Multi-objective optimization of laminated composite beam structures using NSGA-II algorithm

The paper deals with the multi-objective optimization problems of laminated composite beam structures. The objective function is to minimize the weight of the whole laminated composite beam and maximize the natural frequency. In particular, the simultaneous use of all the design variables such as fi...

Full description

Saved in:
Bibliographic Details
Published inComposite structures Vol. 168; pp. 498 - 509
Main Authors Vo-Duy, T., Duong-Gia, D., Ho-Huu, V., Vu-Do, H.C., Nguyen-Thoi, T.
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 15.05.2017
Subjects
Online AccessGet full text
ISSN0263-8223
1879-1085
1879-1085
DOI10.1016/j.compstruct.2017.02.038

Cover

Abstract The paper deals with the multi-objective optimization problems of laminated composite beam structures. The objective function is to minimize the weight of the whole laminated composite beam and maximize the natural frequency. In particular, the simultaneous use of all the design variables such as fiber volume fractions, thickness and fiber orientation angles of layers is conducted, in which the fiber volume fractions are taken as continuous design variables with the constraint on manufacturing process while the thickness and fiber orientation angles are considered as discrete variables. The beam structure is subjected to the constraint in the natural frequency which must be greater than or equal to a predetermined frequency. For free vibration analysis of the structure, the finite element method is used with the two-node Bernoulli-Euler beam element. For solving the multi-objective optimization problem, the nondominated sorting genetic algorithm II (NSGA-II) is employed. The reliability and effectiveness of the proposed approach are demonstrated through three numerical examples by comparing the current results with those of previous studies in the literature.
AbstractList The paper deals with the multi-objective optimization problems of laminated composite beam structures. The objective function is to minimize the weight of the whole laminated composite beam and maximize the natural frequency. In particular, the simultaneous use of all the design variables such as fiber volume fractions, thickness and fiber orientation angles of layers is conducted, in which the fiber volume fractions are taken as continuous design variables with the constraint on manufacturing process while the thickness and fiber orientation angles are considered as discrete variables. The beam structure is subjected to the constraint in the natural frequency which must be greater than or equal to a predetermined frequency. For free vibration analysis of the structure, the finite element method is used with the two-node Bernoulli-Euler beam element. For solving the multi-objective optimization problem, the nondominated sorting genetic algorithm II (NSGA-II) is employed. The reliability and effectiveness of the proposed approach are demonstrated through three numerical examples by comparing the current results with those of previous studies in the literature.
Author Duong-Gia, D.
Nguyen-Thoi, T.
Vo-Duy, T.
Ho-Huu, V.
Vu-Do, H.C.
Author_xml – sequence: 1
  givenname: T.
  surname: Vo-Duy
  fullname: Vo-Duy, T.
  email: voduytrung@tdt.edu.vn
  organization: Division of Computational Mathematics and Engineering, Institute for Computational Science, Ton Duc Thang University, Ho Chi Minh City, Viet Nam
– sequence: 2
  givenname: D.
  surname: Duong-Gia
  fullname: Duong-Gia, D.
  email: duongdungue@gmail.com
  organization: Division of Computational Mathematics and Engineering, Institute for Computational Science, Ton Duc Thang University, Ho Chi Minh City, Viet Nam
– sequence: 3
  givenname: V.
  surname: Ho-Huu
  fullname: Ho-Huu, V.
  email: V.HoHuu@tudelft.nl
  organization: Faculty of Aerospace Engineering, Delft University of Technology, Delft, The Netherlands
– sequence: 4
  givenname: H.C.
  surname: Vu-Do
  fullname: Vu-Do, H.C.
  email: vdhuycuong@gmail.com
  organization: Department of Mechanics, Faculty of Mathematics and Computer Science, VNUHCM – University of Science, Viet Nam
– sequence: 5
  givenname: T.
  surname: Nguyen-Thoi
  fullname: Nguyen-Thoi, T.
  email: nguyenthoitrung@tdt.edu.vn
  organization: Division of Computational Mathematics and Engineering, Institute for Computational Science, Ton Duc Thang University, Ho Chi Minh City, Viet Nam
BookMark eNqVkUFOwzAQRS0EEm3hDr5AwjhOGneDVCoolQosgBULy3EmxVUSV7ZTVE5PSpGQ2ACrmc1_X_NmSI5b2yIhlEHMgI0v1rG2zcYH1-kQJ8DyGJIYuDgiAybyScRAZMdkAMmYRyJJ-CkZer8GAJEyNiAvd10dTGSLNepgtkjtJpjGvKtgbEttRWvVmFYFLOm-x3oTkBaoGnqo7Bx62nnTruj943waLRZU1SvrTHhtzshJpWqP519zRJ5vrp9mt9HyYb6YTZeR5mMRIsULxlmqc8WTEiFXKuv3MtdVluWMY8ZUihOFwFKeT1gheAlFIvIKkGepBj4ikwO3azdq96bqWm6caZTbSQZyb0mu5bclubckIZG9pT57echqZ713WEltwufxwSlT_wUgfgD-0X11iGIvZ2vQSa8NthpL4_pvyNKa3yEfEHyiww
CitedBy_id crossref_primary_10_1115_1_4064431
crossref_primary_10_1115_1_4040984
crossref_primary_10_1080_17452759_2019_1692673
crossref_primary_10_1177_0954406218761486
crossref_primary_10_1016_j_mtcomm_2023_106718
crossref_primary_10_1016_j_simpat_2024_102927
crossref_primary_10_1016_j_compstruct_2020_111984
crossref_primary_10_1016_j_tws_2024_112718
crossref_primary_10_3390_en14185649
crossref_primary_10_1007_s10999_022_09596_8
crossref_primary_10_1142_S0219876221500651
crossref_primary_10_1007_s40430_022_03615_7
crossref_primary_10_1016_j_icheatmasstransfer_2022_105896
crossref_primary_10_1007_s11831_021_09663_x
crossref_primary_10_1016_j_compstruct_2018_03_063
crossref_primary_10_1016_j_dajour_2023_100356
crossref_primary_10_1016_j_mtcomm_2024_111221
crossref_primary_10_1016_j_sna_2024_115608
crossref_primary_10_1007_s11709_018_0466_6
crossref_primary_10_1016_j_mtcomm_2018_04_011
crossref_primary_10_17352_gje_000070
crossref_primary_10_1080_15376494_2023_2293249
crossref_primary_10_1080_15376494_2020_1770381
crossref_primary_10_1007_s11831_024_10186_4
crossref_primary_10_3390_ma16206794
crossref_primary_10_1016_j_compstruct_2022_115680
crossref_primary_10_1007_s00170_023_11747_w
crossref_primary_10_1016_j_compstruct_2021_114691
crossref_primary_10_1007_s12008_023_01700_2
crossref_primary_10_3390_app14219975
crossref_primary_10_1016_j_tws_2022_110096
crossref_primary_10_1016_j_eswa_2022_117151
crossref_primary_10_1007_s11227_021_03620_y
crossref_primary_10_1007_s12206_021_0233_9
crossref_primary_10_3390_polym14153121
crossref_primary_10_1016_j_eswa_2017_09_051
crossref_primary_10_1016_j_trd_2019_04_007
crossref_primary_10_1016_j_compstruct_2018_08_051
crossref_primary_10_1016_j_oceaneng_2024_120084
crossref_primary_10_1155_2018_5316379
crossref_primary_10_1016_j_cja_2021_03_033
crossref_primary_10_1016_j_procir_2018_05_032
crossref_primary_10_1016_j_compstruct_2024_118692
crossref_primary_10_3390_su11133634
crossref_primary_10_1016_j_isatra_2021_08_007
crossref_primary_10_1016_j_compstruct_2022_115934
crossref_primary_10_1016_j_engstruct_2020_110247
crossref_primary_10_1016_j_tws_2020_107114
crossref_primary_10_1016_j_compstruct_2019_111739
crossref_primary_10_3390_metabo12070603
crossref_primary_10_1016_j_buildenv_2021_108243
crossref_primary_10_2139_ssrn_4117325
crossref_primary_10_3390_jmse7060187
crossref_primary_10_1016_j_ijbiomac_2019_07_208
crossref_primary_10_1061__ASCE_AS_1943_5525_0001182
crossref_primary_10_14775_ksmpe_2019_18_2_014
crossref_primary_10_1177_0021998320960774
crossref_primary_10_32604_cmes_2021_014960
crossref_primary_10_1007_s12221_022_4440_5
crossref_primary_10_1002_smr_2679
crossref_primary_10_1016_j_apm_2021_07_031
crossref_primary_10_1109_ACCESS_2019_2914951
crossref_primary_10_3390_en11061598
crossref_primary_10_1007_s12065_020_00541_2
crossref_primary_10_1016_j_compstruct_2018_05_145
crossref_primary_10_3390_infrastructures9090164
crossref_primary_10_3390_machines9080156
crossref_primary_10_1016_j_compstruct_2018_03_016
crossref_primary_10_1016_j_istruc_2021_06_026
crossref_primary_10_1177_1729881417720467
crossref_primary_10_1016_j_advengsoft_2017_06_015
crossref_primary_10_1007_s00158_021_02965_5
crossref_primary_10_1016_j_conbuildmat_2023_130644
crossref_primary_10_1007_s00542_018_4240_4
crossref_primary_10_1142_S0219876220500073
crossref_primary_10_1016_j_tws_2024_112878
crossref_primary_10_1109_LRA_2020_2972894
crossref_primary_10_1007_s00158_021_02852_z
crossref_primary_10_1038_s41598_024_65836_1
crossref_primary_10_1016_j_compstruct_2021_113706
crossref_primary_10_1007_s11831_021_09699_z
crossref_primary_10_1016_j_enbuild_2018_01_059
crossref_primary_10_1007_s00158_017_1857_3
crossref_primary_10_1080_10298436_2022_2057975
crossref_primary_10_1007_s11277_017_5116_0
crossref_primary_10_1016_j_istruc_2023_05_118
crossref_primary_10_1177_1099636220927650
crossref_primary_10_1016_j_compstruct_2020_112657
crossref_primary_10_1109_ACCESS_2019_2914697
crossref_primary_10_1007_s11709_024_1084_0
crossref_primary_10_1007_s12206_024_0314_7
crossref_primary_10_3390_buildings13112727
crossref_primary_10_3390_ma14175109
crossref_primary_10_1016_j_compstruct_2018_08_028
crossref_primary_10_1007_s41939_019_00048_z
crossref_primary_10_1007_s12008_020_00644_1
crossref_primary_10_1016_j_compstruc_2021_106560
crossref_primary_10_2478_amns_2023_2_01294
crossref_primary_10_1007_s40033_019_00181_6
crossref_primary_10_1108_JM2_06_2020_0152
crossref_primary_10_1016_j_comnet_2021_108041
crossref_primary_10_1007_s42107_023_00950_5
Cites_doi 10.1016/j.compstruct.2015.08.116
10.1016/j.compstruct.2015.09.002
10.1007/s10898-011-9787-x
10.1007/s12541-013-0187-7
10.1007/s11012-011-9482-5
10.1016/j.compstruc.2006.06.001
10.1007/s00366-004-0298-y
10.1016/j.compeleceng.2011.01.010
10.1080/0305215X.2013.776551
10.1243/0954406041319554
10.1016/j.cma.2016.09.029
10.1016/S0022-460X(03)00270-0
10.1016/j.jsv.2003.11.020
10.1016/0263-8223(95)00067-4
10.1016/j.compstruct.2011.10.009
10.1016/j.tws.2015.07.014
10.1007/s00158-003-0368-6
10.1016/j.compositesa.2007.10.011
10.1515/secm-2012-0004
10.17485/ijst/2013/v6i8.22
10.1007/s00466-015-1159-9
10.1109/4235.996017
10.1016/j.compstruct.2014.10.005
10.1016/j.compstruct.2016.03.016
10.1016/j.compstruct.2014.10.031
10.1016/j.compositesb.2012.07.056
10.1016/S0045-7825(01)00173-6
10.1016/j.ijepes.2011.01.014
10.1007/s12206-014-0725-y
10.2514/2.1865
10.1016/j.compstruct.2015.02.069
10.1016/j.compstruct.2016.09.059
10.1109/TPWRS.2008.2004737
10.1016/j.compstruct.2016.02.028
10.1109/TEVC.2007.892759
10.1016/j.compstruct.2015.11.003
10.1002/pc.21230
10.1016/j.asoc.2015.11.010
10.1007/s00158-014-1114-y
10.1016/j.commatsci.2013.11.032
10.1162/evco.1994.2.3.221
ContentType Journal Article
Copyright 2017 Elsevier Ltd
Copyright_xml – notice: 2017 Elsevier Ltd
DBID AAYXX
CITATION
ADTOC
UNPAY
DOI 10.1016/j.compstruct.2017.02.038
DatabaseName CrossRef
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
DatabaseTitleList
Database_xml – sequence: 1
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1879-1085
EndPage 509
ExternalDocumentID oai:tudelft.nl:uuid:ec3ac08a-8281-4a06-a8b4-31afc2379ebe
10_1016_j_compstruct_2017_02_038
S0263822316323728
GroupedDBID --K
--M
.~1
0R~
1B1
1~.
1~5
4.4
457
4G.
5GY
5VS
6TJ
7-5
71M
8P~
9JN
AABNK
AABXZ
AACTN
AAEDT
AAEDW
AAEPC
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAXUO
ABMAC
ABXRA
ABYKQ
ACDAQ
ACGFS
ACRLP
ADBBV
ADEZE
ADTZH
AEBSH
AECPX
AEKER
AENEX
AEZYN
AFKWA
AFRZQ
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AHJVU
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AXJTR
BJAXD
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
IHE
J1W
JJJVA
KOM
LY7
M24
M41
MAGPM
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
RIG
RNS
ROL
RPZ
SDF
SDG
SES
SPC
SPCBC
SSM
SST
SSZ
T5K
XPP
ZMT
~02
~G-
29F
AAQXK
AATTM
AAXKI
AAYWO
AAYXX
ABFNM
ABJNI
ABWVN
ABXDB
ACLOT
ACNNM
ACRPL
ACVFH
ADCNI
ADIYS
ADMUD
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
CITATION
EFKBS
FEDTE
FGOYB
G-2
HVGLF
HZ~
R2-
SET
SEW
SMS
WUQ
~HD
ADTOC
UNPAY
ID FETCH-LOGICAL-c368t-a3b1314c7a32de07aa5c7ad7cf55713e51a4e9ae0143791b83d0b287f0e354c03
IEDL.DBID UNPAY
ISSN 0263-8223
1879-1085
IngestDate Sun Oct 26 04:03:36 EDT 2025
Thu Apr 24 23:02:27 EDT 2025
Wed Oct 01 04:10:24 EDT 2025
Fri Feb 23 02:33:44 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords Frequency constraint
Nondominated sorting genetic algorithm II (NSGA-II)
Fiber volume fraction
Multi-objective optimization
Laminated composite beam
Language English
License cc-by-nc-nd
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c368t-a3b1314c7a32de07aa5c7ad7cf55713e51a4e9ae0143791b83d0b287f0e354c03
OpenAccessLink https://proxy.k.utb.cz/login?url=http://resolver.tudelft.nl/uuid:ec3ac08a-8281-4a06-a8b4-31afc2379ebe
PageCount 12
ParticipantIDs unpaywall_primary_10_1016_j_compstruct_2017_02_038
crossref_citationtrail_10_1016_j_compstruct_2017_02_038
crossref_primary_10_1016_j_compstruct_2017_02_038
elsevier_sciencedirect_doi_10_1016_j_compstruct_2017_02_038
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2017-05-15
PublicationDateYYYYMMDD 2017-05-15
PublicationDate_xml – month: 05
  year: 2017
  text: 2017-05-15
  day: 15
PublicationDecade 2010
PublicationTitle Composite structures
PublicationYear 2017
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Ghasemi, Brighenti, Zhuang, Muthu, Rabczuk (b0085) 2014; 83
Liu (b0115) 2015; 134
Narita (b0010) 2003; 263
Jing, Fan, Sun (b0045) 2015; 121
Martínez-Vargas, Domínguez-Guerrero, Andrade, Sepúlveda, Montiel-Ross (b0220) 2016; 39
Ghashochi Bargh, Sadr (b0005) 2012; 47
Topal (b0030) 2012; 19
Zitzler, Laumanns, Thiele (b0170) 2001; 3242
Apalak, Apalak, Ekici, Yildirim (b0015) 2011; 32
Ghasemi, Brighenti, Zhuang, Muthu, Rabczuk (b0080) 2015; 51
Liu, Ma, Wang (b0195) 2005; 20
Zheng, Cai, Pau, Liu (b0190) 2005; 279
Adali, Richter, Verijenko, Summers (b0060) 1995; 32
Le-Anh, Nguyen-Thoi, Ho-Huu, Dang-Trung, Bui-Xuan (b0070) 2015; 127
Liu (b0095) 2016; 143
Vosoughi, Nikoo (b0140) 2015; 95
Marler, Arora (b0165) 2004; 26
Fan, Wang, Chen (b0100) 2016; 136
Vo-Duy, Ho-Huu, Do-Thi, Dang-Trung, Nguyen-Thoi (b0125) 2017; 159
Goldberg (b0205) 1989
Sadr, Ghashochi (b0025) 2012; 54
Liu, Paavola (b0120) 2016; 156
Narita, Turvey (b0065) 2004; 218
Liu, Chen (b0185) 2001; 190
Apalak, Karaboga, Akay (b0020) 2014; 46
Srinivas, Deb (b0180) 1994; 2
Pelletier, Vel (b0130) 2006; 84
Zhang, Li (b0175) 2007; 11
Lee, Morillo, Bugeda, Oller, Onate (b0135) 2012; 94
Honda, Igarashi, Narita (b0145) 2013; 45
Aymerich, Serra (b0040) 2008; 39
Nanthakumar, Valizadeh, Park, Rabczuk (b0110) 2015; 56
Ghasemi, Park, Rabczuk (b0105) 2017; 313
Cho (b0090) 2013; 14
Hwang, Hsu, Chen (b0035) 2014; 28
Soyel, Tekguc, Demirel (b0225) 2011; 37
Yu, Liong, Atiquzzaman (b0230) 2006
Ghasemi, Kerfriden, Bordas, Muthu, Zi, Rabczuk (b0075) 2015; 120
Xu, Liu, Wu (b0200) 2002; 40
Kannan, Baskar, McCalley, Murugan (b0215) 2009; 24
Hajmohammad, Salari, Hashemi, Esfe (b0055) 2013; 6
Altenbach, Altenbach, Kissing (b0160) 2004
Dhanalakshmi, Kannan, Mahadevan, Baskar (b0210) 2011; 33
Ho-Huu, Do-Thi, Dang-Trung, Vo-Duy, Nguyen-Thoi (b0050) 2016; 146
Jones (b0155) 1998
Deb, Pratap, Agarwal, Meyarivan (b0150) 2002; 6
Ghashochi Bargh (10.1016/j.compstruct.2017.02.038_b0005) 2012; 47
Le-Anh (10.1016/j.compstruct.2017.02.038_b0070) 2015; 127
Apalak (10.1016/j.compstruct.2017.02.038_b0015) 2011; 32
Adali (10.1016/j.compstruct.2017.02.038_b0060) 1995; 32
Srinivas (10.1016/j.compstruct.2017.02.038_b0180) 1994; 2
Zhang (10.1016/j.compstruct.2017.02.038_b0175) 2007; 11
Ghasemi (10.1016/j.compstruct.2017.02.038_b0080) 2015; 51
Liu (10.1016/j.compstruct.2017.02.038_b0195) 2005; 20
Dhanalakshmi (10.1016/j.compstruct.2017.02.038_b0210) 2011; 33
Altenbach (10.1016/j.compstruct.2017.02.038_b0160) 2004
Marler (10.1016/j.compstruct.2017.02.038_b0165) 2004; 26
Martínez-Vargas (10.1016/j.compstruct.2017.02.038_b0220) 2016; 39
Liu (10.1016/j.compstruct.2017.02.038_b0120) 2016; 156
Topal (10.1016/j.compstruct.2017.02.038_b0030) 2012; 19
Ghasemi (10.1016/j.compstruct.2017.02.038_b0105) 2017; 313
Narita (10.1016/j.compstruct.2017.02.038_b0065) 2004; 218
Ho-Huu (10.1016/j.compstruct.2017.02.038_b0050) 2016; 146
Fan (10.1016/j.compstruct.2017.02.038_b0100) 2016; 136
Liu (10.1016/j.compstruct.2017.02.038_b0115) 2015; 134
Deb (10.1016/j.compstruct.2017.02.038_b0150) 2002; 6
Lee (10.1016/j.compstruct.2017.02.038_b0135) 2012; 94
Kannan (10.1016/j.compstruct.2017.02.038_b0215) 2009; 24
Yu (10.1016/j.compstruct.2017.02.038_b0230) 2006
Soyel (10.1016/j.compstruct.2017.02.038_b0225) 2011; 37
Narita (10.1016/j.compstruct.2017.02.038_b0010) 2003; 263
Liu (10.1016/j.compstruct.2017.02.038_b0095) 2016; 143
Vo-Duy (10.1016/j.compstruct.2017.02.038_b0125) 2017; 159
Zheng (10.1016/j.compstruct.2017.02.038_b0190) 2005; 279
Cho (10.1016/j.compstruct.2017.02.038_b0090) 2013; 14
Xu (10.1016/j.compstruct.2017.02.038_b0200) 2002; 40
Apalak (10.1016/j.compstruct.2017.02.038_b0020) 2014; 46
Hajmohammad (10.1016/j.compstruct.2017.02.038_b0055) 2013; 6
Pelletier (10.1016/j.compstruct.2017.02.038_b0130) 2006; 84
Jing (10.1016/j.compstruct.2017.02.038_b0045) 2015; 121
Vosoughi (10.1016/j.compstruct.2017.02.038_b0140) 2015; 95
Nanthakumar (10.1016/j.compstruct.2017.02.038_b0110) 2015; 56
Hwang (10.1016/j.compstruct.2017.02.038_b0035) 2014; 28
Aymerich (10.1016/j.compstruct.2017.02.038_b0040) 2008; 39
Ghasemi (10.1016/j.compstruct.2017.02.038_b0085) 2014; 83
Ghasemi (10.1016/j.compstruct.2017.02.038_b0075) 2015; 120
Honda (10.1016/j.compstruct.2017.02.038_b0145) 2013; 45
Goldberg (10.1016/j.compstruct.2017.02.038_b0205) 1989
Liu (10.1016/j.compstruct.2017.02.038_b0185) 2001; 190
Sadr (10.1016/j.compstruct.2017.02.038_b0025) 2012; 54
Jones (10.1016/j.compstruct.2017.02.038_b0155) 1998
Zitzler (10.1016/j.compstruct.2017.02.038_b0170) 2001; 3242
References_xml – volume: 159
  start-page: 646
  year: 2017
  end-page: 655
  ident: b0125
  article-title: A global numerical approach for lightweight design optimization of laminated composite plates subjected to frequency constraints
  publication-title: Compos Struct
– volume: 2
  start-page: 221
  year: 1994
  end-page: 248
  ident: b0180
  article-title: Muiltiobjective optimization using nondominated sorting in genetic algorithms
  publication-title: Evol Comput
– volume: 279
  start-page: 739
  year: 2005
  end-page: 756
  ident: b0190
  article-title: Minimizing vibration response of cylindrical shells through layout optimization of passive constrained layer damping treatments
  publication-title: J Sound Vib
– volume: 120
  start-page: 221
  year: 2015
  end-page: 230
  ident: b0075
  article-title: Interfacial shear stress optimization in sandwich beams with polymeric core using non-uniform distribution of reinforcing ingredients
  publication-title: Compos Struct
– volume: 263
  start-page: 1005
  year: 2003
  end-page: 1016
  ident: b0010
  article-title: Layerwise optimization for the maximum fundamental frequency of laminated composite plates
  publication-title: J Sound Vib
– volume: 156
  start-page: 356
  year: 2016
  end-page: 360
  ident: b0120
  article-title: Lightweight design of composite laminated structures with frequency constraint
  publication-title: Compos Struct
– volume: 28
  start-page: 3163
  year: 2014
  end-page: 3169
  ident: b0035
  article-title: A genetic algorithm for the optimization of fiber angles in composite laminates
  publication-title: J Mech Sci Technol
– volume: 33
  start-page: 992
  year: 2011
  end-page: 1002
  ident: b0210
  article-title: Application of modified NSGA-II algorithm to combined economic and emission dispatch problem
  publication-title: Int J Electr Power Energy Syst
– volume: 121
  start-page: 225
  year: 2015
  end-page: 236
  ident: b0045
  article-title: Stacking sequence optimization of composite laminates for maximum buckling load using permutation search algorithm
  publication-title: Compos Struct
– volume: 94
  start-page: 1087
  year: 2012
  end-page: 1096
  ident: b0135
  article-title: Multilayered composite structure design optimisation using distributed/parallel multi-objective evolutionary algorithms
  publication-title: Compos Struct
– volume: 95
  start-page: 408
  year: 2015
  end-page: 415
  ident: b0140
  article-title: Maximum fundamental frequency and thermal buckling temperature of laminated composite plates by a new hybrid multi-objective optimization technique
  publication-title: Thin-Walled Struct
– volume: 143
  start-page: 272
  year: 2016
  end-page: 286
  ident: b0095
  article-title: Exact sensitivity analysis of stresses and lightweight design of Timoshenko composite beams
  publication-title: Compos Struct
– volume: 146
  start-page: 132
  year: 2016
  end-page: 147
  ident: b0050
  article-title: Optimization of laminated composite plates for maximizing buckling load using improved differential evolution and smoothed finite element method
  publication-title: Compos Struct
– year: 2004
  ident: b0160
  publication-title: Mechanics of composite structural elements
– volume: 136
  start-page: 650
  year: 2016
  end-page: 661
  ident: b0100
  article-title: An optimization method for composite structures with ply-drops
  publication-title: Compos Struct
– volume: 39
  start-page: 188
  year: 2016
  end-page: 198
  ident: b0220
  article-title: Application of NSGA-II algorithm to the spectrum assignment problem in spectrum sharing networks
  publication-title: Appl Soft Comput
– volume: 313
  start-page: 239
  year: 2017
  end-page: 258
  ident: b0105
  article-title: A level-set based IGA formulation for topology optimization of flexoelectric materials
  publication-title: Comput Methods Appl Mech Eng
– volume: 20
  start-page: 295
  year: 2005
  end-page: 308
  ident: b0195
  article-title: Material characterization of composite laminates using dynamic response and real parameter-coded microgenetic algorithm
  publication-title: Eng Comput
– volume: 218
  start-page: 681
  year: 2004
  end-page: 691
  ident: b0065
  article-title: Maximizing the buckling loads of symmetrically laminated composite rectangular plates using a layerwise optimization approach
  publication-title: Proc Inst Mech Eng Part C J Mech Eng Sci
– volume: 19
  start-page: 295
  year: 2012
  ident: b0030
  article-title: Frequency optimization of laminated composite plates with different intermediate line supports
  publication-title: Sci Eng Compos Mater
– volume: 3242
  start-page: 95
  year: 2001
  end-page: 100
  ident: b0170
  article-title: SPEA2: Improving the strength Pareto evolutionary algorithm
  publication-title: Eurogen
– volume: 54
  start-page: 707
  year: 2012
  end-page: 728
  ident: b0025
  article-title: Optimization of laminated composite plates for maximum fundamental frequency using Elitist-Genetic algorithm and finite strip method
  publication-title: J Glob Optim
– volume: 40
  start-page: 1860
  year: 2002
  end-page: 1866
  ident: b0200
  article-title: Damage detection for composite plates using lamb waves and projection genetic algorithm
  publication-title: AIAA J
– volume: 11
  start-page: 712
  year: 2007
  end-page: 731
  ident: b0175
  article-title: MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition
  publication-title: IEEE Trans Evol Comput
– volume: 190
  start-page: 5505
  year: 2001
  end-page: 5514
  ident: b0185
  article-title: Flaw detection in sandwich plates based on time-harmonic response using genetic algorithm
  publication-title: Comput Methods Appl Mech Eng
– volume: 37
  start-page: 1232
  year: 2011
  end-page: 1240
  ident: b0225
  article-title: Application of NSGA-II to feature selection for facial expression recognition
  publication-title: Comput Electr Eng
– volume: 6
  start-page: 182
  year: 2002
  end-page: 197
  ident: b0150
  article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II
  publication-title: IEEE Trans Evol Comput
– volume: 127
  start-page: 382
  year: 2015
  end-page: 394
  ident: b0070
  article-title: Static and frequency optimization of folded laminated composite plates using an adjusted differential evolution algorithm and a smoothed triangular plate element
  publication-title: Compos Struct
– year: 1989
  ident: b0205
  article-title: Genetic algorithms in search, optimization, and machine learning
– volume: 24
  start-page: 454
  year: 2009
  end-page: 461
  ident: b0215
  article-title: Application of NSGA-II algorithm to generation expansion planning
  publication-title: IEEE Trans Power Syst
– year: 2006
  ident: b0230
  publication-title: Alternative decision making in water distribution network with NSGA-II
– volume: 84
  start-page: 2065
  year: 2006
  end-page: 2080
  ident: b0130
  article-title: Multi-objective optimization of fiber reinforced composite laminates for strength, stiffness and minimal mass
  publication-title: Comput Struct
– volume: 134
  start-page: 918
  year: 2015
  end-page: 926
  ident: b0115
  article-title: Analytical sensitivity analysis of eigenvalues and lightweight design of composite laminated beams
  publication-title: Compos Struct
– volume: 83
  start-page: 463
  year: 2014
  end-page: 473
  ident: b0085
  article-title: Optimization of fiber distribution in fiber reinforced composite by using NURBS functions
  publication-title: Comput Mater Sci
– volume: 45
  start-page: 1071
  year: 2013
  end-page: 1078
  ident: b0145
  article-title: Multi-objective optimization of curvilinear fiber shapes for laminated composite plates by using NSGA-II
  publication-title: Compos Part B Eng
– volume: 47
  start-page: 719
  year: 2012
  end-page: 730
  ident: b0005
  article-title: Stacking sequence optimization of composite plates for maximum fundamental frequency using particle swarm optimization algorithm
  publication-title: Meccanica
– volume: 14
  start-page: 1387
  year: 2013
  end-page: 1394
  ident: b0090
  article-title: Design optimization of laminated composite plates with static and dynamic considerations in hygrothermal environments
  publication-title: Int J Precis Eng Manuf
– year: 1998
  ident: b0155
  article-title: Mechanics Of Composite Materials
– volume: 32
  start-page: 1988
  year: 2011
  end-page: 2000
  ident: b0015
  article-title: Layer optimization for maximum fundamental frequency of rigid point-supported laminated composite plates
  publication-title: Polym Compos
– volume: 32
  start-page: 409
  year: 1995
  end-page: 415
  ident: b0060
  article-title: Optimal design of hybrid laminates with discrete ply angles for maximum buckling load and minimum cost
  publication-title: Compos Struct
– volume: 51
  start-page: 99
  year: 2015
  end-page: 112
  ident: b0080
  article-title: Optimal fiber content and distribution in fiber-reinforced solids using a reliability and NURBS based sequential optimization approach
  publication-title: Struct Multidiscip Optim
– volume: 39
  start-page: 262
  year: 2008
  end-page: 272
  ident: b0040
  article-title: Optimization of laminate stacking sequence for maximum buckling load using the ant colony optimization (ACO) metaheuristic
  publication-title: Compos Part A Appl Sci Manuf
– volume: 56
  start-page: 97
  year: 2015
  end-page: 112
  ident: b0110
  article-title: Surface effects on shape and topology optimization of nanostructures
  publication-title: Comput Mech
– volume: 6
  start-page: 5070
  year: 2013
  end-page: 5077
  ident: b0055
  article-title: Optimization of stacking sequence of composite laminates for optimizing buckling load by neural network and genetic algorithm
  publication-title: Indian J Sci Technol
– volume: 26
  start-page: 369
  year: 2004
  end-page: 395
  ident: b0165
  article-title: Survey of multi-objective optimization methods for engineering
  publication-title: Struct Multidiscip Optim
– volume: 46
  start-page: 420
  year: 2014
  end-page: 437
  ident: b0020
  article-title: The Artificial Bee Colony algorithm in layer optimization for the maximum fundamental frequency of symmetrical laminated composite plates
  publication-title: Eng Optim
– volume: 156
  start-page: 356
  year: 2016
  ident: 10.1016/j.compstruct.2017.02.038_b0120
  article-title: Lightweight design of composite laminated structures with frequency constraint
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2015.08.116
– volume: 134
  start-page: 918
  year: 2015
  ident: 10.1016/j.compstruct.2017.02.038_b0115
  article-title: Analytical sensitivity analysis of eigenvalues and lightweight design of composite laminated beams
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2015.09.002
– volume: 54
  start-page: 707
  year: 2012
  ident: 10.1016/j.compstruct.2017.02.038_b0025
  article-title: Optimization of laminated composite plates for maximum fundamental frequency using Elitist-Genetic algorithm and finite strip method
  publication-title: J Glob Optim
  doi: 10.1007/s10898-011-9787-x
– volume: 14
  start-page: 1387
  year: 2013
  ident: 10.1016/j.compstruct.2017.02.038_b0090
  article-title: Design optimization of laminated composite plates with static and dynamic considerations in hygrothermal environments
  publication-title: Int J Precis Eng Manuf
  doi: 10.1007/s12541-013-0187-7
– year: 1989
  ident: 10.1016/j.compstruct.2017.02.038_b0205
– volume: 47
  start-page: 719
  year: 2012
  ident: 10.1016/j.compstruct.2017.02.038_b0005
  article-title: Stacking sequence optimization of composite plates for maximum fundamental frequency using particle swarm optimization algorithm
  publication-title: Meccanica
  doi: 10.1007/s11012-011-9482-5
– volume: 84
  start-page: 2065
  year: 2006
  ident: 10.1016/j.compstruct.2017.02.038_b0130
  article-title: Multi-objective optimization of fiber reinforced composite laminates for strength, stiffness and minimal mass
  publication-title: Comput Struct
  doi: 10.1016/j.compstruc.2006.06.001
– volume: 20
  start-page: 295
  year: 2005
  ident: 10.1016/j.compstruct.2017.02.038_b0195
  article-title: Material characterization of composite laminates using dynamic response and real parameter-coded microgenetic algorithm
  publication-title: Eng Comput
  doi: 10.1007/s00366-004-0298-y
– volume: 37
  start-page: 1232
  year: 2011
  ident: 10.1016/j.compstruct.2017.02.038_b0225
  article-title: Application of NSGA-II to feature selection for facial expression recognition
  publication-title: Comput Electr Eng
  doi: 10.1016/j.compeleceng.2011.01.010
– volume: 3242
  start-page: 95
  year: 2001
  ident: 10.1016/j.compstruct.2017.02.038_b0170
  article-title: SPEA2: Improving the strength Pareto evolutionary algorithm
  publication-title: Eurogen
– volume: 46
  start-page: 420
  year: 2014
  ident: 10.1016/j.compstruct.2017.02.038_b0020
  article-title: The Artificial Bee Colony algorithm in layer optimization for the maximum fundamental frequency of symmetrical laminated composite plates
  publication-title: Eng Optim
  doi: 10.1080/0305215X.2013.776551
– volume: 218
  start-page: 681
  year: 2004
  ident: 10.1016/j.compstruct.2017.02.038_b0065
  article-title: Maximizing the buckling loads of symmetrically laminated composite rectangular plates using a layerwise optimization approach
  publication-title: Proc Inst Mech Eng Part C J Mech Eng Sci
  doi: 10.1243/0954406041319554
– volume: 313
  start-page: 239
  year: 2017
  ident: 10.1016/j.compstruct.2017.02.038_b0105
  article-title: A level-set based IGA formulation for topology optimization of flexoelectric materials
  publication-title: Comput Methods Appl Mech Eng
  doi: 10.1016/j.cma.2016.09.029
– volume: 263
  start-page: 1005
  year: 2003
  ident: 10.1016/j.compstruct.2017.02.038_b0010
  article-title: Layerwise optimization for the maximum fundamental frequency of laminated composite plates
  publication-title: J Sound Vib
  doi: 10.1016/S0022-460X(03)00270-0
– volume: 279
  start-page: 739
  year: 2005
  ident: 10.1016/j.compstruct.2017.02.038_b0190
  article-title: Minimizing vibration response of cylindrical shells through layout optimization of passive constrained layer damping treatments
  publication-title: J Sound Vib
  doi: 10.1016/j.jsv.2003.11.020
– year: 2004
  ident: 10.1016/j.compstruct.2017.02.038_b0160
– volume: 32
  start-page: 409
  year: 1995
  ident: 10.1016/j.compstruct.2017.02.038_b0060
  article-title: Optimal design of hybrid laminates with discrete ply angles for maximum buckling load and minimum cost
  publication-title: Compos Struct
  doi: 10.1016/0263-8223(95)00067-4
– volume: 94
  start-page: 1087
  year: 2012
  ident: 10.1016/j.compstruct.2017.02.038_b0135
  article-title: Multilayered composite structure design optimisation using distributed/parallel multi-objective evolutionary algorithms
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2011.10.009
– volume: 95
  start-page: 408
  year: 2015
  ident: 10.1016/j.compstruct.2017.02.038_b0140
  article-title: Maximum fundamental frequency and thermal buckling temperature of laminated composite plates by a new hybrid multi-objective optimization technique
  publication-title: Thin-Walled Struct
  doi: 10.1016/j.tws.2015.07.014
– volume: 26
  start-page: 369
  year: 2004
  ident: 10.1016/j.compstruct.2017.02.038_b0165
  article-title: Survey of multi-objective optimization methods for engineering
  publication-title: Struct Multidiscip Optim
  doi: 10.1007/s00158-003-0368-6
– volume: 39
  start-page: 262
  year: 2008
  ident: 10.1016/j.compstruct.2017.02.038_b0040
  article-title: Optimization of laminate stacking sequence for maximum buckling load using the ant colony optimization (ACO) metaheuristic
  publication-title: Compos Part A Appl Sci Manuf
  doi: 10.1016/j.compositesa.2007.10.011
– volume: 19
  start-page: 295
  year: 2012
  ident: 10.1016/j.compstruct.2017.02.038_b0030
  article-title: Frequency optimization of laminated composite plates with different intermediate line supports
  publication-title: Sci Eng Compos Mater
  doi: 10.1515/secm-2012-0004
– year: 2006
  ident: 10.1016/j.compstruct.2017.02.038_b0230
  publication-title: Alternative decision making in water distribution network with NSGA-II
– volume: 6
  start-page: 5070
  year: 2013
  ident: 10.1016/j.compstruct.2017.02.038_b0055
  article-title: Optimization of stacking sequence of composite laminates for optimizing buckling load by neural network and genetic algorithm
  publication-title: Indian J Sci Technol
  doi: 10.17485/ijst/2013/v6i8.22
– volume: 56
  start-page: 97
  year: 2015
  ident: 10.1016/j.compstruct.2017.02.038_b0110
  article-title: Surface effects on shape and topology optimization of nanostructures
  publication-title: Comput Mech
  doi: 10.1007/s00466-015-1159-9
– volume: 6
  start-page: 182
  year: 2002
  ident: 10.1016/j.compstruct.2017.02.038_b0150
  article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/4235.996017
– volume: 120
  start-page: 221
  year: 2015
  ident: 10.1016/j.compstruct.2017.02.038_b0075
  article-title: Interfacial shear stress optimization in sandwich beams with polymeric core using non-uniform distribution of reinforcing ingredients
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2014.10.005
– volume: 146
  start-page: 132
  year: 2016
  ident: 10.1016/j.compstruct.2017.02.038_b0050
  article-title: Optimization of laminated composite plates for maximizing buckling load using improved differential evolution and smoothed finite element method
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2016.03.016
– volume: 121
  start-page: 225
  year: 2015
  ident: 10.1016/j.compstruct.2017.02.038_b0045
  article-title: Stacking sequence optimization of composite laminates for maximum buckling load using permutation search algorithm
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2014.10.031
– volume: 45
  start-page: 1071
  year: 2013
  ident: 10.1016/j.compstruct.2017.02.038_b0145
  article-title: Multi-objective optimization of curvilinear fiber shapes for laminated composite plates by using NSGA-II
  publication-title: Compos Part B Eng
  doi: 10.1016/j.compositesb.2012.07.056
– volume: 190
  start-page: 5505
  year: 2001
  ident: 10.1016/j.compstruct.2017.02.038_b0185
  article-title: Flaw detection in sandwich plates based on time-harmonic response using genetic algorithm
  publication-title: Comput Methods Appl Mech Eng
  doi: 10.1016/S0045-7825(01)00173-6
– volume: 33
  start-page: 992
  year: 2011
  ident: 10.1016/j.compstruct.2017.02.038_b0210
  article-title: Application of modified NSGA-II algorithm to combined economic and emission dispatch problem
  publication-title: Int J Electr Power Energy Syst
  doi: 10.1016/j.ijepes.2011.01.014
– volume: 28
  start-page: 3163
  year: 2014
  ident: 10.1016/j.compstruct.2017.02.038_b0035
  article-title: A genetic algorithm for the optimization of fiber angles in composite laminates
  publication-title: J Mech Sci Technol
  doi: 10.1007/s12206-014-0725-y
– volume: 40
  start-page: 1860
  year: 2002
  ident: 10.1016/j.compstruct.2017.02.038_b0200
  article-title: Damage detection for composite plates using lamb waves and projection genetic algorithm
  publication-title: AIAA J
  doi: 10.2514/2.1865
– volume: 127
  start-page: 382
  year: 2015
  ident: 10.1016/j.compstruct.2017.02.038_b0070
  article-title: Static and frequency optimization of folded laminated composite plates using an adjusted differential evolution algorithm and a smoothed triangular plate element
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2015.02.069
– volume: 159
  start-page: 646
  year: 2017
  ident: 10.1016/j.compstruct.2017.02.038_b0125
  article-title: A global numerical approach for lightweight design optimization of laminated composite plates subjected to frequency constraints
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2016.09.059
– volume: 24
  start-page: 454
  year: 2009
  ident: 10.1016/j.compstruct.2017.02.038_b0215
  article-title: Application of NSGA-II algorithm to generation expansion planning
  publication-title: IEEE Trans Power Syst
  doi: 10.1109/TPWRS.2008.2004737
– volume: 143
  start-page: 272
  year: 2016
  ident: 10.1016/j.compstruct.2017.02.038_b0095
  article-title: Exact sensitivity analysis of stresses and lightweight design of Timoshenko composite beams
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2016.02.028
– volume: 11
  start-page: 712
  year: 2007
  ident: 10.1016/j.compstruct.2017.02.038_b0175
  article-title: MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2007.892759
– volume: 136
  start-page: 650
  year: 2016
  ident: 10.1016/j.compstruct.2017.02.038_b0100
  article-title: An optimization method for composite structures with ply-drops
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2015.11.003
– volume: 32
  start-page: 1988
  year: 2011
  ident: 10.1016/j.compstruct.2017.02.038_b0015
  article-title: Layer optimization for maximum fundamental frequency of rigid point-supported laminated composite plates
  publication-title: Polym Compos
  doi: 10.1002/pc.21230
– year: 1998
  ident: 10.1016/j.compstruct.2017.02.038_b0155
– volume: 39
  start-page: 188
  year: 2016
  ident: 10.1016/j.compstruct.2017.02.038_b0220
  article-title: Application of NSGA-II algorithm to the spectrum assignment problem in spectrum sharing networks
  publication-title: Appl Soft Comput
  doi: 10.1016/j.asoc.2015.11.010
– volume: 51
  start-page: 99
  year: 2015
  ident: 10.1016/j.compstruct.2017.02.038_b0080
  article-title: Optimal fiber content and distribution in fiber-reinforced solids using a reliability and NURBS based sequential optimization approach
  publication-title: Struct Multidiscip Optim
  doi: 10.1007/s00158-014-1114-y
– volume: 83
  start-page: 463
  year: 2014
  ident: 10.1016/j.compstruct.2017.02.038_b0085
  article-title: Optimization of fiber distribution in fiber reinforced composite by using NURBS functions
  publication-title: Comput Mater Sci
  doi: 10.1016/j.commatsci.2013.11.032
– volume: 2
  start-page: 221
  year: 1994
  ident: 10.1016/j.compstruct.2017.02.038_b0180
  article-title: Muiltiobjective optimization using nondominated sorting in genetic algorithms
  publication-title: Evol Comput
  doi: 10.1162/evco.1994.2.3.221
SSID ssj0008411
Score 2.5400317
Snippet The paper deals with the multi-objective optimization problems of laminated composite beam structures. The objective function is to minimize the weight of the...
SourceID unpaywall
crossref
elsevier
SourceType Open Access Repository
Enrichment Source
Index Database
Publisher
StartPage 498
SubjectTerms Fiber volume fraction
Frequency constraint
Laminated composite beam
Multi-objective optimization
Nondominated sorting genetic algorithm II (NSGA-II)
SummonAdditionalLinks – databaseName: Elsevier ScienceDirect
  dbid: .~1
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV07a8MwEBYhS9uh9EnTFxq6qrEsybLpFELTpNAsaSDQwUi2nCYkdigJpUt_e3V-JCl0CHSzzZ11nMQ90Hd3CN0FKkhslGoIVYEkPNYa7KAirpcknMpI8Hx820vf6w7580iMaqhd1cIArLK0_YVNz611-aVZarO5mEyaA5s9MOvemI0oXCZdKPjlXMIUg_vvDczD5_kMXiAmQF2ieQqMF8C2iz6tAPKSefdOqFT520XtrdKF-vpUs9mWC-ococMydsStQrxjVDPpCTrY6ih4it7yglqS6WlhyHBmTcK8rLXEWYLtAZikNr6MMUgFiC2DtVFzXAi4stk3Biz8GPcHTy3S62E1G2cfk-X7_AwNO4-v7S4p5yeQiHn-kiimKaM8koq5sXGkUsI-xzJKhLC5qRFUcRMoAy3-ZEC1z2JH2wwqcQwTPHLYOaqnWWouEBZBzCioSArFReQr14ulSgK4VguEFg0kK5WFUdlcHGZczMIKRTYNN8oO4U-h44ZW2Q1E15yLosHGDjwP1a6Evw5LaP3ADtzueiN3XvLyX0teoX14A9QBFdeobgnMjQ1mlvo2P60_6wP1bw
  priority: 102
  providerName: Elsevier
Title Multi-objective optimization of laminated composite beam structures using NSGA-II algorithm
URI https://dx.doi.org/10.1016/j.compstruct.2017.02.038
http://resolver.tudelft.nl/uuid:ec3ac08a-8281-4a06-a8b4-31afc2379ebe
UnpaywallVersion submittedVersion
Volume 168
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier)
  customDbUrl:
  eissn: 1879-1085
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0008411
  issn: 1879-1085
  databaseCode: GBLVA
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
– providerCode: PRVESC
  databaseName: Elsevier ScienceDirect
  customDbUrl:
  eissn: 1879-1085
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0008411
  issn: 1879-1085
  databaseCode: .~1
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
– providerCode: PRVESC
  databaseName: Elsevier ScienceDirect
  customDbUrl:
  eissn: 1879-1085
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0008411
  issn: 1879-1085
  databaseCode: ACRLP
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
– providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals [SCFCJ]
  customDbUrl:
  eissn: 1879-1085
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0008411
  issn: 1879-1085
  databaseCode: AIKHN
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
– providerCode: PRVLSH
  databaseName: Elsevier Journals
  customDbUrl:
  mediaType: online
  eissn: 1879-1085
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0008411
  issn: 1879-1085
  databaseCode: AKRWK
  dateStart: 19830101
  isFulltext: true
  providerName: Library Specific Holdings
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lj9MwEB7ttgfgwBuxPCofuKbEcRwncKoQSwuiQoJKizhEY8dZuqTJCjVCcOC3M9Mky0pwqOCWSJnYzkzGM8k33wA8yTArKUr1gcTMBHFhLftBDKKkLGNpnI537dveLpP5Kn59ok8OYOi2SSlmw4hgZlT2FY1YV0_bdl08806hC1PksmdKepDyYExtTC4ESxcpk9FkDmGcaIrIRzBeLd_NPnafVxSJ7Lq8cV_tgMH2PaCng3kxcrujamWcl9kReHKxyt93qSttfY7fv2FVXdqFjm-AH2p5OvDJl2m7tVP3409qx_9a4E243oepYtbZ1S048PVtuHaJvPAOfNrV7gaNPet8pmjI-2z6sk7RlIJsbV1TKFsIXj2Dw7ywHjeiexAtTVIw7P5ULN-_mgWLhcDqtPm63n7e3IXV8csPL-ZB36ohcCpJtwEqK5WMnUEVFT40iJqOC-NKrSkN9lpi7DP0zCZoMmlTVYSWkrUy9ErHLlT3YFQ3tb8PQmeFkqwKozHWLsUoKQyWGf_By7TVR2AG1eSu5zHndhpVPgDWzvLfSs35TnkY5aTUI5AXkucdl8ceMs8H7ed9TNLFGjltOXtIRxcGs_eQD_5F6CFc5TPGNUj9CEZ0gX9M4dLWTuBw-lNOYDxbvJkvJ_278Qv9cRdl
linkProvider Unpaywall
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV07T8MwELagDIUB8RTl6YHVNI7tOhFThYAWaJeCVInBshOntGqTCrVCLPx2fEnKQ2KoxBYld_HpbN1D_u4OofNQh4mLUi2hOpSEx8aAHdTEbyQJpzISPB_f1uk2Wk_8ri_6K-hqUQsDsMrS9hc2PbfW5Zt6qc36dDis91z2wJx7Yy6i8Jn0g1W0xoUvIQO7-PjGeQQ8H8IL1ATISzhPAfIC3HbRqBVQXjJv3wmlKn_7qOo8ner3Nz0e__BBN1toswwecbOQbxut2HQHbfxoKbiLnvOKWpKZUWHJcOZswqQstsRZgt0JGKYuwIwxSAWQLYuN1RNcCDh36TcGMPwAd3u3TdJuYz0eZK_D2ctkDz3dXD9etUg5QIFErBHMiGaGMsojqZkfW09qLdxzLKNECJecWkE1t6G20ONPhtQELPaMS6ESzzLBI4_to0qapfYAYRHGjIKKpNBcRIH2G7HUSQj3aqEwoobkQmUqKruLw5CLsVrAyEbqW9kK_qQ8Xzll1xD94pwWHTaW4Llc7Ir6dVqUcwRLcPtfG7n0kof_WvIMVVuPnQf10O7eH6F1-AIQBCqOUcUR2xMX2czMaX5yPwFOW_iS
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELbK9gA98EYtL_nA1SWJ7TimpxWitEiskGClIg7R2HHKttmkqjZC8Os7s05KJTis4JZImdjOTMYzyTffMPbKgq0xSg0iBWuEqpwjPwgiy-tapcZrtW7f9nGWH83VhxN9ssXGbpuYYnaECCZG5dDgiG3zuu8X1ZvgJfikACp7xqQHMA-Gwil0IVD7TBqLk7nFtnONEfmEbc9nn6Zf4-cViSLrLm_UV1sQ2H4A9ESYFyG3I1Ur4bzMmsCTilX-vkvd7tsL-PkDmubGLnR4j4WxlieCT873-5Xb97_-pHb8rwXeZ3eHMJVPo109YFuhfch2bpAXPmLf1rW7onNn0WfyDr3Pcijr5F3N0dYWLYayFafVEzgscBdgyeOD6HGSnGD3p3z2-f1UHB9zaE67y8Xq-_Ixmx---_L2SAytGoSXebESIF0qU-UNyKwKiQHQeFwZX2uNaXDQKahgIRCboLGpK2SVOEzW6iRIrXwin7BJ27Vhl3FtK5mSKowGpX0BWV4ZqC39wbPa6T1mRtWUfuAxp3YaTTkC1s7K30ot6U5lkpWo1D2WXkteRC6PDWQORu2XQ0wSY40St5wNpLNrg9l4yKf_IvSM3aEzwjWk-jmb4AXhBYZLK_dyeBuuAM0nFNk
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+laminated+composite+beam+structures+using+NSGA-II+algorithm&rft.jtitle=Composite+structures&rft.au=Vo-Duy%2C+T.&rft.au=Duong-Gia%2C+D.&rft.au=Ho-Huu%2C+V.&rft.au=Vu-Do%2C+H.C.&rft.date=2017-05-15&rft.issn=0263-8223&rft.volume=168&rft.spage=498&rft.epage=509&rft_id=info:doi/10.1016%2Fj.compstruct.2017.02.038&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_compstruct_2017_02_038
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0263-8223&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0263-8223&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0263-8223&client=summon