.014
10.1186/1476-072X-7-64
10.1175/JCLI3334.1
10.1007/s00704-015-1703-8
10.5539/jsd.v7n3p23
10.1016/j.scs.2020.102425
10.1016/j.scitotenv.2020.140589
10.1016/j.isprsjprs.2019.08.012
10.1016/j.buildenv.2017.07.038
10.3390/rs13142840
10.1007/s11707-018-0747-3
10.1038/s41467-020-16461-9
10.1073/pnas.1910242116
10.1080/01431168908904002
10.1016/j.rse.2013.03.008
10.1016/j.rse.2005.11.016
10.2172/813376
10.1016/0360-1323(88)90033-9
10.1109/JURSE.2015.7120457
10.1016/S0034-4257(03)00079-8
10.1080/01431161.2011.635717
10.1016/B978-0-12-819669-4.00003-9
10.1080/00131857.2018.1466701
10.1016/j.habitatint.2007.02.006
10.1016/j.energy.2015.11.082
10.1016/j.ecolind.2018.01.044
10.1016/j.rse.2003.11.005
10.1016/j.rse.2017.05.025
10.1109/LGRS.2014.2312032
10.3390/rs11010048
10.1016/S0378-7788(99)00018-3
10.2307/2287559
10.1007/s10668-020-00950-4
10.3390/rs70912135
ContentType Journal Article
Copyright 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: 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
4U-
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
DOI 10.3390/su14052777
DatabaseName CrossRef
University Readers
ProQuest Central (Alumni)
ProQuest Central
ProQuest Central Essentials
ProQuest Central
ProQuest One Community College
ProQuest Central
Publicly Available Content Database
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest Central
University Readers
ProQuest One Academic UKI Edition
ProQuest Central Essentials
ProQuest Central Korea
ProQuest One Academic Eastern Edition
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Academic
ProQuest Central China
DatabaseTitleList Publicly Available Content Database
CrossRef
Database_xml – sequence: 1
  dbid: BENPR
  name: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Economics
Environmental Sciences
EISSN 2071-1050
ExternalDocumentID 10_3390_su14052777
GeographicLocations Hong Kong China
China
GeographicLocations_xml – name: Hong Kong China
– name: China
GroupedDBID 29Q
2WC
2XV
4P2
5VS
7XC
8FE
8FH
A8Z
AAHBH
AAYXX
ACHQT
ADBBV
AENEX
AFKRA
AFMMW
ALMA_UNASSIGNED_HOLDINGS
ATCPS
BCNDV
BENPR
BHPHI
CCPQU
CITATION
E3Z
ECGQY
ESTFP
FRS
GROUPED_DOAJ
GX1
HCIFZ
IAO
IEP
ISR
ITC
KQ8
ML.
MODMG
M~E
OK1
P2P
PATMY
PIMPY
PROAC
PYCSY
TR2
4U-
ABUWG
AZQEC
DWQXO
PQEST
PQQKQ
PQUKI
PRINS
ID FETCH-LOGICAL-c295t-2768c00582b8ac64a5fdbf66823f0829f2091a444bb545f2a107fe4b28d3088b3
IEDL.DBID BENPR
ISSN 2071-1050
IngestDate Sat Nov 09 08:37:29 EST 2024
Thu Sep 26 20:58:37 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 5
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c295t-2768c00582b8ac64a5fdbf66823f0829f2091a444bb545f2a107fe4b28d3088b3
ORCID 0000-0001-5623-2458
0000-0002-7698-9068
0000-0002-0226-7310
OpenAccessLink https://www.proquest.com/docview/2637856165?pq-origsite=%requestingapplication%
PQID 2637856165
PQPubID 2032327
ParticipantIDs proquest_journals_2637856165
crossref_primary_10_3390_su14052777
PublicationCentury 2000
PublicationDate 2022-03-01
PublicationDateYYYYMMDD 2022-03-01
PublicationDate_xml – month: 03
  year: 2022
  text: 2022-03-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Sustainability
PublicationYear 2022
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Chen (ref_18) 2011; 33
Hsu (ref_11) 2021; 12
ref_57
ref_54
ref_52
Li (ref_15) 2020; 63
Jin (ref_40) 2005; 18
Peng (ref_63) 2017; 123
ref_16
Huang (ref_34) 2011; 92
Kannipamula (ref_59) 2020; 7
Rintoul (ref_55) 2012; 21
Azzari (ref_51) 2017; 202
Sharifi (ref_30) 2014; 7
Ng (ref_33) 2012; 47
ref_60
Chen (ref_37) 2021; 11
Sen (ref_58) 1981; 76
Li (ref_32) 2020; 11
Oke (ref_5) 1982; 108
ref_24
Tang (ref_35) 2017; 38
ref_65
Ramamurthy (ref_13) 2015; 128
Yuan (ref_22) 2006; 106
ref_26
Liu (ref_42) 2020; 743
Roman (ref_27) 2016; 96
Mikkonen (ref_44) 2018; 624
Hu (ref_12) 2019; 156
Palermo (ref_56) 2008; 8
Mayes (ref_45) 2018; 51
Wilby (ref_8) 2003; 58
Hoffman (ref_20) 2000; 31
Clinton (ref_4) 2013; 134
Sobrino (ref_50) 2014; 11
Crawford (ref_41) 2008; 14
Choi (ref_53) 2019; 116
Weng (ref_19) 2004; 89
ref_39
ref_38
Roth (ref_2) 1989; 10
Erdem (ref_9) 2020; 23
Heaviside (ref_61) 2017; 4
Xiong (ref_64) 2019; 13
Jusuf (ref_29) 2007; 31
Guisan (ref_62) 2000; 135
Taha (ref_25) 1988; 23
Ahmed (ref_17) 2017; 21
Chen (ref_23) 2006; 104
ref_47
ref_46
Mirzaei (ref_7) 2010; 45
ref_43
Voogt (ref_6) 2003; 86
Sharifi (ref_31) 2015; 9
ref_1
Yao (ref_36) 2018; 89
ref_3
Zhao (ref_28) 2015; 7
ref_49
ref_48
Arnfield (ref_14) 2003; 23
Borden (ref_10) 2008; 7
Xu (ref_21) 2010; 76
References_xml – volume: 12
  start-page: 2721
  year: 2021
  ident: ref_11
  article-title: Disproportionate exposure to urban heat island intensity across major US cities
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-22799-5
  contributor:
    fullname: Hsu
– ident: ref_49
– volume: 23
  start-page: 1
  year: 2003
  ident: ref_14
  article-title: Two decades of urban climate research: A review of turbulence, exchanges of energy and water, and the urban heat island
  publication-title: Int. J. Clim.
  doi: 10.1002/joc.859
  contributor:
    fullname: Arnfield
– volume: 14
  start-page: 889
  year: 2008
  ident: ref_41
  article-title: Do features of public open spaces vary according to neighbourhood socio-economic status?
  publication-title: Health Place
  doi: 10.1016/j.healthplace.2007.11.002
  contributor:
    fullname: Crawford
– ident: ref_16
– volume: 45
  start-page: 2192
  year: 2010
  ident: ref_7
  article-title: Approaches to study Urban Heat Island—Abilities and limitations
  publication-title: Build. Environ.
  doi: 10.1016/j.buildenv.2010.04.001
  contributor:
    fullname: Mirzaei
– volume: 92
  start-page: 1753
  year: 2011
  ident: ref_34
  article-title: Is everyone hot in the city? Spatial pattern of land surface temperatures, land cover and neighborhood socioeconomic characteristics in Baltimore, MD
  publication-title: J. Environ. Manag.
  doi: 10.1016/j.jenvman.2011.02.006
  contributor:
    fullname: Huang
– volume: 8
  start-page: 1074
  year: 2008
  ident: ref_56
  article-title: The cost of healthy food in rural Victoria
  publication-title: Rural Remote Health
  contributor:
    fullname: Palermo
– volume: 9
  start-page: 3
  year: 2015
  ident: ref_31
  article-title: Comparative analysis of surface urban heat island effect of rooftops and streetscapes in central sydney
  publication-title: J. Urban Environ. Eng.
  doi: 10.4090/juee.2015.v9n1.3-11
  contributor:
    fullname: Sharifi
– volume: 21
  start-page: 329
  year: 2012
  ident: ref_55
  article-title: Modelling vulnerability to gambling related harm: How disadvantage predicts gambling losses
  publication-title: Addict. Res. Theory
  doi: 10.3109/16066359.2012.727507
  contributor:
    fullname: Rintoul
– volume: 135
  start-page: 147
  year: 2000
  ident: ref_62
  article-title: Predictive habitat distribution models in ecology
  publication-title: Ecol. Model.
  doi: 10.1016/S0304-3800(00)00354-9
  contributor:
    fullname: Guisan
– volume: 624
  start-page: 599
  year: 2018
  ident: ref_44
  article-title: Evaluation of environmental and anthropogenic influences on ambient background metal and metalloid concentrations in soil
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2017.12.131
  contributor:
    fullname: Mikkonen
– volume: 106
  start-page: 375
  year: 2006
  ident: ref_22
  article-title: Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2006.09.003
  contributor:
    fullname: Yuan
– volume: 38
  start-page: 3445
  year: 2017
  ident: ref_35
  article-title: Impacts of land use and socioeconomic patterns on urban heat Island
  publication-title: Int. J. Remote Sens.
  doi: 10.1080/01431161.2017.1295485
  contributor:
    fullname: Tang
– volume: 4
  start-page: 296
  year: 2017
  ident: ref_61
  article-title: The Urban Heat Island: Implications for Health in a Changing Environment
  publication-title: Curr. Environ. Health Rep.
  doi: 10.1007/s40572-017-0150-3
  contributor:
    fullname: Heaviside
– ident: ref_39
  doi: 10.3390/rs10030440
– volume: 11
  start-page: 12696
  year: 2021
  ident: ref_37
  article-title: Trends of the contributions of biophysical (climate) and socioeconomic elements to regional heat islands
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-021-92271-3
  contributor:
    fullname: Chen
– volume: 76
  start-page: 557
  year: 2010
  ident: ref_21
  article-title: Analysis of Impervious Surface and its Impact on Urban Heat Environment using the Normalized Difference Impervious Surface Index (NDISI)
  publication-title: Photogramm. Eng. Remote Sens.
  doi: 10.14358/PERS.76.5.557
  contributor:
    fullname: Xu
– volume: 58
  start-page: 251
  year: 2003
  ident: ref_8
  article-title: Past and projected trends in London’s urban heat island
  publication-title: Weather
  doi: 10.1256/wea.183.02
  contributor:
    fullname: Wilby
– ident: ref_52
– ident: ref_1
  doi: 10.1109/EORSA.2016.7552800
– volume: 47
  start-page: 256
  year: 2012
  ident: ref_33
  article-title: A study on the cooling effects of greening in a high-density city: An experience from Hong Kong
  publication-title: Build. Environ.
  doi: 10.1016/j.buildenv.2011.07.014
  contributor:
    fullname: Ng
– ident: ref_48
– volume: 7
  start-page: 64
  year: 2008
  ident: ref_10
  article-title: Spatial patterns of natural hazards mortality in the United States
  publication-title: Int. J. Health Geogr.
  doi: 10.1186/1476-072X-7-64
  contributor:
    fullname: Borden
– volume: 18
  start-page: 1551
  year: 2005
  ident: ref_40
  article-title: The Footprint of Urban Areas on Global Climate as Characterized by MODIS
  publication-title: J. Clim.
  doi: 10.1175/JCLI3334.1
  contributor:
    fullname: Jin
– volume: 128
  start-page: 89
  year: 2015
  ident: ref_13
  article-title: High-resolution simulation of heatwave events in New York City
  publication-title: Arch. Meteorol. Geophys. Bioclimatol. Ser. B
  doi: 10.1007/s00704-015-1703-8
  contributor:
    fullname: Ramamurthy
– volume: 7
  start-page: 23
  year: 2014
  ident: ref_30
  article-title: Comparative Analysis of Surface Urban Heat Island Effect in Central Sydney
  publication-title: J. Sustain. Dev.
  doi: 10.5539/jsd.v7n3p23
  contributor:
    fullname: Sharifi
– volume: 63
  start-page: 102425
  year: 2020
  ident: ref_15
  article-title: Socioeconomic drivers of urban heat island effect: Empirical evidence from major Chinese cities
  publication-title: Sustain. Cities Soc.
  doi: 10.1016/j.scs.2020.102425
  contributor:
    fullname: Li
– volume: 743
  start-page: 140589
  year: 2020
  ident: ref_42
  article-title: Urban heat island effects of various urban morphologies under regional climate conditions
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2020.140589
  contributor:
    fullname: Liu
– volume: 156
  start-page: 160
  year: 2019
  ident: ref_12
  article-title: Comparison of surface and canopy urban heat islands within megacities of eastern China
  publication-title: ISPRS J. Photogramm. Remote Sens.
  doi: 10.1016/j.isprsjprs.2019.08.012
  contributor:
    fullname: Hu
– volume: 123
  start-page: 649
  year: 2017
  ident: ref_63
  article-title: Reconstruction of historical datasets for analyzing spatiotemporal influence of built environment on urban microclimates across a compact city
  publication-title: Build. Environ.
  doi: 10.1016/j.buildenv.2017.07.038
  contributor:
    fullname: Peng
– ident: ref_24
  doi: 10.3390/rs13142840
– volume: 13
  start-page: 614
  year: 2019
  ident: ref_64
  article-title: Spatiotemporal influences of land use/cover changes on the heat island effect in rapid urbanization area
  publication-title: Front. Earth Sci.
  doi: 10.1007/s11707-018-0747-3
  contributor:
    fullname: Xiong
– volume: 11
  start-page: 2647
  year: 2020
  ident: ref_32
  article-title: On the influence of density and morphology on the Urban Heat Island intensity
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-020-16461-9
  contributor:
    fullname: Li
– volume: 116
  start-page: 21864
  year: 2019
  ident: ref_53
  article-title: Social, demographic, and economic correlates of food and chemical consumption measured by wastewater-based epidemiology
  publication-title: Proc. Natl. Acad. Sci. USA
  doi: 10.1073/pnas.1910242116
  contributor:
    fullname: Choi
– volume: 10
  start-page: 1699
  year: 1989
  ident: ref_2
  article-title: Satellite-derived urban heat islands from three coastal cities and the utilization of such data in urban climatology
  publication-title: Int. J. Remote Sens.
  doi: 10.1080/01431168908904002
  contributor:
    fullname: Roth
– volume: 108
  start-page: 1
  year: 1982
  ident: ref_5
  article-title: The energetic basis of the urban heat island
  publication-title: Q. J. R. Meteorol. Soc.
  contributor:
    fullname: Oke
– volume: 134
  start-page: 294
  year: 2013
  ident: ref_4
  article-title: MODIS detected surface urban heat islands and sinks: Global locations and controls
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2013.03.008
  contributor:
    fullname: Clinton
– ident: ref_47
– volume: 104
  start-page: 133
  year: 2006
  ident: ref_23
  article-title: Remote sensing image-based analysis of the relationship between urban heat island and land use/cover changes
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2005.11.016
  contributor:
    fullname: Chen
– ident: ref_65
  doi: 10.2172/813376
– volume: 23
  start-page: 271
  year: 1988
  ident: ref_25
  article-title: Residential cooling loads and the urban heat island—the effects of albedo
  publication-title: Build. Environ.
  doi: 10.1016/0360-1323(88)90033-9
  contributor:
    fullname: Taha
– ident: ref_3
  doi: 10.1109/JURSE.2015.7120457
– volume: 86
  start-page: 370
  year: 2003
  ident: ref_6
  article-title: Thermal remote sensing of urban climates
  publication-title: Remote Sens. Environ.
  doi: 10.1016/S0034-4257(03)00079-8
  contributor:
    fullname: Voogt
– volume: 33
  start-page: 3834
  year: 2011
  ident: ref_18
  article-title: The influence of socioeconomic and topographic factors on nocturnal urban heat islands: A case study in Shenzhen, China
  publication-title: Int. J. Remote Sens.
  doi: 10.1080/01431161.2011.635717
  contributor:
    fullname: Chen
– ident: ref_26
  doi: 10.1016/B978-0-12-819669-4.00003-9
– volume: 51
  start-page: 391
  year: 2018
  ident: ref_45
  article-title: Rethinking inequalities between deindustrialisation, schools and educational research in Geelong
  publication-title: Educ. Philos. Theory
  doi: 10.1080/00131857.2018.1466701
  contributor:
    fullname: Mayes
– volume: 31
  start-page: 232
  year: 2007
  ident: ref_29
  article-title: The influence of land use on the urban heat island in Singapore
  publication-title: Habitat Int.
  doi: 10.1016/j.habitatint.2007.02.006
  contributor:
    fullname: Jusuf
– ident: ref_54
– volume: 96
  start-page: 103
  year: 2016
  ident: ref_27
  article-title: Simulating the effects of cool roof and PCM (phase change materials) based roof to mitigate UHI (urban heat island) in prominent US cities
  publication-title: Energy
  doi: 10.1016/j.energy.2015.11.082
  contributor:
    fullname: Roman
– volume: 89
  start-page: 45
  year: 2018
  ident: ref_36
  article-title: The influence of different data and method on estimating the surface urban heat island intensity
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2018.01.044
  contributor:
    fullname: Yao
– volume: 89
  start-page: 467
  year: 2004
  ident: ref_19
  article-title: Estimation of land surface temperature–vegetation abundance relationship for urban heat island studies
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2003.11.005
  contributor:
    fullname: Weng
– ident: ref_46
– volume: 202
  start-page: 64
  year: 2017
  ident: ref_51
  article-title: Landsat-based classification in the cloud: An opportunity for a paradigm shift in land cover monitoring
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2017.05.025
  contributor:
    fullname: Azzari
– volume: 11
  start-page: 1840
  year: 2014
  ident: ref_50
  article-title: Land Surface Temperature Retrieval Methods from Landsat-8 Thermal Infrared Sensor Data
  publication-title: IEEE Geosci. Remote Sens. Lett.
  doi: 10.1109/LGRS.2014.2312032
  contributor:
    fullname: Sobrino
– ident: ref_38
  doi: 10.3390/rs11010048
– volume: 31
  start-page: 221
  year: 2000
  ident: ref_20
  article-title: Vegetation as a climatic component in the design of an urban street: An empirical model for predicting the cooling effect of urban green areas with trees
  publication-title: Energy Build.
  doi: 10.1016/S0378-7788(99)00018-3
  contributor:
    fullname: Hoffman
– volume: 7
  start-page: 970
  year: 2020
  ident: ref_59
  article-title: Assessing the Relative Importance of Predictors in Linear Regression
  publication-title: Eur. J. Mol. Clin. Med.
  contributor:
    fullname: Kannipamula
– volume: 21
  start-page: 15
  year: 2017
  ident: ref_17
  article-title: Assessment of urban heat islands and impact of climate change on socioeconomic over Suez Governorate using remote sensing and GIS techniques
  publication-title: Egypt. J. Remote Sens. Space Sci.
  contributor:
    fullname: Ahmed
– volume: 76
  start-page: 752
  year: 1981
  ident: ref_58
  article-title: Introduction to Bivariate and Multivariate Analysis
  publication-title: J. Am. Stat. Assoc.
  doi: 10.2307/2287559
  contributor:
    fullname: Sen
– ident: ref_43
– ident: ref_60
– volume: 23
  start-page: 7835
  year: 2020
  ident: ref_9
  article-title: An analysis of urban form factors driving Urban Heat Island: The case of Izmir
  publication-title: Environ. Dev. Sustain.
  doi: 10.1007/s10668-020-00950-4
  contributor:
    fullname: Erdem
– ident: ref_57
– volume: 7
  start-page: 12135
  year: 2015
  ident: ref_28
  article-title: Rooftop Surface Temperature Analysis in an Urban Residential Environment
  publication-title: Remote Sens.
  doi: 10.3390/rs70912135
  contributor:
    fullname: Zhao
SSID ssj0000331916
Score 2.3775325
Snippet Despite implementing adaptation strategies and measures to make cities sustainable and resilient, the urban heat island (UHI) has been increasing risks to...
SourceID proquest
crossref
SourceType Aggregation Database
StartPage 2777
SubjectTerms Buildings
Cities
Climate change
Data acquisition
Demographics
Design
Health risks
Heat
Land surface temperature
Land use
Landsat
Literature reviews
Population density
Roofing materials
Satellites
Socioeconomic factors
Socioeconomics
Sustainability
Temperature
Urban environments
Urban heat islands
Variables
Vegetation
Title An Investigation to Identify the Effectiveness of Socioeconomic, Demographic, and Buildings’ Characteristics on Surface Urban Heat Island Patterns
URI https://www.proquest.com/docview/2637856165
Volume 14
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1BT8IwFH4ROOjFKEpEkTTRo4us69ZxMoAoMZEQlYTb0m7tzQ0ZHLz5I7z49_wlvm5F5OKxWbcle6_fe6_r9z2AywRjOtVJ7ISSCYd1O8yRGGccLUOscLkQqtDSexwHoyl7mPkzu-GW22OVa0wsgDrJYrNHfk0Dj4cY7AP_Zv7mmK5R5u-qbaFRgRrFSqFThVp_OJ48_e6ydDx0MTcodUk9rO_RvjjRp5zz7Ui0DcRFdLk7gH2bFpJeacdD2FFpHXbXrOG8Do3hhpGGE-2SzI_gs5eSP2IZWUqWGSnpt_qdYHpHSoFii2ok06QgqSj77Ctyq15L3WozEGlC-rZVdv798UUG24rOBF_wvFpoESsyXUiRkhGiOTGehXdOCrXOND-G6d3wZTBybKsFJ6Zdf-lQrDpi02KQylDEARO-TqQOgpB62rBvNcW8QjDGpMSUS1OBVaNWTNIw8RCnpNeAapql6gQIU1r6PDYiPJwF1JVa4yiUnHuuK6RowsX6s0fzUlEjwkrEGCfaGKcJrbVFIruq8mjjA6f_Xz6DPWpoCsVZsRZUl4uVOsfkYSnb1kPaULmfuT_rosmp
link.rule.ids 315,783,787,21400,27936,27937,33756,43817,74630
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3PT8IwFG4UDngxihJR1CZ6dJF13TpOBhCCCoQoJNyWdmtvbsjg4M0_wov_nn-Jr1sncvHY7Fey9_re-9p-30PoOoKcTlQUWr6g3KKtJrUE5BlLCR8QLuNcZlp6o7E3mNHHuTs3C26pOVZZxMQsUEdJqNfIb4nnMB-SvefeLd4s3TVK766aFhq7qKylqgB8lTu98eT5d5Wl6YCL2V6uS-oAvgf7AqRwCWNsOxNtB-Isu_QP0L4pC3E7t-Mh2pFxFVUK1nBaRbXehpEGN5opmR6hz3aM_4hlJDFeJTin36p3DOUdzgWKTVTDicIZSUWad9_ge_ma61brAY8j3DGtstPvjy_c3VZ0xvCBl_VS8VDi2VLwGA8gmmPtWfDkJFPrjNNjNOv3pt2BZVotWCFpuSuLAOoIdYtBInweepS7KhLK83ziKM2-VQTqCk4pFQJKLkU4oEYlqSB-5ECcEk4NleIklicIU6mEy0ItwsOoR2yhFIx8wZhj21zwOroqfnuwyBU1AkAi2jjBxjh11CgsEphZlQYbHzj9__Ilqgymo2EwfBg_naE9oikL2bmxBiqtlmt5DoXESlwYb_kB4ODLsg
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3JTsMwEB1BkYALYhVLAUtwJGrjOHF6QiytylZVQKXeIjuxbySlCQdufAQXfo8vYZw4lF44RtmkzPjNPGfmDcBpgjGd6iR2QsmEwzpt5kiMM46WITJcLoQqtfQeBkF_xG7H_tjWP-W2rLLGxBKokyw2e-QtGng8xGAf-C1tyyKG173zyatjJkiZP612nMYiLHEWeO0GLF12B8PH3x2Xtofu5gaVRqmHXB9tjfTCp5zz-ag0D8plpOmtw5pNEclFZdMNWFDpJqzUHcT5Jux0Z91peKFdnvkWfF6k5I9wRpaSIiNVK65-J5jqkUqs2CIcyTQpG1aUffYZuVYvlYa1ORBpQi7t2Oz8--OLXM2rOxN8wdPbVItYkdFUipT0EdmJ8TK8c1gqd6b5Nox63eervmPHLjgx7fiFQ5GBxGbcIJWhiAMmfJ1IHQQh9bTpxNUUcwzBGJMS0y9NBTJIrZikYeIhZklvBxpplqpdIExp6fPYCPKgTagrtcajUHLuua6QYg9O6s8eTSp1jQhZiTFONDPOHjRri0R2heXRzB_2_z99DMvoKNH9zeDuAFap6V4oS8ia0Cimb-oQc4pCHlln-QH46s_g
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=An+Investigation+to+Identify+the+Effectiveness+of+Socioeconomic%2C+Demographic%2C+and+Buildings%E2%80%99+Characteristics+on+Surface+Urban+Heat+Island+Patterns&rft.jtitle=Sustainability&rft.au=Sidiqui%2C+Paras&rft.au=Muhammad+Atiq+Ur+Rehman+Tariq&rft.au=Ng%2C+Anne+W+M&rft.date=2022-03-01&rft.pub=MDPI+AG&rft.eissn=2071-1050&rft.volume=14&rft.issue=5&rft.spage=2777&rft_id=info:doi/10.3390%2Fsu14052777&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2071-1050&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2071-1050&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2071-1050&client=summon