OurRank: A software requirements prioritization method based on qualitative assessment and cost-benefit prediction

Requirements prioritization is an activity aimed at determining the essential requirements to include in a software release. Although there are several prioritization methods to systematize this task, there are still unresolved challenges. Existing methods do not guarantee that requirements prioriti...

Full description

Saved in:
Bibliographic Details
Published inIEEE access Vol. 10; p. 1
Main Authors Rojas, Luis, Olivares-Rodriguez, Cristian, Alvarez, Claudio, Campos, Pedro G.
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 01.01.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text
ISSN2169-3536
2169-3536
DOI10.1109/ACCESS.2022.3230152

Cover

Abstract Requirements prioritization is an activity aimed at determining the essential requirements to include in a software release. Although there are several prioritization methods to systematize this task, there are still unresolved challenges. Existing methods do not guarantee that requirements prioritization meets stakeholder expectations and goals. This is because most prioritization methods operate by considering only quantitative information, making it difficult to formally capture stakeholder interests and perspectives that can rather be made explicit in qualitative terms. Likewise, methods including qualitative information only consider elements associated with benefit estimation, that is, positive aspects of the project, but neglect costs or negative aspects. As a result, the prioritization process is driven by a partial view of constraints. Such methods also fail at capturing and combining expert knowledge that decision-makers can bring into the decision-making process. In this research, we propose a novel method for software requirements prioritization, which facilitates incorporating experts' qualitative assessment at the outset of the prioritization process and considers both benefit and cost constraints. Details of the method are presented, together with a case study describing a real application scenario. Recommendations and guidelines regarding the application of the method are proposed based on the results of the case study.
AbstractList Requirements prioritization is an activity aimed at determining the essential requirements to include in a software release. Although there are several prioritization methods to systematize this task, there are still unresolved challenges. Existing methods do not guarantee that requirements prioritization meets stakeholder expectations and goals. This is because most prioritization methods operate by considering only quantitative information, making it difficult to formally capture stakeholder interests and perspectives that can rather be made explicit in qualitative terms. Likewise, methods including qualitative information only consider elements associated with benefit estimation, that is, positive aspects of the project, but neglect costs or negative aspects. As a result, the prioritization process is driven by a partial view of constraints. Such methods also fail at capturing and combining expert knowledge that decision-makers can bring into the decision-making process. In this research, we propose a novel method for software requirements prioritization, which facilitates incorporating experts' qualitative assessment at the outset of the prioritization process and considers both benefit and cost constraints. Details of the method are presented, together with a case study describing a real application scenario. Recommendations and guidelines regarding the application of the method are proposed based on the results of the case study.
Author Alvarez, Claudio
Rojas, Luis
Olivares-Rodriguez, Cristian
Campos, Pedro G.
Author_xml – sequence: 1
  givenname: Luis
  orcidid: 0000-0002-4446-227X
  surname: Rojas
  fullname: Rojas, Luis
  organization: Departamento de Ciencias de la Computación y Tecnologías de la Información, Universidad del Bío-Bío, Andrés Bello 720, Chillan, Chile
– sequence: 2
  givenname: Cristian
  surname: Olivares-Rodriguez
  fullname: Olivares-Rodriguez, Cristian
  organization: Facultad de Ciencias de la Ingeniería, Universidad Austral de Chile, Av. General Lagos, 2086, Valdivia, Chile
– sequence: 3
  givenname: Claudio
  orcidid: 0000-0002-5442-2140
  surname: Alvarez
  fullname: Alvarez, Claudio
  organization: Facultad de Ingeniería y Ciencias Aplicadas, Universidad de los Andes, Monseñor Álvaro del Portillo 12455, Santiago, Chile
– sequence: 4
  givenname: Pedro G.
  surname: Campos
  fullname: Campos, Pedro G.
  organization: Departamento Sistemas de Información, Universidad del Bío-Bío, Avda. Collao 1202, Concepción, Chile
BookMark eNp9kctuEzEUhkeoSJTSJ-jGEutJx9cZs4uiQitVqkRhbflyDA6J3dgeKnh6nE5BiAXe2Ofy_To-_-vuJKYIXXeBhxXGg7xcbzZX9_crMhCyooQOmJMX3SnBQvaUU3Hy1_tVd17Kdmhnaik-nnb5bs4fdfz2Dq1RSb4-6gwow2EOGfYQa0EPOaQcavipa0gR7aF-TQ4ZXcChFh9mvQu11b4D0qVAKUcM6eiQTaX2BiL4UJsMuGCPEm-6l17vCpw_32fd5_dXnzbX_e3dh5vN-ra3bJhq7wkTkk5essFpbYSUdmTEGcYZN3QC7LzwDCYxCgzEe2IJGDBstJp5A4KedTeLrkt6q9o39jr_UEkH9ZRI-YvSuQa7A2XEJCYOktuRMGKIEQ4EZ45bKyh2vGm9XbQecjrMUKrapjnHNr4iIx_xKOSAW5dcumxOpWTwyj6tJsWaddgpPKijY2pxTB0dU8-ONZb-w_6e-P_UxUIFAPhDSCkxJhP9BfEapmw
CODEN IAECCG
CitedBy_id crossref_primary_10_1002_smr_70010
crossref_primary_10_1109_ACCESS_2025_3552490
Cites_doi 10.1016/j.jss.2018.01.036
10.1109/ICCNIT.2011.6020888
10.1007/s11024-016-9308-7
10.1016/j.knosys.2015.04.010
10.1109/TSE.2012.52
10.1016/j.jss.2016.09.043
10.1016/j.jss.2019.110417
10.1016/j.ijinfomgt.2017.01.005
10.1016/j.ijhcs.2017.02.008
10.1007/BF03191825
10.1016/j.csi.2019.103389
10.1007/s00766-013-0178-3
10.1016/j.jksuci.2019.12.002
10.1007/978-3-319-16101-3_22
10.1016/j.csi.2016.08.011
10.1109/LISAT.2017.8001961
10.1109/ACCESS.2020.2971382
10.3233/JIFS-182907
10.1007/s11269-020-02741-y
10.1109/RE.2005.58
10.1109/MS.2007.30
10.4018/978-1-7998-7979-4.ch021
10.1016/S0024-6301(99)00115-6
10.1007/s12599-012-0236-2
10.1016/j.infsof.2014.02.001
10.1109/RCIS.2011.6006849
10.1109/AGILE.2006.60
10.1201/9781420025439
10.1051/matecconf/20167604016
10.1016/j.infsof.2012.07.003
10.4018/IJSI.289167
10.1016/j.biocon.2019.108324
10.1007/s00766-019-00326-9
10.1177/1748006X17742765
10.1109/RCIS.2010.5507388
10.1016/j.neucom.2020.04.100
10.1007/s00766-018-0298-x
10.55969/paradigmplus.v3n1a1
10.1109/52.605933
10.1109/FUZZ45933.2021.9494422
10.1007/978-3-642-19858-8_18
10.33093/jiwe.2022.1.1.1
10.2307/25148625
10.1109/ICSTSN53084.2022.9761298
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022
DBID 97E
ESBDL
RIA
RIE
AAYXX
CITATION
7SC
7SP
7SR
8BQ
8FD
JG9
JQ2
L7M
L~C
L~D
DOA
DOI 10.1109/ACCESS.2022.3230152
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE Xplore Open Access Journals
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Electronic Library (IEL)
CrossRef
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Engineered Materials Abstracts
METADEX
Technology Research Database
Materials Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Directory of Open Access Journals
DatabaseTitle CrossRef
Materials Research Database
Engineered Materials Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Advanced Technologies Database with Aerospace
METADEX
Computer and Information Systems Abstracts Professional
DatabaseTitleList
Materials Research 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: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2169-3536
EndPage 1
ExternalDocumentID oai_doaj_org_article_b68685e95c7242b2b6de654d5cc631d5
10_1109_ACCESS_2022_3230152
9991128
Genre orig-research
GroupedDBID 0R~
5VS
6IK
97E
AAJGR
ABAZT
ABVLG
ACGFS
ADBBV
ALMA_UNASSIGNED_HOLDINGS
BCNDV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
EBS
ESBDL
GROUPED_DOAJ
IPLJI
JAVBF
KQ8
M43
M~E
O9-
OCL
OK1
RIA
RIE
RNS
4.4
AAYXX
AGSQL
CITATION
EJD
RIG
7SC
7SP
7SR
8BQ
8FD
JG9
JQ2
L7M
L~C
L~D
ID FETCH-LOGICAL-c408t-f246938f940daab699c742db4545b38e1df6f4e86761e2ff2c2ebeb47ca4fbe63
IEDL.DBID RIE
ISSN 2169-3536
IngestDate Wed Aug 27 01:28:41 EDT 2025
Sun Jun 29 15:42:00 EDT 2025
Thu Apr 24 22:59:44 EDT 2025
Tue Jul 01 02:48:36 EDT 2025
Wed Aug 27 02:29:12 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
License https://creativecommons.org/licenses/by/4.0/legalcode
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c408t-f246938f940daab699c742db4545b38e1df6f4e86761e2ff2c2ebeb47ca4fbe63
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-4446-227X
0000-0002-5442-2140
0000-0002-4991-5784
0000-0001-7997-5975
OpenAccessLink https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/document/9991128
PQID 2757176901
PQPubID 4845423
PageCount 1
ParticipantIDs doaj_primary_oai_doaj_org_article_b68685e95c7242b2b6de654d5cc631d5
crossref_primary_10_1109_ACCESS_2022_3230152
proquest_journals_2757176901
ieee_primary_9991128
crossref_citationtrail_10_1109_ACCESS_2022_3230152
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2022-01-01
PublicationDateYYYYMMDD 2022-01-01
PublicationDate_xml – month: 01
  year: 2022
  text: 2022-01-01
  day: 01
PublicationDecade 2020
PublicationPlace Piscataway
PublicationPlace_xml – name: Piscataway
PublicationTitle IEEE access
PublicationTitleAbbrev Access
PublicationYear 2022
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref13
ref57
ref56
ref15
ref14
ref53
Devadas (ref36) 2022; 11
ref52
ref11
ref10
ref54
ref17
ref16
ref19
ref18
Beck (ref22) 2004
ref51
Gottesdiener (ref24) 2007
Gangl (ref42) 2019
ref50
Tabaka (ref25) 2006
ref45
ref48
ref47
ref41
ref43
ref49
Wiegers (ref21) 2013
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
Pohl (ref1) 2016
Ullah (ref55) 2011; 51
ref35
ref34
ref37
ref31
Philpot (ref44) 2017; 2017
ref30
ref33
ref32
ref2
ref39
ref38
Muneer (ref12) 2019; 3
Ahl (ref28) 2005
Leffingwell (ref23) 2003
ref26
ref20
ref27
ref29
Charmaz (ref46) 2005
References_xml – start-page: 507
  volume-title: The Handbook of Qualitative Research
  year: 2005
  ident: ref46
  article-title: Grounded theory in the 21st century: A qualitative method for advancing social justice research
– ident: ref2
  doi: 10.1016/j.jss.2018.01.036
– ident: ref4
  doi: 10.1109/ICCNIT.2011.6020888
– ident: ref40
  doi: 10.1007/s11024-016-9308-7
– year: 2007
  ident: ref24
  article-title: At a glance: Other prioritization methods
– volume: 2017
  start-page: 163
  year: 2017
  ident: ref44
  article-title: Design and application of a values-focused decision support system to facilitate public participation in environmental decision-making
  publication-title: Hohenheim Discuss. Papers Bus., Econ. Social Sci.
– volume: 11
  start-page: 625
  issue: 1
  year: 2022
  ident: ref36
  article-title: Interdependency aware QUBIT and BROWNBOOST rank for large scale requirement prioritization
  publication-title: Int. J. Comput. Digit. Syst.
– ident: ref33
  doi: 10.1016/j.knosys.2015.04.010
– ident: ref17
  doi: 10.1109/TSE.2012.52
– ident: ref18
  doi: 10.1016/j.jss.2016.09.043
– ident: ref6
  doi: 10.1016/j.jss.2019.110417
– ident: ref50
  doi: 10.1016/j.ijinfomgt.2017.01.005
– ident: ref57
  doi: 10.1016/j.ijhcs.2017.02.008
– ident: ref13
  doi: 10.1007/BF03191825
– ident: ref14
  doi: 10.1016/j.csi.2019.103389
– ident: ref48
  doi: 10.1007/s00766-013-0178-3
– ident: ref37
  doi: 10.1016/j.jksuci.2019.12.002
– ident: ref7
  doi: 10.1007/978-3-319-16101-3_22
– ident: ref11
  doi: 10.1016/j.csi.2016.08.011
– ident: ref20
  doi: 10.1109/LISAT.2017.8001961
– ident: ref9
  doi: 10.1109/ACCESS.2020.2971382
– ident: ref39
  doi: 10.3233/JIFS-182907
– volume-title: Collaboration Explained: Facilitation Skills for Software Project Leaders
  year: 2006
  ident: ref25
– ident: ref41
  doi: 10.1007/s11269-020-02741-y
– ident: ref53
  doi: 10.1109/RE.2005.58
– ident: ref30
  doi: 10.1109/MS.2007.30
– ident: ref38
  doi: 10.4018/978-1-7998-7979-4.ch021
– start-page: 56
  year: 2019
  ident: ref42
  article-title: Aggregating expert opinions in support of medical diagnostic decision-making
  publication-title: Knowledge Representation for Health Care, ProHealth (KR4HC)
– volume-title: Extreme Programming Explained: Embrace Change
  year: 2004
  ident: ref22
– volume: 51
  start-page: 21
  issue: 3
  year: 2011
  ident: ref55
  article-title: Modeling business goal for business/it alignment using requirements engineering
  publication-title: J. Comput. Inf. Syst.
– ident: ref54
  doi: 10.1016/S0024-6301(99)00115-6
– ident: ref52
  doi: 10.1007/s12599-012-0236-2
– ident: ref3
  doi: 10.1016/j.infsof.2014.02.001
– ident: ref49
  doi: 10.1109/RCIS.2011.6006849
– volume-title: Managing Software Requirements: A Use Case Approach
  year: 2003
  ident: ref23
– volume-title: Requirements Engineering Fundamentals: A Study Guide for the Certified Professional for Requirements Engineering Exam-Foundation Level-IREB Compliant
  year: 2016
  ident: ref1
– ident: ref29
  doi: 10.1109/AGILE.2006.60
– ident: ref5
  doi: 10.1201/9781420025439
– ident: ref15
  doi: 10.1051/matecconf/20167604016
– ident: ref19
  doi: 10.1016/j.infsof.2012.07.003
– ident: ref35
  doi: 10.4018/IJSI.289167
– ident: ref43
  doi: 10.1016/j.biocon.2019.108324
– ident: ref51
  doi: 10.1007/s00766-019-00326-9
– ident: ref45
  doi: 10.1177/1748006X17742765
– ident: ref27
  doi: 10.1109/RCIS.2010.5507388
– volume: 3
  start-page: 1
  issue: 3
  year: 2019
  ident: ref12
  article-title: Comparison of modern techniques for analyzing NFRs in Agile: A systematic literature review
  publication-title: J. Softw. Eng. Pract.
– ident: ref56
  doi: 10.1016/j.neucom.2020.04.100
– ident: ref47
  doi: 10.1007/s00766-018-0298-x
– ident: ref8
  doi: 10.55969/paradigmplus.v3n1a1
– ident: ref16
  doi: 10.1109/52.605933
– ident: ref34
  doi: 10.1109/FUZZ45933.2021.9494422
– ident: ref26
  doi: 10.1007/978-3-642-19858-8_18
– ident: ref32
  doi: 10.33093/jiwe.2022.1.1.1
– volume-title: Software Requirements
  year: 2013
  ident: ref21
– ident: ref10
  doi: 10.2307/25148625
– year: 2005
  ident: ref28
  article-title: An experimental comparison of five prioritization methods: Investigating ease of use, accuracy and scalability
– ident: ref31
  doi: 10.1109/ICSTSN53084.2022.9761298
SSID ssj0000816957
Score 2.273246
Snippet Requirements prioritization is an activity aimed at determining the essential requirements to include in a software release. Although there are several...
SourceID doaj
proquest
crossref
ieee
SourceType Open Website
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1
SubjectTerms Case studies
Cost-benefit prediction
Decision making
Methods
prioritization method
qualitative prioritization criteria
requirements prioritization
Software
SummonAdditionalLinks – databaseName: Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NT9swFLemntgBbWMTHTD5wJGA46_E3NqKCiEBEwypN8ufUrUpRWkQ__6enVB1mgQXjonsl9i_l_dhO7-H0LFlUTopWKEC5wW33Be1UDbtPkbw_5H4TOpzfSMvH_jVQiy2Sn2lM2E9PXA_cWdW1rIWQQlXQX9LrfRBCu6Fc5KVPrOXEkW2kqlsg-tSKlENNEMlUWeT2QxGBAkhpacM4u5S0H9cUWbsH0qs_GeXs7OZf0K7Q5SIJ_3bfUYfQvMFfdziDtxD7e1Te2ea3-d4gu_Blj6bNuC7kA725hW_Nf7ZLleJsqj_0RJf51rReApuy2O47tkzMu83nmz4ObFpPJ6t1l0xBSsYlx2ISXs5ScRX9DC_-DW7LIYCCoXjpO6KSCH5ZXVUnHhjrFTKQSbsLYewybI6lD7KyEMtK1kGGiN1FDC1vHKGRxsk-4ZGzaoJ-wg7ZqEx8VUZIGLhzijnhGGBmeA8CdUY0Ze51G5gF09FLv7onGUQpXsAdAJADwCM0cmm02NPrvF682kCadM0MWPnG6AvetAX_Za-jNFegngjJAXI4KPH6PAFcj18xWtNKwHZbirZ9f09Hn2AdtJw-gWcQzTq2qdwBCFNZ39k7f0LNa3x4w
  priority: 102
  providerName: Directory of Open Access Journals
Title OurRank: A software requirements prioritization method based on qualitative assessment and cost-benefit prediction
URI https://ieeexplore.ieee.org/document/9991128
https://www.proquest.com/docview/2757176901
https://doaj.org/article/b68685e95c7242b2b6de654d5cc631d5
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1La9wwEBZJTu2hSZqWbpsGHXqMN7ZetnrbLA0hkBZKA7kJPUYQUrzB6yXQX5-R7DV9UXqzjSxkvvG8pPmGkA-OR-WV5IUGIQrhRCgaqV3afYxo_2MZMqnP9Wd1eSOubuXtDjmdamEAIB8-g3m6zHv5YeU3KVV2lpwZ1Ke7ZBfFbKjVmvIpqYGElvVILFSV-myxXOI3YAjI2Jyjp11J9ovxyRz9Y1OVPzRxNi8X--R6u7DhVMn9fNO7uf_xG2fj_678gLwY_Uy6GATjkOxA-5I8_4l98Ih0XzbdV9vef6QLukZt_Gg7oB2ko8E5Z7imD93dKpEeDaWadOg2TZPhCxTvh4LMzBxO7cTwSW0bqF-t-8KhHo13PU6TdoPSFK_IzcWnb8vLYmzBUHhRNn0RGYbPvIlalMFap7T2GEsHJ9DxcryBKkQVBTSqVhWwGJlnKBVO1N6K6EDx12SvXbXwhlDPHQ4uQ10B-jzCW-29tBy4BR9KqGeEbbExfuQnT20yvpscp5TaDICaBKgZAZ2R0-mlh4Ge49_DzxPo09DErZ0fIFhm_FWNU41qJGjpa5RYx5wKoKQI0nvFqyBn5CgBPE0yYjsjx1sRMqMeWBtWS4yXU9Ovt39_6x15lhY4JHWOyV7fbeA9ujm9O8npgZMs5U_iqv3c
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwELZKOQAHXgWxUMAHjs028Ssxt2VFtUC3SKiVerP8GEtV0W6VzQqJX8_YyUa8hLglkWM5-ibzsucbQt44HpVXkhcahCiEE6FopHZp9zGi_Y9lyKQ-yzO1uBAfL-XlHjkaa2EAIB8-g2m6zHv5Ye23KVV2nJwZ1Ke3yG2JUUXTV2uNGZXUQkLLeqAWqkp9PJvP8SswCGRsytHXriT7xfxklv6hrcofujgbmJMHZLlbWn-u5Hq67dzUf_-NtfF_1_6Q3B88TTrrReMR2YPVY3LvJ_7BA9J-3rZf7Or6LZ3RDerjb7YF2kI6HJyzhht6016tE-1RX6xJ-37TNJm-QPG-L8nM3OHUjhyf1K4C9etNVzjUpPGqw2nSflCa4gm5OHl_Pl8UQxOGwouy6YrIMIDmTdSiDNY6pbXHaDo4ga6X4w1UIaoooFG1qoDFyDxDuXCi9lZEB4o_Jfur9QqeEeq5w8FlqCtAr0d4q72XlgO34EMJ9YSwHTbGDwzlqVHGV5MjlVKbHlCTADUDoBNyNL500xN0_Hv4uwT6ODSxa-cHCJYZflbjVKMaCVr6GmXWMacCKCmC9F7xKsgJOUgAj5MM2E7I4U6EzKAJNobVEiPm1Pbr-d_fek3uLM6Xp-b0w9mnF-RuWmyf4jkk-127hZfo9HTuVZb1H14OAEk
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=OurRank%3A+A+software+requirements+prioritization+method+based+on+qualitative+assessment+and+cost-benefit+prediction&rft.jtitle=IEEE+access&rft.au=Rojas%2C+Luis&rft.au=Olivares-Rodriguez%2C+Cristian&rft.au=Alvarez%2C+Claudio&rft.au=Campos%2C+Pedro+G.&rft.date=2022-01-01&rft.pub=IEEE&rft.eissn=2169-3536&rft.spage=1&rft.epage=1&rft_id=info:doi/10.1109%2FACCESS.2022.3230152&rft.externalDocID=9991128
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2169-3536&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2169-3536&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2169-3536&client=summon