Multi-objective optimization of a series–parallel system using GPSIA

The optimal solution of a multi-objective optimization problem (MOP) corresponds to a Pareto set that is characterized by a tradeoff between objectives. Genetic Pareto Set Identification Algorithm (GPSIA) proposed for reliability-redundant MOPs is a hybrid technique which combines genetic and heuris...

Full description

Saved in:
Bibliographic Details
Published inReliability engineering & system safety Vol. 103; pp. 61 - 71
Main Authors Okafor, Ekene Gabriel, Sun, You-Chao
Format Journal Article
LanguageEnglish
Published Oxford Elsevier Ltd 01.07.2012
Elsevier
Subjects
Online AccessGet full text
ISSN0951-8320
1879-0836
DOI10.1016/j.ress.2012.03.014

Cover

Loading…
Abstract The optimal solution of a multi-objective optimization problem (MOP) corresponds to a Pareto set that is characterized by a tradeoff between objectives. Genetic Pareto Set Identification Algorithm (GPSIA) proposed for reliability-redundant MOPs is a hybrid technique which combines genetic and heuristic principles to generate non-dominated solutions. Series–parallel system with active redundancy is studied in this paper. Reliability and cost were the research objective functions subject to cost and weight constraints. The results reveal an evenly distributed non-dominated front. The distances between successive Pareto points were used to evaluate the general performance of the method. Plots were also used to show the computational results for the type of system studied and the robustness of the technique is discussed in comparison with NSGA-II and SPEA-2.
AbstractList The optimal solution of a multi-objective optimization problem (MOP) corresponds to a Pareto set that is characterized by a tradeoff between objectives. Genetic Pareto Set Identification Algorithm (GPSIA) proposed for reliability-redundant MOPs is a hybrid technique which combines genetic and heuristic principles to generate non-dominated solutions. Series–parallel system with active redundancy is studied in this paper. Reliability and cost were the research objective functions subject to cost and weight constraints. The results reveal an evenly distributed non-dominated front. The distances between successive Pareto points were used to evaluate the general performance of the method. Plots were also used to show the computational results for the type of system studied and the robustness of the technique is discussed in comparison with NSGA-II and SPEA-2.
Author Okafor, Ekene Gabriel
Sun, You-Chao
Author_xml – sequence: 1
  givenname: Ekene Gabriel
  surname: Okafor
  fullname: Okafor, Ekene Gabriel
  email: gabriel.oka4@gmail.com
– sequence: 2
  givenname: You-Chao
  surname: Sun
  fullname: Sun, You-Chao
BackLink http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=25954522$$DView record in Pascal Francis
BookMark eNp9kL1OwzAURi0EEm3hBZiyMCZc_8WxxFJVtFQqAgmYLdexkaM0qey0Upl4B96QJyGliIGh013O-aR7hui0aRuL0BWGDAPOb6os2BgzAphkQDPA7AQNcCFkCgXNT9EAJMdpQQmco2GMFQAwycUATR82defTdllZ0_mtTdp151f-XXe-bZLWJTqJNngbvz4-1zrourZ1Enexs6tkE33zlsyenufjC3TmdB3t5e8dodfp3cvkPl08zuaT8SI1lEKXUmZ0SWThhNXLQuScMOkk1qxY5lgTBk5wgQ1wSU0JriTaCeoEM64sJQZBR-j6sLvW0ejaBd0YH9U6-JUOO0W45IwT0nPkwJnQxhis-0MwqH0xVal9MbUvpoCqvlgvFf8k47ufEF3Qvj6u3h5U2z-_9TaoaLxtjC196MOqsvXH9G9RVYpE
CitedBy_id crossref_primary_10_4028_www_scientific_net_AMR_681_304
crossref_primary_10_1016_j_jngse_2021_104207
crossref_primary_10_1093_imaman_dpv010
crossref_primary_10_1007_s11219_019_09491_0
crossref_primary_10_1016_j_isatra_2014_10_002
crossref_primary_10_1007_s10479_021_04039_7
crossref_primary_10_1007_s40314_015_0278_4
crossref_primary_10_1016_j_ress_2015_07_019
crossref_primary_10_1016_j_apm_2015_01_070
crossref_primary_10_1016_j_ress_2017_01_002
crossref_primary_10_1080_21681015_2013_861363
crossref_primary_10_1016_j_ress_2017_03_025
crossref_primary_10_1007_s12221_013_1722_y
crossref_primary_10_1115_1_4055774
Cites_doi 10.1109/TEVC.2009.2017515
10.1016/j.ress.2003.08.001
10.2514/2.1048
10.1016/j.cor.2008.02.017
10.1109/TVT.2003.808806
10.1016/j.ress.2005.11.053
10.1115/1.1904639
10.1016/j.ress.2005.11.039
10.1016/j.ress.2005.11.018
10.1016/j.asoc.2006.03.001
10.1016/j.ress.2005.11.007
10.1016/j.ress.2009.09.001
10.1016/j.ins.2007.01.003
10.1109/TEVC.2008.925798
10.1016/S1568-4946(02)00068-6
10.1080/10255810390245591
10.1007/s00158-003-0368-6
10.1109/TSMCA.2006.889476
10.1109/24.877336
10.1109/4235.996017
10.1016/j.ress.2007.02.009
10.1007/978-3-540-70928-2_67
10.1016/j.ress.2005.11.046
10.1016/S0377-2217(01)00123-0
10.1145/1143997.1144130
10.1109/TR.1977.5220100
ContentType Journal Article
Copyright 2012 Elsevier Ltd
2015 INIST-CNRS
Copyright_xml – notice: 2012 Elsevier Ltd
– notice: 2015 INIST-CNRS
DBID AAYXX
CITATION
IQODW
DOI 10.1016/j.ress.2012.03.014
DatabaseName CrossRef
Pascal-Francis
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Applied Sciences
EISSN 1879-0836
EndPage 71
ExternalDocumentID 25954522
10_1016_j_ress_2012_03_014
S0951832012000488
GroupedDBID --K
--M
.~1
0R~
123
1B1
1~.
1~5
29P
4.4
457
4G.
5VS
7-5
71M
8P~
9JN
9JO
AABNK
AACTN
AAEDT
AAEDW
AAFJI
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
ABEFU
ABFNM
ABJNI
ABMAC
ABMMH
ABTAH
ABXDB
ABYKQ
ACDAQ
ACGFS
ACIWK
ACNNM
ACRLP
ADBBV
ADEZE
ADMUD
ADTZH
AEBSH
AECPX
AEKER
AENEX
AFKWA
AFRAH
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AHJVU
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
AKYCK
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOMHK
ASPBG
AVARZ
AVWKF
AXJTR
AZFZN
BJAXD
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
GBLVA
HVGLF
HZ~
IHE
J1W
JJJVA
KOM
LY7
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
PRBVW
Q38
R2-
RIG
ROL
RPZ
SDF
SDG
SES
SET
SEW
SPC
SPCBC
SSB
SSO
SST
SSZ
T5K
TN5
WUQ
XPP
ZMT
ZY4
~G-
AATTM
AAXKI
AAYWO
AAYXX
ABWVN
ACRPL
ACVFH
ADCNI
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AFXIZ
AGCQF
AGQPQ
AGRNS
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
BNPGV
CITATION
SSH
EFKBS
IQODW
ID FETCH-LOGICAL-c330t-34cad298f7eab8765249f91a48b61a240f7571c0593cd0fd2af73f74cfdd91073
IEDL.DBID .~1
ISSN 0951-8320
IngestDate Mon Jul 21 09:12:44 EDT 2025
Thu Apr 24 22:52:41 EDT 2025
Tue Jul 01 01:46:24 EDT 2025
Fri Feb 23 02:28:02 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords NSGA-II
PEAS
TCS
Hybridization
WBGA
GUB
MOGA
GA
GADSCRRSU
SPEA
DMOEA
VEGA
WSA
PESA
Genetic Pareto set identification algorithm (GPSIA)
EMOO
RDGA
Series-parallel systems
GPSIA
MOO
MOP
Genetic algorithm
NC
POS
SPEA-2
NPGA
RWGA
Multi-objective optimization
NSGA
Costs
Pareto optimum
Redundancy
Multiobjective programming
Series system
Optimization
Genetic Pareto set identification algorithm
Active system
Parallel system
Heuristic method
Cost function
Robustness
Objective function
Reliability
Language English
License https://www.elsevier.com/tdm/userlicense/1.0
CC BY 4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c330t-34cad298f7eab8765249f91a48b61a240f7571c0593cd0fd2af73f74cfdd91073
PageCount 11
ParticipantIDs pascalfrancis_primary_25954522
crossref_primary_10_1016_j_ress_2012_03_014
crossref_citationtrail_10_1016_j_ress_2012_03_014
elsevier_sciencedirect_doi_10_1016_j_ress_2012_03_014
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2012-07-01
PublicationDateYYYYMMDD 2012-07-01
PublicationDate_xml – month: 07
  year: 2012
  text: 2012-07-01
  day: 01
PublicationDecade 2010
PublicationPlace Oxford
PublicationPlace_xml – name: Oxford
PublicationTitle Reliability engineering & system safety
PublicationYear 2012
Publisher Elsevier Ltd
Elsevier
Publisher_xml – name: Elsevier Ltd
– name: Elsevier
References Marseguerra, Zio, Martorell (bib14) 2006; 91
Rachmawati, Srinivasan (bib7) 2009; 13
Azaron, Perkgoz, Katagiri, Kato, Sakawa (bib23) 2009; 36
Tillman, Hwang, Kuo (bib3) 1977; 26
Ghosh, Sinha, Das (bib17) 2003; 52
Hui, Qingfu (bib28) 2009; 13
Jones, Mirrazavi, Tamiz (bib21) 2002; 137
Gen, Cheng (bib20) 1997
Shan, Wang (bib25) 2005; 127
Adra, Griffin, Fleming (bib10) 2007; 44
Konak, Coit, Smith (bib8) 2006; 9
Sasaki, Gen (bib12) 2003; 2
San Jose-Revuelta (bib15) 2007; 177
Bingul (bib16) 2007; 7
Kuo, Prasad (bib2) 2000; 49
Kuo, Wan (bib4) 2007; 37
Elegbede, Abjallah (bib13) 2003; 82
Zhisheng, Zhizhong, Min (bib18) 2010; 95
Tavakkoli-Moghaddam, Safari, Sassani (bib6) 2008; 91
Rachmawati L, Srinivasan DA. Multi-objective evolutionary algorithm with weighted-sum niching for convergence on knee regions, In: Proceedings of the IEEE Congress Evolutionary Computation, 2006; 1916–1923
Tappeta, Renaud, Messac, Sundararaj (bib9) 2003; 38
Sasaki, Gen (bib11) 2003; 5
Gen, Yun (bib5) 2006; 91
Tian, Zuo (bib22) 2006; 91
Marler RT, Arora JS. Survey of multi-objective optimization methods for Engineering. Structural and Multidisciplinary Optimization. 26(6):369–95
Guest Editorial (bib19) 2006; 91
Zitzler, Laumanns, Thiele (bib27) 2001
Deb, Agrawal, Pratap, Meyarivan (bib26) 2002; 6
Kuo (10.1016/j.ress.2012.03.014_bib2) 2000; 49
Tappeta (10.1016/j.ress.2012.03.014_bib9) 2003; 38
Gen (10.1016/j.ress.2012.03.014_bib5) 2006; 91
10.1016/j.ress.2012.03.014_bib24
Deb (10.1016/j.ress.2012.03.014_bib26) 2002; 6
Tian (10.1016/j.ress.2012.03.014_bib22) 2006; 91
Hui (10.1016/j.ress.2012.03.014_bib28) 2009; 13
Sasaki (10.1016/j.ress.2012.03.014_bib12) 2003; 2
Kuo (10.1016/j.ress.2012.03.014_bib4) 2007; 37
Rachmawati (10.1016/j.ress.2012.03.014_bib7) 2009; 13
Ghosh (10.1016/j.ress.2012.03.014_bib17) 2003; 52
Zhisheng (10.1016/j.ress.2012.03.014_bib18) 2010; 95
Gen (10.1016/j.ress.2012.03.014_bib20) 1997
Tillman (10.1016/j.ress.2012.03.014_bib3) 1977; 26
10.1016/j.ress.2012.03.014_bib1
Guest Editorial (10.1016/j.ress.2012.03.014_bib19) 2006; 91
Elegbede (10.1016/j.ress.2012.03.014_bib13) 2003; 82
Marseguerra (10.1016/j.ress.2012.03.014_bib14) 2006; 91
Zitzler (10.1016/j.ress.2012.03.014_bib27) 2001
Tavakkoli-Moghaddam (10.1016/j.ress.2012.03.014_bib6) 2008; 91
Konak (10.1016/j.ress.2012.03.014_bib8) 2006; 9
Adra (10.1016/j.ress.2012.03.014_bib10) 2007; 44
Jones (10.1016/j.ress.2012.03.014_bib21) 2002; 137
Shan (10.1016/j.ress.2012.03.014_bib25) 2005; 127
Azaron (10.1016/j.ress.2012.03.014_bib23) 2009; 36
Sasaki (10.1016/j.ress.2012.03.014_bib11) 2003; 5
San Jose-Revuelta (10.1016/j.ress.2012.03.014_bib15) 2007; 177
Bingul (10.1016/j.ress.2012.03.014_bib16) 2007; 7
References_xml – volume: 2
  start-page: 189
  year: 2003
  end-page: 196
  ident: bib12
  article-title: Fuzzy multiple objective optimal system design by Hybrid genetic algorithm
  publication-title: Applied Soft Computing
– volume: 91
  start-page: 1049
  year: 2006
  end-page: 1056
  ident: bib22
  article-title: Redundancy allocation for multi-state systems using physical programming and genetic algorithms
  publication-title: Reliability Engineering & System Safety
– reference: Marler RT, Arora JS. Survey of multi-objective optimization methods for Engineering. Structural and Multidisciplinary Optimization. 26(6):369–95
– volume: 91
  start-page: 1008
  year: 2006
  end-page: 1026
  ident: bib5
  article-title: Soft computing approach for reliability optimization: state-of-the- art survey
  publication-title: Reliability Engineering & System Safety
– volume: 91
  start-page: 550
  year: 2008
  end-page: 556
  ident: bib6
  article-title: Reliability optimization of series parallel systems with a choice of redundancy strategies using a genetic algorithm
  publication-title: Reliability Engineering & System Safety
– volume: 137
  start-page: 1
  year: 2002
  end-page: 9
  ident: bib21
  article-title: Multiobjective meta-heuristics: an overview of current state-of-the-art
  publication-title: European Journal of Operations and Research
– volume: 26
  start-page: 148
  year: 1977
  end-page: 152
  ident: bib3
  article-title: Optimization techniques for system reliability with redundancy – a review
  publication-title: IEEE Transactions on Reliability
– volume: 5
  start-page: 281
  year: 2003
  end-page: 288
  ident: bib11
  article-title: Method of fuzzy multi-objective nonlinear programming with GUB structure by Hybrid genetic algorithm
  publication-title: International Journal of Smart Engineering Design
– volume: 9
  start-page: 992
  year: 2006
  end-page: 1007
  ident: bib8
  article-title: Multi-objective optimization using genetic algorithms: a tutorial
  publication-title: Reliability Engineering & System Safety
– volume: 52
  start-page: 860
  year: 2003
  end-page: 875
  ident: bib17
  article-title: Channel assignment using genetic algorithm based on geometric symmetry
  publication-title: IEEE Transactions on Vehicular Technology
– volume: 95
  start-page: 120
  year: 2010
  end-page: 126
  ident: bib18
  article-title: Some improvement on adaptive genetic algorithm for reliability-related applications
  publication-title: Reliability Engineering & System Safety
– volume: 13
  start-page: 284
  year: 2009
  end-page: 302
  ident: bib28
  article-title: Multi-objective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II
  publication-title: IEEE Transactions on Evolutionary Computation
– volume: 177
  start-page: 2655
  year: 2007
  end-page: 2678
  ident: bib15
  article-title: New adaptive genetic algorithm for fixed channel assignment
  publication-title: Information Science
– year: 1997
  ident: bib20
  article-title: Genetic Algorithms and Engineering Design
– volume: 44
  start-page: 908
  year: 2007
  end-page: 921
  ident: bib10
  article-title: Comparative study of progressive preference articulation techniques for multi-optimization
  publication-title: In: Proceedings of the 4
– volume: 91
  start-page: 975
  year: 2006
  end-page: 976
  ident: bib19
  article-title: Genetic algorithms in reliability engineering
  publication-title: Reliability Engineering & System Safety
– year: 2001
  ident: bib27
  article-title: SPEA2: improving the strength Pareto evolutionary algorithm
  publication-title: Swiss Federal Institute of Technology: Zurich Switzerland
– volume: 36
  start-page: 1562
  year: 2009
  end-page: 1571
  ident: bib23
  article-title: Multi-objective reliability optimization for dissimilar – unit cold-standby systems using a genetic algorithm
  publication-title: Comparative & Operation Research
– volume: 38
  start-page: 917
  year: 2003
  end-page: 926
  ident: bib9
  article-title: Interactive physical programming: trade-off analysis and decision making in multi-criteria optimization
  publication-title: AIAA Journal
– volume: 127
  start-page: 866
  year: 2005
  end-page: 875
  ident: bib25
  article-title: An efficient Pareto set identification approach for multi-objective optimization on black box function
  publication-title: Journal of Mechanical Design
– volume: 13
  start-page: 810
  year: 2009
  end-page: 824
  ident: bib7
  article-title: Multiobjective evolutionary algorithm with controllable focus on the knees of the Pareto front
  publication-title: IEEE Transactions on Evolutionary Computation
– volume: 37
  start-page: 143
  year: 2007
  end-page: 156
  ident: bib4
  article-title: Recent advances in optimal reliability allocation
  publication-title: IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans
– volume: 91
  start-page: 977
  year: 2006
  end-page: 991
  ident: bib14
  article-title: Basics of genetic algorithms optimization for RAMS applications
  publication-title: Reliability Engineering & System Safety
– volume: 6
  start-page: 182
  year: 2002
  end-page: 197
  ident: bib26
  article-title: A fast and elitist multi-objective genetic algorithm: NSGA-II
  publication-title: IEEE Transactions on Evolutionary Computation
– volume: 82
  start-page: 319
  year: 2003
  end-page: 330
  ident: bib13
  article-title: Availability allocation to repairable systems with genetic algorithms: a multi-objective formulation
  publication-title: Reliability Engineering & System Safety
– reference: Rachmawati L, Srinivasan DA. Multi-objective evolutionary algorithm with weighted-sum niching for convergence on knee regions, In: Proceedings of the IEEE Congress Evolutionary Computation, 2006; 1916–1923
– volume: 49
  start-page: 176
  year: 2000
  end-page: 187
  ident: bib2
  article-title: An annotated overview of system reliability optimization
  publication-title: IEEE Transactions on Reliability
– volume: 7
  start-page: 791
  year: 2007
  end-page: 799
  ident: bib16
  article-title: Adaptive genetic algorithm applied to dynamic multi-objective problems
  publication-title: Applied Soft Computing
– volume: 13
  start-page: 810
  issue: 4
  year: 2009
  ident: 10.1016/j.ress.2012.03.014_bib7
  article-title: Multiobjective evolutionary algorithm with controllable focus on the knees of the Pareto front
  publication-title: IEEE Transactions on Evolutionary Computation
  doi: 10.1109/TEVC.2009.2017515
– year: 2001
  ident: 10.1016/j.ress.2012.03.014_bib27
  article-title: SPEA2: improving the strength Pareto evolutionary algorithm
  publication-title: Swiss Federal Institute of Technology: Zurich Switzerland
– volume: 82
  start-page: 319
  issue: 3
  year: 2003
  ident: 10.1016/j.ress.2012.03.014_bib13
  article-title: Availability allocation to repairable systems with genetic algorithms: a multi-objective formulation
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2003.08.001
– volume: 38
  start-page: 917
  issue: 5
  year: 2003
  ident: 10.1016/j.ress.2012.03.014_bib9
  article-title: Interactive physical programming: trade-off analysis and decision making in multi-criteria optimization
  publication-title: AIAA Journal
  doi: 10.2514/2.1048
– volume: 36
  start-page: 1562
  issue: 5
  year: 2009
  ident: 10.1016/j.ress.2012.03.014_bib23
  article-title: Multi-objective reliability optimization for dissimilar – unit cold-standby systems using a genetic algorithm
  publication-title: Comparative & Operation Research
  doi: 10.1016/j.cor.2008.02.017
– volume: 52
  start-page: 860
  issue: 4
  year: 2003
  ident: 10.1016/j.ress.2012.03.014_bib17
  article-title: Channel assignment using genetic algorithm based on geometric symmetry
  publication-title: IEEE Transactions on Vehicular Technology
  doi: 10.1109/TVT.2003.808806
– volume: 91
  start-page: 1008
  issue: 9
  year: 2006
  ident: 10.1016/j.ress.2012.03.014_bib5
  article-title: Soft computing approach for reliability optimization: state-of-the- art survey
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2005.11.053
– volume: 127
  start-page: 866
  issue: 5
  year: 2005
  ident: 10.1016/j.ress.2012.03.014_bib25
  article-title: An efficient Pareto set identification approach for multi-objective optimization on black box function
  publication-title: Journal of Mechanical Design
  doi: 10.1115/1.1904639
– volume: 91
  start-page: 1049
  issue: 9
  year: 2006
  ident: 10.1016/j.ress.2012.03.014_bib22
  article-title: Redundancy allocation for multi-state systems using physical programming and genetic algorithms
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2005.11.039
– volume: 9
  start-page: 992
  issue: 1
  year: 2006
  ident: 10.1016/j.ress.2012.03.014_bib8
  article-title: Multi-objective optimization using genetic algorithms: a tutorial
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2005.11.018
– volume: 7
  start-page: 791
  issue: 3
  year: 2007
  ident: 10.1016/j.ress.2012.03.014_bib16
  article-title: Adaptive genetic algorithm applied to dynamic multi-objective problems
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2006.03.001
– volume: 91
  start-page: 975
  issue: 9
  year: 2006
  ident: 10.1016/j.ress.2012.03.014_bib19
  article-title: Genetic algorithms in reliability engineering
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2005.11.007
– volume: 95
  start-page: 120
  issue: 2
  year: 2010
  ident: 10.1016/j.ress.2012.03.014_bib18
  article-title: Some improvement on adaptive genetic algorithm for reliability-related applications
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2009.09.001
– volume: 177
  start-page: 2655
  issue: 13
  year: 2007
  ident: 10.1016/j.ress.2012.03.014_bib15
  article-title: New adaptive genetic algorithm for fixed channel assignment
  publication-title: Information Science
  doi: 10.1016/j.ins.2007.01.003
– volume: 13
  start-page: 284
  issue: 2
  year: 2009
  ident: 10.1016/j.ress.2012.03.014_bib28
  article-title: Multi-objective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II
  publication-title: IEEE Transactions on Evolutionary Computation
  doi: 10.1109/TEVC.2008.925798
– volume: 2
  start-page: 189
  issue: 3
  year: 2003
  ident: 10.1016/j.ress.2012.03.014_bib12
  article-title: Fuzzy multiple objective optimal system design by Hybrid genetic algorithm
  publication-title: Applied Soft Computing
  doi: 10.1016/S1568-4946(02)00068-6
– volume: 5
  start-page: 281
  issue: 4
  year: 2003
  ident: 10.1016/j.ress.2012.03.014_bib11
  article-title: Method of fuzzy multi-objective nonlinear programming with GUB structure by Hybrid genetic algorithm
  publication-title: International Journal of Smart Engineering Design
  doi: 10.1080/10255810390245591
– ident: 10.1016/j.ress.2012.03.014_bib1
  doi: 10.1007/s00158-003-0368-6
– volume: 37
  start-page: 143
  issue: 2
  year: 2007
  ident: 10.1016/j.ress.2012.03.014_bib4
  article-title: Recent advances in optimal reliability allocation
  publication-title: IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans
  doi: 10.1109/TSMCA.2006.889476
– volume: 49
  start-page: 176
  issue: 2
  year: 2000
  ident: 10.1016/j.ress.2012.03.014_bib2
  article-title: An annotated overview of system reliability optimization
  publication-title: IEEE Transactions on Reliability
  doi: 10.1109/24.877336
– volume: 6
  start-page: 182
  issue: 2
  year: 2002
  ident: 10.1016/j.ress.2012.03.014_bib26
  article-title: A fast and elitist multi-objective genetic algorithm: NSGA-II
  publication-title: IEEE Transactions on Evolutionary Computation
  doi: 10.1109/4235.996017
– year: 1997
  ident: 10.1016/j.ress.2012.03.014_bib20
– volume: 91
  start-page: 550
  issue: 9
  year: 2008
  ident: 10.1016/j.ress.2012.03.014_bib6
  article-title: Reliability optimization of series parallel systems with a choice of redundancy strategies using a genetic algorithm
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2007.02.009
– volume: 44
  start-page: 908
  issue: 3
  year: 2007
  ident: 10.1016/j.ress.2012.03.014_bib10
  article-title: Comparative study of progressive preference articulation techniques for multi-optimization
  publication-title: In: Proceedings of the 4th International Conference on Evolutionary Multi-criterion Optimization
  doi: 10.1007/978-3-540-70928-2_67
– volume: 91
  start-page: 977
  issue: 9
  year: 2006
  ident: 10.1016/j.ress.2012.03.014_bib14
  article-title: Basics of genetic algorithms optimization for RAMS applications
  publication-title: Reliability Engineering & System Safety
  doi: 10.1016/j.ress.2005.11.046
– volume: 137
  start-page: 1
  issue: 1
  year: 2002
  ident: 10.1016/j.ress.2012.03.014_bib21
  article-title: Multiobjective meta-heuristics: an overview of current state-of-the-art
  publication-title: European Journal of Operations and Research
  doi: 10.1016/S0377-2217(01)00123-0
– ident: 10.1016/j.ress.2012.03.014_bib24
  doi: 10.1145/1143997.1144130
– volume: 26
  start-page: 148
  issue: 3
  year: 1977
  ident: 10.1016/j.ress.2012.03.014_bib3
  article-title: Optimization techniques for system reliability with redundancy – a review
  publication-title: IEEE Transactions on Reliability
  doi: 10.1109/TR.1977.5220100
SSID ssj0004957
Score 2.11832
Snippet The optimal solution of a multi-objective optimization problem (MOP) corresponds to a Pareto set that is characterized by a tradeoff between objectives....
SourceID pascalfrancis
crossref
elsevier
SourceType Index Database
Enrichment Source
Publisher
StartPage 61
SubjectTerms Applied sciences
Decision theory. Utility theory
Exact sciences and technology
Genetic algorithm
Genetic Pareto set identification algorithm (GPSIA)
Hybridization
Mathematical programming
Multi-objective optimization
Operational research and scientific management
Operational research. Management science
Reliability theory. Replacement problems
Series-parallel systems
Title Multi-objective optimization of a series–parallel system using GPSIA
URI https://dx.doi.org/10.1016/j.ress.2012.03.014
Volume 103
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3LTsJAFJ0Q3GiM8RnxQWbhzlQ67QxDl4SIoJGYIAm7yXQeBlKBCG6N_-Af-iXO7QNhIQuXbWba5vTm3LnJuecidBUHmhDNQo-7bOhR7gpWmG3lMaXBm0UqPzX1eezVOwN6P2TDEmoVvTAgq8y5P-P0lK3zO7UczdpsNKr14XDg4hG6P9M4hA52ykHWd_PxK_NwBQAvxsnD6rxxJtN4QUUL8q4gNTol9K_ktDuTcweZzWZdrCSg9j7ay0-OuJl93AEqmckh2lnxEzxC7bSd1pvG44zG8NQRwmveaYmnFksMEWfm359f4PmdJCbBmZczBgH8C7576nebx2jQvn1udbx8UIKnwtBfeCFVUgdRw3IjY0dvzNVUNiKSNuI6kS5nW844UTC9T2nf6kBaHlpOldXaHRd4eILKk-nEnCJsFAuM5ZISaahlJLZgUKRpFNcjY61fQaRASKjcRRyGWSSikIuNBaAqAFXhh8KhWkHXyz2zzENj42pWAC_WIkE4kt-4r7r2l5avcgUeDFIPzv754HO0DVeZRvcClRdv7-bSnUQWcTUNtSraanYfOr0f76Ddxg
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3JTsMwEB2V9gAIIVaxFh-4oahx4tTkWCFKS6FCAiRuluMFFZW2gnLnH_hDvgRP7LIc4MC1qZPoZfRmRpp5D-CwSDSlOksj7rJhxLhrWNHbKsqURm0WqeJS1Oey3-zcsvO77K4CJ7NdGByrDNzvOb1k6_BLI6DZmAwGjWssDlw84vZnGYdzUEN1KlaFWqvb6_S_1iNzL_iJjvJ4IOzO-DEvbGpxwisptU4p-y0_LU3ks0PNeruLbzmovQLLoXgkLf9-q1AxozVY_CYpuA7tcqM2GhcPnsnI2HHCY1i2JGNLJMGgM8_vr28o-z0cmiHxcs4EZ-DvydnVdbe1Abft05uTThS8EiKVpvE0SpmSOsmPLTeycAyXubbK5lSy46JJpUvblmecKjTwUzq2OpGWp5YzZbV2FQNPN6E6Go_MFhCjssRYLhmVhtmMFhY1ijTLi2ZurI23gc4QEioIiaOfxVDMJsYeBKIqEFURp8Khug1Hn2cmXkbjz39nM-DFj2AQjuf_PFf_8ZU-H-V6PPRST3b-eeMDmO_cXF6Ii26_twsLeMWP7O5Bdfr0YvZdYTIt6iHwPgCQXeB3
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=Multi-objective+optimization+of+a+series%E2%80%93parallel+system+using+GPSIA&rft.jtitle=Reliability+engineering+%26+system+safety&rft.au=Okafor%2C+Ekene+Gabriel&rft.au=Sun%2C+You-Chao&rft.date=2012-07-01&rft.pub=Elsevier+Ltd&rft.issn=0951-8320&rft.eissn=1879-0836&rft.volume=103&rft.spage=61&rft.epage=71&rft_id=info:doi/10.1016%2Fj.ress.2012.03.014&rft.externalDocID=S0951832012000488
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0951-8320&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0951-8320&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0951-8320&client=summon