An algorithm development environment for problem-solving: software review

Algorithm Development Environment for Problem Solving (ADEP) is a development platform catering to the needs of designing and exploring computationally viable configurations of metaheuristic algorithms. It is motivated by the lack of tools capable of capitalizing on the richness of memetic computing...

Full description

Saved in:
Bibliographic Details
Published in:Memetic computing Vol. 4; no. 2; pp. 149 - 161
Main Author: Chen, Xianshun
Format: Journal Article
Language:English
Published: Berlin/Heidelberg Springer-Verlag 01.06.2012
Subjects:
Applications of Mathematics
Artificial Intelligence
Bioinformatics
Complex Systems
Control
Engineering
Mathematical and Computational Engineering
Mechatronics
Robotics
Software Review
Memetic algorithm
Automated algorithms configuration
Combinatorial optimization
Metaheuristics
Continuous optimization
Algorithms design
ISSN:1865-9284, 1865-9292
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Algorithm Development Environment for Problem Solving (ADEP) is a development platform catering to the needs of designing and exploring computationally viable configurations of metaheuristic algorithms. It is motivated by the lack of tools capable of capitalizing on the richness of memetic computing techniques that surfaced in recent years. This software review article introduces the functional features of ADEP and describes the the various utility modules within the ADEP metaheuristics framework, in particular the LVRP tree data structure, configuration and simulation visualization, and the automated configuration via the problem-driven learning engine.
AbstractList Algorithm Development Environment for Problem Solving (ADEP) is a development platform catering to the needs of designing and exploring computationally viable configurations of metaheuristic algorithms. It is motivated by the lack of tools capable of capitalizing on the richness of memetic computing techniques that surfaced in recent years. This software review article introduces the functional features of ADEP and describes the the various utility modules within the ADEP metaheuristics framework, in particular the LVRP tree data structure, configuration and simulation visualization, and the automated configuration via the problem-driven learning engine.
Author Chen, Xianshun
Author_xml – sequence: 1
  givenname: Xianshun
  surname: Chen
  fullname: Chen, Xianshun
  email: chen0469@ntu.edu.sg
  organization: Intelligent Systems Centre
BookMark eNp9kMtOwzAQRS1UJErpB7DLDxhsT5o47KqKR6VKbGBtOc64uErsyg6p-HtSiliw6Gzmbs4dzbkmEx88EnLL2R1nrLxPXIgKKOOCMiaB8gsy5bJY0EpUYvKXZX5F5int2DggSpnzKVkvfabbbYiu_-iyBgdsw75D32foBxeD_8k2xGwfQ91iR1NoB-e3D1kKtj_oiFnEweHhhlxa3Sac_-4ZeX96fFu90M3r83q13FAjpOypKbRhjcnrUjZaQGVBAwLqvFhYYLZomqbGBWiUlpumZpUWHIDVYExuQADMCD_1mhhSimjVPrpOxy_FmTrqUCcdatShjjoUH5nyH2Ncr3sXfB-1a8-S4kSm8YrfYlS78Bn9-OAZ6BvfWXgW
CitedBy_id crossref_primary_10_1007_s12293_016_0219_9
crossref_primary_10_1007_s12293_012_0101_3
crossref_primary_10_1109_TEVC_2014_2319051
crossref_primary_10_1109_MCI_2010_936309
crossref_primary_10_1007_s12293_024_00417_3
Cites_doi 10.1023/B:NACO.0000023419.83147.67
10.1002/spe.524
10.1023/A:1008293323270
10.1109/TEVC.2011.2132725
10.1109/TEVC.2005.856210
10.1109/TSMCB.2005.856143
10.1109/TEVC.2003.819944
10.1007/s12293-009-0021-z
10.1007/s00500-006-0139-6
10.1007/3-540-45578-7_58
10.1007/s12293-012-0078-y
10.1109/TOOLS.1998.711001
10.1145/1389095.1389285
10.1007/0-306-48056-5_16
10.1023/A:1021188818613
10.1007/3-540-45712-7_52
10.1109/TOOLS.1999.779008
10.1007/3-540-45356-3_87
10.1007/s00500-007-0264-x
10.1145/1143997.1144100
ContentType Journal Article
Copyright Springer-Verlag 2012
Copyright_xml – notice: Springer-Verlag 2012
DBID AAYXX
CITATION
DOI 10.1007/s12293-012-0083-1
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
EISSN 1865-9292
EndPage 161
ExternalDocumentID 10_1007_s12293_012_0083_1
GroupedDBID -5B
-5G
-BR
-EM
-~C
06D
0R~
0VY
1N0
203
29M
29~
2JY
2KG
2VQ
2~H
30V
4.4
406
408
409
40D
40E
67Z
6NX
875
8TC
96X
AAAVM
AACDK
AAHNG
AAIAL
AAJBT
AAJKR
AANZL
AARHV
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYTO
AAYZH
AAZMS
ABAKF
ABBXA
ABDZT
ABECU
ABFTD
ABFTV
ABHQN
ABJNI
ABJOX
ABKCH
ABMQK
ABQBU
ABSXP
ABTEG
ABTHY
ABTKH
ABTMW
ABULA
ABWNU
ABXPI
ACAOD
ACDTI
ACGFS
ACHSB
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACPIV
ACZOJ
ADHHG
ADHIR
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEBTG
AEFQL
AEGNC
AEJHL
AEJRE
AEMSY
AENEX
AEOHA
AEPYU
AESKC
AEVLU
AEXYK
AFBBN
AFLOW
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AGWZB
AGYKE
AHAVH
AHBYD
AHSBF
AHYZX
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
ALFXC
ALMA_UNASSIGNED_HOLDINGS
AMKLP
AMXSW
AMYLF
AMYQR
ANMIH
AOCGG
AUKKA
AXYYD
AYJHY
BA0
BGNMA
CAG
COF
CSCUP
DDRTE
DNIVK
DPUIP
EBLON
EBS
EIOEI
EJD
ESBYG
FERAY
FFXSO
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FYJPI
GGCAI
GGRSB
GJIRD
GQ6
GQ7
GQ8
GXS
H13
HF~
HG6
HLICF
HMJXF
HQYDN
HRMNR
HZ~
I0C
IJ-
IKXTQ
IWAJR
IXC
IXD
IZIGR
I~X
J-C
J0Z
JBSCW
JCJTX
JZLTJ
KOV
LLZTM
M4Y
NPVJJ
NQJWS
NU0
O9-
O93
O9J
OAM
P2P
P9P
PT4
QOS
R89
RIG
RLLFE
ROL
RSV
S1Z
S27
S3B
SDH
SEG
SHX
SISQX
SJYHP
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
T13
TSG
U2A
UG4
UOJIU
UTJUX
UZXMN
VC2
VFIZW
W48
WK8
Z45
Z83
ZMTXR
~A9
AAPKM
AAYXX
ABBRH
ABDBE
ABFSG
ABRTQ
ACSTC
ADKFA
AEZWR
AFDZB
AFHIU
AFOHR
AHPBZ
AHWEU
AIXLP
ATHPR
AYFIA
CITATION
ID FETCH-LOGICAL-c288t-c6ac0dc4b78da239f3a3e3ea465f30f6dddbe53ae8f1cdb09a21330b3cc4c3233
IEDL.DBID RSV
ISICitedReferencesCount 4
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000209099100006&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1865-9284
IngestDate Tue Nov 18 20:24:46 EST 2025
Sat Nov 29 08:04:23 EST 2025
Fri Feb 21 02:35:19 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Memetic algorithm
Automated algorithms configuration
Combinatorial optimization
Metaheuristics
Continuous optimization
Algorithms design
Language English
License http://www.springer.com/tdm
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c288t-c6ac0dc4b78da239f3a3e3ea465f30f6dddbe53ae8f1cdb09a21330b3cc4c3233
PageCount 13
ParticipantIDs crossref_primary_10_1007_s12293_012_0083_1
crossref_citationtrail_10_1007_s12293_012_0083_1
springer_journals_10_1007_s12293_012_0083_1
PublicationCentury 2000
PublicationDate 20120600
2012-6-00
PublicationDateYYYYMMDD 2012-06-01
PublicationDate_xml – month: 6
  year: 2012
  text: 20120600
PublicationDecade 2010
PublicationPlace Berlin/Heidelberg
PublicationPlace_xml – name: Berlin/Heidelberg
PublicationTitle Memetic computing
PublicationTitleAbbrev Memetic Comp
PublicationYear 2012
Publisher Springer-Verlag
Publisher_xml – name: Springer-Verlag
References CR17
CR16
CR15
Ong, Keane (CR21) 2004; 8
CR14
Tang, Lim, Ong (CR32) 2007; 11
CR13
CR12
CR34
Lim, Gustafson, Krasnogor, Ong (CR3) 2009; 1
CR11
CR31
CR30
Dawkins (CR24) 1989
Krasnogor, Gustafson (CR29) 2004; 3
Koza (CR19) 1992
Tang, Lim, Ong (CR33) 2006; 2
Burkard, Karisch, Rendl (CR35) 1997; 10
Ong, Lim, Zhu, Wong (CR22) 2006; 36
CR2
CR4
CR6
CR8
CR7
CR28
CR9
CR27
Stanley, Bryant, Miikkulainen (CR18) 2005; 9
CR26
CR25
CR23
CR20
Shaw, Backer, Furnon (CR10) 2002; 115
Gaspero, Schaerf (CR5) 2000; 33
Chen, Ong, Lim, Tan (CR1) 2011; 15
83_CR27
YS Ong (83_CR22) 2006; 36
83_CR28
LD Gaspero (83_CR5) 2000; 33
83_CR25
83_CR26
83_CR23
YS Ong (83_CR21) 2004; 8
83_CR20
JR Koza (83_CR19) 1992
R Dawkins (83_CR24) 1989
83_CR2
MH Lim (83_CR3) 2009; 1
J Tang (83_CR33) 2006; 2
N Krasnogor (83_CR29) 2004; 3
83_CR16
83_CR17
83_CR14
83_CR6
83_CR15
83_CR12
83_CR34
83_CR4
83_CR13
83_CR9
83_CR10
83_CR11
83_CR7
83_CR30
J Tang (83_CR32) 2007; 11
83_CR8
83_CR31
KO Stanley (83_CR18) 2005; 9
XS Chen (83_CR1) 2011; 15
RE Burkard (83_CR35) 1997; 10
References_xml – year: 1989
  ident: CR24
  publication-title: The selfish gene
– volume: 3
  start-page: 53
  issue: 1
  year: 2004
  end-page: 76
  ident: CR29
  article-title: A study on the use of “self-generation” in memetic algorithms
  publication-title: Nat Comput
  doi: 10.1023/B:NACO.0000023419.83147.67
– ident: CR4
– ident: CR14
– ident: CR2
– ident: CR16
– ident: CR12
– ident: CR30
– volume: 115
  start-page: 31
  issue: 1
  year: 2002
  end-page: 50
  ident: CR10
  article-title: Improved local search for CP toolkits
  publication-title: Ann Oper Res
– year: 1992
  ident: CR19
  publication-title: Genetic programming: on the programming of computers by means of natural selection. complex adaptive systems
– ident: CR6
– volume: 33
  start-page: 733
  issue: 8
  year: 2000
  end-page: 765
  ident: CR5
  article-title: Easylocal++: An object-oriented framework for flexible design of local search algorithms
  publication-title: Softw Practice Experience
  doi: 10.1002/spe.524
– ident: CR8
– volume: 2
  start-page: 1399
  issue: 6
  year: 2006
  end-page: 1416
  ident: CR33
  article-title: Parallel memetic algorithm with selective local search for large scale quadratic assignment problems
  publication-title: Int J Innov Comput Inf Control
– ident: CR25
– ident: CR27
– ident: CR23
– volume: 10
  start-page: 391
  issue: 4
  year: 1997
  end-page: 403
  ident: CR35
  article-title: QAPLIB—a quadratic assignment problem library
  publication-title: J Glob Optim
  doi: 10.1023/A:1008293323270
– volume: 15
  start-page: 591
  issue: 5
  year: 2011
  end-page: 607
  ident: CR1
  article-title: A multi-facet survey of memetic computing
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2011.2132725
– volume: 9
  start-page: 653
  issue: 6
  year: 2005
  end-page: 668
  ident: CR18
  article-title: Real-time neuroevolution in the nero video game
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2005.856210
– volume: 36
  start-page: 141
  issue: 1
  year: 2006
  end-page: 152
  ident: CR22
  article-title: Classification of adaptive memetic algorithms: a comparative study
  publication-title: IEEE Trans Syst Man Cybern Part B
  doi: 10.1109/TSMCB.2005.856143
– ident: CR15
– ident: CR17
– ident: CR31
– ident: CR13
– ident: CR11
– ident: CR9
– volume: 8
  start-page: 99
  issue: 2
  year: 2004
  end-page: 110
  ident: CR21
  article-title: Meta-lamarckian learning in memetic algorithms
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2003.819944
– ident: CR34
– ident: CR7
– ident: CR28
– ident: CR26
– volume: 1
  start-page: 173
  issue: 3
  year: 2009
  end-page: 174
  ident: CR3
  article-title: Editorial
  publication-title: Memetic Comput
  doi: 10.1007/s12293-009-0021-z
– ident: CR20
– volume: 11
  start-page: 873
  issue: 9
  year: 2007
  end-page: 888
  ident: CR32
  article-title: Diversity-adaptive parallel memetic algorithm for solving large scale combinatorial optimization problems
  publication-title: Soft Comput J
  doi: 10.1007/s00500-006-0139-6
– ident: 83_CR12
– ident: 83_CR4
  doi: 10.1007/3-540-45578-7_58
– volume: 33
  start-page: 733
  issue: 8
  year: 2000
  ident: 83_CR5
  publication-title: Softw Practice Experience
  doi: 10.1002/spe.524
– volume: 11
  start-page: 873
  issue: 9
  year: 2007
  ident: 83_CR32
  publication-title: Soft Comput J
  doi: 10.1007/s00500-006-0139-6
– ident: 83_CR6
– volume: 8
  start-page: 99
  issue: 2
  year: 2004
  ident: 83_CR21
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2003.819944
– ident: 83_CR2
  doi: 10.1007/s12293-012-0078-y
– ident: 83_CR27
– ident: 83_CR9
  doi: 10.1109/TOOLS.1998.711001
– ident: 83_CR25
– volume: 15
  start-page: 591
  issue: 5
  year: 2011
  ident: 83_CR1
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2011.2132725
– volume: 10
  start-page: 391
  issue: 4
  year: 1997
  ident: 83_CR35
  publication-title: J Glob Optim
  doi: 10.1023/A:1008293323270
– volume: 3
  start-page: 53
  issue: 1
  year: 2004
  ident: 83_CR29
  publication-title: Nat Comput
  doi: 10.1023/B:NACO.0000023419.83147.67
– ident: 83_CR15
– volume-title: Genetic programming: on the programming of computers by means of natural selection. complex adaptive systems
  year: 1992
  ident: 83_CR19
– ident: 83_CR17
– ident: 83_CR23
  doi: 10.1145/1389095.1389285
– ident: 83_CR13
– volume-title: The selfish gene
  year: 1989
  ident: 83_CR24
– ident: 83_CR7
– ident: 83_CR20
  doi: 10.1007/0-306-48056-5_16
– ident: 83_CR10
  doi: 10.1023/A:1021188818613
– ident: 83_CR26
  doi: 10.1007/3-540-45712-7_52
– ident: 83_CR28
– ident: 83_CR8
  doi: 10.1109/TOOLS.1999.779008
– volume: 9
  start-page: 653
  issue: 6
  year: 2005
  ident: 83_CR18
  publication-title: IEEE Trans Evol Comput
  doi: 10.1109/TEVC.2005.856210
– ident: 83_CR11
  doi: 10.1007/3-540-45356-3_87
– ident: 83_CR30
  doi: 10.1007/s00500-007-0264-x
– volume: 2
  start-page: 1399
  issue: 6
  year: 2006
  ident: 83_CR33
  publication-title: Int J Innov Comput Inf Control
– volume: 36
  start-page: 141
  issue: 1
  year: 2006
  ident: 83_CR22
  publication-title: IEEE Trans Syst Man Cybern Part B
  doi: 10.1109/TSMCB.2005.856143
– ident: 83_CR31
– ident: 83_CR34
  doi: 10.1145/1143997.1144100
– ident: 83_CR14
– volume: 1
  start-page: 173
  issue: 3
  year: 2009
  ident: 83_CR3
  publication-title: Memetic Comput
  doi: 10.1007/s12293-009-0021-z
– ident: 83_CR16
SSID ssj0000327841
Score 1.8775433
SecondaryResourceType review_article
Snippet Algorithm Development Environment for Problem Solving (ADEP) is a development platform catering to the needs of designing and exploring computationally viable...
SourceID crossref
springer
SourceType Enrichment Source
Index Database
Publisher
StartPage 149
SubjectTerms Applications of Mathematics
Artificial Intelligence
Bioinformatics
Complex Systems
Control
Engineering
Mathematical and Computational Engineering
Mechatronics
Robotics
Software Review
Title An algorithm development environment for problem-solving: software review
URI https://link.springer.com/article/10.1007/s12293-012-0083-1
Volume 4
WOSCitedRecordID wos000209099100006&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAVX
  databaseName: SpringerLINK Contemporary 1997-Present
  customDbUrl:
  eissn: 1865-9292
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000327841
  issn: 1865-9284
  databaseCode: RSV
  dateStart: 20090301
  isFulltext: true
  titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22
  providerName: Springer Nature
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1JS8NAFH6IetCD1apYN-bgSRlIZ5J04q2IRUGKuNFbmC1aqK0kUf--b7J0ARX0_hKGN_OW760AJ9KglZcu_pWwgPqhL6hCGEa1StBdQIMvyiFJN51-XwwG0W3Vx53V1e51SrLQ1LNmN8ZcrZkrJUC_gSLkWUFrJ5w03t0_TQMrHi9yaQ5oiTCgEerfOpv53V8W7dFiMrSwMb3Gv063CRuVS0m65RvYgiU7bkKjXtdAKultwvrc7MFtuO6OiRw9T9Jh_vJKzKx2iMz1vhF0aUm1c4biK3XRh3OSoer-lKklZd_LDjz2Lh8urmi1V4FqZH1OdSi1Z7SvOsJIxqOES265lX4YJNxLQmOMsgGXViRtbZQXSYZI1lNca19zxvkuLI8nY7sHxDJmOkpp7svQt4je0FvQbWYRNmpluGiBV3M31tXQcbf7YhTPxiU7xsXIuNgxLm634HT6yVs5ceM34rP6OuJK-LKfqff_RH0Aa6y4TxdyOYTlPH23R7CqP_Jhlh4Xj-4LhyrQpA
linkProvider Springer Nature
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8NAEF6kCurBalWszz14UhbS3W2aeCtiabEW0Sq9hX1FCzWVJOrfdzYP24IKep-EZXZ2Zr55InQqNFh5YeNfIW0S7nKPSIBhRMkQ3AUw-F4-JKnfGgy80ci_Lfq4k7LavUxJZpp61uxGqa01s6UE4DcQgDzLHAyWreO7u3_8Cqw4LMulWaDluU3ig_4ts5nf_WXRHi0mQzMb06n-63SbaKNwKXE7l4EttGSiGqqW6xpw8XpraH1u9uA26rUjLCZP03icPr9gPasdwnO9bxhcWlzsnCEgpTb6cIETUN0fIjY473vZQQ-dq-FllxR7FYgC1qdEuUI5WnHZ8rSgzA-ZYIYZwd1myJzQ1VpL02TCeGFDaen4ggKSdSRTiitGGdtFlWgamT2EDaW6JaViXLjcAHoDb0E1qAHYqKRmXh05JXcDVQwdt7svJsFsXLJlXACMCyzjgkYdnX198ppP3PiN-Ly8jqB4fMnP1Pt_oj5Bq93hTT_o9wbXB2iNZndrwy-HqJLGb-YIraj3dJzEx5kAfgJYl9OI
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1ZS8NAEB6kiuiD1apYz33wSVma7iZp4ltRi8VSCh70LewVLdS0JFH_vrs5eoAK4vskLDOzO_PNCXDOpLbyzMS_QuJg27U9zDUMw4KH2l3QBt_LhyT1Wv2-Nxz6g2LPaVJWu5cpybynwUxpitLGVIaNeeMbIabuzJQVaB8Ca_izapudQQauPzzPgiwWzfJqBnR5roN9_RaXmc3v_rJsm5YTo5m96VT_fdJt2CpcTdTOdWMHVlRUg2q5xgEVt7oGmwszCXeh244QG79M4lH6-obkvKYILfTEIe3qomIXDdbaa6ISVyjRT_onixXK-2H24Klz-3h9h4t9C1hokaRYuExYUti85UlGqB9SRhVVzHadkFqhK6XkyqFMeWFTSG75jGiEa3EqhC0ooXQfKtEkUgeAFCGyxbmgNnNtpVGd9iJEkygNJwWX1KuDVXI6EMUwcrMTYxzMxygbxgWacYFhXNCsw8Xsk2k-ieM34stSNEFxKZOfqQ__RH0G64ObTtDr9u-PYINkojVRmWOopPG7OoE18ZGOkvg008UvWYfcbA
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=An+algorithm+development+environment+for+problem-solving%3A+software+review&rft.jtitle=Memetic+computing&rft.au=Chen%2C+Xianshun&rft.date=2012-06-01&rft.pub=Springer-Verlag&rft.issn=1865-9284&rft.eissn=1865-9292&rft.volume=4&rft.issue=2&rft.spage=149&rft.epage=161&rft_id=info:doi/10.1007%2Fs12293-012-0083-1&rft.externalDocID=10_1007_s12293_012_0083_1
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1865-9284&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1865-9284&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1865-9284&client=summon