Optimum design of fatigue-resistant composite laminates using hybrid algorithm

In this study, a fatigue life prediction model termed as Failure Tensor Polynomial in Fatigue (FTPF) is applied to the optimum stacking sequence design of laminated composites under various in-plane cyclic loadings to obtain maximum fatigue life. The validity of the model is investigated with an exp...

Full description

Saved in:
Bibliographic Details
Published inComposite structures Vol. 168; pp. 178 - 188
Main Authors Deveci, H. Arda, Artem, H. Seçil
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.2017.01.064

Cover

Abstract In this study, a fatigue life prediction model termed as Failure Tensor Polynomial in Fatigue (FTPF) is applied to the optimum stacking sequence design of laminated composites under various in-plane cyclic loadings to obtain maximum fatigue life. The validity of the model is investigated with an experimental correlation using the data available in the literature. The correlation study indicates the reliability of FTPF, and its applicability to different composite materials and multidirectional laminates. In the optimization, a hybrid algorithm combining genetic algorithm and generalized pattern search algorithm is used. It is found by test problems that the hybrid algorithm shows superior performance in finding global optima compared to the so far best results in the literature. After the verifications, a number of problems including different design cases are solved, and the optimum designs constituted of discrete fiber angles which give the maximum possible fatigue lives are proposed to discuss. A comparison study is also performed with selected design cases to demonstrate potential advantages of using non-conventional fiber angles in design.
AbstractList In this study, a fatigue life prediction model termed as Failure Tensor Polynomial in Fatigue (FTPF) is applied to the optimum stacking sequence design of laminated composites under various in-plane cyclic loadings to obtain maximum fatigue life. The validity of the model is investigated with an experimental correlation using the data available in the literature. The correlation study indicates the reliability of FTPF, and its applicability to different composite materials and multidirectional laminates. In the optimization, a hybrid algorithm combining genetic algorithm and generalized pattern search algorithm is used. It is found by test problems that the hybrid algorithm shows superior performance in finding global optima compared to the so far best results in the literature. After the verifications, a number of problems including different design cases are solved, and the optimum designs constituted of discrete fiber angles which give the maximum possible fatigue lives are proposed to discuss. A comparison study is also performed with selected design cases to demonstrate potential advantages of using non-conventional fiber angles in design.
Author Artem, H. Seçil
Deveci, H. Arda
Author_xml – sequence: 1
  givenname: H. Arda
  surname: Deveci
  fullname: Deveci, H. Arda
  organization: Department of Mechanical Engineering, İzmir Institute of Technology, Gülbahçe Kampüsü, 35430 Urla, İzmir, Turkey
– sequence: 2
  givenname: H. Seçil
  surname: Artem
  fullname: Artem, H. Seçil
  email: secilartem@iyte.edu.tr
  organization: Department of Mechanical Engineering, İzmir Institute of Technology, Gülbahçe Kampüsü, 35430 Urla, İzmir, Turkey
BookMark eNqVkF1LwzAUhoNMcJv-h_yB1qRp0-RG0OEXDHej1yFL0i6jTUqSKvv3dkwQvFGvDhzO-7ycZwFmzjsDAMQoxwjT632ufD_EFEaV8gLhOkc4R7Q8A3PMap5hxKoZmKOCkowVBbkAixj3CCFWYjwHL5sh2X7soTbRtg76BjYy2XY0WZg2MUmX4LHBR5sM7GRvnUwmwjFa18LdYRushrJrfbBp11-C80Z20Vx9zSV4e7h_XT1l683j8-p2nSlCWcqw1rKgXBPSVKrRW8bKAnFaMY4aKSusaW24KSuNasroljDGcc2UJApJbgpOloCfuKMb5OFDdp0Ygu1lOAiMxFGM2ItvMeIoRiAsJjFT9uaUVcHHGEwjlE3Tz96lIG33FwD7AfhH990paiY579YEEZU1Thltg5lutbe_Qz4BYa-eVw
CitedBy_id crossref_primary_10_1177_09544062221101462
crossref_primary_10_1016_j_eml_2025_102297
crossref_primary_10_1177_0731684418791231
crossref_primary_10_1016_j_engappai_2019_03_005
crossref_primary_10_1016_j_compstruct_2024_117892
crossref_primary_10_1111_ffe_13343
crossref_primary_10_1016_j_compstruct_2017_09_068
crossref_primary_10_1016_j_compstruct_2019_111739
crossref_primary_10_1016_j_aej_2020_09_015
crossref_primary_10_17798_bitlisfen_1354586
crossref_primary_10_1016_j_knosys_2021_107291
crossref_primary_10_1177_00219983221137667
crossref_primary_10_1080_15376494_2021_1886379
crossref_primary_10_3390_ma15186469
crossref_primary_10_1016_j_compstruct_2018_03_016
crossref_primary_10_3390_polym14132662
crossref_primary_10_1016_j_ijfatigue_2019_05_032
crossref_primary_10_1155_2019_8948315
Cites_doi 10.1016/j.ijfatigue.2007.11.007
10.1016/S0142-1123(98)00029-2
10.1021/acs.iecr.5b02918
10.1016/j.ijfatigue.2005.02.003
10.1520/CTR10182J
10.2514/3.61112
10.1529/biophysj.107.124016
10.1016/S0263-8223(99)00097-5
10.1177/002199839402801503
10.1016/j.matdes.2013.12.044
10.1016/j.compstruct.2015.07.048
10.1016/S0142-1123(02)00004-X
10.1016/j.compositesa.2004.01.004
10.1016/j.ijfatigue.2006.03.004
10.1177/0021998311435674
10.1016/j.ijfatigue.2009.02.012
10.1177/002199837300700404
10.1177/002199839903301701
10.1177/0731684416646860
10.1016/S0263-8223(00)00179-3
10.1115/1.3153664
10.1080/00207540801910429
10.1016/S0045-7949(00)00125-5
10.1016/j.compstruct.2004.04.012
10.1137/S1052623493250780
10.1177/0021998313499951
10.2514/3.11710
10.1016/j.compstruct.2011.11.013
10.12989/sem.2007.25.2.239
10.1016/j.ijfatigue.2009.01.015
10.1016/j.compstruct.2004.09.031
ContentType Journal Article
Copyright 2017 Elsevier Ltd
Copyright_xml – notice: 2017 Elsevier Ltd
DBID AAYXX
CITATION
ADTOC
UNPAY
DOI 10.1016/j.compstruct.2017.01.064
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 188
ExternalDocumentID 10.1016/j.compstruct.2017.01.064
10_1016_j_compstruct_2017_01_064
S0263822316321675
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-1dda269d33f5cfdb88420965890faa51d67e9e45d07686b3889178ca3c0a9e293
IEDL.DBID .~1
ISSN 0263-8223
1879-1085
IngestDate Sun Oct 26 03:22:55 EDT 2025
Wed Oct 01 04:10:24 EDT 2025
Thu Apr 24 22:51:25 EDT 2025
Fri Feb 23 02:33:44 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords Laminated composites
Life prediction
Fatigue
Hybrid algorithm
Optimization
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c368t-1dda269d33f5cfdb88420965890faa51d67e9e45d07686b3889178ca3c0a9e293
OpenAccessLink https://proxy.k.utb.cz/login?url=https://www.sciencedirect.com/science/article/pii/S0263822316321675
PageCount 11
ParticipantIDs unpaywall_primary_10_1016_j_compstruct_2017_01_064
crossref_citationtrail_10_1016_j_compstruct_2017_01_064
crossref_primary_10_1016_j_compstruct_2017_01_064
elsevier_sciencedirect_doi_10_1016_j_compstruct_2017_01_064
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 Walker (b0015) 2000; 48
Yogeswaran, Ponnambalam, Tiwari (b0100) 2009; 47
Júnior, Neto, Aquino (b0145) 2005; 27
Tsai, Hahn (b0070) 1980
Alarifi, Liu, Erenay, Elkamel, Croiset (b0105) 2016; 55
Xiang, Xiang, Wu (b0155) 2014; 57
Vassilopoulos, Keller (b0005) 2011
Hashin (b0060) 1980; 47
Vassilopoulos, Georgopoulos, Dionysopoulos (b0150) 2007; 29
Rao, Arvind (b0185) 2007; 25
Fawaz, Ellyin (b0045) 1994; 28
Salmalian, Soleimani, Rouhi (b0160) 2012; 1
Optimization ToolboxTM, MATLAB computer software in version R2016a, The Mathworks Inc; 2016.
Philippidis, Vassilopoulos (b0065) 2002; 24
Deveci, Aydin, Artem (b0110) 2016; 35
Kawai (b0055) 2004; 35
Philippidis, Vassilopoulos (b0050) 1999; 33
Rotem (b0040) 1979; 17
Naderi, Maligno (b0075) 2012; 94
Nicosia, Stracquadanio (b0130) 2008; 95
Al-Assaf, Kadi (b0140) 2001; 53
Rotem, Nelson (b0200) 1990; 12
Rao (b0195) 2009; 223
Lian, Yao (b0080) 2010; 32
Jen, Lee (b0085) 1998; 20
Holland (b0115) 1975
Muc, Muc-Wierzgoń (b0025) 2015; 133
Quaresimin, Susmel, Taljera (b0030) 2010; 32
Riche, Haftka (b0165) 1993; 31
Hashin, Rotem (b0035) 1973; 7
Liu, Mahadevan (b0090) 2005; 69
Rao, Arvind (b0180) 2005; 70
Montgomery, Runger (b0095) 2003
Soremekun, Gürdal, Haftka, Watson (b0175) 2001; 79
Ertas, Sonmez (b0020) 2014; 48
Torczon (b0125) 1997; 7
Vassilopoulos, Georgopoulos, Keller (b0135) 2008; 30
Rao (b0120) 2009
Rao, Lakshmi (b0190) 2012; 46
Adali (b0010) 1985; 3
Vassilopoulos (10.1016/j.compstruct.2017.01.064_b0150) 2007; 29
Adali (10.1016/j.compstruct.2017.01.064_b0010) 1985; 3
Walker (10.1016/j.compstruct.2017.01.064_b0015) 2000; 48
Rotem (10.1016/j.compstruct.2017.01.064_b0040) 1979; 17
Xiang (10.1016/j.compstruct.2017.01.064_b0155) 2014; 57
10.1016/j.compstruct.2017.01.064_b0170
Vassilopoulos (10.1016/j.compstruct.2017.01.064_b0135) 2008; 30
Hashin (10.1016/j.compstruct.2017.01.064_b0060) 1980; 47
Lian (10.1016/j.compstruct.2017.01.064_b0080) 2010; 32
Rao (10.1016/j.compstruct.2017.01.064_b0185) 2007; 25
Alarifi (10.1016/j.compstruct.2017.01.064_b0105) 2016; 55
Soremekun (10.1016/j.compstruct.2017.01.064_b0175) 2001; 79
Torczon (10.1016/j.compstruct.2017.01.064_b0125) 1997; 7
Fawaz (10.1016/j.compstruct.2017.01.064_b0045) 1994; 28
Naderi (10.1016/j.compstruct.2017.01.064_b0075) 2012; 94
Rao (10.1016/j.compstruct.2017.01.064_b0195) 2009; 223
Jen (10.1016/j.compstruct.2017.01.064_b0085) 1998; 20
Liu (10.1016/j.compstruct.2017.01.064_b0090) 2005; 69
Salmalian (10.1016/j.compstruct.2017.01.064_b0160) 2012; 1
Philippidis (10.1016/j.compstruct.2017.01.064_b0050) 1999; 33
Tsai (10.1016/j.compstruct.2017.01.064_b0070) 1980
Muc (10.1016/j.compstruct.2017.01.064_b0025) 2015; 133
Deveci (10.1016/j.compstruct.2017.01.064_b0110) 2016; 35
Júnior (10.1016/j.compstruct.2017.01.064_b0145) 2005; 27
Montgomery (10.1016/j.compstruct.2017.01.064_b0095) 2003
Nicosia (10.1016/j.compstruct.2017.01.064_b0130) 2008; 95
Holland (10.1016/j.compstruct.2017.01.064_b0115) 1975
Kawai (10.1016/j.compstruct.2017.01.064_b0055) 2004; 35
Philippidis (10.1016/j.compstruct.2017.01.064_b0065) 2002; 24
Rao (10.1016/j.compstruct.2017.01.064_b0180) 2005; 70
Rao (10.1016/j.compstruct.2017.01.064_b0190) 2012; 46
Al-Assaf (10.1016/j.compstruct.2017.01.064_b0140) 2001; 53
Vassilopoulos (10.1016/j.compstruct.2017.01.064_b0005) 2011
Rotem (10.1016/j.compstruct.2017.01.064_b0200) 1990; 12
Yogeswaran (10.1016/j.compstruct.2017.01.064_b0100) 2009; 47
Ertas (10.1016/j.compstruct.2017.01.064_b0020) 2014; 48
Rao (10.1016/j.compstruct.2017.01.064_b0120) 2009
Riche (10.1016/j.compstruct.2017.01.064_b0165) 1993; 31
Hashin (10.1016/j.compstruct.2017.01.064_b0035) 1973; 7
Quaresimin (10.1016/j.compstruct.2017.01.064_b0030) 2010; 32
References_xml – volume: 27
  start-page: 746
  year: 2005
  end-page: 751
  ident: b0145
  article-title: Building of constant life diagrams of fatigue using artificial neural networks
  publication-title: Int J Fatigue
– volume: 29
  start-page: 20
  year: 2007
  end-page: 29
  ident: b0150
  article-title: Artificial neural networks in spectrum fatigue life prediction of composite materials
  publication-title: Int J Fatigue
– volume: 25
  start-page: 239
  year: 2007
  end-page: 268
  ident: b0185
  article-title: Optimal stacking sequence design of laminate composite structures using Tabu embedded simulated annealing
  publication-title: Struct Eng Mech
– volume: 28
  start-page: 1432
  year: 1994
  end-page: 1451
  ident: b0045
  article-title: Fatigue failure model for fibre-reinforced materials under general loading conditions
  publication-title: J Compos Mater
– volume: 24
  start-page: 825
  year: 2002
  end-page: 830
  ident: b0065
  article-title: Complex stress state effect on fatigue life of GRP laminates. Part II, Theoretical formulation
  publication-title: Int J Fatigue
– volume: 33
  start-page: 1578
  year: 1999
  end-page: 1599
  ident: b0050
  article-title: Fatigue strength prediction under multiaxial stress
  publication-title: J Compos Mater
– volume: 79
  start-page: 131
  year: 2001
  end-page: 143
  ident: b0175
  article-title: Composite laminate design optimization by genetic algorithm with generalized elitist selection
  publication-title: Comput Struct
– year: 2009
  ident: b0120
  article-title: Engineering optimization: theory and practice
– volume: 20
  start-page: 605
  year: 1998
  end-page: 615
  ident: b0085
  article-title: Strength and life in thermoplastic composite laminates under static and fatigue loads. Part I: experimental
  publication-title: Int J Fatigue
– volume: 94
  start-page: 1052
  year: 2012
  end-page: 1059
  ident: b0075
  article-title: Fatigue life prediction of carbon/epoxy laminates by stochastic numerical simulation
  publication-title: Compos Struct
– year: 1980
  ident: b0070
  article-title: Introduction to composite materials
– volume: 31
  start-page: 951
  year: 1993
  end-page: 956
  ident: b0165
  article-title: Optimization of laminate stacking sequence for buckling load maximization by genetic algorithm
  publication-title: AIAA J
– volume: 7
  start-page: 1
  year: 1997
  end-page: 25
  ident: b0125
  article-title: On the convergence of pattern search algorithms
  publication-title: SIAM J Optim
– volume: 32
  start-page: 123
  year: 2010
  end-page: 133
  ident: b0080
  article-title: Fatigue life prediction of composite laminates by FEA simulation method
  publication-title: Int J Fatigue
– volume: 47
  start-page: 5421
  year: 2009
  end-page: 5448
  ident: b0100
  article-title: An efficient hybrid evolutionary heuristic using genetic algorithm and simulated annealing algorithm to solve machine loading problem in FMS
  publication-title: Int J Prod Res
– volume: 32
  start-page: 2
  year: 2010
  end-page: 16
  ident: b0030
  article-title: Fatigue behaviour and life assessment of composite laminates under multiaxial loadings
  publication-title: Int J Fatigue
– volume: 53
  start-page: 65
  year: 2001
  end-page: 71
  ident: b0140
  article-title: Fatigue life prediction of unidirectional glass fiber/epoxy composite laminae using neural networks
  publication-title: Compos Struct
– volume: 30
  start-page: 1634
  year: 2008
  end-page: 1645
  ident: b0135
  article-title: Comparison of genetic programming with conventional methods for fatigue life modeling of FRP composite materials
  publication-title: Int J Fatigue
– year: 1975
  ident: b0115
  article-title: Adaptation in natural and artificial systems: an introductory analysis with applications to biology, control, and artificial intelligence
– volume: 95
  start-page: 4988
  year: 2008
  end-page: 4999
  ident: b0130
  article-title: Generalized pattern search algorithm for peptide structure prediction
  publication-title: Biophys J
– reference: Optimization ToolboxTM, MATLAB computer software in version R2016a, The Mathworks Inc; 2016.
– volume: 55
  start-page: 1164
  year: 2016
  end-page: 1173
  ident: b0105
  article-title: Dynamic optimization of lurgi type methanol reactor using hybrid GA-GPS algorithm: the optimal shell temperature trajectory and carbon dioxide utilization
  publication-title: Ind Eng Chem Res
– volume: 1
  start-page: 1
  year: 2012
  end-page: 10
  ident: b0160
  article-title: Fatigue life modeling and prediction of GRP composites using multi-objective evolutionary optimized neural networks
  publication-title: MMMAS
– volume: 7
  start-page: 448
  year: 1973
  end-page: 464
  ident: b0035
  article-title: A fatigue failure criterion for fiber reinforced materials
  publication-title: J Compos Mater
– year: 2003
  ident: b0095
  article-title: Applied statistics and probability for engineers
– volume: 46
  start-page: 3031
  year: 2012
  end-page: 3055
  ident: b0190
  article-title: Optimal design of stiffened laminate composite cylinder using a hybrid SFL algorithm
  publication-title: J Compos Mater
– volume: 48
  start-page: 2493
  year: 2014
  end-page: 2503
  ident: b0020
  article-title: Design optimization of fiber-reinforced laminates for maximum fatigue life
  publication-title: J Compos Mater
– volume: 12
  start-page: 76
  year: 1990
  end-page: 84
  ident: b0200
  article-title: Residual strength of composite laminates subjected to tensile-compressive fatigue loading
  publication-title: J Compos Technol Res
– volume: 35
  start-page: 1233
  year: 2016
  end-page: 1247
  ident: b0110
  article-title: Buckling optimization of composite laminates using a hybrid algorithm under Puck failure criterion constraint
  publication-title: J Reinf Plast Comp
– volume: 3
  start-page: 43
  year: 1985
  end-page: 55
  ident: b0010
  article-title: Optimisation of fiber reinforced composite laminates subject to fatigue loading
  publication-title: Compos Struct
– volume: 69
  start-page: 11
  year: 2005
  end-page: 19
  ident: b0090
  article-title: Probabilistic fatigue life prediction of multidirectional composite laminates
  publication-title: Compos Struct
– volume: 223
  start-page: 1
  year: 2009
  end-page: 18
  ident: b0195
  article-title: Lay-up sequence design of laminate composite plates and a cylindrical skirt using ant colony optimization
  publication-title: Proc IMechE, Part G: J Aerospace Eng
– year: 2011
  ident: b0005
  article-title: Fatigue of fiber-reinforced composites
– volume: 47
  start-page: 329
  year: 1980
  end-page: 334
  ident: b0060
  article-title: Failure criteria for unidirectional fiber composites
  publication-title: J Appl Mech
– volume: 48
  start-page: 213
  year: 2000
  end-page: 218
  ident: b0015
  article-title: A method for optimally designing laminated plates subject to fatigue loads for minimum weight using a cumulative damage constraint
  publication-title: Compos Struct
– volume: 133
  start-page: 834
  year: 2015
  end-page: 839
  ident: b0025
  article-title: Discrete optimization of composite structures under fatigue constraints
  publication-title: Compos Struct
– volume: 35
  start-page: 955
  year: 2004
  end-page: 963
  ident: b0055
  article-title: A phenomenological model for off-axis fatigue behavior of unidirectional polymer matrix composites under different stress ratios
  publication-title: Compos Part A-Appl S
– volume: 57
  start-page: 180
  year: 2014
  end-page: 185
  ident: b0155
  article-title: Prediction of the fatigue life of natural rubber composites by artificial neural network approaches
  publication-title: Mater Des
– volume: 17
  start-page: 271
  year: 1979
  end-page: 277
  ident: b0040
  article-title: Fatigue failure of multidirectional laminate
  publication-title: AIAA J
– volume: 70
  start-page: 383
  year: 2005
  end-page: 402
  ident: b0180
  article-title: A scatter search algorithm for stacking sequence optimisation of laminate composites
  publication-title: Compos Struct
– volume: 30
  start-page: 1634
  year: 2008
  ident: 10.1016/j.compstruct.2017.01.064_b0135
  article-title: Comparison of genetic programming with conventional methods for fatigue life modeling of FRP composite materials
  publication-title: Int J Fatigue
  doi: 10.1016/j.ijfatigue.2007.11.007
– volume: 20
  start-page: 605
  issue: 9
  year: 1998
  ident: 10.1016/j.compstruct.2017.01.064_b0085
  article-title: Strength and life in thermoplastic composite laminates under static and fatigue loads. Part I: experimental
  publication-title: Int J Fatigue
  doi: 10.1016/S0142-1123(98)00029-2
– year: 1975
  ident: 10.1016/j.compstruct.2017.01.064_b0115
– volume: 55
  start-page: 1164
  year: 2016
  ident: 10.1016/j.compstruct.2017.01.064_b0105
  article-title: Dynamic optimization of lurgi type methanol reactor using hybrid GA-GPS algorithm: the optimal shell temperature trajectory and carbon dioxide utilization
  publication-title: Ind Eng Chem Res
  doi: 10.1021/acs.iecr.5b02918
– volume: 27
  start-page: 746
  year: 2005
  ident: 10.1016/j.compstruct.2017.01.064_b0145
  article-title: Building of constant life diagrams of fatigue using artificial neural networks
  publication-title: Int J Fatigue
  doi: 10.1016/j.ijfatigue.2005.02.003
– volume: 12
  start-page: 76
  issue: 2
  year: 1990
  ident: 10.1016/j.compstruct.2017.01.064_b0200
  article-title: Residual strength of composite laminates subjected to tensile-compressive fatigue loading
  publication-title: J Compos Technol Res
  doi: 10.1520/CTR10182J
– volume: 3
  start-page: 43
  year: 1985
  ident: 10.1016/j.compstruct.2017.01.064_b0010
  article-title: Optimisation of fiber reinforced composite laminates subject to fatigue loading
  publication-title: Compos Struct
– ident: 10.1016/j.compstruct.2017.01.064_b0170
– volume: 17
  start-page: 271
  issue: 3
  year: 1979
  ident: 10.1016/j.compstruct.2017.01.064_b0040
  article-title: Fatigue failure of multidirectional laminate
  publication-title: AIAA J
  doi: 10.2514/3.61112
– volume: 95
  start-page: 4988
  issue: 10
  year: 2008
  ident: 10.1016/j.compstruct.2017.01.064_b0130
  article-title: Generalized pattern search algorithm for peptide structure prediction
  publication-title: Biophys J
  doi: 10.1529/biophysj.107.124016
– volume: 48
  start-page: 213
  year: 2000
  ident: 10.1016/j.compstruct.2017.01.064_b0015
  article-title: A method for optimally designing laminated plates subject to fatigue loads for minimum weight using a cumulative damage constraint
  publication-title: Compos Struct
  doi: 10.1016/S0263-8223(99)00097-5
– volume: 223
  start-page: 1
  year: 2009
  ident: 10.1016/j.compstruct.2017.01.064_b0195
  article-title: Lay-up sequence design of laminate composite plates and a cylindrical skirt using ant colony optimization
  publication-title: Proc IMechE, Part G: J Aerospace Eng
– volume: 28
  start-page: 1432
  issue: 15
  year: 1994
  ident: 10.1016/j.compstruct.2017.01.064_b0045
  article-title: Fatigue failure model for fibre-reinforced materials under general loading conditions
  publication-title: J Compos Mater
  doi: 10.1177/002199839402801503
– volume: 57
  start-page: 180
  year: 2014
  ident: 10.1016/j.compstruct.2017.01.064_b0155
  article-title: Prediction of the fatigue life of natural rubber composites by artificial neural network approaches
  publication-title: Mater Des
  doi: 10.1016/j.matdes.2013.12.044
– volume: 133
  start-page: 834
  year: 2015
  ident: 10.1016/j.compstruct.2017.01.064_b0025
  article-title: Discrete optimization of composite structures under fatigue constraints
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2015.07.048
– volume: 24
  start-page: 825
  issue: 8
  year: 2002
  ident: 10.1016/j.compstruct.2017.01.064_b0065
  article-title: Complex stress state effect on fatigue life of GRP laminates. Part II, Theoretical formulation
  publication-title: Int J Fatigue
  doi: 10.1016/S0142-1123(02)00004-X
– volume: 35
  start-page: 955
  issue: 7–8
  year: 2004
  ident: 10.1016/j.compstruct.2017.01.064_b0055
  article-title: A phenomenological model for off-axis fatigue behavior of unidirectional polymer matrix composites under different stress ratios
  publication-title: Compos Part A-Appl S
  doi: 10.1016/j.compositesa.2004.01.004
– year: 2011
  ident: 10.1016/j.compstruct.2017.01.064_b0005
– volume: 29
  start-page: 20
  year: 2007
  ident: 10.1016/j.compstruct.2017.01.064_b0150
  article-title: Artificial neural networks in spectrum fatigue life prediction of composite materials
  publication-title: Int J Fatigue
  doi: 10.1016/j.ijfatigue.2006.03.004
– volume: 46
  start-page: 3031
  year: 2012
  ident: 10.1016/j.compstruct.2017.01.064_b0190
  article-title: Optimal design of stiffened laminate composite cylinder using a hybrid SFL algorithm
  publication-title: J Compos Mater
  doi: 10.1177/0021998311435674
– volume: 32
  start-page: 2
  issue: 1
  year: 2010
  ident: 10.1016/j.compstruct.2017.01.064_b0030
  article-title: Fatigue behaviour and life assessment of composite laminates under multiaxial loadings
  publication-title: Int J Fatigue
  doi: 10.1016/j.ijfatigue.2009.02.012
– volume: 7
  start-page: 448
  year: 1973
  ident: 10.1016/j.compstruct.2017.01.064_b0035
  article-title: A fatigue failure criterion for fiber reinforced materials
  publication-title: J Compos Mater
  doi: 10.1177/002199837300700404
– volume: 33
  start-page: 1578
  issue: 17
  year: 1999
  ident: 10.1016/j.compstruct.2017.01.064_b0050
  article-title: Fatigue strength prediction under multiaxial stress
  publication-title: J Compos Mater
  doi: 10.1177/002199839903301701
– volume: 35
  start-page: 1233
  year: 2016
  ident: 10.1016/j.compstruct.2017.01.064_b0110
  article-title: Buckling optimization of composite laminates using a hybrid algorithm under Puck failure criterion constraint
  publication-title: J Reinf Plast Comp
  doi: 10.1177/0731684416646860
– volume: 53
  start-page: 65
  year: 2001
  ident: 10.1016/j.compstruct.2017.01.064_b0140
  article-title: Fatigue life prediction of unidirectional glass fiber/epoxy composite laminae using neural networks
  publication-title: Compos Struct
  doi: 10.1016/S0263-8223(00)00179-3
– volume: 1
  start-page: 1
  issue: 6
  year: 2012
  ident: 10.1016/j.compstruct.2017.01.064_b0160
  article-title: Fatigue life modeling and prediction of GRP composites using multi-objective evolutionary optimized neural networks
  publication-title: MMMAS
– year: 2009
  ident: 10.1016/j.compstruct.2017.01.064_b0120
– volume: 47
  start-page: 329
  year: 1980
  ident: 10.1016/j.compstruct.2017.01.064_b0060
  article-title: Failure criteria for unidirectional fiber composites
  publication-title: J Appl Mech
  doi: 10.1115/1.3153664
– volume: 47
  start-page: 5421
  issue: 19
  year: 2009
  ident: 10.1016/j.compstruct.2017.01.064_b0100
  article-title: An efficient hybrid evolutionary heuristic using genetic algorithm and simulated annealing algorithm to solve machine loading problem in FMS
  publication-title: Int J Prod Res
  doi: 10.1080/00207540801910429
– volume: 79
  start-page: 131
  year: 2001
  ident: 10.1016/j.compstruct.2017.01.064_b0175
  article-title: Composite laminate design optimization by genetic algorithm with generalized elitist selection
  publication-title: Comput Struct
  doi: 10.1016/S0045-7949(00)00125-5
– volume: 69
  start-page: 11
  year: 2005
  ident: 10.1016/j.compstruct.2017.01.064_b0090
  article-title: Probabilistic fatigue life prediction of multidirectional composite laminates
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2004.04.012
– year: 2003
  ident: 10.1016/j.compstruct.2017.01.064_b0095
– volume: 7
  start-page: 1
  year: 1997
  ident: 10.1016/j.compstruct.2017.01.064_b0125
  article-title: On the convergence of pattern search algorithms
  publication-title: SIAM J Optim
  doi: 10.1137/S1052623493250780
– volume: 48
  start-page: 2493
  issue: 20
  year: 2014
  ident: 10.1016/j.compstruct.2017.01.064_b0020
  article-title: Design optimization of fiber-reinforced laminates for maximum fatigue life
  publication-title: J Compos Mater
  doi: 10.1177/0021998313499951
– volume: 31
  start-page: 951
  year: 1993
  ident: 10.1016/j.compstruct.2017.01.064_b0165
  article-title: Optimization of laminate stacking sequence for buckling load maximization by genetic algorithm
  publication-title: AIAA J
  doi: 10.2514/3.11710
– year: 1980
  ident: 10.1016/j.compstruct.2017.01.064_b0070
– volume: 94
  start-page: 1052
  year: 2012
  ident: 10.1016/j.compstruct.2017.01.064_b0075
  article-title: Fatigue life prediction of carbon/epoxy laminates by stochastic numerical simulation
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2011.11.013
– volume: 25
  start-page: 239
  year: 2007
  ident: 10.1016/j.compstruct.2017.01.064_b0185
  article-title: Optimal stacking sequence design of laminate composite structures using Tabu embedded simulated annealing
  publication-title: Struct Eng Mech
  doi: 10.12989/sem.2007.25.2.239
– volume: 32
  start-page: 123
  year: 2010
  ident: 10.1016/j.compstruct.2017.01.064_b0080
  article-title: Fatigue life prediction of composite laminates by FEA simulation method
  publication-title: Int J Fatigue
  doi: 10.1016/j.ijfatigue.2009.01.015
– volume: 70
  start-page: 383
  year: 2005
  ident: 10.1016/j.compstruct.2017.01.064_b0180
  article-title: A scatter search algorithm for stacking sequence optimisation of laminate composites
  publication-title: Compos Struct
  doi: 10.1016/j.compstruct.2004.09.031
SSID ssj0008411
Score 2.3135448
Snippet In this study, a fatigue life prediction model termed as Failure Tensor Polynomial in Fatigue (FTPF) is applied to the optimum stacking sequence design of...
SourceID unpaywall
crossref
elsevier
SourceType Open Access Repository
Enrichment Source
Index Database
Publisher
StartPage 178
SubjectTerms Fatigue
Hybrid algorithm
Laminated composites
Life prediction
Optimization
SummonAdditionalLinks – databaseName: Unpaywall
  dbid: UNPAY
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS-RAEC50PKwe1H2Ib_qw13aS6aTTwZOIIoKj4A64p9CvjLM7kxkkg-ivtyoPdYWFYfeY0E0eX1P1VfL1VwDfHZJ0I6zkUegiHonAcaMCw1NlQyep00PVee6qLy8G0eVdfLcEp-1eGJJVNrG_julVtG7OdJu32Z2NRt1brB4EpjeBjKIXIu9dhhUZIyHvwMqgf3Pys_66IjiNobJLJSknrX2j56lVXiTcrp1aSeaVVBaeMvpbkvo0L2b66VGPx--S0PkGuPb2a-3J76N5aY7s8wdnx_98vk1Yb0gqO6nHfYYlX3yBtXfWhV-hf42xZjKfMFdJQNg0ZzmCPJx7jgU8kdKiZPTYJArzDNfdqCBay0hoP2T3T7RTjOnxcPowKu8n32Bwfvbj9II3vRm4FVKVPHRO92TqhMhjmzujVNSrjGTSINc6RpwTn_oodvSnTxqhFNaFymphA5165Bhb0Cmmhd8GRo57WAgZm0gTxanTTiexThMkHkGovdqBpAUjs41xOfXPGGetQu1X9gZjRjBmQZghjDsQvs6c1eYdC8w5bvHO_gAqwxyzwOze6xJZ-JK7_zJpD1bpiIQMYbwPHRzgD5AfleawWf8vcZ8RVg
  priority: 102
  providerName: Unpaywall
Title Optimum design of fatigue-resistant composite laminates using hybrid algorithm
URI https://dx.doi.org/10.1016/j.compstruct.2017.01.064
https://www.sciencedirect.com/science/article/pii/S0263822316321675
UnpaywallVersion publishedVersion
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: ScienceDirect (Elsevier)
  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: ScienceDirect Complete Freedom Collection (Elsevier)
  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: ScienceDirect Freedom Collection Journals
  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/eLvHCXMwpV1LS8NAEF6KHtSD-MT6KHvwujbpbpINnkqxVMUqaKGewia7aSNpWqRFevG3O5OkDw9CwVNI2GWXb5eZb8g3M4RcayDpIY9cJmwtmOCWZqG0QubLyNYudnrIO889dd1OTzz0nX6FtBa5MCirLG1_YdNza11-qZdo1idJUn-F6IGDe-PAKBo28F7MYBcedjG4-V7JPKTIe_DiYIajSzVPofFC2XZRpxVFXl5ewNMVf7monVk2UfMvlaZrLqh9QPZL7kibxfYOScVkR2RvraLgMek-gwkYzUZU58oMOo5pDNgPZoZBXI1cMZtS3A9qtQyF65BkyDYp6t8HdDjHBC6q0sH4M5kORyek1757a3VY2TKBRdyVU2ZrrRqurzmPnSjWoZSikdd38a1YKQfg94xvhKPxB5wbcikhXJOR4pGlfAOu_5RsZePMnBGKhfAgPgkjzw2F42ulleco3wM-YNnKyCrxFigFUVlPHNtapMFCOPYRrPANEN_AsgPAt0rs5cxJUVNjgzm3i4MIft2PAEz_BrMby7PbeMnzfy15QXbxDYUGtnNJtmCAuQL-Mg1r-QWtke3m_WOnC89e96X5_gPktPQb
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV09T8MwELWgDIUB8Sm-8cBqmsRO4ogJVVTlqwwUic1yYqcEtWmFWqEu_HbukpSWAakSa2LL0bN19055fkfIhQGSHvMkYMI1ggnuGBZLJ2aRTFwTYKeHovPcYydov4i7V_91hTRnd2FQVlnF_jKmF9G6etKo0GyMsqzxDNUDh_TGgVF4LvDeVbImfC_ECuzya67zkKJowoujGQ6v5DylyAt126VRK6q8wsLBMxB_5aj6JB_p6afu9xdyUGuLbFbkkV6X37dNVmy-QzYWLAV3SecJYsBgMqCmkGbQYUpTAL83sQwKaySL-Zji96BYy1I4D1mOdJOiAL5H36Z4g4vqfm_4kY3fBnvkpXXTbbZZ1TOBJTyQY-Yao70gMpynfpKaWErhFQYvkZNq7QP-oY2s8A3-gQtiLiXUazLRPHF0ZCH375NaPsztAaHohAcFSpyEQSz8yGijQ19HIRACx9VWHpJwhpJKKkNx7GvRVzPl2Lua46sQX-W4CvA9JO7PzFFpqrHEnKvZRqhfB0RB7F9itvezd0svefSvJc9Jvd19fFAPt537Y7KOb1B14PonpAaD7SmQmXF8VhzWb-ez9AA
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS-RAEC50PKwe1H2Ib_qw13aS6aTTwZOIIoKj4A64p9CvjLM7kxkkg-ivtyoPdYWFYfeY0E0eX1P1VfL1VwDfHZJ0I6zkUegiHonAcaMCw1NlQyep00PVee6qLy8G0eVdfLcEp-1eGJJVNrG_julVtG7OdJu32Z2NRt1brB4EpjeBjKIXIu9dhhUZIyHvwMqgf3Pys_66IjiNobJLJSknrX2j56lVXiTcrp1aSeaVVBaeMvpbkvo0L2b66VGPx--S0PkGuPb2a-3J76N5aY7s8wdnx_98vk1Yb0gqO6nHfYYlX3yBtXfWhV-hf42xZjKfMFdJQNg0ZzmCPJx7jgU8kdKiZPTYJArzDNfdqCBay0hoP2T3T7RTjOnxcPowKu8n32Bwfvbj9II3vRm4FVKVPHRO92TqhMhjmzujVNSrjGTSINc6RpwTn_oodvSnTxqhFNaFymphA5165Bhb0Cmmhd8GRo57WAgZm0gTxanTTiexThMkHkGovdqBpAUjs41xOfXPGGetQu1X9gZjRjBmQZghjDsQvs6c1eYdC8w5bvHO_gAqwxyzwOze6xJZ-JK7_zJpD1bpiIQMYbwPHRzgD5AfleawWf8vcZ8RVg
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=Optimum+design+of+fatigue-resistant+composite+laminates+using+hybrid+algorithm&rft.jtitle=Composite+structures&rft.au=Deveci%2C+H.+Arda&rft.au=Artem%2C+H.+Se%C3%A7il&rft.date=2017-05-15&rft.issn=0263-8223&rft.volume=168&rft.spage=178&rft.epage=188&rft_id=info:doi/10.1016%2Fj.compstruct.2017.01.064&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_compstruct_2017_01_064
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