A new approach to estimate anthropometric measurements by adaptive neuro-fuzzy inference system

Eighteen anthropometric measurements were taken in standing and sitting positions, from 387 subjects between 15 and 17 years old. “Adaptive Neuro-Fuzzy Inference System (ANFIS)” was used to estimate anthropometric measurements as an alternative to stepwise regression analysis. Six outputs (shoulder...

Full description

Saved in:
Bibliographic Details
Published inInternational journal of industrial ergonomics Vol. 32; no. 2; pp. 105 - 114
Main Authors Dursun Kaya, M., Samet Hasiloglu, A., Bayramoglu, Mahmut, Yesilyurt, Hakki, Fahri Ozok, A.
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.08.2003
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Eighteen anthropometric measurements were taken in standing and sitting positions, from 387 subjects between 15 and 17 years old. “Adaptive Neuro-Fuzzy Inference System (ANFIS)” was used to estimate anthropometric measurements as an alternative to stepwise regression analysis. Six outputs (shoulder width, hip width, knee height, buttock-popliteal height, popliteal height, and height) were selected for estimation purpose. The results showed that the number of inputs required estimating outputs varied with sex difference. ANFIS perform better than stepwise regression method for both sex groups, as revealed by the standard deviations averaged over the six outputs: S ANFIS=0.776, S Regression=0.855 for boys and, S ANFIS=0.883, S Regression=1.027 for girls. More recently, as industry and marketing reach around the globe, body size has become a matter of practical interest to designers and engineers. In ergonomics anthropometric data are widely used to specify the physical dimension of workspaces, equipment, furniture and clothing. This is especially true for school children, which spend most of their time sitting at their chairs and desks and ought to be able to adopt comfortable body postures.
AbstractList Eighteen anthropometric measurements were taken in standing and sitting positions, from 387 subjects between 15 and 17 years old. 'Adaptive Neuro-Fuzzy Inference System (ANFIS)' was used to estimate anthropometric measurements as an alternative to stepwise regression analysis. Six outputs (shoulder width, hip width, knee height, buttock-popliteal height, popliteal height, and height) were selected for estimation purpose. The results showed that the number of inputs required estimating outputs varied with sex difference. ANFIS perform better than stepwise regression method for both sex groups, as revealed by the standard deviations averaged over the six outputs: SANFIS=0.776, SRegression=0.855 for boys and, SANFIS=0.883, SRegression=1.027 for girls. Relevance to industry More recently, as industry and marketing reach around the globe, body size has become a matter of practical interest to designers and engineers. In ergonomics anthropometric data are widely used to specify the physical dimension of workspaces, equipment, furniture and clothing. This is especially true for school children, which spend most of their time sitting at their chairs and desks and ought to be able to adopt comfortable body postures.
Eighteen anthropometric measurements were taken in standing and sitting positions, from 387 subjects between 15 and 17 years old. “Adaptive Neuro-Fuzzy Inference System (ANFIS)” was used to estimate anthropometric measurements as an alternative to stepwise regression analysis. Six outputs (shoulder width, hip width, knee height, buttock-popliteal height, popliteal height, and height) were selected for estimation purpose. The results showed that the number of inputs required estimating outputs varied with sex difference. ANFIS perform better than stepwise regression method for both sex groups, as revealed by the standard deviations averaged over the six outputs: S ANFIS=0.776, S Regression=0.855 for boys and, S ANFIS=0.883, S Regression=1.027 for girls. More recently, as industry and marketing reach around the globe, body size has become a matter of practical interest to designers and engineers. In ergonomics anthropometric data are widely used to specify the physical dimension of workspaces, equipment, furniture and clothing. This is especially true for school children, which spend most of their time sitting at their chairs and desks and ought to be able to adopt comfortable body postures.
Author Dursun Kaya, M.
Yesilyurt, Hakki
Bayramoglu, Mahmut
Fahri Ozok, A.
Samet Hasiloglu, A.
Author_xml – sequence: 1
  givenname: M.
  surname: Dursun Kaya
  fullname: Dursun Kaya, M.
  email: dursun@atauni.edu.tr
  organization: Vocational College of Erzurum, Atatürk University, Erzurum, Turkey
– sequence: 2
  givenname: A.
  surname: Samet Hasiloglu
  fullname: Samet Hasiloglu, A.
  organization: Department of Electronics and Telecommunications Engineering, Atatürk University, Erzurum, Turkey
– sequence: 3
  givenname: Mahmut
  surname: Bayramoglu
  fullname: Bayramoglu, Mahmut
  organization: Faculty of Engineering, Gebze Institute of Technology, Kocaeli, Turkey
– sequence: 4
  givenname: Hakki
  surname: Yesilyurt
  fullname: Yesilyurt, Hakki
  organization: Department of Anatomy, Faculty of Medicine, Atatürk University, Erzurum, Turkey
– sequence: 5
  givenname: A.
  surname: Fahri Ozok
  fullname: Fahri Ozok, A.
  organization: Department of Industrial Engineering, Istanbul Technical University, Istanbul, Turkey
BookMark eNqFkE1LAzEQhoMo2FZ_gpCT6GF1spvtbvAgpfgFBQ_qOaTZWRrpJmuSrbS_3m0rHrz0MjOH93lhniE5ts4iIRcMbhiw8e1bP0RSMs6uILsGAJ4m5REZsLLoj5SJYzL4i5ySYQifAKyAnA2InFCL31S1rXdKL2h0FEM0jYpIlY0L71rXYPRG0wZV6Dw2aGOg8zVVlWqjWWFf0HmX1N1ms6bG1ujRaqRhHSI2Z-SkVsuA5797RD4eH96nz8ns9ellOpklOsvKmJR5necCBOepYHNQHFNRcIZVgVUtxpnOsBRVrgrB-BxwrpjI66zQjKkyBSyyEbnc9_Z_fHX9C7IxQeNyqSy6LsgUOBc5lH3wbh_U3oXgsZbaRBWNs9Ers5QM5Faq3EmVW2MSMrmTKrd0_o9ufS_Lrw9y93sOewcrg14GbbaaKuNRR1k5c6DhBx5Akjs
CitedBy_id crossref_primary_10_1016_j_soildyn_2004_04_006
crossref_primary_10_1002_hfm_20268
crossref_primary_10_33439_ergonomi_464208
crossref_primary_10_1016_j_matdes_2013_05_022
crossref_primary_10_1016_j_ergon_2009_07_003
crossref_primary_10_1080_08839510903222931
crossref_primary_10_1016_j_jlp_2011_03_004
crossref_primary_10_1016_j_ergon_2015_01_004
crossref_primary_10_1016_j_ergon_2020_102925
crossref_primary_10_1016_j_apergo_2012_01_007
crossref_primary_10_1016_j_chb_2006_02_011
crossref_primary_10_1016_j_ijthermalsci_2004_01_010
crossref_primary_10_1016_j_apergo_2015_12_006
crossref_primary_10_1142_S0219519421500329
crossref_primary_10_1155_2017_7640325
crossref_primary_10_1080_00140139_2022_2039409
crossref_primary_10_1016_j_ergon_2008_01_010
crossref_primary_10_1016_j_apergo_2014_04_003
crossref_primary_10_1016_j_eswa_2008_07_032
crossref_primary_10_1519_JSC_0b013e3181f0aab5
crossref_primary_10_1115_1_4000831
crossref_primary_10_3923_jas_2013_3691_3697
crossref_primary_10_1061__ASCE_0733_9372_2007_133_7_765
crossref_primary_10_3390_machines10020076
crossref_primary_10_1007_s00254_008_1645_x
crossref_primary_10_1016_j_apergo_2015_03_001
crossref_primary_10_3233_WOR_182719
crossref_primary_10_3390_app10196684
Cites_doi 10.1109/21.256541
10.1016/0165-0114(88)90113-3
10.1109/TSMC.1985.6313399
10.1016/S0022-3476(88)80633-4
10.1080/00140139008925350
10.1016/0003-6870(91)90012-7
ContentType Journal Article
Copyright 2003 Elsevier Science B.V.
Copyright_xml – notice: 2003 Elsevier Science B.V.
DBID AAYXX
CITATION
7T2
C1K
DOI 10.1016/S0169-8141(03)00042-8
DatabaseName CrossRef
Health and Safety Science Abstracts (Full archive)
Environmental Sciences and Pollution Management
DatabaseTitle CrossRef
Health & Safety Science Abstracts
Environmental Sciences and Pollution Management
DatabaseTitleList Health & Safety Science Abstracts

DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1872-8219
EndPage 114
ExternalDocumentID 10_1016_S0169_8141_03_00042_8
S0169814103000428
GroupedDBID ---
--K
--M
.~1
0R~
1B1
1~.
1~5
29J
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JN
9JO
AABNK
AACTN
AAEDT
AAEDW
AAFJI
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
ABFNM
ABIVO
ABJNI
ABMAC
ABMMH
ABXDB
ABYKQ
ACDAQ
ACGFS
ACHQT
ACIWK
ACKIV
ACNNM
ACPRK
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
F3I
F5P
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
GBLVA
HVGLF
HZ~
H~9
IHE
J1W
JJJVA
KOM
LY7
M41
MO0
MS~
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
PQQKQ
PRBVW
Q38
R2-
RIG
ROL
RPZ
SDF
SDG
SES
SET
SEW
SPC
SPCBC
SSB
SSO
SST
SSZ
T5K
UHS
WUQ
~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
7T2
C1K
ID FETCH-LOGICAL-c338t-85f5590944291b0a4e29741ed7edf963c3e89d5a7914b0eba195f37c11a820e73
IEDL.DBID AIKHN
ISSN 0169-8141
IngestDate Fri Jul 11 12:13:25 EDT 2025
Tue Jul 01 03:05:11 EDT 2025
Thu Apr 24 22:53:29 EDT 2025
Fri Feb 23 02:35:16 EST 2024
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Ergonomics
Anthropometry
Neuro-fuzzy
Language English
License https://www.elsevier.com/tdm/userlicense/1.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c338t-85f5590944291b0a4e29741ed7edf963c3e89d5a7914b0eba195f37c11a820e73
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
PQID 20449508
PQPubID 23462
PageCount 10
ParticipantIDs proquest_miscellaneous_20449508
crossref_citationtrail_10_1016_S0169_8141_03_00042_8
crossref_primary_10_1016_S0169_8141_03_00042_8
elsevier_sciencedirect_doi_10_1016_S0169_8141_03_00042_8
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2003-08-01
PublicationDateYYYYMMDD 2003-08-01
PublicationDate_xml – month: 08
  year: 2003
  text: 2003-08-01
  day: 01
PublicationDecade 2000
PublicationTitle International journal of industrial ergonomics
PublicationYear 2003
Publisher Elsevier B.V
Publisher_xml – name: Elsevier B.V
References Kayis (BIB7) 1992
Draper, Smith (BIB1) 1981
Sugeno, Kang (BIB13) 1988; 28
Bridger (BIB18) 1995
Norusis (BIB11) 1990
Jang (BIB3) 1993; 23
Takagi, Sugeno (BIB14) 1985; 15
McCormick, Sanders (BIB9) 1982
Kaya, Yesilyurt, Ozkan, Capoglu, Akdag (BIB6) 2000
Jang, Sun, Mizutani (BIB4) 1997
Kayis, Ozok (BIB8) 1991; 22
Sanctis, Pinamonti (BIB12) 1997
Yip, Binkin, Trowbridge (BIB16) 1988; 113
Newbold (BIB10) 1988
Zadeh, L.A., 1992. Fuzzy Logic, Neural Networks and Soft Computing. One page course announcement of CS 294-4, Spring 1993, The University of California at Berkeley, California.
Fullér (BIB2) 1995
Jeong, Park (BIB5) 1990; 33
McCormick (10.1016/S0169-8141(03)00042-8_BIB9) 1982
Norusis (10.1016/S0169-8141(03)00042-8_BIB11) 1990
Sanctis (10.1016/S0169-8141(03)00042-8_BIB12) 1997
Kayis (10.1016/S0169-8141(03)00042-8_BIB8) 1991; 22
Jeong (10.1016/S0169-8141(03)00042-8_BIB5) 1990; 33
Jang (10.1016/S0169-8141(03)00042-8_BIB3) 1993; 23
Newbold (10.1016/S0169-8141(03)00042-8_BIB10) 1988
10.1016/S0169-8141(03)00042-8_BIB17
Yip (10.1016/S0169-8141(03)00042-8_BIB16) 1988; 113
Fullér (10.1016/S0169-8141(03)00042-8_BIB2) 1995
Bridger (10.1016/S0169-8141(03)00042-8_BIB18) 1995
Kaya (10.1016/S0169-8141(03)00042-8_BIB6) 2000
Draper (10.1016/S0169-8141(03)00042-8_BIB1) 1981
Jang (10.1016/S0169-8141(03)00042-8_BIB4) 1997
Kayis (10.1016/S0169-8141(03)00042-8_BIB7) 1992
Sugeno (10.1016/S0169-8141(03)00042-8_BIB13) 1988; 28
Takagi (10.1016/S0169-8141(03)00042-8_BIB14) 1985; 15
References_xml – volume: 15
  start-page: 116
  year: 1985
  end-page: 132
  ident: BIB14
  article-title: Fuzzy identification of systems and its applications to modeling and control
  publication-title: IEEE Transactions on Systems, Man, and Cybernetics
– year: 1982
  ident: BIB9
  publication-title: Human Factors in Engineering and Design
– year: 1995
  ident: BIB18
  publication-title: Introduction to Ergonomics
– volume: 33
  start-page: 1511
  year: 1990
  end-page: 1521
  ident: BIB5
  article-title: Sex differences in anthropometry for school furniture design
  publication-title: Ergonomics
– year: 1997
  ident: BIB4
  publication-title: Neuro-Fuzzy and Soft Computing
– reference: Zadeh, L.A., 1992. Fuzzy Logic, Neural Networks and Soft Computing. One page course announcement of CS 294-4, Spring 1993, The University of California at Berkeley, California.
– year: 1981
  ident: BIB1
  publication-title: Applied Regression Analysis
– volume: 22
  start-page: 49
  year: 1991
  end-page: 54
  ident: BIB8
  article-title: The anthropometry of Turkish army men
  publication-title: Applied Ergonomics
– volume: 28
  start-page: 15
  year: 1988
  end-page: 33
  ident: BIB13
  article-title: Structure identification of fuzzy model
  publication-title: Fuzzy Sets and Systems
– volume: 23
  start-page: 665
  year: 1993
  end-page: 685
  ident: BIB3
  article-title: ANFIS
  publication-title: IEEE Transactions on Systems, Man, and Cybernetics
– year: 1997
  ident: BIB12
  publication-title: Manual of Disease-specific Growth Charts and Body Standard Measurements
– volume: 113
  start-page: 486
  year: 1988
  end-page: 489
  ident: BIB16
  article-title: Altitude and childhood growth
  publication-title: The Journal of Pediatrics
– year: 1990
  ident: BIB11
  publication-title: SPSS Base System User's Guide
– start-page: 38
  year: 2000
  end-page: 43
  ident: BIB6
  article-title: Anthropometric measurements in adolescents living at an intermediate altitude
  publication-title: Contemporary Ergonomics 2000
– year: 1995
  ident: BIB2
  publication-title: Neural Fuzzy Systems
– start-page: 181
  year: 1992
  end-page: 190
  ident: BIB7
  article-title: Steps towards establishing anthropometric data bank in Turkey
  publication-title: Computer Applications in Ergonomics, Occupational Safety and Healthy
– year: 1988
  ident: BIB10
  publication-title: Statistics for Business and Economics
– volume: 23
  start-page: 665
  issue: 3
  year: 1993
  ident: 10.1016/S0169-8141(03)00042-8_BIB3
  article-title: ANFIS
  publication-title: IEEE Transactions on Systems, Man, and Cybernetics
  doi: 10.1109/21.256541
– year: 1995
  ident: 10.1016/S0169-8141(03)00042-8_BIB18
– start-page: 181
  year: 1992
  ident: 10.1016/S0169-8141(03)00042-8_BIB7
  article-title: Steps towards establishing anthropometric data bank in Turkey
– volume: 28
  start-page: 15
  year: 1988
  ident: 10.1016/S0169-8141(03)00042-8_BIB13
  article-title: Structure identification of fuzzy model
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(88)90113-3
– year: 1995
  ident: 10.1016/S0169-8141(03)00042-8_BIB2
– start-page: 38
  year: 2000
  ident: 10.1016/S0169-8141(03)00042-8_BIB6
  article-title: Anthropometric measurements in adolescents living at an intermediate altitude
– volume: 15
  start-page: 116
  year: 1985
  ident: 10.1016/S0169-8141(03)00042-8_BIB14
  article-title: Fuzzy identification of systems and its applications to modeling and control
  publication-title: IEEE Transactions on Systems, Man, and Cybernetics
  doi: 10.1109/TSMC.1985.6313399
– volume: 113
  start-page: 486
  year: 1988
  ident: 10.1016/S0169-8141(03)00042-8_BIB16
  article-title: Altitude and childhood growth
  publication-title: The Journal of Pediatrics
  doi: 10.1016/S0022-3476(88)80633-4
– year: 1981
  ident: 10.1016/S0169-8141(03)00042-8_BIB1
– year: 1988
  ident: 10.1016/S0169-8141(03)00042-8_BIB10
– year: 1990
  ident: 10.1016/S0169-8141(03)00042-8_BIB11
– year: 1997
  ident: 10.1016/S0169-8141(03)00042-8_BIB12
– year: 1982
  ident: 10.1016/S0169-8141(03)00042-8_BIB9
– ident: 10.1016/S0169-8141(03)00042-8_BIB17
– year: 1997
  ident: 10.1016/S0169-8141(03)00042-8_BIB4
– volume: 33
  start-page: 1511
  issue: 12
  year: 1990
  ident: 10.1016/S0169-8141(03)00042-8_BIB5
  article-title: Sex differences in anthropometry for school furniture design
  publication-title: Ergonomics
  doi: 10.1080/00140139008925350
– volume: 22
  start-page: 49
  issue: 1
  year: 1991
  ident: 10.1016/S0169-8141(03)00042-8_BIB8
  article-title: The anthropometry of Turkish army men
  publication-title: Applied Ergonomics
  doi: 10.1016/0003-6870(91)90012-7
SSID ssj0017051
Score 1.8358089
Snippet Eighteen anthropometric measurements were taken in standing and sitting positions, from 387 subjects between 15 and 17 years old. “Adaptive Neuro-Fuzzy...
Eighteen anthropometric measurements were taken in standing and sitting positions, from 387 subjects between 15 and 17 years old. 'Adaptive Neuro-Fuzzy...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 105
SubjectTerms Anthropometry
Ergonomics
Neuro-fuzzy
Title A new approach to estimate anthropometric measurements by adaptive neuro-fuzzy inference system
URI https://dx.doi.org/10.1016/S0169-8141(03)00042-8
https://www.proquest.com/docview/20449508
Volume 32
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV07T8MwELYKLDAgnqI8PTDAkDaOnTgZK0RVQHSBSt0sx7lIlWha0XYoA7-ds5NAQUJIrJbOsu7O97DvviPkUrIwT0UCnkwlJig6jz2tWe6FwA26BAA_s73Dj_2oNxD3w3DYIDd1L4wtq6xsf2nTnbWuVtoVN9vT0aj9ZHFEYlumyH0X-a-RjYAnEar2Rufuodf__EyQfliOJYzcixf7auQpN3GLVz6_dvt48W8u6oexdh6ou0O2q9CRdsrT7ZIGFHtkawVQcJ-oDsUwmdZA4XQ-oRZFA6NSoLoaiTC2M7QMHX89Ds5ouqQ601Nr-qhDuPTyxdvbko7qdkBaIj4fkEH39vmm51UjFDyDuefci8McUwZM4dDtsNTXAgJMIBhkErIc757hECdZqGXCROpDqlkS5lwaxjSGBiD5IVkvJgUcESplBDKB2AiZCqkxT8uNCQIUMYcEpG4SUXNNmQpf3I65eFErhWRRoiyzlc-VY7aKm6T1STYtATb-IohrkahvmqLQCfxFelGLUOEtsl8juoDJYqYCXwg7D_f4_5ufkE1X6OeKA0_J-vx1AWcYsMzTc7LWemfnlVp-AH_H5VE
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT8JAEN6gHtSD8RnxxR486KHQpVu2PRIiQQUuQsJts91OExIpROGgB3-7s9sW0MSQeN1kJs3Mzms78w0ht4L5ScRDcEQksEBRSeAoxRLHB09jSABwYzM73Os3OkP-NPJHJdIqZmFMW2Xu-zOfbr11flLLpVmbjce1F4MjEpg2Rc-1mf8W2eFovsY6q1_LPg8DF5MtJWzY9y62GuPJWNjDO9e7t1yc4K8A9ctV2_jTPiQHeeJIm9m3HZESpMdkfw1O8ITIJsUkmRYw4XQ-pQZDA3NSoCpfiDAxG7Q0nayeBt9p9EFVrGbG8VGLb-kki8_PDzouhgFphvd8Sobth0Gr4-QLFByNlefcCfwECwYs4DDosMhVHOpYPjCIBcQJWp72IAhjX4mQ8ciFSLHQTzyhGVOYGIDwzsh2Ok3hnFAhGiBCCDQXERcKq7RE63odFexBCEKVCS-kJnWOLm6WXLzKtTayRiiNsKXrSStsGZRJdUk2y-A1NhEEhUrkj3siMQRsIq0UKpRoQ-bHiEphuniXdZdzsw334v_MK2S3M-h1Zfex_3xJ9mzLn20TvCLb87cFXGPqMo9u7NX8BlJm5hU
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=A+new+approach+to+estimate+anthropometric+measurements+by+adaptive+neuro-fuzzy+inference+system&rft.jtitle=International+journal+of+industrial+ergonomics&rft.au=Dursun+Kaya%2C+M.&rft.au=Samet+Hasiloglu%2C+A.&rft.au=Bayramoglu%2C+Mahmut&rft.au=Yesilyurt%2C+Hakki&rft.date=2003-08-01&rft.pub=Elsevier+B.V&rft.issn=0169-8141&rft.eissn=1872-8219&rft.volume=32&rft.issue=2&rft.spage=105&rft.epage=114&rft_id=info:doi/10.1016%2FS0169-8141%2803%2900042-8&rft.externalDocID=S0169814103000428
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0169-8141&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0169-8141&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0169-8141&client=summon