Framework to support the Data Science of smart city models for decision-making oriented to the efficient dispatch of service petitions

The evolution of Smart Cities conveys continuous changes involving a great number of variables, which might hamper the development of evaluation tools and methodologies. Most of the metric models for Smart City are based on the selection of key performance indicators (KPI) according to the specific...

Full description

Saved in:
Bibliographic Details
Published in:IET software Vol. 14; no. 2; pp. 159 - 164
Main Authors: Estrada, Elsa, Maciel, Rocío, Negrón, Adriana Peña Pérez, López, Graciela Lara, Larios, Víctor, Ochoa, Alberto
Format: Journal Article
Language:English
Published: The Institution of Engineering and Technology 01.04.2020
Subjects:
Data Science
decision making
evaluation tools
Internet
Java
JavaScript Object Notation document
key performance indicators
metric models
Open Data
public administration
service dispatch
service petitions
service reports
smart cities
smart city models
Smart People
Special Issue: Software Engineering Applications to Solve Organisations Issues
Web applications
Java
key performance indicators
evaluation tools
Web applications
service dispatch
Open Data
Data Science
smart city models
service reports
public administration
metric models
decision-making
service petitions
JavaScript Object Notation document
decision making
smart cities
Smart People
Internet
ISSN:1751-8806, 1751-8814, 1751-8814
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract The evolution of Smart Cities conveys continuous changes involving a great number of variables, which might hamper the development of evaluation tools and methodologies. Most of the metric models for Smart City are based on the selection of key performance indicators (KPI) according to the specific model objectives. As different organisations propose their own indicators generating different models, it is difficult to get a straightforward comparison among models. With the aim of dealing with this and other disadvantages, in this study, a framework based on the application of Data Science to the KPIs is proposed. This framework represents an infrastructure that goes through the treatment of Open Data, facilitating the evaluation of different models comparison intended for decision-making, and to the final stage of dispatching service reports. There are four components that integrate this framework (i) a tree structure to manage the KPIs; (ii) a designed JavaScript Object Notation document for service dispatch; (iii) Web applications for evaluations based on Smart People with four scenarios and; (iv) the infrastructure for reception and attention of reports.
AbstractList The evolution of Smart Cities conveys continuous changes involving a great number of variables, which might hamper the development of evaluation tools and methodologies. Most of the metric models for Smart City are based on the selection of key performance indicators (KPI) according to the specific model objectives. As different organisations propose their own indicators generating different models, it is difficult to get a straightforward comparison among models. With the aim of dealing with this and other disadvantages, in this study, a framework based on the application of Data Science to the KPIs is proposed. This framework represents an infrastructure that goes through the treatment of Open Data, facilitating the evaluation of different models comparison intended for decision-making, and to the final stage of dispatching service reports. There are four components that integrate this framework (i) a tree structure to manage the KPIs; (ii) a designed JavaScript Object Notation document for service dispatch; (iii) Web applications for evaluations based on Smart People with four scenarios and; (iv) the infrastructure for reception and attention of reports.
Author Negrón, Adriana Peña Pérez
López, Graciela Lara
Larios, Víctor
Ochoa, Alberto
Estrada, Elsa
Maciel, Rocío
Author_xml – sequence: 1
  givenname: Elsa
  surname: Estrada
  fullname: Estrada, Elsa
  organization: 1CUCEI of the Universidad de Guadalajara, Av. Revolución 1500, Col. Olímpica 44430, Guadalajara, Jalisco, México
– sequence: 2
  givenname: Rocío
  surname: Maciel
  fullname: Maciel, Rocío
  organization: 2CUCEA of the Universidad de Guadalajara, Periférico Norte 799, 45100, Zapopan, Jalisco, México
– sequence: 3
  givenname: Adriana Peña Pérez
  orcidid: 0000-0001-6823-2367
  surname: Negrón
  fullname: Negrón, Adriana Peña Pérez
  email: adriana.pena@cucei.udg.mx
  organization: 1CUCEI of the Universidad de Guadalajara, Av. Revolución 1500, Col. Olímpica 44430, Guadalajara, Jalisco, México
– sequence: 4
  givenname: Graciela Lara
  surname: López
  fullname: López, Graciela Lara
  organization: 1CUCEI of the Universidad de Guadalajara, Av. Revolución 1500, Col. Olímpica 44430, Guadalajara, Jalisco, México
– sequence: 5
  givenname: Víctor
  surname: Larios
  fullname: Larios, Víctor
  organization: 2CUCEA of the Universidad de Guadalajara, Periférico Norte 799, 45100, Zapopan, Jalisco, México
– sequence: 6
  givenname: Alberto
  surname: Ochoa
  fullname: Ochoa, Alberto
  organization: 3Universidad Autónoma de Ciuadad Juárez, Av. Plutarco Elías Calles no. 1210, 32310, Ciudad Juárez, Chihuahua, México
BookMark eNqFkMtOAyEUhonRxOsDuGPrYirMMGXqzkurJo0uWuOSIBwsdTpMgNr0BXxuGWuMMUZXkHC-_z98-2i7cQ0gdExJjxI2OLUQswBNLyd00COEsS20R3lJs6qibPvrTvq7aD-EOSFlWRaDPfQ28nIBK-dfcHQ4LNvW-YjjDPCVjBJPlIVGAXYGh4VML8rGNV44DXXAxnmsQdlgXZMt5IttnrHzCYigu7QuBYyxXUbE2oZWRjX7yAL_alNsC9HGRIdDtGNkHeDo8zxAD6Ph9PImG99f316ejzPFKCVZoSoGeUk019r081JJ9vSkJDda0cr0aVFwxtWg0EznFc01lFxW_VIVRHKuGRQHiG5ylXcheDCi9TZ9bC0oEZ1IkUSKJFJ0IkUnMjH8B5MkyG7t6KWt_yTPNuTK1rD-v0pMRo_5xYiQnJMEZxu4G5u7pW-SmD_LTn6Zvx1OxWR4962j1aZ4B3Yzrlc
CitedBy_id crossref_primary_10_1051_e3sconf_202346007018
Cites_doi 10.14778/2180912.2180915
10.1109/MC.2012.37
10.1109/MIC.2016.124
10.1049/iet-sen.2017.0344
10.1049/iet-sen.2017.0206
10.13053/rcs-147-8-9
10.1109/JSYST.2015.2424998
10.1109/ICE.2017.8279956
10.1007/978-3-319-48523-2_22
10.1016/j.procs.2015.04.188
ContentType Journal Article
Copyright The Institution of Engineering and Technology
2020 The Institution of Engineering and Technology
Copyright_xml – notice: The Institution of Engineering and Technology
– notice: 2020 The Institution of Engineering and Technology
DBID AAYXX
CITATION
DOI 10.1049/iet-sen.2019.0044
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
CrossRef
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1751-8814
EndPage 164
ExternalDocumentID 10_1049_iet_sen_2019_0044
SFW2BF00270
Genre article
GroupedDBID 0R
24P
29I
3V.
4.4
4IJ
5GY
6IK
8AL
8FE
8FG
8VB
AAJGR
ABJCF
ABPTK
ABUWG
ACDCL
ACGFS
ACIWK
AENEX
AFKRA
ALMA_UNASSIGNED_HOLDINGS
ARAPS
AZQEC
BENPR
BFFAM
BGLVJ
BPHCQ
CS3
DU5
DWQXO
EBS
EJD
ESX
GNUQQ
GOZPB
GRPMH
HCIFZ
HZ
IFIPE
IPLJI
JAVBF
K6V
K7-
L6V
LAI
LOTEE
LXI
M0N
M43
M7S
MS
NADUK
NXXTH
O9-
OCL
P62
PQEST
PQQKQ
PQUKI
PROAC
PTHSS
QWB
RIE
RNS
RUI
U5U
UNMZH
UNR
ZL0
.DC
0R~
0ZK
1OC
2QL
96U
AAHJG
AAMMB
ABMDY
ABQXS
ACCMX
ACESK
ACGFO
ACXQS
ADEYR
AEFGJ
AEGXH
AFAZI
AGXDD
AIDQK
AIDYY
ALUQN
AVUZU
CCPQU
F8P
GROUPED_DOAJ
HZ~
IAO
IDLOA
ITC
K1G
MCNEO
MS~
OK1
PHGZM
PHGZT
PQGLB
PUEGO
WIN
AAYXX
AFFHD
CITATION
ID FETCH-LOGICAL-c4110-3c84e250d7ddf625ca4bbca7fdc18f6133747c93d4d2812de57a865c30a77d4e3
IEDL.DBID 24P
ISICitedReferencesCount 0
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000526392100011&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1751-8806
1751-8814
IngestDate Wed Oct 29 21:13:15 EDT 2025
Tue Nov 18 22:35:12 EST 2025
Tue Sep 09 05:09:56 EDT 2025
Sun Apr 12 11:09:39 EDT 2020
Tue Jan 05 21:45:48 EST 2021
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Java
key performance indicators
evaluation tools
Web applications
service dispatch
Open Data
Data Science
smart city models
service reports
public administration
metric models
decision-making
service petitions
JavaScript Object Notation document
decision making
smart cities
Smart People
Internet
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c4110-3c84e250d7ddf625ca4bbca7fdc18f6133747c93d4d2812de57a865c30a77d4e3
ORCID 0000-0001-6823-2367
OpenAccessLink https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/iet-sen.2019.0044
PageCount 6
ParticipantIDs iet_journals_10_1049_iet_sen_2019_0044
wiley_primary_10_1049_iet_sen_2019_0044_SFW2BF00270
crossref_primary_10_1049_iet_sen_2019_0044
crossref_citationtrail_10_1049_iet_sen_2019_0044
ProviderPackageCode RUI
PublicationCentury 2000
PublicationDate 20200400
April 2020
2020-04-00
PublicationDateYYYYMMDD 2020-04-01
PublicationDate_xml – month: 4
  year: 2020
  text: 20200400
PublicationDecade 2020
PublicationTitle IET software
PublicationYear 2020
Publisher The Institution of Engineering and Technology
Publisher_xml – name: The Institution of Engineering and Technology
References Leotta, M.; Clerissi, D.; Olìanas, D. (C6) 2018; 12
Ishwarappa Anuradha, J. (C13) 2015; 48
Iqbal, W.; Dailey, M.; Carrera, D. (C28) 2016; 10
Ahlgren, B.; Hidell, M.; Ngai, E.C.H.. (C30) 2016; 20
Brewer, E. (C15) 2012; 45
Estrada, E.; Maciel, R.; Ochoa, A. (C23) 2018; 9
Pramod, M.J.; Prasanna, M. (C5) 2018; 12
2015; 48
2018; 9
2012
2011
2009
2016; 10
2019
2016; 20
2007
2018
2017
2016
2014
2003
2013
2018; 12
2012; 45
e_1_2_5_27_1
e_1_2_5_28_1
e_1_2_5_25_1
Clark G. (e_1_2_5_18_1) 2011
e_1_2_5_26_1
e_1_2_5_21_1
e_1_2_5_22_1
Townsend A.M. (e_1_2_5_5_1) 2013
Giffinger R. (e_1_2_5_2_1) 2007
e_1_2_5_29_1
Ghahramani Z. (e_1_2_5_30_1) 2003
Estrada E. (e_1_2_5_24_1) 2018; 9
Institute for Urban Strategies the Mori Memorial Foundation (e_1_2_5_10_1) 2017
e_1_2_5_20_1
Moonen T. (e_1_2_5_12_1) 2013
e_1_2_5_15_1
e_1_2_5_14_1
e_1_2_5_17_1
e_1_2_5_9_1
e_1_2_5_16_1
e_1_2_5_8_1
e_1_2_5_7_1
e_1_2_5_6_1
e_1_2_5_13_1
e_1_2_5_32_1
The Department for Business Innovation and Skills (e_1_2_5_4_1) 2013
e_1_2_5_33_1
e_1_2_5_3_1
e_1_2_5_19_1
Hey T. (e_1_2_5_23_1) 2009
e_1_2_5_31_1
Ericsson (e_1_2_5_11_1) 2014
Chadwick D.W. (e_1_2_5_34_1) 2018
References_xml – volume: 20
  start-page: 52
  issue: 6
  year: 2016
  end-page: 56
  ident: C30
  article-title: Internet of things for smart cities: interoperability and open data
  publication-title: IEEE Internet Comput.
– volume: 48
  start-page: 319
  year: 2015
  end-page: 324
  ident: C13
  article-title: A brief Introduction on big data 5 Vs characteristics and hadoop technology
  publication-title: Procedia Comput. Sci.
– volume: 12
  start-page: 390
  issue: 5
  year: 2018
  end-page: 396
  ident: C5
  article-title: Software architecture pattern selection model for internet of things based systems
  publication-title: IET Softw.
– volume: 12
  start-page: 430
  issue: 5
  year: 2018
  end-page: 436
  ident: C6
  article-title: An acceptance testing approach for internet of things systems
  publication-title: IET Softw.
– volume: 9
  start-page: 25
  year: 2018
  end-page: 40
  ident: C23
  article-title: Smart city visualization tool for the open data georeferenced analysis utilizing machine learning
  publication-title: Int. J. Comb. Optim. Probl. Inform.
– volume: 45
  start-page: 23
  issue: 2
  year: 2012
  end-page: 29
  ident: C15
  article-title: CAP twelve years later: how the ‘rules’ have changed
  publication-title: IEEE Comput. Soc.
– volume: 10
  start-page: 1
  issue: 4
  year: 2016
  end-page: 12
  ident: C28
  article-title: Unsupervised learning of dynamic resource provisioning policies for cloud-hosted multitier web applications
  publication-title: IEEE Syst. J.
– volume: 9
  start-page: 25
  year: 2018
  end-page: 40
  article-title: Smart city visualization tool for the open data georeferenced analysis utilizing machine learning
  publication-title: Int. J. Comb. Optim. Probl. Inform.
– volume: 12
  start-page: 430
  issue: 5
  year: 2018
  end-page: 436
  article-title: An acceptance testing approach for internet of things systems
  publication-title: IET Softw.
– start-page: 233
  year: 2017
  end-page: 245
  article-title: New scheme to visualize clusters model in data mining
– start-page: 205
  year: 2018
  end-page: 214
– start-page: 718
  year: 2018
  end-page: 723
  article-title: Smart city performance measurement framework CITYkeys
– start-page: 72
  year: 2003
  end-page: 112
– start-page: 121
  year: 2018
  end-page: 133
  article-title: Algoritmos para el control de indicadores clave de desempeño para smart cities
– volume: 20
  start-page: 52
  issue: 6
  year: 2016
  end-page: 56
  article-title: Internet of things for smart cities: interoperability and open data
  publication-title: IEEE Internet Comput.
– start-page: 1
  year: 2013
  end-page: 58
– start-page: 1
  year: 2013
  end-page: 10
– start-page: 1
  year: 2011
  end-page: 44
– volume: 45
  start-page: 23
  issue: 2
  year: 2012
  end-page: 29
  article-title: CAP twelve years later: how the ‘rules’ have changed
  publication-title: IEEE Comput. Soc.
– start-page: 1
  year: 2014
  end-page: 8
– year: 2014
– start-page: 6
  year: 2017
  end-page: 11
– start-page: 3
  year: 2013
  end-page: 4
– start-page: 1
  year: 2007
  end-page: 12
– start-page: 622
  year: 2012
  end-page: 633
  article-title: Scalable K-means++
– year: 2017
  article-title: A parallel support vector machine algorithm to identify patterns of pollution in smart cities for metropolitan zone of Guadalajara
– volume: 12
  start-page: 390
  issue: 5
  year: 2018
  end-page: 396
  article-title: Software architecture pattern selection model for internet of things based systems
  publication-title: IET Softw.
– volume: 10
  start-page: 1
  issue: 4
  year: 2016
  end-page: 12
  article-title: Unsupervised learning of dynamic resource provisioning policies for cloud-hosted multitier web applications
  publication-title: IEEE Syst. J.
– start-page: 1
  year: 2016
  end-page: 269
– start-page: 1
  year: 2009
  end-page: 10
– year: 2019
– volume: 48
  start-page: 319
  year: 2015
  end-page: 324
  article-title: A brief Introduction on big data 5 Vs characteristics and hadoop technology
  publication-title: Procedia Comput. Sci.
– year: 2013
– start-page: 3
  volume-title: The business of cities 2013
  year: 2013
  ident: e_1_2_5_12_1
– ident: e_1_2_5_15_1
– ident: e_1_2_5_20_1
– ident: e_1_2_5_28_1
  doi: 10.14778/2180912.2180915
– start-page: 205
  volume-title: Data and applications security XVII
  year: 2018
  ident: e_1_2_5_34_1
– start-page: 1
  volume-title: Smart cities: big data, civic hackers, and the quest for a new utopia
  year: 2013
  ident: e_1_2_5_5_1
– ident: e_1_2_5_26_1
– start-page: 1
  volume-title: Global innovators:international case studies on smart cities
  year: 2013
  ident: e_1_2_5_4_1
– ident: e_1_2_5_17_1
– start-page: 6
  volume-title: Global power city 2017
  year: 2017
  ident: e_1_2_5_10_1
– ident: e_1_2_5_16_1
  doi: 10.1109/MC.2012.37
– start-page: 1
  volume-title: Smart citizens
  year: 2014
  ident: e_1_2_5_11_1
– ident: e_1_2_5_22_1
– ident: e_1_2_5_31_1
  doi: 10.1109/MIC.2016.124
– start-page: 1
  volume-title: The business of cities city indexes in 2011
  year: 2011
  ident: e_1_2_5_18_1
– start-page: 1
  volume-title: City-ranking of European medium-sized
  year: 2007
  ident: e_1_2_5_2_1
– ident: e_1_2_5_7_1
  doi: 10.1049/iet-sen.2017.0344
– ident: e_1_2_5_33_1
– ident: e_1_2_5_6_1
  doi: 10.1049/iet-sen.2017.0206
– ident: e_1_2_5_25_1
  doi: 10.13053/rcs-147-8-9
– ident: e_1_2_5_13_1
– ident: e_1_2_5_8_1
– ident: e_1_2_5_29_1
  doi: 10.1109/JSYST.2015.2424998
– ident: e_1_2_5_3_1
  doi: 10.1109/ICE.2017.8279956
– start-page: 1
  volume-title: The fourth paradigm
  year: 2009
  ident: e_1_2_5_23_1
– start-page: 72
  volume-title: Advanced lectures on machine learning
  year: 2003
  ident: e_1_2_5_30_1
– ident: e_1_2_5_19_1
  doi: 10.1007/978-3-319-48523-2_22
– ident: e_1_2_5_9_1
– ident: e_1_2_5_14_1
  doi: 10.1016/j.procs.2015.04.188
– ident: e_1_2_5_21_1
– ident: e_1_2_5_32_1
– volume: 9
  start-page: 25
  year: 2018
  ident: e_1_2_5_24_1
  article-title: Smart city visualization tool for the open data georeferenced analysis utilizing machine learning
  publication-title: Int. J. Comb. Optim. Probl. Inform.
– ident: e_1_2_5_27_1
SSID ssj0055539
Score 2.1901608
Snippet The evolution of Smart Cities conveys continuous changes involving a great number of variables, which might hamper the development of evaluation tools and...
SourceID crossref
wiley
iet
SourceType Enrichment Source
Index Database
Publisher
StartPage 159
SubjectTerms Data Science
decision making
evaluation tools
Internet
Java
JavaScript Object Notation document
key performance indicators
metric models
Open Data
public administration
service dispatch
service petitions
service reports
smart cities
smart city models
Smart People
Special Issue: Software Engineering Applications to Solve Organisations Issues
Web applications
Title Framework to support the Data Science of smart city models for decision-making oriented to the efficient dispatch of service petitions
URI http://digital-library.theiet.org/content/journals/10.1049/iet-sen.2019.0044
https://onlinelibrary.wiley.com/doi/abs/10.1049%2Fiet-sen.2019.0044
Volume 14
WOSCitedRecordID wos000526392100011&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: PRVWIB
  databaseName: Wiley Online Library Free Content
  customDbUrl:
  eissn: 1751-8814
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0055539
  issn: 1751-8806
  databaseCode: WIN
  dateStart: 20130101
  isFulltext: true
  titleUrlDefault: https://onlinelibrary.wiley.com
  providerName: Wiley-Blackwell
– providerCode: PRVWIB
  databaseName: Wiley Open Access
  customDbUrl:
  eissn: 1751-8814
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0055539
  issn: 1751-8806
  databaseCode: 24P
  dateStart: 20130101
  isFulltext: true
  titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  providerName: Wiley-Blackwell
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LS-RAEC501oMXZ3ddcVx3aWTxIISdTHdex9WdsMIyCD5vTacfMOA8MNGzR4_-Rn-JVZ1kZFhwQbzkkFR3QnU9vn7kK4AfRHEe8tgFmK2KQKhUB5gUeIDYnWYTmcv82ZyLv8lolF5dZScrcNT-C1PzQywW3MgzfLwmB1dFXYUEQS0O4thWQWmJwjQkykkhVuFDGPKETHsgTtpwHEWRLyeGaTIM0jQUi63N7Oc_XSwlp1V8vAxZfc7Ju-_ytR9ho4Gc7FdtI59gxU4_Q7ct58Aa796Eh7w9qMWqGStv5wTNGQJE9ltVqpVjM8fKCRoc0wjgma-kUzKEvsw05Xqe7h8nvsYVmxGJMkJa6o_6sZ6vAm8xM8ZIhgbje6vDFZvbmjip_ALn-fDs6E_QFGoItAgpjutUWMRSJjHG4YRKK1EUWiXO6DB1CBg4Tlp0xo0wAwQUxkaJSuNI875KEiMs34LOdDa128AiFFHOKW45IiNMlrFyaRwXhjvlVKZ60G9HSOqGxZyKaVxLv5suMomalqhpSZqWpOkeHCyazGsKj9eE9-le48jla4J7S4LHwzN5Ohy9CMi5cT3g3ij-_155ml8ODnNaJejvvKnVV1gf0FqAP1W0C53q5tZ-gzV9V43Lm-_eJ_B6eTx6BkACEdQ
linkProvider Wiley-Blackwell
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Ja9tAFH5kKbSXJF1C3KbpUEoPBVHLM9qOWSwc6pqA3da3YTwLGBLbRErPPeaY35hf0vdGkosJOFByHb15EjNv-WbR9wA-EcV5yGMXYLaaBEKlOsCkwAPE7rSayFzm7-b87CeDQToeZxcbcNb8C1PxQyw33MgzfLwmB6cN6WrBKYgkc2rLoLDEYRoS56QQm7AtMDvRxb6OuGjicRRFvp4Y5skwSNNQLM82s68PVKxkp018vIpZfdLJd5_mc_dgpwad7LiykpewYWevYLcp6MBq_34Nt3lzVYuVc1bcLAicM4SI7EyVqpFjc8eKKzQ5phHCM19Lp2AIfpmpC_bc_7m78lWu2JxolBHUkj7SYz1jBTYxM8VYhibjtVUBiy1sRZ1UvIEfeXd02gvqUg2BFiFFcp0Ki2jKJMY4XFJpJSYTrRJndJg6nBSOyxadcSNMByGFsVGi0jjSvK2SxAjL92FrNp_ZA2ARiijnFLccsRGmy1i5NI4nhjvlVKZa0G6mSOqax5zKaVxKf54uMokjLXGkJY20pJFuwZdll0VF4rFO-DO11a5crBP8uCJ43h3JYXfwT0AujGsB91bx-HvlMP_VOclpn6D99r96fYDnvdH3vuyfD769gxcd2hnwd4wOYau8vrHv4Zn-XU6L6yPvIH8BAIMUqQ
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1La9tAEB4SN4Re6qZpqftcQukhIGp5V69jW1vU1AiDkya3Zb0PMDS2ieScc-yxv7G_pDMrycUUUii5SrMjsZrHN7urbwDeEcV5yGMXYLaaB0KlOsCkwAPE7lRNZC7zZ3O-TZKiSC8vs-keDNt_YWp-iO2CG3mGj9fk4HZtXF1wCiLJXNgqKC1xmIbEOSnEPjwQiMfpYNfFuGjjcRRFvp8Y5skwSNNQbPc2sw9_qdjJTvt4exez-qSTd-_ndR_DowZ0so-1lRzBnl0-gW7b0IE1_n0MP_L2qBarVqzcrAmcM4SIbKgq1cqxlWPlFZoc0wjhme-lUzIEv8w0DXt-3f688l2u2IpolBHUkj7SYz1jBV5iZoGxDE3Ga6sDFlvbmjqpfArn-ejs85egadUQaBFSJNepsIimTGKMw5JKKzGfa5U4o8PUIWTgWLbojBthBggpjI0SlcaR5n2VJEZY_gw6y9XSPgcWoYhyTnHLERthuoyVS-N4brhTTmWqB_32E0nd8JhTO43v0u-ni0ziTEucaUkzLWmme3C6HbKuSTzuEn5P1xpXLu8SPNkRHI_O5GxU_BGQaAA94N4q_v1cOcsvBp9yWifov_ivUW_hcDrM5WRcfH0JDwe0MOCPGL2CTnW9sa_hQN9Ui_L6jfeP3zAtFJo
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=Framework+to+support+the+Data+Science+of+smart+city+models+for+decision%E2%80%90making+oriented+to+the+efficient+dispatch+of+service+petitions&rft.jtitle=IET+software&rft.au=Estrada%2C+Elsa&rft.au=Maciel%2C+Roc%C3%ADo&rft.au=Negr%C3%B3n%2C+Adriana+Pe%C3%B1a+P%C3%A9rez&rft.au=L%C3%B3pez%2C+Graciela+Lara&rft.date=2020-04-01&rft.issn=1751-8806&rft.volume=14&rft.issue=2&rft.spage=159&rft.epage=164&rft_id=info:doi/10.1049%2Fiet-sen.2019.0044&rft.externalDBID=n%2Fa&rft.externalDocID=10_1049_iet_sen_2019_0044
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1751-8806&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1751-8806&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1751-8806&client=summon