A class of multi-objective supply chain networks optimal model under random fuzzy environment and its application to the industry of Chinese liquor
An important issue, when shipping cost and customers demand are random fuzzy variables in supply chain network (SCN) design problem, is to find the network strategy that can simultaneously achieve the objectives of minimization total cost comprised of fixed costs of plants and distribution centers (...
Saved in:
| Published in: | Information sciences Vol. 178; no. 8; pp. 2022 - 2043 |
|---|---|
| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Elsevier Inc
15.04.2008
|
| Subjects: | |
| ISSN: | 0020-0255, 1872-6291 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | An important issue, when shipping cost and customers demand are random fuzzy variables in supply chain network (SCN) design problem, is to find the network strategy that can simultaneously achieve the objectives of minimization total cost comprised of fixed costs of plants and distribution centers (DCs), inbound and outbound distribution costs, and maximization customer services that can be rendered to customers in terms of acceptable delivery time. In this paper, we propose a random fuzzy multi-objective mixed-integer non-linear programming model for the SCN design problem of Luzhou Co., Ltd. which is representative in the industry of Chinese liquor. By the expected value operator and chance constraint operator, the model has been transformed into a deterministic multi-objective mixed-integer non-linear programming model. Then, we use spanning tree-based genetic algorithms (st-GA) by the Prüfer number representation to find the SCN to satisfy the demand imposed by customers with minimum total cost and maximum customer services for multi-objective SCN design problem of this company under condition of random fuzzy customers demand and transportation cost between facilities. Furthermore, the efficacy and the efficiency of this method are demonstrated by the comparison between its numerical experiment results and those of tradition matrix-based genetic algorithm. |
|---|---|
| AbstractList | An important issue, when shipping cost and customers demand are random fuzzy variables in supply chain network (SCN) design problem, is to find the network strategy that can simultaneously achieve the objectives of minimization total cost comprised of fixed costs of plants and distribution centers (DCs), inbound and outbound distribution costs, and maximization customer services that can be rendered to customers in terms of acceptable delivery time. In this paper, we propose a random fuzzy multi-objective mixed-integer non-linear programming model for the SCN design problem of Luzhou Co., Ltd. which is representative in the industry of Chinese liquor. By the expected value operator and chance constraint operator, the model has been transformed into a deterministic multi-objective mixed-integer non-linear programming model. Then, we use spanning tree-based genetic algorithms (st-GA) by the Prüfer number representation to find the SCN to satisfy the demand imposed by customers with minimum total cost and maximum customer services for multi-objective SCN design problem of this company under condition of random fuzzy customers demand and transportation cost between facilities. Furthermore, the efficacy and the efficiency of this method are demonstrated by the comparison between its numerical experiment results and those of tradition matrix-based genetic algorithm. |
| Author | Xu, Jiuping Liu, Qiang Wang, Rui |
| Author_xml | – sequence: 1 givenname: Jiuping surname: Xu fullname: Xu, Jiuping email: xujiuping@openmba.com – sequence: 2 givenname: Qiang surname: Liu fullname: Liu, Qiang – sequence: 3 givenname: Rui surname: Wang fullname: Wang, Rui |
| BookMark | eNp9kEtOAzEMhiMEEuVxAHa-wAzJvCtWqOIlIbGBdZRmHNVlJilJpqhcgwuTAisWrCxZ_mz_3wk7tM4iYxeC54KL5nKdkw15wXmbC5Hzoj5gM9G1RdYUc3HIZpwXPEvt-pidhLDmnFdt08zY5zXoQYUAzsA4DZEyt1yjjrRFCNNmM-xArxRZsBjfnX9Ng5tIoxpgdD0OMNkePXhlezeCmT4-doB2S97ZEW2E1AeKAVTaRFpFchaig7hCINtPIfrd_vJiRRYDwkBvk_Nn7MioIeD5bz1lL7c3z4v77PHp7mFx_ZjpsiljJlTLK2FK0xfcVMboOTad0rorl2VXlaqua9W0JgUXS93VHe96U8zbFmvVVYimPGXtz17tXQgejdQUv3-MXtEgBZd7t3Itk1u5dyuFkEliIsUfcuOTFL_7l7n6YTBF2hJ6GTSh1diTT8Jl7-gf-gsrtpic |
| CitedBy_id | crossref_primary_10_1109_TEM_2012_2223822 crossref_primary_10_1142_S0217595917500087 crossref_primary_10_1016_j_cie_2016_12_036 crossref_primary_10_1109_TEM_2021_3133104 crossref_primary_10_1007_s10668_024_05783_z crossref_primary_10_1155_2018_4391351 crossref_primary_10_1016_j_eswa_2019_07_025 crossref_primary_10_1108_JEIM_02_2014_0016 crossref_primary_10_1016_j_asoc_2020_107030 crossref_primary_10_1016_j_advengsoft_2010_04_001 crossref_primary_10_1109_TKDE_2009_20 crossref_primary_10_1007_s10700_011_9105_6 crossref_primary_10_1007_s10479_025_06685_7 crossref_primary_10_1016_j_camwa_2008_03_040 crossref_primary_10_1016_j_eswa_2014_10_036 crossref_primary_10_1007_s11135_009_9304_1 crossref_primary_10_1080_17509653_2014_950713 crossref_primary_10_1177_0954405413498728 crossref_primary_10_1007_s00521_022_07573_y crossref_primary_10_1016_j_ejor_2017_04_009 crossref_primary_10_1016_j_mcm_2009_04_011 crossref_primary_10_1016_j_omega_2013_08_006 crossref_primary_10_1007_s40092_016_0140_3 crossref_primary_10_1016_j_knosys_2015_12_026 crossref_primary_10_1016_j_asoc_2009_09_004 crossref_primary_10_1016_j_ejor_2023_02_033 crossref_primary_10_1007_s00170_017_1066_7 crossref_primary_10_1109_ACCESS_2020_3024974 crossref_primary_10_1007_s10100_012_0240_0 crossref_primary_10_5772_56754 crossref_primary_10_1016_j_apm_2015_02_003 crossref_primary_10_1016_j_jfranklin_2011_10_006 crossref_primary_10_1016_j_apm_2009_10_005 crossref_primary_10_1016_j_ins_2014_02_147 crossref_primary_10_1007_s00500_023_08446_9 crossref_primary_10_1016_j_eswa_2018_09_027 crossref_primary_10_1080_00207543_2012_658118 crossref_primary_10_1007_s11042_013_1594_6 crossref_primary_10_1109_JSYST_2013_2255757 crossref_primary_10_1007_s10845_014_0921_8 crossref_primary_10_1007_s00170_017_1437_0 crossref_primary_10_1007_s12597_016_0250_0 crossref_primary_10_1139_cjce_2012_0212 crossref_primary_10_1007_s12046_016_0538_z crossref_primary_10_1007_s10700_014_9200_6 crossref_primary_10_1016_j_apm_2012_07_024 crossref_primary_10_1016_j_ifacol_2015_06_153 crossref_primary_10_1016_j_apm_2010_03_008 crossref_primary_10_1007_s12541_013_0265_x crossref_primary_10_1016_j_ins_2015_10_035 crossref_primary_10_1155_2014_595902 crossref_primary_10_1016_j_ejor_2010_09_025 crossref_primary_10_1016_j_ejor_2012_12_017 crossref_primary_10_1080_02664763_2019_1601163 crossref_primary_10_1080_00207543_2021_1915510 crossref_primary_10_1016_j_ijpe_2018_07_019 crossref_primary_10_1016_j_jmsy_2014_02_007 crossref_primary_10_1080_0951192X_2014_961550 crossref_primary_10_1016_j_matcom_2012_09_010 crossref_primary_10_5772_56858 crossref_primary_10_1007_s10479_023_05587_w crossref_primary_10_1016_j_ijpe_2009_06_026 crossref_primary_10_1016_j_ijpe_2011_02_020 crossref_primary_10_1080_00207543_2011_598884 crossref_primary_10_1016_j_tre_2014_01_010 crossref_primary_10_1089_ees_2020_0375 crossref_primary_10_1016_j_eswa_2014_01_001 |
| Cites_doi | 10.1016/j.ins.2005.12.013 10.1057/palgrave.jors.2601949 10.1016/j.ijpe.2006.06.011 10.1016/0165-0114(78)90029-5 10.1016/j.cie.2006.07.011 10.1016/S0360-8352(02)00067-0 10.1016/S0020-0255(02)00176-7 10.1016/j.ins.2007.03.004 10.1016/j.engappai.2005.12.008 10.1016/j.cie.2005.03.006 10.1016/S0167-8191(99)00118-0 10.1016/j.ins.2003.03.021 10.1016/S0377-2217(97)80080-X 10.1016/j.ijpe.2005.04.012 10.1016/0020-0255(78)90019-1 10.1016/j.ins.2007.04.002 10.1080/07408179908969904 10.1016/j.omega.2004.05.004 10.1023/A:1023071216923 10.1287/mnsc.20.5.822 10.1016/j.ejor.2004.01.046 10.1016/j.ejor.2006.02.016 10.1080/09511920310001617022 10.1016/j.ins.2004.03.010 10.1016/S0925-5273(98)00079-6 10.1016/0165-0114(78)90031-3 10.1016/j.orl.2005.10.006 10.1016/j.ejor.2005.10.050 10.1016/S0020-0255(98)10086-5 10.1016/j.rcim.2005.07.003 10.1016/j.ejor.2005.12.032 10.1016/S0925-5273(99)00074-2 10.1016/j.ins.2004.02.021 10.1016/0022-247X(86)90093-4 10.1021/ie0100030 10.1287/trsc.30.1.43 10.1016/j.cor.2005.03.004 10.1016/0020-0255(79)90020-3 10.1016/j.ejor.2005.12.014 10.1016/j.ins.2007.01.032 10.1016/j.ins.2006.07.032 10.1016/S0360-8352(02)00076-1 10.1109/CEC.1999.785556 10.1016/j.compchemeng.2003.09.014 10.1016/S0377-2217(98)90299-5 10.1016/j.fss.2006.12.006 |
| ContentType | Journal Article |
| Copyright | 2007 Elsevier Inc. |
| Copyright_xml | – notice: 2007 Elsevier Inc. |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.ins.2007.11.025 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Library & Information Science |
| EISSN | 1872-6291 |
| EndPage | 2043 |
| ExternalDocumentID | 10_1016_j_ins_2007_11_025 S0020025507005610 |
| GroupedDBID | --K --M --Z -~X .DC .~1 0R~ 1B1 1OL 1RT 1~. 1~5 29I 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN 9JO AAAKF AAAKG AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AARIN AAXUO AAYFN ABAOU ABBOA ABEFU ABFNM ABJNI ABMAC ABTAH ABUCO ABXDB ABYKQ ACAZW ACDAQ ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADGUI ADJOM ADMUD ADTZH AEBSH AECPX AEKER AENEX AFFNX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AHZHX AIALX AIEXJ AIGVJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD APLSM ARUGR ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC 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- RIG 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- 77I 9DU AATTM AAXKI AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO ADVLN AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c363t-1a7041f3fd20f4ffc9e68acc83b3843a555a67f0201bc85808df2977e5a84eef3 |
| ISICitedReferencesCount | 100 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000255537200009&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 22:09:45 EST 2025 Sat Nov 29 06:24:41 EST 2025 Fri Feb 23 02:32:09 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 8 |
| Keywords | Multi-objective optimization Genetic algorithm Supply chain networks Random fuzzy variable Prüfer number |
| Language | English |
| License | https://www.elsevier.com/tdm/userlicense/1.0 |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c363t-1a7041f3fd20f4ffc9e68acc83b3843a555a67f0201bc85808df2977e5a84eef3 |
| PageCount | 22 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_ins_2007_11_025 crossref_primary_10_1016_j_ins_2007_11_025 elsevier_sciencedirect_doi_10_1016_j_ins_2007_11_025 |
| PublicationCentury | 2000 |
| PublicationDate | 2008-04-15 |
| PublicationDateYYYYMMDD | 2008-04-15 |
| PublicationDate_xml | – month: 04 year: 2008 text: 2008-04-15 day: 15 |
| PublicationDecade | 2000 |
| PublicationTitle | Information sciences |
| PublicationYear | 2008 |
| Publisher | Elsevier Inc |
| Publisher_xml | – name: Elsevier Inc |
| References | Ghosh, Nath (bib19) 2004; 163 Michalewicz (bib33) 1994 Beamon (bib5) 1998; 55 Syarif, Yun, Gen (bib41) 2002; 43 Zadeh (bib48) 1978; 1 M. Gen, Y. Li, Spanning tree-based genetic algorithm for bicriteria fixed charge transportation problem, in: Proceedings of the Congress on Evolutionary Computation, Washington, DC, 1999, pp. 2265–2271. Zimmermann (bib50) 1978; 1 Liu, Liu (bib32) 2005; 170 Lee, Lee, Tan (bib28) 2007; 177 Tsiakis, Shah, Pantelides (bib44) 2001; 40 Chan, Chung, Wadhwa (bib7) 2005; 33 Liu (bib31) 2002; 141 Chan, Chung (bib6) 2004; 17 . Gen, Cheng (bib16) 2000 Ardagna, Francalanci, Trubian (bib4) 2006; 176 Geoffrion, Graves (bib18) 1974; 20 Li, Gen (bib29) 1998; 3 Toroslu, Arslanoglu (bib43) 2007; 177 Kwakernaak (bib26) 1978; 15 Vidal, Goetschalckx (bib45) 1997; 98 Van Hop (bib20) 2007; 177 Kim, Abraham, Cho (bib22) 2007; 177 Ding, Benyoucef, Xie (bib12) 2006; 19 Ko, Evans (bib23) 2007; 34 Erengüc, Simpson, Vakharia (bib14) 1999; 115 Alonso-Ayuso, Escudero, Garin, Ortuno, Perez (bib1) 2003; 26 MirHassani, Lucas, Mitra (bib34) 2000; 26 Dogan, Goetschalckx (bib13) 1999; 31 Chen, Lee (bib8) 2004; 28 Ko, Ko, Kim (bib24) 2006; 50 Terán (bib42) 2007; 158 Shen (bib40) 2006; 34 Amid, Ghodsypour, O’ Brien (bib3) 2006; 104 Sha, Che (bib39) 2006; 57 Zhou, Min, Gen (bib49) 2002; 43 Kulak, Kahraman (bib25) 2005; 170 Fei (bib15) 2007; 177 Cheung, Powell (bib9) 1996; 30 Altiparmak, Gen (bib2) 2006; 51 Wang, Shu (bib46) 2007; 177 Kwakernaak (bib27) 1979; 17 Yu, Li (bib47) 2000; 64 Choudhary, Singh, Tiwari (bib10) 2006; 22 Liu (bib30) 2002 Pendharkar, Koehler (bib35) 2007; 176 Puri, Ralescu (bib36) 1986 Díaz, Gil (bib11) 1999; 115 Romeijn, Shu, Teo (bib37) 2007; 178 X. Huang, Optimal project selection with random fuzzy parameters, International Journal of Production Economics. Santoso, Ahmed, Goetschalckx (bib38) 2005; 167 Van Hop (10.1016/j.ins.2007.11.025_bib20) 2007; 177 Zimmermann (10.1016/j.ins.2007.11.025_bib50) 1978; 1 Kwakernaak (10.1016/j.ins.2007.11.025_bib27) 1979; 17 Toroslu (10.1016/j.ins.2007.11.025_bib43) 2007; 177 Cheung (10.1016/j.ins.2007.11.025_bib9) 1996; 30 Romeijn (10.1016/j.ins.2007.11.025_bib37) 2007; 178 Alonso-Ayuso (10.1016/j.ins.2007.11.025_bib1) 2003; 26 10.1016/j.ins.2007.11.025_bib17 Liu (10.1016/j.ins.2007.11.025_bib30) 2002 MirHassani (10.1016/j.ins.2007.11.025_bib34) 2000; 26 Li (10.1016/j.ins.2007.11.025_bib29) 1998; 3 Pendharkar (10.1016/j.ins.2007.11.025_bib35) 2007; 176 Chen (10.1016/j.ins.2007.11.025_bib8) 2004; 28 Terán (10.1016/j.ins.2007.11.025_bib42) 2007; 158 Erengüc (10.1016/j.ins.2007.11.025_bib14) 1999; 115 Dogan (10.1016/j.ins.2007.11.025_bib13) 1999; 31 Beamon (10.1016/j.ins.2007.11.025_bib5) 1998; 55 Gen (10.1016/j.ins.2007.11.025_bib16) 2000 Kim (10.1016/j.ins.2007.11.025_bib22) 2007; 177 Fei (10.1016/j.ins.2007.11.025_bib15) 2007; 177 Zhou (10.1016/j.ins.2007.11.025_bib49) 2002; 43 Zadeh (10.1016/j.ins.2007.11.025_bib48) 1978; 1 Sha (10.1016/j.ins.2007.11.025_bib39) 2006; 57 Ko (10.1016/j.ins.2007.11.025_bib23) 2007; 34 Chan (10.1016/j.ins.2007.11.025_bib6) 2004; 17 Syarif (10.1016/j.ins.2007.11.025_bib41) 2002; 43 Yu (10.1016/j.ins.2007.11.025_bib47) 2000; 64 Choudhary (10.1016/j.ins.2007.11.025_bib10) 2006; 22 Liu (10.1016/j.ins.2007.11.025_bib32) 2005; 170 Ko (10.1016/j.ins.2007.11.025_bib24) 2006; 50 Vidal (10.1016/j.ins.2007.11.025_bib45) 1997; 98 Geoffrion (10.1016/j.ins.2007.11.025_bib18) 1974; 20 10.1016/j.ins.2007.11.025_bib21 Liu (10.1016/j.ins.2007.11.025_bib31) 2002; 141 Ardagna (10.1016/j.ins.2007.11.025_bib4) 2006; 176 Shen (10.1016/j.ins.2007.11.025_bib40) 2006; 34 Kulak (10.1016/j.ins.2007.11.025_bib25) 2005; 170 Puri (10.1016/j.ins.2007.11.025_bib36) 1986 Kwakernaak (10.1016/j.ins.2007.11.025_bib26) 1978; 15 Wang (10.1016/j.ins.2007.11.025_bib46) 2007; 177 Lee (10.1016/j.ins.2007.11.025_bib28) 2007; 177 Altiparmak (10.1016/j.ins.2007.11.025_bib2) 2006; 51 Amid (10.1016/j.ins.2007.11.025_bib3) 2006; 104 Ding (10.1016/j.ins.2007.11.025_bib12) 2006; 19 Díaz (10.1016/j.ins.2007.11.025_bib11) 1999; 115 Ghosh (10.1016/j.ins.2007.11.025_bib19) 2004; 163 Michalewicz (10.1016/j.ins.2007.11.025_bib33) 1994 Tsiakis (10.1016/j.ins.2007.11.025_bib44) 2001; 40 Santoso (10.1016/j.ins.2007.11.025_bib38) 2005; 167 Chan (10.1016/j.ins.2007.11.025_bib7) 2005; 33 |
| References_xml | – volume: 17 start-page: 153 year: 1979 end-page: 178 ident: bib27 article-title: Fuzzy random variables—II. Algorithms and examples for the discrete case publication-title: Information Sciences – volume: 43 start-page: 299 year: 2002 end-page: 314 ident: bib41 article-title: Study on multi-stage logistic chain network: a spanning tree-based genetic algorithm approach publication-title: Computer and Industrial Engineering – volume: 17 start-page: 339 year: 2004 end-page: 351 ident: bib6 article-title: A multi-criterion genetic algorithm for order distribution in a demand driven supply chain publication-title: International Journal of Computer Integrated Manufacturing – volume: 98 start-page: 1 year: 1997 end-page: 18 ident: bib45 article-title: Strategic production–distribution models: a critical review with emphasis on global supply chain models publication-title: European Journal of Operational Research – volume: 177 start-page: 1044 year: 2007 end-page: 1061 ident: bib46 article-title: A possibilistic decision model for new product supply chain design publication-title: European Journal of Operational Research – volume: 115 start-page: 219 year: 1999 end-page: 236 ident: bib14 article-title: Integrated production/distribution planning in supply chains: an invited review publication-title: European Journal of Operational Research – volume: 22 start-page: 315 year: 2006 end-page: 321 ident: bib10 article-title: A statistical tolerancing approach for design of synchronized supply chains publication-title: Robotics and Computer-Integrated Manufacturing – volume: 177 start-page: 3918 year: 2007 end-page: 3937 ident: bib22 article-title: A hybrid genetic algorithm and bacterial foraging approach for global optimization publication-title: Information Sciences – volume: 34 start-page: 673 year: 2006 end-page: 682 ident: bib40 article-title: A profit-maximizing supply chain network design model with demand choice flexibility publication-title: Operations Research Letters – year: 2000 ident: bib16 article-title: Genetic Algorithms and Engineering Optimization – volume: 170 start-page: 191 year: 2005 end-page: 210 ident: bib25 article-title: Fuzzy multi-attribute selection among transportation companies using axiomatic design and analytic hierarchy process publication-title: Information Sciences – volume: 177 start-page: 4329 year: 2007 end-page: 4337 ident: bib15 article-title: Existence and uniqueness of solution for fuzzy random differential equations with non-Lipschitz coefficients publication-title: Information Sciences – volume: 1 start-page: 3 year: 1978 end-page: 28 ident: bib48 article-title: Fuzzy sets as a basis for a theory of possibility publication-title: Fuzzy Sets and Systems – volume: 33 start-page: 345 year: 2005 end-page: 355 ident: bib7 article-title: A hybrid genetic algorithm for production and distribution publication-title: Omega – volume: 170 start-page: 363 year: 2005 end-page: 395 ident: bib32 article-title: Fuzzy random programming with equilibrium chance constraints publication-title: Information Sciences – volume: 177 start-page: 1948 year: 2007 end-page: 1968 ident: bib28 article-title: A multi-objective genetic algorithm for robust.ight scheduling using simulation publication-title: European Journal of Operational Research – volume: 26 start-page: 511 year: 2000 end-page: 538 ident: bib34 article-title: Computational solution of capacity planning models under uncertainty publication-title: Parallel Computing – reference: . – volume: 158 start-page: 973 year: 2007 end-page: 986 ident: bib42 article-title: Probabilistic foundations for measurement modelling with fuzzy random variables publication-title: Fuzzy Sets and Systems – volume: 64 start-page: 385 year: 2000 end-page: 397 ident: bib47 article-title: A robust optimization model for stochastic logistic problems publication-title: International Journal of Production Economics – volume: 57 start-page: 52 year: 2006 end-page: 62 ident: bib39 article-title: Supply chain network design: partner selection and production/distribution planning using a systematic model publication-title: Journal of the Operational Research Society – volume: 31 start-page: 1027 year: 1999 end-page: 1036 ident: bib13 article-title: A primal decomposition method for the integrated design of multi-period production and distribution systems publication-title: IIE Transactions – volume: 1 start-page: 45 year: 1978 end-page: 55 ident: bib50 article-title: Fuzzy programming and linear programming with several objective functions publication-title: Fuzzy Sets and Systems – volume: 141 start-page: 259 year: 2002 end-page: 271 ident: bib31 article-title: Random fuzzy dependent-chance programming and its hybrid intelligent algorithm publication-title: Information Sciences – volume: 40 start-page: 3585 year: 2001 end-page: 3604 ident: bib44 article-title: Design of multiechelon supply chain networks under demand uncertainty publication-title: Industrial and Engineering Chemistry Research – volume: 163 start-page: 123 year: 2004 end-page: 133 ident: bib19 article-title: Multi-objective rule mining using genetic algorithms publication-title: Information Sciences – volume: 34 start-page: 346 year: 2007 end-page: 366 ident: bib23 article-title: A genetic algorithm-based heuristic for the dynamic integrated forward/reverse logistics network for 3PLs publication-title: Computers and Operations Research – volume: 15 start-page: 1 year: 1978 end-page: 29 ident: bib26 article-title: Fuzzy random variables—I. Definitions and theorems publication-title: Information Sciences – volume: 104 start-page: 394 year: 2006 end-page: 407 ident: bib3 article-title: Fuzzy multiobjective linear model for supplier selection in a supply chain publication-title: International Journal of Production Economics – volume: 43 start-page: 251 year: 2002 end-page: 261 ident: bib49 article-title: The balanced allocation of customers to multiple distribution centers in the supply chain network: a genetic algorithm approach publication-title: Computers and Industrial Engineering – volume: 51 start-page: 197 year: 2006 end-page: 216 ident: bib2 article-title: A genetic algorithm approach for multi-objective optimization of supply chain networks publication-title: Computers and Industrial Engineering – volume: 177 start-page: 787 year: 2007 end-page: 803 ident: bib43 article-title: Genetic algorithm for the personnel assignment problem with multiple objectives publication-title: Information Sciences – volume: 28 start-page: 1131 year: 2004 end-page: 1144 ident: bib8 article-title: Multi-objective optimization of multi-echelon supply chain networks with uncertain product demands and prices publication-title: Computers and Chemical Engineering – start-page: 409 year: 1986 end-page: 422 ident: bib36 article-title: Fuzzy random variables publication-title: Journal of Mathematical Analysis and Applications – volume: 115 start-page: 29 year: 1999 end-page: 41 ident: bib11 article-title: An extension of Fubini’s theorem for fuzzy random variables publication-title: Information Sciences – year: 2002 ident: bib30 article-title: Theory and Practice of Uncertain Programming – volume: 3 start-page: 220 year: 1998 end-page: 229 ident: bib29 article-title: Spanning tree-based genetic algorithm for bicriteria transportation problem with fuzzy coefficients publication-title: Australian Journal of Intelligent Information Processing Systems – volume: 176 start-page: 3105 year: 2006 end-page: 3131 ident: bib4 article-title: A multi-model algorithm for the cost-oriented design of Internet-based systems publication-title: Information Sciences – volume: 50 start-page: 440 year: 2006 end-page: 449 ident: bib24 article-title: A hybrid optimization/simulation approach for a distribution network design of 3PLS publication-title: Computers and Industrial Engineering – volume: 177 start-page: 2971 year: 2007 end-page: 2984 ident: bib20 article-title: Solving linear programming problems under fuzziness and randomness environment using attainment values publication-title: Information Sciences – volume: 176 start-page: 1436 year: 2007 end-page: 1451 ident: bib35 article-title: A general steady state distribution based stopping criteria for finite length genetic algorithms publication-title: European Journal of Operational Research – volume: 30 start-page: 43 year: 1996 end-page: 59 ident: bib9 article-title: Models and algorithms for distribution problems with uncertain demands publication-title: Transportation Science – volume: 19 start-page: 609 year: 2006 end-page: 623 ident: bib12 article-title: A simulation-based multi-objective genetic algorithm approach for networked enterprises optimization publication-title: Engineering Applications of Artificial Intelligence – volume: 178 start-page: 449 year: 2007 end-page: 462 ident: bib37 article-title: Designing two-echelon supply networks publication-title: European Journal of Operational Research – volume: 26 start-page: 97 year: 2003 end-page: 124 ident: bib1 article-title: An approach for strategic supply chain planning under uncertainty based on stochastic 0–1 programming publication-title: Journal of Global Optimization – volume: 55 start-page: 281 year: 1998 end-page: 294 ident: bib5 article-title: Supply chain design and analysis: models and methods publication-title: International Journal of Production Economics – year: 1994 ident: bib33 article-title: Genetic Algorithms – reference: X. Huang, Optimal project selection with random fuzzy parameters, International Journal of Production Economics. – volume: 167 start-page: 96 year: 2005 end-page: 115 ident: bib38 article-title: A stochastic programming approach for supply chain network design under uncertainty publication-title: European Journal of Operations Research – reference: M. Gen, Y. Li, Spanning tree-based genetic algorithm for bicriteria fixed charge transportation problem, in: Proceedings of the Congress on Evolutionary Computation, Washington, DC, 1999, pp. 2265–2271. – volume: 20 start-page: 822 year: 1974 end-page: 844 ident: bib18 article-title: Multi-commodity distribution system design by Benders decomposition publication-title: Management Science – volume: 176 start-page: 3105 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib4 article-title: A multi-model algorithm for the cost-oriented design of Internet-based systems publication-title: Information Sciences doi: 10.1016/j.ins.2005.12.013 – volume: 57 start-page: 52 issue: 1 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib39 article-title: Supply chain network design: partner selection and production/distribution planning using a systematic model publication-title: Journal of the Operational Research Society doi: 10.1057/palgrave.jors.2601949 – ident: 10.1016/j.ins.2007.11.025_bib21 doi: 10.1016/j.ijpe.2006.06.011 – volume: 1 start-page: 3 year: 1978 ident: 10.1016/j.ins.2007.11.025_bib48 article-title: Fuzzy sets as a basis for a theory of possibility publication-title: Fuzzy Sets and Systems doi: 10.1016/0165-0114(78)90029-5 – volume: 51 start-page: 197 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib2 article-title: A genetic algorithm approach for multi-objective optimization of supply chain networks publication-title: Computers and Industrial Engineering doi: 10.1016/j.cie.2006.07.011 – volume: 3 start-page: 220 year: 1998 ident: 10.1016/j.ins.2007.11.025_bib29 article-title: Spanning tree-based genetic algorithm for bicriteria transportation problem with fuzzy coefficients publication-title: Australian Journal of Intelligent Information Processing Systems – volume: 43 start-page: 251 year: 2002 ident: 10.1016/j.ins.2007.11.025_bib49 article-title: The balanced allocation of customers to multiple distribution centers in the supply chain network: a genetic algorithm approach publication-title: Computers and Industrial Engineering doi: 10.1016/S0360-8352(02)00067-0 – volume: 141 start-page: 259 year: 2002 ident: 10.1016/j.ins.2007.11.025_bib31 article-title: Random fuzzy dependent-chance programming and its hybrid intelligent algorithm publication-title: Information Sciences doi: 10.1016/S0020-0255(02)00176-7 – volume: 177 start-page: 4329 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib15 article-title: Existence and uniqueness of solution for fuzzy random differential equations with non-Lipschitz coefficients publication-title: Information Sciences doi: 10.1016/j.ins.2007.03.004 – volume: 19 start-page: 609 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib12 article-title: A simulation-based multi-objective genetic algorithm approach for networked enterprises optimization publication-title: Engineering Applications of Artificial Intelligence doi: 10.1016/j.engappai.2005.12.008 – volume: 50 start-page: 440 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib24 article-title: A hybrid optimization/simulation approach for a distribution network design of 3PLS publication-title: Computers and Industrial Engineering doi: 10.1016/j.cie.2005.03.006 – volume: 26 start-page: 511 year: 2000 ident: 10.1016/j.ins.2007.11.025_bib34 article-title: Computational solution of capacity planning models under uncertainty publication-title: Parallel Computing doi: 10.1016/S0167-8191(99)00118-0 – volume: 163 start-page: 123 year: 2004 ident: 10.1016/j.ins.2007.11.025_bib19 article-title: Multi-objective rule mining using genetic algorithms publication-title: Information Sciences doi: 10.1016/j.ins.2003.03.021 – volume: 98 start-page: 1 year: 1997 ident: 10.1016/j.ins.2007.11.025_bib45 article-title: Strategic production–distribution models: a critical review with emphasis on global supply chain models publication-title: European Journal of Operational Research doi: 10.1016/S0377-2217(97)80080-X – volume: 104 start-page: 394 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib3 article-title: Fuzzy multiobjective linear model for supplier selection in a supply chain publication-title: International Journal of Production Economics doi: 10.1016/j.ijpe.2005.04.012 – volume: 15 start-page: 1 year: 1978 ident: 10.1016/j.ins.2007.11.025_bib26 article-title: Fuzzy random variables—I. Definitions and theorems publication-title: Information Sciences doi: 10.1016/0020-0255(78)90019-1 – volume: 177 start-page: 3918 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib22 article-title: A hybrid genetic algorithm and bacterial foraging approach for global optimization publication-title: Information Sciences doi: 10.1016/j.ins.2007.04.002 – volume: 31 start-page: 1027 year: 1999 ident: 10.1016/j.ins.2007.11.025_bib13 article-title: A primal decomposition method for the integrated design of multi-period production and distribution systems publication-title: IIE Transactions doi: 10.1080/07408179908969904 – year: 2000 ident: 10.1016/j.ins.2007.11.025_bib16 – volume: 33 start-page: 345 year: 2005 ident: 10.1016/j.ins.2007.11.025_bib7 article-title: A hybrid genetic algorithm for production and distribution publication-title: Omega doi: 10.1016/j.omega.2004.05.004 – year: 1994 ident: 10.1016/j.ins.2007.11.025_bib33 – volume: 26 start-page: 97 year: 2003 ident: 10.1016/j.ins.2007.11.025_bib1 article-title: An approach for strategic supply chain planning under uncertainty based on stochastic 0–1 programming publication-title: Journal of Global Optimization doi: 10.1023/A:1023071216923 – year: 2002 ident: 10.1016/j.ins.2007.11.025_bib30 – volume: 20 start-page: 822 year: 1974 ident: 10.1016/j.ins.2007.11.025_bib18 article-title: Multi-commodity distribution system design by Benders decomposition publication-title: Management Science doi: 10.1287/mnsc.20.5.822 – volume: 167 start-page: 96 year: 2005 ident: 10.1016/j.ins.2007.11.025_bib38 article-title: A stochastic programming approach for supply chain network design under uncertainty publication-title: European Journal of Operations Research doi: 10.1016/j.ejor.2004.01.046 – volume: 178 start-page: 449 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib37 article-title: Designing two-echelon supply networks publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2006.02.016 – volume: 17 start-page: 339 issue: 4 year: 2004 ident: 10.1016/j.ins.2007.11.025_bib6 article-title: A multi-criterion genetic algorithm for order distribution in a demand driven supply chain publication-title: International Journal of Computer Integrated Manufacturing doi: 10.1080/09511920310001617022 – volume: 170 start-page: 363 year: 2005 ident: 10.1016/j.ins.2007.11.025_bib32 article-title: Fuzzy random programming with equilibrium chance constraints publication-title: Information Sciences doi: 10.1016/j.ins.2004.03.010 – volume: 55 start-page: 281 year: 1998 ident: 10.1016/j.ins.2007.11.025_bib5 article-title: Supply chain design and analysis: models and methods publication-title: International Journal of Production Economics doi: 10.1016/S0925-5273(98)00079-6 – volume: 1 start-page: 45 year: 1978 ident: 10.1016/j.ins.2007.11.025_bib50 article-title: Fuzzy programming and linear programming with several objective functions publication-title: Fuzzy Sets and Systems doi: 10.1016/0165-0114(78)90031-3 – volume: 34 start-page: 673 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib40 article-title: A profit-maximizing supply chain network design model with demand choice flexibility publication-title: Operations Research Letters doi: 10.1016/j.orl.2005.10.006 – volume: 176 start-page: 1436 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib35 article-title: A general steady state distribution based stopping criteria for finite length genetic algorithms publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2005.10.050 – volume: 115 start-page: 29 year: 1999 ident: 10.1016/j.ins.2007.11.025_bib11 article-title: An extension of Fubini’s theorem for fuzzy random variables publication-title: Information Sciences doi: 10.1016/S0020-0255(98)10086-5 – volume: 22 start-page: 315 year: 2006 ident: 10.1016/j.ins.2007.11.025_bib10 article-title: A statistical tolerancing approach for design of synchronized supply chains publication-title: Robotics and Computer-Integrated Manufacturing doi: 10.1016/j.rcim.2005.07.003 – volume: 177 start-page: 1044 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib46 article-title: A possibilistic decision model for new product supply chain design publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2005.12.032 – volume: 64 start-page: 385 year: 2000 ident: 10.1016/j.ins.2007.11.025_bib47 article-title: A robust optimization model for stochastic logistic problems publication-title: International Journal of Production Economics doi: 10.1016/S0925-5273(99)00074-2 – volume: 170 start-page: 191 year: 2005 ident: 10.1016/j.ins.2007.11.025_bib25 article-title: Fuzzy multi-attribute selection among transportation companies using axiomatic design and analytic hierarchy process publication-title: Information Sciences doi: 10.1016/j.ins.2004.02.021 – start-page: 409 year: 1986 ident: 10.1016/j.ins.2007.11.025_bib36 article-title: Fuzzy random variables publication-title: Journal of Mathematical Analysis and Applications doi: 10.1016/0022-247X(86)90093-4 – volume: 40 start-page: 3585 year: 2001 ident: 10.1016/j.ins.2007.11.025_bib44 article-title: Design of multiechelon supply chain networks under demand uncertainty publication-title: Industrial and Engineering Chemistry Research doi: 10.1021/ie0100030 – volume: 30 start-page: 43 year: 1996 ident: 10.1016/j.ins.2007.11.025_bib9 article-title: Models and algorithms for distribution problems with uncertain demands publication-title: Transportation Science doi: 10.1287/trsc.30.1.43 – volume: 34 start-page: 346 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib23 article-title: A genetic algorithm-based heuristic for the dynamic integrated forward/reverse logistics network for 3PLs publication-title: Computers and Operations Research doi: 10.1016/j.cor.2005.03.004 – volume: 17 start-page: 153 year: 1979 ident: 10.1016/j.ins.2007.11.025_bib27 article-title: Fuzzy random variables—II. Algorithms and examples for the discrete case publication-title: Information Sciences doi: 10.1016/0020-0255(79)90020-3 – volume: 177 start-page: 1948 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib28 article-title: A multi-objective genetic algorithm for robust.ight scheduling using simulation publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2005.12.014 – volume: 177 start-page: 2971 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib20 article-title: Solving linear programming problems under fuzziness and randomness environment using attainment values publication-title: Information Sciences doi: 10.1016/j.ins.2007.01.032 – volume: 177 start-page: 787 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib43 article-title: Genetic algorithm for the personnel assignment problem with multiple objectives publication-title: Information Sciences doi: 10.1016/j.ins.2006.07.032 – volume: 43 start-page: 299 year: 2002 ident: 10.1016/j.ins.2007.11.025_bib41 article-title: Study on multi-stage logistic chain network: a spanning tree-based genetic algorithm approach publication-title: Computer and Industrial Engineering doi: 10.1016/S0360-8352(02)00076-1 – ident: 10.1016/j.ins.2007.11.025_bib17 doi: 10.1109/CEC.1999.785556 – volume: 28 start-page: 1131 year: 2004 ident: 10.1016/j.ins.2007.11.025_bib8 article-title: Multi-objective optimization of multi-echelon supply chain networks with uncertain product demands and prices publication-title: Computers and Chemical Engineering doi: 10.1016/j.compchemeng.2003.09.014 – volume: 115 start-page: 219 year: 1999 ident: 10.1016/j.ins.2007.11.025_bib14 article-title: Integrated production/distribution planning in supply chains: an invited review publication-title: European Journal of Operational Research doi: 10.1016/S0377-2217(98)90299-5 – volume: 158 start-page: 973 year: 2007 ident: 10.1016/j.ins.2007.11.025_bib42 article-title: Probabilistic foundations for measurement modelling with fuzzy random variables publication-title: Fuzzy Sets and Systems doi: 10.1016/j.fss.2006.12.006 |
| SSID | ssj0004766 |
| Score | 2.2800682 |
| Snippet | An important issue, when shipping cost and customers demand are random fuzzy variables in supply chain network (SCN) design problem, is to find the network... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 2022 |
| SubjectTerms | Genetic algorithm Multi-objective optimization Prüfer number Random fuzzy variable Supply chain networks |
| Title | A class of multi-objective supply chain networks optimal model under random fuzzy environment and its application to the industry of Chinese liquor |
| URI | https://dx.doi.org/10.1016/j.ins.2007.11.025 |
| Volume | 178 |
| WOSCitedRecordID | wos000255537200009&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 customDbUrl: eissn: 1872-6291 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0004766 issn: 0020-0255 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9NAEF6FlAMcUCmgFmg1B8QBy5Lfuz5GqIj2UAEqIjfLj13JUWqHJK7a_g3-Ab-U2ZfrRC2iBy5WsvKuE8-3OzM78-0Q8q5K0oIGTJZv90M3klORFZy6-A3t1yIKRFypYhP07IxNp-mX0ei35cJczmnTsKurdPFfRY1tKGxJnX2AuPtBsQE_o9DximLH6z8JfuKU0iJWgXOZLei2xUyvas5KlvC8lmTfunEanQCON-KqcSFJJLIojqqLu3RQg1XthSO6m5vrIRmujzUMAt_WfK11FRCb4SFLWzrz-mfXLocWsOE_qY5G_fZm_bRToKq7hVWoMlWoVq1fEcd92w-zy_2tqze2LZiMwGjiZk8j8Fzp0GwsxZQNMMeGC6un6ctGSUtG750KQO9FzNBrWenzKeURrZpavXnY9pYS7FMTbdbbLMMhZJFOik5ShkM8IjsBjVM2JjuTk-Pp6S37luqIuP1DNnausgi3fsfd1s_AojnfJc-MKwITDaHnZMSbPfJ0cEDlHjk0tBZ4DwO5gVEIL8ivCSiwQStgC2ygwQYKbGDBBgZsoMAGCmygwQYKbDAAG2A7INhgADZYt4BgAws2-WQDNtBge0m-fzo-__jZNWU-3DJMwrXr59SLfBGKKvBEJESZ8oTlZcnCImRRmMdxnCdU4Ov1i5LFzGOVCNBt4XHOIs5F-IqMm7bh-wSSSpRxwQKfF15UpX6OTplIeMAKyryEiwPi2defleYMfFmKZZ7dK_YD8qHvstAHwPzt5sjKNDNTSFumGeLz_m6vH_KMN-TJ7Xx6S8brZccPyePycl2vlkcGnH8A42XDRA |
| 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=A+class+of+multi-objective+supply+chain+networks+optimal+model+under+random+fuzzy+environment+and+its+application+to+the+industry+of+Chinese+liquor&rft.jtitle=Information+sciences&rft.au=Xu%2C+Jiuping&rft.au=Liu%2C+Qiang&rft.au=Wang%2C+Rui&rft.date=2008-04-15&rft.issn=0020-0255&rft.volume=178&rft.issue=8&rft.spage=2022&rft.epage=2043&rft_id=info:doi/10.1016%2Fj.ins.2007.11.025&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_ins_2007_11_025 |
| 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 |