An evolutionary algorithm based on fully connected weight networks for mixed-variable multi-objective optimization
Saved in:
| Published in: | Information sciences Vol. 659; p. 120053 |
|---|---|
| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
01.02.2024
|
| ISSN: | 0020-0255 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| ArticleNumber | 120053 |
|---|---|
| Author | Liao, Xiangke Dong, Nanjiang Zhang, Tao Wang, Rui Wang, Ling |
| Author_xml | – sequence: 1 givenname: Nanjiang surname: Dong fullname: Dong, Nanjiang – sequence: 2 givenname: Tao orcidid: 0000-0002-0432-2942 surname: Zhang fullname: Zhang, Tao – sequence: 3 givenname: Rui orcidid: 0000-0001-9048-2979 surname: Wang fullname: Wang, Rui – sequence: 4 givenname: Xiangke surname: Liao fullname: Liao, Xiangke – sequence: 5 givenname: Ling surname: Wang fullname: Wang, Ling |
| BookMark | eNp9kMtOwzAQRb0oEm3hA9j5BxLGTuKGZVXxkpDYwDqyk3Hr4NiV7baUryelrFiwGmlGZ-7VmZGJ8w4JuWGQM2Dits-NizkHXuSMA1TFhEwBOGTAq-qSzGLsAaBcCDElYeko7r3dJeOdDEcq7doHkzYDVTJiR72jemftkbbeOWzTuDqgWW8SdZgOPnxEqn2gg_nELtvLYKSySIedTSbzqh8Js0fqt8kM5kueUq7IhZY24vXvnJP3h_u31VP28vr4vFq-ZC0vq5RVmtULwVjHdacRC11wLCQrKyZUp6TQILETWIoWEGomGVNacVUrkHfjqS7mZHH-2wYfY0DdtCb9NEhBGtswaE66mr4ZdTUnXc1Z10iyP-Q2mGG08w_zDd9pd2Q |
| CitedBy_id | crossref_primary_10_1080_09544828_2024_2355762 crossref_primary_10_1016_j_ins_2024_120895 |
| Cites_doi | 10.1007/s10898-021-01052-9 10.1007/s00158-022-03382-y 10.1109/TEVC.2020.2999100 10.1109/TEVC.2013.2281535 10.1109/TSMC.2020.3043642 10.1109/TEVC.2003.810761 10.1109/TPWRS.2010.2094212 10.1016/j.asoc.2011.01.034 10.1109/TEVC.2008.925798 10.1016/j.energy.2017.11.085 10.1007/s10489-019-01503-7 10.1016/j.ces.2006.03.004 10.1016/j.swevo.2020.100808 10.1109/TEVC.2013.2281531 10.1109/4235.797969 10.1016/j.pnsc.2008.03.028 10.1016/j.cej.2022.138443 10.1162/EVCO_a_00059 10.1016/j.asoc.2013.05.001 10.1080/0305215X.2020.1855156 10.1109/TEVC.2007.892759 10.1080/0305215X.2021.1904918 |
| ContentType | Journal Article |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.ins.2023.120053 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Library & Information Science |
| ExternalDocumentID | 10_1016_j_ins_2023_120053 |
| GroupedDBID | --K --M --Z -~X .DC .~1 0R~ 1B1 1OL 1RT 1~. 1~5 29I 4.4 457 4G. 5GY 5VS 7-5 71M 77I 8P~ 9DU 9JN 9JO AAAKF AAAKG AABNK AAEDT AAEDW AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AARIN AATTM AAXKI AAXUO AAYFN AAYWO AAYXX ABAOU ABBOA ABEFU ABFNM ABJNI ABMAC ABUCO ABWVN ABXDB ACDAQ ACGFS ACLOT ACNNM ACRLP ACRPL ACVFH ACZNC ADBBV ADCNI ADEZE ADGUI ADJOM ADMUD ADNMO ADTZH ADVLN AEBSH AECPX AEIPS AEKER AENEX AEUPX AFFNX AFJKZ AFPUW AFTJW AGHFR AGQPQ AGUBO AGYEJ AHHHB AHJVU AHZHX AIALX AIEXJ AIGII AIGVJ AIIUN AIKHN AITUG AKBMS AKRWK AKYEP ALMA_UNASSIGNED_HOLDINGS AMRAJ ANKPU AOUOD APLSM APXCP ARUGR ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CITATION CS3 DU5 EBS EFJIC EFKBS EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-Q GBLVA GBOLZ HAMUX HLZ HVGLF HZ~ H~9 IHE J1W JJJVA KOM LG9 LY1 M41 MHUIS MO0 MS~ N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- ROL RPZ SBC SDF SDG SDP SDS SES SEW SPC SPCBC SSB SSD SST SSV SSW SSZ T5K TN5 TWZ UHS WH7 WUQ XPP YYP ZMT ZY4 ~02 ~G- ~HD |
| ID | FETCH-LOGICAL-c245t-5f187611d2fdfee3f32e3a14516bdba6f0aed6e46c0e081a11bfb2b8b0a90ae83 |
| ISICitedReferencesCount | 3 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001156709100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0020-0255 |
| IngestDate | Tue Nov 18 22:18:50 EST 2025 Sat Nov 29 06:57:55 EST 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c245t-5f187611d2fdfee3f32e3a14516bdba6f0aed6e46c0e081a11bfb2b8b0a90ae83 |
| ORCID | 0000-0002-0432-2942 0000-0001-9048-2979 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_ins_2023_120053 crossref_primary_10_1016_j_ins_2023_120053 |
| PublicationCentury | 2000 |
| PublicationDate | 2024-02-00 |
| PublicationDateYYYYMMDD | 2024-02-01 |
| PublicationDate_xml | – month: 02 year: 2024 text: 2024-02-00 |
| PublicationDecade | 2020 |
| PublicationTitle | Information sciences |
| PublicationYear | 2024 |
| References | Garg (10.1016/j.ins.2023.120053_br0150) 2022 Wang (10.1016/j.ins.2023.120053_br0330) 2022 Jaber (10.1016/j.ins.2023.120053_br0230) 2022; 54 Deb (10.1016/j.ins.2023.120053_br0050) 2007 Deb (10.1016/j.ins.2023.120053_br0060) 1996; 26 Kennedy (10.1016/j.ins.2023.120053_br0080) 1995 Gong (10.1016/j.ins.2023.120053_br0280) 2022 Lampinen (10.1016/j.ins.2023.120053_br0160) 1999; vol. 71 Dantzig (10.1016/j.ins.2023.120053_br0090) 1954; 2 Maza (10.1016/j.ins.2023.120053_br0180) 2019; 49 Wang (10.1016/j.ins.2023.120053_br0310) 2021; 60 Hui (10.1016/j.ins.2023.120053_br0070) 2009; 13 Li (10.1016/j.ins.2023.120053_br0410) 2018 Gong (10.1016/j.ins.2023.120053_br0270) 2020 Yuan (10.1016/j.ins.2023.120053_br0430) 2020; 25 Yang (10.1016/j.ins.2023.120053_br0350) 2022; 54 Bosman (10.1016/j.ins.2023.120053_br0450) 2003; 7 Wang (10.1016/j.ins.2023.120053_br0010) 2017; 141 Balas (10.1016/j.ins.2023.120053_br0120) 1979; vol. 5 Datta (10.1016/j.ins.2023.120053_br0260) 2013; 13 Gomory (10.1016/j.ins.2023.120053_br0100) 2010 Manson (10.1016/j.ins.2023.120053_br0340) 2021; 80 Land (10.1016/j.ins.2023.120053_br0110) 2010 Angira (10.1016/j.ins.2023.120053_br0240) 2006; 61 Wu (10.1016/j.ins.2023.120053_br0300) 2011; 26 Deb (10.1016/j.ins.2023.120053_br0380) 2005 Sheikh (10.1016/j.ins.2023.120053_br0360) 2022; 65 Wang (10.1016/j.ins.2023.120053_br0320) 2019; 24 Zhang (10.1016/j.ins.2023.120053_br0040) 2007; 11 Han (10.1016/j.ins.2023.120053_br0220) 2021 Zhang (10.1016/j.ins.2023.120053_br0390) 2008 Li (10.1016/j.ins.2023.120053_br0190) 2013; 21 Zhang (10.1016/j.ins.2023.120053_br0420) 2007; 1 Datta (10.1016/j.ins.2023.120053_br0290) 2011; 11 Liu (10.1016/j.ins.2023.120053_br0170) 2021; 52 Zitzler (10.1016/j.ins.2023.120053_br0440) 1999; 3 Stützle (10.1016/j.ins.2023.120053_br0130) 1999; vol. 4 Yang (10.1016/j.ins.2023.120053_br0140) 2008; 18 Kershaw (10.1016/j.ins.2023.120053_br0370) 2023; 451 Deb (10.1016/j.ins.2023.120053_br0400) 2014; 18 Datta (10.1016/j.ins.2023.120053_br0200) 2013; 13 Wu (10.1016/j.ins.2023.120053_br0210) 2013 Liao (10.1016/j.ins.2023.120053_br0250) 2013; 18 Deb (10.1016/j.ins.2023.120053_br0020) 2000 Zitzler (10.1016/j.ins.2023.120053_br0030) 2004 |
| References_xml | – volume: 80 start-page: 865 issue: 4 year: 2021 ident: 10.1016/j.ins.2023.120053_br0340 article-title: MVMOO: mixed variable multi-objective optimisation publication-title: J. Glob. Optim. doi: 10.1007/s10898-021-01052-9 – volume: vol. 5 start-page: 3 year: 1979 ident: 10.1016/j.ins.2023.120053_br0120 article-title: Disjunctive programming – volume: 65 start-page: 331 issue: 11 year: 2022 ident: 10.1016/j.ins.2023.120053_br0360 article-title: Bayesian optimization for mixed-variable, multi-objective problems publication-title: Struct. Multidiscip. Optim. doi: 10.1007/s00158-022-03382-y – year: 2004 ident: 10.1016/j.ins.2023.120053_br0030 article-title: Indicator-based selection in multiobjective search – volume: 26 start-page: 30 year: 1996 ident: 10.1016/j.ins.2023.120053_br0060 article-title: A combined genetic adaptive search (geneas) for engineering design publication-title: Comput. Sci. Inform. – volume: vol. 71 start-page: 76 year: 1999 ident: 10.1016/j.ins.2023.120053_br0160 article-title: Mixed integer-discrete-continuous optimization by differential evolution – volume: 25 start-page: 75 issue: 1 year: 2020 ident: 10.1016/j.ins.2023.120053_br0430 article-title: Investigating the properties of indicators and an evolutionary many-objective algorithm using promising regions publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2020.2999100 – year: 1995 ident: 10.1016/j.ins.2023.120053_br0080 article-title: Particle swarm optimization – volume: 18 start-page: 577 issue: 4 year: 2014 ident: 10.1016/j.ins.2023.120053_br0400 article-title: An evolutionary many-objective optimization algorithm using reference-point-based nondominated sorting approach, part I: solving problems with box constraints publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2013.2281535 – volume: 52 start-page: 2374 issue: 4 year: 2021 ident: 10.1016/j.ins.2023.120053_br0170 article-title: A biobjective perspective for mixed-integer programming publication-title: IEEE Trans. Syst. Man Cybern. Syst. doi: 10.1109/TSMC.2020.3043642 – start-page: 145 year: 2021 ident: 10.1016/j.ins.2023.120053_br0220 article-title: A differential evolution algorithm for multi-objective mixed-variable optimization problems – start-page: 2022 year: 2022 ident: 10.1016/j.ins.2023.120053_br0280 article-title: A novel self-adaptive mixed-variable multiobjective ant colony optimization algorithm in mobile edge computing publication-title: Secur. Commun. Netw. – volume: 7 start-page: 174 issue: 2 year: 2003 ident: 10.1016/j.ins.2023.120053_br0450 article-title: The balance between proximity and diversity in multiobjective evolutionary algorithms publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2003.810761 – start-page: 849 year: 2000 ident: 10.1016/j.ins.2023.120053_br0020 article-title: A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II – volume: 26 start-page: 1591 issue: 3 year: 2011 ident: 10.1016/j.ins.2023.120053_br0300 article-title: Application of enhanced integer coded particle swarm optimization for distribution system feeder reconfiguration publication-title: IEEE Trans. Power Syst. doi: 10.1109/TPWRS.2010.2094212 – start-page: 735 year: 2020 ident: 10.1016/j.ins.2023.120053_br0270 article-title: Research of a self-adaptive mixed-variable multi-objective ant colony optimization algorithm – start-page: 77 year: 2010 ident: 10.1016/j.ins.2023.120053_br0100 article-title: Outline of an algorithm for integer solutions to linear programs and an algorithm for the mixed integer problem – volume: 11 start-page: 3625 issue: 4 year: 2011 ident: 10.1016/j.ins.2023.120053_br0290 article-title: A real-integer-discrete-coded particle swarm optimization for design problems publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2011.01.034 – volume: 13 start-page: 284 issue: 2 year: 2009 ident: 10.1016/j.ins.2023.120053_br0070 article-title: Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2008.925798 – start-page: 1 year: 2008 ident: 10.1016/j.ins.2023.120053_br0390 – start-page: 7 year: 2007 ident: 10.1016/j.ins.2023.120053_br0050 article-title: Self-adaptive simulated binary crossover for real-parameter optimization – year: 2013 ident: 10.1016/j.ins.2023.120053_br0210 article-title: An improved differential evolution algorithm for mixed integer programming problems – year: 2018 ident: 10.1016/j.ins.2023.120053_br0410 article-title: Two-archive evolutionary algorithm for constrained multiobjective optimization publication-title: IEEE Trans. Evol. Comput. – start-page: 1 year: 2022 ident: 10.1016/j.ins.2023.120053_br0330 article-title: An improved estimation of distribution algorithm for multi-objective optimization problems with mixed-variable publication-title: Neural Comput. Appl. – volume: 141 start-page: 2288 year: 2017 ident: 10.1016/j.ins.2023.120053_br0010 article-title: An efficient multi-objective model and algorithm for sizing a stand-alone hybrid renewable energy system publication-title: Energy doi: 10.1016/j.energy.2017.11.085 – start-page: 100020 year: 2022 ident: 10.1016/j.ins.2023.120053_br0150 article-title: Impact of genetic operators on the performance of genetic algorithm (GA) for travelling salesman problem (TSP) – volume: 49 start-page: 4237 year: 2019 ident: 10.1016/j.ins.2023.120053_br0180 article-title: Feature selection for intrusion detection using new multi-objective estimation of distribution algorithms publication-title: Appl. Intell. doi: 10.1007/s10489-019-01503-7 – volume: 61 start-page: 4707 issue: 14 year: 2006 ident: 10.1016/j.ins.2023.120053_br0240 article-title: Optimization of process synthesis and design problems: a modified differential evolution approach publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2006.03.004 – volume: 60 year: 2021 ident: 10.1016/j.ins.2023.120053_br0310 article-title: A particle swarm optimization algorithm for mixed-variable optimization problems publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2020.100808 – volume: 18 start-page: 503 issue: 4 year: 2013 ident: 10.1016/j.ins.2023.120053_br0250 article-title: Ant colony optimization for mixed-variable optimization problems publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2013.2281531 – volume: 3 start-page: 257 issue: 4 year: 1999 ident: 10.1016/j.ins.2023.120053_br0440 article-title: Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.797969 – volume: 18 start-page: 1417 issue: 11 year: 2008 ident: 10.1016/j.ins.2023.120053_br0140 article-title: An ant colony optimization method for generalized TSP problem publication-title: Prog. Nat. Sci. doi: 10.1016/j.pnsc.2008.03.028 – volume: vol. 4 start-page: 163 year: 1999 ident: 10.1016/j.ins.2023.120053_br0130 article-title: ACO algorithms for the traveling salesman problem – year: 2005 ident: 10.1016/j.ins.2023.120053_br0380 article-title: Scalable test problems for evolutionary multiobejctive optimization – volume: 24 start-page: 479 issue: 3 year: 2019 ident: 10.1016/j.ins.2023.120053_br0320 article-title: An estimation of distribution algorithm for mixed-variable newsvendor problems publication-title: IEEE Trans. Evol. Comput. – volume: 451 year: 2023 ident: 10.1016/j.ins.2023.120053_br0370 article-title: Machine learning directed multi-objective optimization of mixed variable chemical systems publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2022.138443 – volume: 21 start-page: 29 issue: 1 year: 2013 ident: 10.1016/j.ins.2023.120053_br0190 article-title: Mixed integer evolution strategies for parameter optimization publication-title: Evol. Comput. doi: 10.1162/EVCO_a_00059 – volume: 13 start-page: 3884 issue: 9 year: 2013 ident: 10.1016/j.ins.2023.120053_br0200 article-title: A real–integer–discrete-coded differential evolution publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2013.05.001 – volume: 54 start-page: 113 issue: 1 year: 2022 ident: 10.1016/j.ins.2023.120053_br0350 article-title: A surrogate-based optimization method for mixed-variable aircraft design publication-title: Eng. Optim. doi: 10.1080/0305215X.2020.1855156 – volume: 11 start-page: 712 issue: 6 year: 2007 ident: 10.1016/j.ins.2023.120053_br0040 article-title: MOEA/D: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2007.892759 – volume: 54 start-page: 1004 issue: 6 year: 2022 ident: 10.1016/j.ins.2023.120053_br0230 article-title: A branch-and-bound algorithm based on NSGAII for multi-objective mixed integer nonlinear optimization problems publication-title: Eng. Optim. doi: 10.1080/0305215X.2021.1904918 – volume: 1 year: 2007 ident: 10.1016/j.ins.2023.120053_br0420 article-title: RM-MEDA: a regularity model based multiobjective estimation of distribution algorithm publication-title: IEEE Trans. Evol. Comput. – volume: 2 start-page: 393 issue: 4 year: 1954 ident: 10.1016/j.ins.2023.120053_br0090 article-title: Solution of a large-scale Traveling-Salesman Problem publication-title: J. Oper. Res. Soc. Am. – start-page: 105 year: 2010 ident: 10.1016/j.ins.2023.120053_br0110 article-title: An automatic method for solving discrete programming problems – volume: 13 start-page: 3884 issue: 9 year: 2013 ident: 10.1016/j.ins.2023.120053_br0260 article-title: A real–integer–discrete-coded differential evolution publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2013.05.001 |
| SSID | ssj0004766 |
| Score | 2.4427376 |
| SourceID | crossref |
| SourceType | Enrichment Source Index Database |
| StartPage | 120053 |
| Title | An evolutionary algorithm based on fully connected weight networks for mixed-variable multi-objective optimization |
| Volume | 659 |
| WOSCitedRecordID | wos001156709100001&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: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 issn: 0020-0255 databaseCode: AIEXJ dateStart: 19950101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: false ssIdentifier: ssj0004766 providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3Nb9MwFLdKxwEOaAwQAzb5gDgQBSXO97FCmwBNE0IF9RbZsT1S2mQqXVWu_OU8fyTxOiaxA4dGleO8RHm_PPs9_94zQq-JqkjCohS-b1n4cS6lT2kifBrwImGRIEJnyH07y87P89ms-Dwa_e5yYTaLrGny7ba4_K-qhjZQtkqdvYO6e6HQAP9B6XAEtcPxnxQ_aTyxsXdQlDi6uGhX9fr70lMjFlerAyrm_ksRzhswd4p_ruOjXmMo4bpCg7est4L7G3CldXKVJh76LZsbA-m1YGqWNofTneDa9CaNKju6DlvXW_ovWPQ5oPLiRtB6StshwG-avlzVXdNZTXVcd6au_SHceAWJO4rzYIPBYVWejGuDU1sW3FjRUIW6or8aeBNrmINXomqtk-jd0Pd6Me2dQa6nHnastnkJIkolojQi7qE9kiVFPkZ7k48ns09Ddm1mVry75-7WxjVLcOc5nNmNM02Z7qNH1r_AE4OLx2gkmgP00Kk6eYCObK4KfoMdbWFr5Z-g1aTBLoJwjyCsEYShs0YQ7hGEDYJwhyAMYvF1BOEdBGEXQU_R19OT6fsPvt2aw69InKz9RIYwjIYhJ5JLISIZERFRvesz44ymMqCCpyJOq0DApJOGIZOMsJwFtIBTefQMjZu2Ec8R5nAuI4zlHDx3ArN99cskzSNZxFmVHKKge6VlZevWq-1TFuWtqjxEb_tLLk3Rlts7v7hL55fowYDpV2i8Xl2JI3S_2qzrn6tji5w_0e-V5A |
| linkProvider | Elsevier |
| 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+evolutionary+algorithm+based+on+fully+connected+weight+networks+for+mixed-variable+multi-objective+optimization&rft.jtitle=Information+sciences&rft.au=Dong%2C+Nanjiang&rft.au=Zhang%2C+Tao&rft.au=Wang%2C+Rui&rft.au=Liao%2C+Xiangke&rft.date=2024-02-01&rft.issn=0020-0255&rft.volume=659&rft.spage=120053&rft_id=info:doi/10.1016%2Fj.ins.2023.120053&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_ins_2023_120053 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0020-0255&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0020-0255&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0020-0255&client=summon |