Robust scheduling for multi-objective flexible job-shop problems with random machine breakdowns
This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives – makespan and robustness – are simultaneously considered. Robustness is indicated by the expected value of the relative difference between the deterministic and actual ma...
        Saved in:
      
    
          | Published in | International journal of production economics Vol. 141; no. 1; pp. 112 - 126 | 
|---|---|
| Main Authors | , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        Amsterdam
          Elsevier B.V
    
        01.01.2013
     Elsevier Elsevier Sequoia S.A  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0925-5273 1873-7579  | 
| DOI | 10.1016/j.ijpe.2012.04.015 | 
Cover
| Abstract | This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives – makespan and robustness – are simultaneously considered. Robustness is indicated by the expected value of the relative difference between the deterministic and actual makespan. Utilizing the available information about machine breakdowns, two surrogate measures for robustness are developed. Specifically, the first suggested surrogate measure considers the probability of machine breakdowns, while the second surrogate measure considers the location of float times and machine breakdowns. To address this problem, a multi-objective evolutionary algorithm is presented in this paper. The experimental results indicate that, compared with several other existing surrogate measures, the first suggested surrogate measure performs better for small cases, while the second surrogate measure performs better for both small and relatively large cases. | 
    
|---|---|
| AbstractList | This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives – makespan and robustness – are simultaneously considered. Robustness is indicated by the expected value of the relative difference between the deterministic and actual makespan. Utilizing the available information about machine breakdowns, two surrogate measures for robustness are developed. Specifically, the first suggested surrogate measure considers the probability of machine breakdowns, while the second surrogate measure considers the location of float times and machine breakdowns. To address this problem, a multi-objective evolutionary algorithm is presented in this paper. The experimental results indicate that, compared with several other existing surrogate measures, the first suggested surrogate measure performs better for small cases, while the second surrogate measure performs better for both small and relatively large cases. This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives -- makespan and robustness -- are simultaneously considered. Robustness is indicated by the expected value of the relative difference between the deterministic and actual makespan. Utilizing the available information about machine breakdowns, two surrogate measures for robustness are developed. Specifically, the first suggested surrogate measure considers the probability of machine breakdowns, while the second surrogate measure considers the location of float times and machine breakdowns. To address this problem, a multi-objective evolutionary algorithm is presented in this paper. The experimental results indicate that, compared with several other existing surrogate measures, the first suggested surrogate measure performs better for small cases, while the second surrogate measure performs better for both small and relatively large cases. [PUBLICATION ABSTRACT] This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives a makespan and robustness a are simultaneously considered. Robustness is indicated by the expected value of the relative difference between the deterministic and actual makespan. Utilizing the available information about machine breakdowns, two surrogate measures for robustness are developed. Specifically, the first suggested surrogate measure considers the probability of machine breakdowns, while the second surrogate measure considers the location of float times and machine breakdowns. To address this problem, a multi-objective evolutionary algorithm is presented in this paper. The experimental results indicate that, compared with several other existing surrogate measures, the first suggested surrogate measure performs better for small cases, while the second surrogate measure performs better for both small and relatively large cases.  | 
    
| Author | Xiong, Jian Chen, Ying-wu Xing, Li-ning  | 
    
| Author_xml | – sequence: 1 givenname: Jian surname: Xiong fullname: Xiong, Jian email: xiongjian1984@hotmail.com organization: Department of Management, College of Information System and Management, National University of Defense Technology, Changsha, 410073 Hunan, PR China – sequence: 2 givenname: Li-ning surname: Xing fullname: Xing, Li-ning organization: Department of Management, College of Information System and Management, National University of Defense Technology, Changsha, 410073 Hunan, PR China – sequence: 3 givenname: Ying-wu surname: Chen fullname: Chen, Ying-wu organization: Department of Management, College of Information System and Management, National University of Defense Technology, Changsha, 410073 Hunan, PR China  | 
    
| BackLink | http://www.econis.eu/PPNSET?PPN=734422350$$DView this record in ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften | 
    
| BookMark | eNp9kUFv1DAQhS1UJLalf4ALlrhwSbAdO3YkLqiigFQJCdGz5Thj1iGxF9tp4d_Xqy2XHnoajfS9mTfzztFZiAEQekNJSwntP8ytnw_QMkJZS3hLqHiBdlTJrpFCDmdoRwYmGsFk9wqd5zwTQiRVaof0jzhuueBs9zBtiw-_sIsJr9tSfBPHGWzxd4DdAn_9uACe49jkfTzgQ4q1XzO-92WPkwlTXPFq7N4HwGMC83uK9yG_Ri-dWTJcPtYLdHv9-efV1-bm-5dvV59uGssVK40hdOqV6Awllo2My34YKB06OXJwXe_AgLVkIHJgzIlJ8Xohc8qqUTpO7NBdoPenudXXnw1y0avPFpbFBIhb1pSprhf1CaKi756gc9xSqO50XSl7ximjlXp7osDG4LM-JL-a9E_LjnPGOkEqoU6ETTHnBE5bX0zxMZRk_KIp0cds9KyP2ehjNppwXZ1XKXsi_T_-WdHHR0f1j3ceks7WQ7Aw-VRj0lP0z8kfAEsiqVQ | 
    
| CODEN | IJPCEY | 
    
| CitedBy_id | crossref_primary_10_1109_MCI_2015_2501552 crossref_primary_10_1007_s10845_023_02114_3 crossref_primary_10_1007_s00170_016_8859_y crossref_primary_10_3390_math7060529 crossref_primary_10_1016_j_ejor_2024_02_006 crossref_primary_10_1108_JMTM_06_2020_0223 crossref_primary_10_1007_s11432_018_9693_2 crossref_primary_10_1016_j_ijpe_2016_01_016 crossref_primary_10_1142_S0217595915500104 crossref_primary_10_1016_j_ejor_2015_11_031 crossref_primary_10_1016_j_jengtecman_2022_101672 crossref_primary_10_1109_TCYB_2017_2771213 crossref_primary_10_3390_pr11041267 crossref_primary_10_1016_j_jmsy_2021_09_018 crossref_primary_10_1109_TASE_2016_2643621 crossref_primary_10_1109_TEVC_2021_3056143 crossref_primary_10_1016_j_cie_2015_09_007 crossref_primary_10_3390_math8081314 crossref_primary_10_1016_j_jmsy_2024_03_002 crossref_primary_10_1016_j_swevo_2024_101750 crossref_primary_10_1016_j_cie_2015_09_005 crossref_primary_10_1007_s10696_022_09446_x crossref_primary_10_1016_j_cirp_2020_03_019 crossref_primary_10_1016_j_cor_2019_04_012 crossref_primary_10_3934_jimo_2016_12_719 crossref_primary_10_1080_21681015_2016_1140089 crossref_primary_10_1080_0951192X_2018_1493230 crossref_primary_10_1155_2020_2862186 crossref_primary_10_1016_j_cor_2023_106364 crossref_primary_10_1109_TASE_2023_3285767 crossref_primary_10_1016_j_eswa_2023_121205 crossref_primary_10_1109_TCE_2023_3332454 crossref_primary_10_1016_j_cie_2013_07_006 crossref_primary_10_1016_j_omega_2022_102643 crossref_primary_10_1016_j_cie_2022_108130 crossref_primary_10_1177_0954405415576060 crossref_primary_10_1155_2018_9270802 crossref_primary_10_1007_s00170_015_7247_3 crossref_primary_10_1016_j_ejor_2015_06_060 crossref_primary_10_1016_j_procir_2019_02_099 crossref_primary_10_1016_j_eswa_2020_113545 crossref_primary_10_1007_s00500_016_2245_4 crossref_primary_10_3390_en10040543 crossref_primary_10_1016_j_cirpj_2015_03_003 crossref_primary_10_1016_j_eswa_2015_06_004 crossref_primary_10_3390_app13042260 crossref_primary_10_1007_s00170_013_5510_z crossref_primary_10_1007_s10845_022_02069_x crossref_primary_10_1080_0951192X_2020_1803506 crossref_primary_10_1109_TSMC_2017_2669212 crossref_primary_10_1016_j_asoc_2021_107890 crossref_primary_10_1016_j_swevo_2023_101414 crossref_primary_10_1109_TEVC_2016_2521175 crossref_primary_10_3390_app10176121 crossref_primary_10_2139_ssrn_4089783 crossref_primary_10_1016_j_cor_2016_03_009 crossref_primary_10_1155_2017_1527858 crossref_primary_10_1109_TEVC_2016_2611642 crossref_primary_10_1080_17477778_2023_2231877 crossref_primary_10_1177_1748302620942467 crossref_primary_10_17531_ein_2020_1_7 crossref_primary_10_1177_00202940241245241 crossref_primary_10_1155_2022_6289609 crossref_primary_10_3390_pr9081391 crossref_primary_10_1142_S0217595915500414 crossref_primary_10_1155_2013_182598 crossref_primary_10_1007_s10845_016_1291_1 crossref_primary_10_1016_j_cor_2020_105031 crossref_primary_10_1007_s11465_014_0315_9 crossref_primary_10_1111_poms_13501 crossref_primary_10_1080_0305215X_2016_1145216 crossref_primary_10_1155_2015_725460 crossref_primary_10_1177_1063293X15599814 crossref_primary_10_3390_math10214048 crossref_primary_10_1016_j_ijpe_2024_109163 crossref_primary_10_1080_00207543_2023_2294114 crossref_primary_10_1080_00207543_2024_2323067 crossref_primary_10_1109_TASE_2023_3246223 crossref_primary_10_1016_j_jmsy_2020_08_013 crossref_primary_10_1016_j_knosys_2015_09_032 crossref_primary_10_1016_j_ejor_2014_06_047 crossref_primary_10_1080_21681015_2020_1799084 crossref_primary_10_1109_TCYB_2018_2817240 crossref_primary_10_1109_TEVC_2023_3244607 crossref_primary_10_1145_3477272 crossref_primary_10_1016_j_ijpe_2012_09_004 crossref_primary_10_1016_j_procir_2014_04_077 crossref_primary_10_1016_j_engappai_2014_09_015 crossref_primary_10_1177_1687814015573785 crossref_primary_10_1109_ACCESS_2018_2889373 crossref_primary_10_1109_TCYB_2021_3050141 crossref_primary_10_1109_ACCESS_2019_2948057 crossref_primary_10_1109_TCYB_2020_3024849 crossref_primary_10_1016_j_aei_2022_101756 crossref_primary_10_1016_j_cor_2020_104963 crossref_primary_10_1016_j_ifacol_2023_10_182 crossref_primary_10_1080_01605682_2023_2265416 crossref_primary_10_1016_j_ifacol_2023_10_186 crossref_primary_10_1177_09544054231167086 crossref_primary_10_1016_j_asoc_2025_112787 crossref_primary_10_1007_s12555_023_0578_1 crossref_primary_10_1016_j_eswa_2022_117489 crossref_primary_10_1155_2017_7219656 crossref_primary_10_1177_0954405414560617 crossref_primary_10_1007_s00170_020_05398_4 crossref_primary_10_1016_j_ejor_2023_05_017 crossref_primary_10_1109_ACCESS_2021_3126820 crossref_primary_10_1007_s00170_018_2805_0 crossref_primary_10_1016_j_procir_2019_04_087 crossref_primary_10_1016_j_cor_2018_05_022 crossref_primary_10_1109_TSM_2017_2758380 crossref_primary_10_1007_s00170_016_8408_8 crossref_primary_10_1016_j_ifacol_2018_06_312 crossref_primary_10_3390_math10142395 crossref_primary_10_1016_j_eswax_2019_100015 crossref_primary_10_1111_itor_12199 crossref_primary_10_1016_j_promfg_2020_05_132 crossref_primary_10_1108_AA_10_2018_0165 crossref_primary_10_1080_00207543_2018_1524165 crossref_primary_10_1155_2020_3106097 crossref_primary_10_1016_j_promfg_2021_07_022 crossref_primary_10_1016_j_simpat_2024_102948 crossref_primary_10_1109_TFUZZ_2019_2895562 crossref_primary_10_1109_TII_2022_3171338 crossref_primary_10_4103_0976_8580_149475 crossref_primary_10_15302_J_FEM_2018050 crossref_primary_10_1109_TEM_2017_2712611 crossref_primary_10_3390_pr13010160 crossref_primary_10_1016_j_engappai_2023_106317 crossref_primary_10_1109_ACCESS_2022_3191426 crossref_primary_10_1016_j_jmsy_2015_07_002 crossref_primary_10_1016_j_cie_2022_108786 crossref_primary_10_1016_j_eswa_2022_117460 crossref_primary_10_3390_math13010102 crossref_primary_10_1109_TEVC_2013_2283916 crossref_primary_10_1016_j_ifacol_2019_11_308 crossref_primary_10_1016_j_cor_2021_105650 crossref_primary_10_1016_j_cie_2017_03_006 crossref_primary_10_1109_ACCESS_2023_3278372 crossref_primary_10_1016_j_asoc_2017_04_062 crossref_primary_10_1016_j_ijpe_2021_108151 crossref_primary_10_1007_s10845_017_1303_9 crossref_primary_10_3390_su14042245 crossref_primary_10_1007_s10845_020_01547_4 crossref_primary_10_1061__ASCE_CF_1943_5509_0000983  | 
    
| Cites_doi | 10.1109/TSMCC.2008.923888 10.1007/s00170-008-1577-3 10.1007/s00170-010-3151-z 10.1016/j.ejor.2006.10.058 10.1287/mnsc.41.2.363 10.1287/moor.1.2.117 10.1016/j.ejor.2003.08.027 10.1016/j.cie.2007.04.010 10.1016/j.ijpe.2006.07.012 10.1007/BF02023073 10.1016/j.ejor.2004.04.002 10.1007/s00170-010-3140-2 10.1016/j.cor.2007.02.014 10.1016/j.asoc.2009.10.006 10.1016/j.cie.2010.05.016 10.1016/j.ijpe.2011.04.020 10.1016/j.cor.2007.01.001 10.1016/j.cor.2008.05.009 10.1080/0951192X.2011.575181 10.1016/j.ejor.2006.03.056 10.1016/S0360-8352(99)00006-6 10.1016/j.eswa.2010.12.043 10.1007/s00170-005-0237-0 10.1080/00207540902814348 10.1016/j.ejor.2006.10.061 10.1109/TEVC.2005.846356 10.1016/j.ijpe.2007.02.003 10.1109/70.678447 10.1007/BF02238804 10.1109/4235.996017 10.1287/opre.47.1.113 10.1080/07408170701283198 10.1080/002075499189745 10.1145/1389095.1389378 10.1080/00207543.2011.571456 10.1080/095119299130443 10.1016/S0378-4754(02)00019-8 10.1016/S0305-0548(02)00074-6 10.1080/07408179408966626 10.1016/j.ejor.2010.05.046 10.1080/09537280410001724287 10.1109/TEVC.2003.810067 10.1109/TSMCC.2002.1009117 10.1016/j.cie.2007.11.017 10.1016/j.simpat.2010.01.015 10.1109/CEC.2011.5949965 10.1016/j.cor.2009.07.002 10.1016/j.ijpe.2004.04.002 10.1007/s00170-006-0524-4 10.1002/(SICI)1520-6750(199810)45:7<733::AID-NAV5>3.0.CO;2-C  | 
    
| ContentType | Journal Article | 
    
| Copyright | 2012 Elsevier B.V. Copyright Elsevier Sequoia S.A. Jan 2013  | 
    
| Copyright_xml | – notice: 2012 Elsevier B.V. – notice: Copyright Elsevier Sequoia S.A. Jan 2013  | 
    
| DBID | AAYXX CITATION OQ6 7TA 7TB 8FD FR3 JG9 KR7  | 
    
| DOI | 10.1016/j.ijpe.2012.04.015 | 
    
| DatabaseName | CrossRef ECONIS Materials Business File Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database Materials Research Database Civil Engineering Abstracts  | 
    
| DatabaseTitle | CrossRef Materials Research Database Civil Engineering Abstracts Engineering Research Database Technology Research Database Mechanical & Transportation Engineering Abstracts Materials Business File  | 
    
| DatabaseTitleList | Materials Research Database Materials Research Database  | 
    
| DeliveryMethod | fulltext_linktorsrc | 
    
| Discipline | Engineering Business Economics  | 
    
| EISSN | 1873-7579 | 
    
| EndPage | 126 | 
    
| ExternalDocumentID | 2824621451 734422350 10_1016_j_ijpe_2012_04_015 S0925527312001739  | 
    
| Genre | Feature | 
    
| GroupedDBID | --K --M -~X .DC .~1 0R~ 1B1 1RT 1~. 1~5 29J 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN 9JO AAAKF AAAKG AABNK AACTN AAEDT AAEDW AAFFL AAIAV AAIKJ AAKOC AALRI AAOAW AAPFB AAQFI AAQXK AARIN AAXUO ABFNM ABFRF ABJNI ABMAC ABUCO ABXDB ABYKQ ACDAQ ACGFO ACGFS ACGOD ACIWK ACNNM ACRLP ACROA ADBBV ADEZE ADFHU ADMUD ADTZH AEBSH AECPX AEFWE AEKER AENEX AEYQN AFKWA AFODL AFTJW AGHFR AGTHC AGUBO AGYEJ AHHHB AHJVU AI. AIEXJ AIIAU AIKHN AITUG AJBFU AJOXV AJWLA ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ APLSM ASPBG AVWKF AXJTR AXLSJ AZFZN BEHZQ BEZPJ BGSCR BJAXD BKOJK BKOMP BLXMC BNTGB BPUDD BULVW BZJEE CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HAMUX HLX HVGLF HZ~ IHE IXIXF J1W JJJVA KOM LG8 LY1 LY7 M41 MO0 MS~ N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. PQQKQ Q38 R2- RIG ROL RPZ RXW SBM SDF SDG SDP SDS SES SET SEW SPC SPCBC SSB SSD SSF SST SSZ T5K TAE TN5 U5U VH1 WUQ YK3 ~02 ~G- 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 OQ6 7TA 7TB 8FD AGCQF FR3 JG9 KR7  | 
    
| ID | FETCH-LOGICAL-c482t-a01d6853a10c2b24769911937b4ef36feaecc0907922f5d840152f8c8b7f40c93 | 
    
| IEDL.DBID | .~1 | 
    
| ISSN | 0925-5273 | 
    
| IngestDate | Thu Oct 02 09:37:55 EDT 2025 Wed Aug 13 03:52:02 EDT 2025 Sat Mar 08 16:22:02 EST 2025 Sat Oct 25 06:32:19 EDT 2025 Thu Apr 24 23:03:39 EDT 2025 Fri Feb 23 02:31:14 EST 2024  | 
    
| IsPeerReviewed | true | 
    
| IsScholarly | true | 
    
| Issue | 1 | 
    
| Keywords | Flexible job-shop schedule problem Robust scheduling Machine breakdowns Multi-objective evolutionary algorithm Surrogate measure  | 
    
| Language | English | 
    
| License | https://www.elsevier.com/tdm/userlicense/1.0 | 
    
| LinkModel | DirectLink | 
    
| MergedId | FETCHMERGED-LOGICAL-c482t-a01d6853a10c2b24769911937b4ef36feaecc0907922f5d840152f8c8b7f40c93 | 
    
| Notes | SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 ObjectType-Article-2 content type line 23  | 
    
| PQID | 1197624121 | 
    
| PQPubID | 45063 | 
    
| PageCount | 15 | 
    
| ParticipantIDs | proquest_miscellaneous_1283659255 proquest_journals_1197624121 econis_primary_734422350 crossref_citationtrail_10_1016_j_ijpe_2012_04_015 crossref_primary_10_1016_j_ijpe_2012_04_015 elsevier_sciencedirect_doi_10_1016_j_ijpe_2012_04_015  | 
    
| PublicationCentury | 2000 | 
    
| PublicationDate | 2013-01-01 | 
    
| PublicationDateYYYYMMDD | 2013-01-01 | 
    
| PublicationDate_xml | – month: 01 year: 2013 text: 2013-01-01 day: 01  | 
    
| PublicationDecade | 2010 | 
    
| PublicationPlace | Amsterdam | 
    
| PublicationPlace_xml | – name: Amsterdam | 
    
| PublicationTitle | International journal of production economics | 
    
| PublicationYear | 2013 | 
    
| Publisher | Elsevier B.V Elsevier Elsevier Sequoia S.A  | 
    
| Publisher_xml | – name: Elsevier B.V – name: Elsevier – name: Elsevier Sequoia S.A  | 
    
| References | Al-Fawzan, Haouari (bib2) 2005; 96 Wang, Yu (bib48) 2010; 59 Moradi, Ghomi, Zandich (bib42) 2011; 38 Hartmann (bib20) 1998; 45 Jin, Branke (bib26) 2005; 9 Lei (bib32) 2011; 55 Deb, Pratap, Agarwal, Meyarivan (bib12) 2002; 6 Lambrechts, Demeulemeester, Herroelen (bib30) 2008; 111 Tseng, Liao, Huang (bib46) 2009; 36 Pezzella, Morganti, Ciaschetti (bib44) 2008; 35 Brandimarte (bib5) 1993; 41 Xiong, J., Liu, J., Chen, Y., Abbass, H.A., 2011. An evolutionary multi-objective scenario-based approach for stochastic resource investment project scheduling. In: 2011 IEEE Congress on Evolutionary Computation (CEC), New Orleans, LA, USA, pp. 2767–2774. Deb (bib11) 2001 Shadrokh, Kianfar (bib45) 2007; 181 Xing, Chen, Wang, Zhao, Xiong (bib51) 2010; 10 Kacem, Hammadi, Borne (bib28) 2002; 60 Bruker, Schlie (bib6) 1990; 45 Kacem, Hammadi, Borne (bib27) 2002; 32 Ho, Tay (bib23) 2008; 38 Goren, Sabuncuolu (bib18) 2008; 40 . Xia, Chen, Yue (bib50) 2008; 184 O'Donovan, Uzsoy, McKay (bib43) 1999; 37 Daniels, Kouvelis (bib9) 1995; 41 Abbass, H.A., Bender, A., Dam, H.H., Baker, S., Whitacre, J., Sarker, R., 2008. Computational scenario-based capability planning. In: Proceedings of the 10th Annual Conference on Genetic and Evolutionary Computation. New York, NY, USA, pp. 1437–1444. Herroelen, Leus (bib22) 2005; 165 Chtourou, Haouari (bib7) 2008; 55 Mehta, Uzsoy (bib41) 1999; 12 Liu, Gu, Xi (bib38) 2007; 31 Li, Pan, Gao (bib35) 2011; 55 Gu, Gu, Cao, Gu (bib19) 2010; 37 Kobylański, Kuchta (bib29) 2007; 107 Hazir, Haouari, Erel (bib21) 2010; 207 Leon, Wu, Storer (bib33) 1994; 26 Leung, Yue (bib34) 2004; 15 Holthaus (bib24) 1999; 36 Garey, Johnson, Sethi (bib16) 1976; 1 Aytug, Lawley, McKay, Moha, Uzsoy (bib4) 2005; 161 Gholami, Zandieh, Alem-Tabriz (bib17) 2009; 42 Mahdavi, Shirazi, Solimanpur (bib39) 2010; 18 Dong, Y.-H., Jang, J. Production rescheduling for machine breakdown at a job shop. International Journal Production Research, in press Gao, Sun, Gen (bib14) 2008; 35 Lei (bib31) 2010; 48 Chaari, Chaabane, Loukil, Trentesaux (bib8) 2011; 24 Liao, Chen (bib36) 2003; 30 de Vonder, Demeulemeester, Herroelen (bib10) 2008; 189 Gao, Sun, Gen, Zhao (bib15) 2007; 53 Wang, K., Choi, S.H. A decomposition-based approach to flexible flow shop scheduling under machine breakdown. International Journal of Production Research, in press Lin, Liao (bib37) 2007; 33 Jensen (bib25) 2003; 7 Mehta, Uzsoy (bib40) 1998; 14 Wu, Byeon, Storer (bib49) 1999; 47 Al-Hinai, ElMekkawy (bib3) 2011; 132 Gao (10.1016/j.ijpe.2012.04.015_bib15) 2007; 53 Leon (10.1016/j.ijpe.2012.04.015_bib33) 1994; 26 Moradi (10.1016/j.ijpe.2012.04.015_bib42) 2011; 38 O'Donovan (10.1016/j.ijpe.2012.04.015_bib43) 1999; 37 Wang (10.1016/j.ijpe.2012.04.015_bib48) 2010; 59 Lin (10.1016/j.ijpe.2012.04.015_bib37) 2007; 33 Xing (10.1016/j.ijpe.2012.04.015_bib51) 2010; 10 Hazir (10.1016/j.ijpe.2012.04.015_bib21) 2010; 207 Gu (10.1016/j.ijpe.2012.04.015_bib19) 2010; 37 Mehta (10.1016/j.ijpe.2012.04.015_bib40) 1998; 14 Garey (10.1016/j.ijpe.2012.04.015_bib16) 1976; 1 Mahdavi (10.1016/j.ijpe.2012.04.015_bib39) 2010; 18 Gao (10.1016/j.ijpe.2012.04.015_bib14) 2008; 35 Brandimarte (10.1016/j.ijpe.2012.04.015_bib5) 1993; 41 Hartmann (10.1016/j.ijpe.2012.04.015_bib20) 1998; 45 Xia (10.1016/j.ijpe.2012.04.015_bib50) 2008; 184 Deb (10.1016/j.ijpe.2012.04.015_bib12) 2002; 6 Al-Fawzan (10.1016/j.ijpe.2012.04.015_bib2) 2005; 96 de Vonder (10.1016/j.ijpe.2012.04.015_bib10) 2008; 189 Kacem (10.1016/j.ijpe.2012.04.015_bib27) 2002; 32 Kacem (10.1016/j.ijpe.2012.04.015_bib28) 2002; 60 Jin (10.1016/j.ijpe.2012.04.015_bib26) 2005; 9 Wu (10.1016/j.ijpe.2012.04.015_bib49) 1999; 47 10.1016/j.ijpe.2012.04.015_bib13 Gholami (10.1016/j.ijpe.2012.04.015_bib17) 2009; 42 Holthaus (10.1016/j.ijpe.2012.04.015_bib24) 1999; 36 Jensen (10.1016/j.ijpe.2012.04.015_bib25) 2003; 7 Aytug (10.1016/j.ijpe.2012.04.015_bib4) 2005; 161 10.1016/j.ijpe.2012.04.015_bib52 Deb (10.1016/j.ijpe.2012.04.015_bib11) 2001 Tseng (10.1016/j.ijpe.2012.04.015_bib46) 2009; 36 Kobylański (10.1016/j.ijpe.2012.04.015_bib29) 2007; 107 Chaari (10.1016/j.ijpe.2012.04.015_bib8) 2011; 24 Mehta (10.1016/j.ijpe.2012.04.015_bib41) 1999; 12 10.1016/j.ijpe.2012.04.015_bib47 Lei (10.1016/j.ijpe.2012.04.015_bib32) 2011; 55 10.1016/j.ijpe.2012.04.015_bib1 Herroelen (10.1016/j.ijpe.2012.04.015_bib22) 2005; 165 Lambrechts (10.1016/j.ijpe.2012.04.015_bib30) 2008; 111 Liao (10.1016/j.ijpe.2012.04.015_bib36) 2003; 30 Leung (10.1016/j.ijpe.2012.04.015_bib34) 2004; 15 Chtourou (10.1016/j.ijpe.2012.04.015_bib7) 2008; 55 Daniels (10.1016/j.ijpe.2012.04.015_bib9) 1995; 41 Al-Hinai (10.1016/j.ijpe.2012.04.015_bib3) 2011; 132 Lei (10.1016/j.ijpe.2012.04.015_bib31) 2010; 48 Bruker (10.1016/j.ijpe.2012.04.015_bib6) 1990; 45 Li (10.1016/j.ijpe.2012.04.015_bib35) 2011; 55 Shadrokh (10.1016/j.ijpe.2012.04.015_bib45) 2007; 181 Pezzella (10.1016/j.ijpe.2012.04.015_bib44) 2008; 35 Liu (10.1016/j.ijpe.2012.04.015_bib38) 2007; 31 Ho (10.1016/j.ijpe.2012.04.015_bib23) 2008; 38 Goren (10.1016/j.ijpe.2012.04.015_bib18) 2008; 40  | 
    
| References_xml | – volume: 55 start-page: 1183 year: 2011 end-page: 1192 ident: bib32 article-title: Scheduling stochastic job shop subject to random breakdown to minimize makespan publication-title: International Journal of Advanced Manufacturing Technology – volume: 10 start-page: 888 year: 2010 end-page: 896 ident: bib51 article-title: A knowledge-based ant colony optimization for flexible job shop scheduling problems publication-title: Applied Soft Computing – volume: 37 start-page: 4217 year: 1999 end-page: 4233 ident: bib43 article-title: Predictable scheduling of a single machine with breakdowns and sensitive jobs publication-title: International Journal of Production Research – volume: 1 start-page: 117 year: 1976 end-page: 129 ident: bib16 article-title: The complexity of flowshop and jobshop scheduling publication-title: Mathematics of Operations Research – volume: 36 start-page: 137 year: 1999 end-page: 162 ident: bib24 article-title: Scheduling in job shops with machine breakdowns: an experimental study publication-title: Computers & Industrial Engineering – volume: 31 start-page: 645 year: 2007 end-page: 654 ident: bib38 article-title: Robust and stable scheduling of a single machine with random machine breakdowns publication-title: International Journal of Advanced Manufacturing Technology – reference: Wang, K., Choi, S.H. A decomposition-based approach to flexible flow shop scheduling under machine breakdown. International Journal of Production Research, in press, – volume: 60 start-page: 245 year: 2002 end-page: 276 ident: bib28 article-title: Pareto-optimality approach for flexible job-shop scheduling problems: hybridization of evolutionary algorithms and fuzzy logic publication-title: Mathematics and Computers in Simulation – volume: 37 start-page: 927 year: 2010 end-page: 937 ident: bib19 article-title: A novel competitive co-evolutionary quantum genetic algorithm for stochastic job shop scheduling problem publication-title: Computers & Operations Research – volume: 38 start-page: 7169 year: 2011 end-page: 7178 ident: bib42 article-title: Bi-objective optimization research on integrated fixed time interval preventive maintenance and production for scheduling flexible job-shop problem publication-title: Expert Systems with Application – reference: Abbass, H.A., Bender, A., Dam, H.H., Baker, S., Whitacre, J., Sarker, R., 2008. Computational scenario-based capability planning. In: Proceedings of the 10th Annual Conference on Genetic and Evolutionary Computation. New York, NY, USA, pp. 1437–1444. – volume: 47 start-page: 113 year: 1999 end-page: 124 ident: bib49 article-title: A graph-theoretic decomposition of the job shop scheduling problem to achieve scheduling robustness publication-title: Operations Research – reference: Dong, Y.-H., Jang, J. Production rescheduling for machine breakdown at a job shop. International Journal Production Research, in press, – volume: 35 start-page: 3202 year: 2008 end-page: 3212 ident: bib44 article-title: A genetic algorithm for the flexible job-shop scheduling problem publication-title: Computers & Operations Research – volume: 7 start-page: 275 year: 2003 end-page: 288 ident: bib25 article-title: Generating robust and flexible job shop schedules using genetic algorithms publication-title: IEEE Transactions on Evolutionary Computation – volume: 30 start-page: 1335 year: 2003 end-page: 1347 ident: bib36 article-title: Single-machine scheduling with periodic maintenance and nonresumable jobs publication-title: Computers & Operations Research – volume: 40 start-page: 66 year: 2008 end-page: 83 ident: bib18 article-title: Robustness and stability measures for scheduling: single-machine environment publication-title: IIE Transactions – volume: 33 start-page: 1024 year: 2007 end-page: 1030 ident: bib37 article-title: Makespan minimization for two parallel machines with an unavailable period on each machine publication-title: International Journal of Advanced Manufacturing Technology – volume: 96 start-page: 175 year: 2005 end-page: 187 ident: bib2 article-title: A bi-objective model for robust resource-constrained project scheduling publication-title: International Journal of Production Economics – volume: 48 start-page: 2995 year: 2010 end-page: 3013 ident: bib31 article-title: A genetic algorithm for flexible job shop scheduling with fuzzy processing time publication-title: International Journal Production Research – volume: 184 start-page: 63 year: 2008 end-page: 75 ident: bib50 article-title: Job sequencing and due date assignment in a single machine shop with uncertain processing times publication-title: European Journal of Operational Research – volume: 6 start-page: 182 year: 2002 end-page: 197 ident: bib12 article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II publication-title: IEEE Transactions on Evolutionary Computation – volume: 207 start-page: 633 year: 2010 end-page: 643 ident: bib21 article-title: Robust scheduling and robustness measures for the discrete time/cost trade-off problem publication-title: European Journal of Operational Research – volume: 9 start-page: 303 year: 2005 end-page: 317 ident: bib26 article-title: Evolutionary optimization in uncertain environments survey publication-title: IEEE Transactions on Evolutionary Computation – volume: 18 start-page: 768 year: 2010 end-page: 786 ident: bib39 article-title: Development of a simulation-based decision support system for controlling stochastic flexible job shop manufacturing systems publication-title: Simulation Modelling Practice and Theory – volume: 41 start-page: 363 year: 1995 end-page: 376 ident: bib9 article-title: Robust scheduling to hedge against processing time uncertainty in single-stage production publication-title: Management Science – reference: Xiong, J., Liu, J., Chen, Y., Abbass, H.A., 2011. An evolutionary multi-objective scenario-based approach for stochastic resource investment project scheduling. In: 2011 IEEE Congress on Evolutionary Computation (CEC), New Orleans, LA, USA, pp. 2767–2774. – volume: 165 start-page: 289 year: 2005 end-page: 306 ident: bib22 article-title: Project scheduling under uncertainty: survey and research potentials publication-title: European Journal of Operational Research – volume: 36 start-page: 1852 year: 2009 end-page: 1858 ident: bib46 article-title: Minimizing total tardiness on a single machine with controllable processing times publication-title: Computers & Operations Research – volume: 55 start-page: 183 year: 2008 end-page: 194 ident: bib7 article-title: A two-stage-priority-rule-based algorithm for robust resource-constrained project scheduling publication-title: Computers Industrial Engineering – volume: 24 start-page: 821 year: 2011 end-page: 833 ident: bib8 article-title: A genetic algorithm for robust hybrid flow shop scheduling publication-title: International Journal of Computer Integrated Manufacturing – volume: 38 start-page: 674 year: 2008 end-page: 685 ident: bib23 article-title: Solving multi-objective flexible job shop problems by evolution and local search publication-title: IEEE Transactions on Systems Man and Cybernetics Part C – Applications and Reviews – volume: 132 start-page: 279 year: 2011 end-page: 291 ident: bib3 article-title: Robust and stable flexible job shop scheduling with random machine breakdowns using hybrid genetic algorithm publication-title: International Journal of Production Economics – volume: 14 start-page: 365 year: 1998 end-page: 378 ident: bib40 article-title: Predictable scheduling of a job shop subject to breakdowns publication-title: IEEE Transactions on Robotics and Automation – volume: 59 start-page: 436 year: 2010 end-page: 447 ident: bib48 article-title: An effective heuristic for flexible job-shop scheduling problem with maintenance activities publication-title: Computers & Industrial Engineering – volume: 181 start-page: 86 year: 2007 end-page: 101 ident: bib45 article-title: A genetic algorithm for resource investment project scheduling problem, tardiness permitted with penalty publication-title: European Journal of Operational Research – volume: 12 start-page: 15 year: 1999 end-page: 38 ident: bib41 article-title: Predictable scheduling of a single machine subject to breakdowns publication-title: International Journal of Computer Integrated Manufacturing – volume: 161 start-page: 86 year: 2005 end-page: 110 ident: bib4 article-title: Executing production schedules in the face of uncertainties: a review and some future directions publication-title: European Journal of Operational Research – volume: 55 start-page: 1159 year: 2011 end-page: 1169 ident: bib35 article-title: Pareto-based discrete artificial bee colony algorithm for multi-objective flexible job shop scheduling problems publication-title: International Journal of Advanced Manufacturing Technology – volume: 42 start-page: 189 year: 2009 end-page: 201 ident: bib17 article-title: Scheduling hybrid flow shop with sequence-dependent setup times and machines with random breakdowns publication-title: The International Journal of Advanced Manufacturing Technology – volume: 111 start-page: 493 year: 2008 end-page: 508 ident: bib30 article-title: A tabu search procedure for developing robust predictive project schedules publication-title: International Journal of Production Economics – volume: 26 start-page: 32 year: 1994 end-page: 43 ident: bib33 article-title: Robustness measures and robust scheduling for job shops publication-title: IIE Transactions – volume: 45 start-page: 733 year: 1998 end-page: 750 ident: bib20 article-title: A competitive genetic algorithm for resource-constrained project scheduling publication-title: Naval Research Logistics – year: 2001 ident: bib11 article-title: Multi-objective Optimization using Evolutionary Algorithms – volume: 107 start-page: 496 year: 2007 end-page: 501 ident: bib29 article-title: A note on the paper by M. A. Al-fawzan and M. Haouari about a bi-objective model for robust resource-constrained project scheduling publication-title: International Journal of Production Economics – volume: 45 start-page: 369 year: 1990 end-page: 375 ident: bib6 article-title: Job shop scheduling with multi-purpose machines publication-title: Computing – volume: 15 start-page: 502 year: 2004 end-page: 514 ident: bib34 article-title: A robust optimization model for stochastic aggregate production planning publication-title: Production Planning & Control – volume: 35 start-page: 2892 year: 2008 end-page: 2907 ident: bib14 article-title: A hybrid genetic and variable neighborhood descent algorithm for flexible job shop scheduling problems publication-title: Computers & Operations Research – reference: . – volume: 53 start-page: 149 year: 2007 end-page: 162 ident: bib15 article-title: A hybrid of genetic algorithm and bottleneck shifting for multiobjective flexible job shop scheduling problems publication-title: Computers & Industrial Engineering – volume: 189 start-page: 723 year: 2008 end-page: 733 ident: bib10 article-title: Proactive heuristic procedures for robust project scheduling: an experimental analysis publication-title: European Journal of Operational Research – volume: 32 start-page: 1 year: 2002 end-page: 13 ident: bib27 article-title: Approach by localization and multiobjective evolutionary optimization for flexible job-shop scheduling problems publication-title: IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews – volume: 41 start-page: 157 year: 1993 end-page: 183 ident: bib5 article-title: Routing and scheduling in a flexible job shop by tabu search publication-title: Annals of Operations Research – volume: 165 start-page: 289 year: 2005 ident: 10.1016/j.ijpe.2012.04.015_bib22 article-title: Project scheduling under uncertainty: survey and research potentials publication-title: European Journal of Operational Research doi: 10.1109/TSMCC.2008.923888 – volume: 53 start-page: 149 year: 2007 ident: 10.1016/j.ijpe.2012.04.015_bib15 article-title: A hybrid of genetic algorithm and bottleneck shifting for multiobjective flexible job shop scheduling problems publication-title: Computers & Industrial Engineering doi: 10.1007/s00170-008-1577-3 – volume: 48 start-page: 2995 issue: 10 year: 2010 ident: 10.1016/j.ijpe.2012.04.015_bib31 article-title: A genetic algorithm for flexible job shop scheduling with fuzzy processing time publication-title: International Journal Production Research doi: 10.1007/s00170-010-3151-z – volume: 184 start-page: 63 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib50 article-title: Job sequencing and due date assignment in a single machine shop with uncertain processing times publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2006.10.058 – volume: 41 start-page: 363 issue: 2 year: 1995 ident: 10.1016/j.ijpe.2012.04.015_bib9 article-title: Robust scheduling to hedge against processing time uncertainty in single-stage production publication-title: Management Science doi: 10.1287/mnsc.41.2.363 – volume: 35 start-page: 2892 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib14 article-title: A hybrid genetic and variable neighborhood descent algorithm for flexible job shop scheduling problems publication-title: Computers & Operations Research doi: 10.1287/moor.1.2.117 – volume: 161 start-page: 86 year: 2005 ident: 10.1016/j.ijpe.2012.04.015_bib4 article-title: Executing production schedules in the face of uncertainties: a review and some future directions publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2003.08.027 – ident: 10.1016/j.ijpe.2012.04.015_bib13 doi: 10.1016/j.cie.2007.04.010 – volume: 60 start-page: 245 year: 2002 ident: 10.1016/j.ijpe.2012.04.015_bib28 article-title: Pareto-optimality approach for flexible job-shop scheduling problems: hybridization of evolutionary algorithms and fuzzy logic publication-title: Mathematics and Computers in Simulation doi: 10.1016/j.ijpe.2006.07.012 – volume: 55 start-page: 183 issue: 1 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib7 article-title: A two-stage-priority-rule-based algorithm for robust resource-constrained project scheduling publication-title: Computers Industrial Engineering doi: 10.1287/mnsc.41.2.363 – volume: 41 start-page: 157 year: 1993 ident: 10.1016/j.ijpe.2012.04.015_bib5 article-title: Routing and scheduling in a flexible job shop by tabu search publication-title: Annals of Operations Research doi: 10.1007/BF02023073 – volume: 207 start-page: 633 issue: 2 year: 2010 ident: 10.1016/j.ijpe.2012.04.015_bib21 article-title: Robust scheduling and robustness measures for the discrete time/cost trade-off problem publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2004.04.002 – volume: 15 start-page: 502 issue: 5 year: 2004 ident: 10.1016/j.ijpe.2012.04.015_bib34 article-title: A robust optimization model for stochastic aggregate production planning publication-title: Production Planning & Control doi: 10.1007/s00170-010-3140-2 – volume: 37 start-page: 4217 year: 1999 ident: 10.1016/j.ijpe.2012.04.015_bib43 article-title: Predictable scheduling of a single machine with breakdowns and sensitive jobs publication-title: International Journal of Production Research doi: 10.1016/j.cor.2007.02.014 – volume: 10 start-page: 888 issue: 3 year: 2010 ident: 10.1016/j.ijpe.2012.04.015_bib51 article-title: A knowledge-based ant colony optimization for flexible job shop scheduling problems publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2009.10.006 – year: 2001 ident: 10.1016/j.ijpe.2012.04.015_bib11 – volume: 59 start-page: 436 year: 2010 ident: 10.1016/j.ijpe.2012.04.015_bib48 article-title: An effective heuristic for flexible job-shop scheduling problem with maintenance activities publication-title: Computers & Industrial Engineering doi: 10.1016/j.cie.2010.05.016 – volume: 132 start-page: 279 year: 2011 ident: 10.1016/j.ijpe.2012.04.015_bib3 article-title: Robust and stable flexible job shop scheduling with random machine breakdowns using hybrid genetic algorithm publication-title: International Journal of Production Economics doi: 10.1016/j.ijpe.2011.04.020 – volume: 6 start-page: 182 issue: 2 year: 2002 ident: 10.1016/j.ijpe.2012.04.015_bib12 article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1016/j.cor.2007.01.001 – volume: 36 start-page: 1852 year: 2009 ident: 10.1016/j.ijpe.2012.04.015_bib46 article-title: Minimizing total tardiness on a single machine with controllable processing times publication-title: Computers & Operations Research doi: 10.1016/j.cor.2008.05.009 – volume: 181 start-page: 86 year: 2007 ident: 10.1016/j.ijpe.2012.04.015_bib45 article-title: A genetic algorithm for resource investment project scheduling problem, tardiness permitted with penalty publication-title: European Journal of Operational Research doi: 10.1080/0951192X.2011.575181 – volume: 35 start-page: 3202 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib44 article-title: A genetic algorithm for the flexible job-shop scheduling problem publication-title: Computers & Operations Research doi: 10.1016/j.ejor.2006.03.056 – volume: 38 start-page: 674 issue: 5 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib23 article-title: Solving multi-objective flexible job shop problems by evolution and local search publication-title: IEEE Transactions on Systems Man and Cybernetics Part C – Applications and Reviews doi: 10.1016/S0360-8352(99)00006-6 – volume: 12 start-page: 15 year: 1999 ident: 10.1016/j.ijpe.2012.04.015_bib41 article-title: Predictable scheduling of a single machine subject to breakdowns publication-title: International Journal of Computer Integrated Manufacturing doi: 10.1016/j.eswa.2010.12.043 – volume: 33 start-page: 1024 year: 2007 ident: 10.1016/j.ijpe.2012.04.015_bib37 article-title: Makespan minimization for two parallel machines with an unavailable period on each machine publication-title: International Journal of Advanced Manufacturing Technology doi: 10.1007/s00170-005-0237-0 – volume: 111 start-page: 493 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib30 article-title: A tabu search procedure for developing robust predictive project schedules publication-title: International Journal of Production Economics doi: 10.1080/00207540902814348 – volume: 24 start-page: 821 issue: 9 year: 2011 ident: 10.1016/j.ijpe.2012.04.015_bib8 article-title: A genetic algorithm for robust hybrid flow shop scheduling publication-title: International Journal of Computer Integrated Manufacturing doi: 10.1016/j.ejor.2006.10.061 – volume: 7 start-page: 275 issue: 3 year: 2003 ident: 10.1016/j.ijpe.2012.04.015_bib25 article-title: Generating robust and flexible job shop schedules using genetic algorithms publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2005.846356 – volume: 107 start-page: 496 year: 2007 ident: 10.1016/j.ijpe.2012.04.015_bib29 article-title: A note on the paper by M. A. Al-fawzan and M. Haouari about a bi-objective model for robust resource-constrained project scheduling publication-title: International Journal of Production Economics doi: 10.1016/j.ijpe.2007.02.003 – volume: 18 start-page: 768 year: 2010 ident: 10.1016/j.ijpe.2012.04.015_bib39 article-title: Development of a simulation-based decision support system for controlling stochastic flexible job shop manufacturing systems publication-title: Simulation Modelling Practice and Theory doi: 10.1109/70.678447 – volume: 45 start-page: 369 year: 1990 ident: 10.1016/j.ijpe.2012.04.015_bib6 article-title: Job shop scheduling with multi-purpose machines publication-title: Computing doi: 10.1007/BF02238804 – volume: 189 start-page: 723 issue: 3 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib10 article-title: Proactive heuristic procedures for robust project scheduling: an experimental analysis publication-title: European Journal of Operational Research doi: 10.1109/4235.996017 – volume: 47 start-page: 113 issue: 1 year: 1999 ident: 10.1016/j.ijpe.2012.04.015_bib49 article-title: A graph-theoretic decomposition of the job shop scheduling problem to achieve scheduling robustness publication-title: Operations Research doi: 10.1287/opre.47.1.113 – volume: 1 start-page: 117 issue: 2 year: 1976 ident: 10.1016/j.ijpe.2012.04.015_bib16 article-title: The complexity of flowshop and jobshop scheduling publication-title: Mathematics of Operations Research doi: 10.1080/07408170701283198 – volume: 38 start-page: 7169 year: 2011 ident: 10.1016/j.ijpe.2012.04.015_bib42 article-title: Bi-objective optimization research on integrated fixed time interval preventive maintenance and production for scheduling flexible job-shop problem publication-title: Expert Systems with Application doi: 10.1080/002075499189745 – ident: 10.1016/j.ijpe.2012.04.015_bib1 doi: 10.1145/1389095.1389378 – ident: 10.1016/j.ijpe.2012.04.015_bib47 doi: 10.1080/00207543.2011.571456 – volume: 14 start-page: 365 year: 1998 ident: 10.1016/j.ijpe.2012.04.015_bib40 article-title: Predictable scheduling of a job shop subject to breakdowns publication-title: IEEE Transactions on Robotics and Automation doi: 10.1080/095119299130443 – volume: 32 start-page: 1 issue: 1 year: 2002 ident: 10.1016/j.ijpe.2012.04.015_bib27 article-title: Approach by localization and multiobjective evolutionary optimization for flexible job-shop scheduling problems publication-title: IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews doi: 10.1016/S0378-4754(02)00019-8 – volume: 55 start-page: 1159 year: 2011 ident: 10.1016/j.ijpe.2012.04.015_bib35 article-title: Pareto-based discrete artificial bee colony algorithm for multi-objective flexible job shop scheduling problems publication-title: International Journal of Advanced Manufacturing Technology doi: 10.1016/S0305-0548(02)00074-6 – volume: 55 start-page: 1183 year: 2011 ident: 10.1016/j.ijpe.2012.04.015_bib32 article-title: Scheduling stochastic job shop subject to random breakdown to minimize makespan publication-title: International Journal of Advanced Manufacturing Technology doi: 10.1080/07408179408966626 – volume: 45 start-page: 733 year: 1998 ident: 10.1016/j.ijpe.2012.04.015_bib20 article-title: A competitive genetic algorithm for resource-constrained project scheduling publication-title: Naval Research Logistics doi: 10.1016/j.ejor.2010.05.046 – volume: 26 start-page: 32 issue: 5 year: 1994 ident: 10.1016/j.ijpe.2012.04.015_bib33 article-title: Robustness measures and robust scheduling for job shops publication-title: IIE Transactions doi: 10.1080/09537280410001724287 – volume: 36 start-page: 137 issue: 1 year: 1999 ident: 10.1016/j.ijpe.2012.04.015_bib24 article-title: Scheduling in job shops with machine breakdowns: an experimental study publication-title: Computers & Industrial Engineering doi: 10.1109/TEVC.2003.810067 – volume: 9 start-page: 303 issue: 3 year: 2005 ident: 10.1016/j.ijpe.2012.04.015_bib26 article-title: Evolutionary optimization in uncertain environments survey publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TSMCC.2002.1009117 – volume: 40 start-page: 66 issue: 1 year: 2008 ident: 10.1016/j.ijpe.2012.04.015_bib18 article-title: Robustness and stability measures for scheduling: single-machine environment publication-title: IIE Transactions doi: 10.1016/j.cie.2007.11.017 – volume: 31 start-page: 645 year: 2007 ident: 10.1016/j.ijpe.2012.04.015_bib38 article-title: Robust and stable scheduling of a single machine with random machine breakdowns publication-title: International Journal of Advanced Manufacturing Technology doi: 10.1016/j.simpat.2010.01.015 – ident: 10.1016/j.ijpe.2012.04.015_bib52 doi: 10.1109/CEC.2011.5949965 – volume: 42 start-page: 189 issue: 1 year: 2009 ident: 10.1016/j.ijpe.2012.04.015_bib17 article-title: Scheduling hybrid flow shop with sequence-dependent setup times and machines with random breakdowns publication-title: The International Journal of Advanced Manufacturing Technology doi: 10.1016/j.cor.2009.07.002 – volume: 96 start-page: 175 year: 2005 ident: 10.1016/j.ijpe.2012.04.015_bib2 article-title: A bi-objective model for robust resource-constrained project scheduling publication-title: International Journal of Production Economics doi: 10.1016/j.ijpe.2004.04.002 – volume: 30 start-page: 1335 year: 2003 ident: 10.1016/j.ijpe.2012.04.015_bib36 article-title: Single-machine scheduling with periodic maintenance and nonresumable jobs publication-title: Computers & Operations Research doi: 10.1007/s00170-006-0524-4 – volume: 37 start-page: 927 year: 2010 ident: 10.1016/j.ijpe.2012.04.015_bib19 article-title: A novel competitive co-evolutionary quantum genetic algorithm for stochastic job shop scheduling problem publication-title: Computers & Operations Research doi: 10.1002/(SICI)1520-6750(199810)45:7<733::AID-NAV5>3.0.CO;2-C  | 
    
| SSID | ssj0007188 | 
    
| Score | 2.4873915 | 
    
| Snippet | This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives – makespan and robustness –... This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives -- makespan and robustness --... This study addresses robust scheduling for a flexible job-shop scheduling problem with random machine breakdowns. Two objectives a makespan and robustness a...  | 
    
| SourceID | proquest econis crossref elsevier  | 
    
| SourceType | Aggregation Database Index Database Enrichment Source Publisher  | 
    
| StartPage | 112 | 
    
| SubjectTerms | Breakdown Breakdowns Economics Evolutionary algorithms Expected values Flexible job-shop schedule problem Floats Genetic algorithms Job shops Machine breakdowns Multi-objective evolutionary algorithm Operations research Position (location) Production scheduling Robust scheduling Robustness Scheduling Studies Surrogate measure  | 
    
| Title | Robust scheduling for multi-objective flexible job-shop problems with random machine breakdowns | 
    
| URI | https://dx.doi.org/10.1016/j.ijpe.2012.04.015 http://www.econis.eu/PPNSET?PPN=734422350 https://www.proquest.com/docview/1197624121 https://www.proquest.com/docview/1283659255  | 
    
| Volume | 141 | 
    
| hasFullText | 1 | 
    
| inHoldings | 1 | 
    
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier) customDbUrl: eissn: 1873-7579 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0007188 issn: 0925-5273 databaseCode: GBLVA dateStart: 20110101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier ScienceDirect customDbUrl: eissn: 1873-7579 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0007188 issn: 0925-5273 databaseCode: .~1 dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier ScienceDirect customDbUrl: eissn: 1873-7579 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0007188 issn: 0925-5273 databaseCode: ACRLP dateStart: 19950301 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: ScienceDirect customDbUrl: eissn: 1873-7579 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0007188 issn: 0925-5273 databaseCode: AIKHN dateStart: 19950301 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVLSH databaseName: Elsevier Journals customDbUrl: mediaType: online eissn: 1873-7579 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0007188 issn: 0925-5273 databaseCode: AKRWK dateStart: 19910901 isFulltext: true providerName: Library Specific Holdings  | 
    
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9wwEB4hQFU5oEJbsUCRK_VWmXUc53VEK9C2UFTRInGz7MRRdwubFdm98tuZcZwFeuDQU6RkEkcz9sw39jwAviBCKMtaWp5WxnGlioqjG4Feq0piq2Llcp8k9uMyHV-r7zfJzRqM-lwYCqsMur_T6V5bhzvDwM3hfDIZ_hKF9OXDIgoLymJK4lMqoy4Gxw9PYR6oe702RmJO1CFxpovxmkznVCqT9gPVsaDWuM-M0yZ5pJP2hZX6R197I3T2DrYDemQn3Q_uwJqb7cKbPnh9F7aelRd8D_qqsct2wdCBRYNCeecMISrzMYS8sdNO17GaamLaW8emjeXtn2bOQpeZltEuLUNrVjV37M6HXTqGPrT5W9Gm9Ae4Pjv9PRrz0FCBlyqXC25EVKVon00kSmmlylJEh4jgMqtcHae1MyhQge5yIWWdVCS0RNZ5mdusVqIs4o-wPmtmbg8YcjV2VK2eEmdNgezNcOmnppJV7oxQA4h6TuoyVBunphe3ug8rm2rivibua6E0DjWAr6t35l2tjVep9zoBrWizWClEO4kYQNKLTL-YTBrtxKufPOzlq8NSbjWds6aIc2Q0gM-rx7gI6WTFzFyzRBoEaXQ-nST7_zn0AbyVvtEGbe4cwvrifuk-IdxZ2CM_n49g42R0dfGTrt_Ox5ePfBP-AA | 
    
| linkProvider | Elsevier | 
    
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9wwEB5RWpVyqChtxfIortRbZdZxnNcRoaKFAocWJG6WnTjqbmGzIrvX_nZmHGeBHjhwTDKJoxl75ht7HgDfECGUZS0tTyvjuFJFxdGNQK9VJbFVsXK5TxI7v0hHV-r0OrlegaM-F4bCKoPu73S619bhzjBwczgbj4e_RSF9-bCIwoKyuHgFrxVekwd28O8hzgOVr1fHSM2JPGTOdEFe48mMamXShqA6ENQb95F1ekMu6bh9Yqb-U9jeCh1vwPsAH9lh94cfYMVNN-FtH72-CeuP6gt-BP2rsYt2ztCDRYtCiecMMSrzQYS8sZNO2bGaimLaG8cmjeXtn2bGQpuZltE2LUNzVjW37NbHXTqGTrT5W9Gu9Ce4Ov5xeTTioaMCL1Uu59yIqErRQJtIlNJKlaUIDxHCZVa5Ok5rZ1CiAv3lQso6qUhqiazzMrdZrURZxJ9hddpM3RYw5GrsqFw9Zc6aAtmb4dpPTSWr3BmhBhD1nNRlKDdOXS9udB9XNtHEfU3c10JpHGoA35fvzLpiG89Sb3UCWtJmsVIIdxIxgKQXmX4ymzQaimc_udvLV4e13Go6aE0R6MhoAF-Xj3EV0tGKmbpmgTSI0uiAOkm2Xzj0PqyNLs_P9NnJxc8deCd91w3a6dmF1fndwu0h9pnbL35u3wNipv4A | 
    
| 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=Robust+scheduling+for+multi-objective+flexible+job-shop+problems+with+random+machine+breakdowns&rft.jtitle=International+journal+of+production+economics&rft.au=Xiong%2C+Jian&rft.au=Xing%2C+Li-ning&rft.au=Chen%2C+Ying-wu&rft.date=2013-01-01&rft.pub=Elsevier+B.V&rft.issn=0925-5273&rft.eissn=1873-7579&rft.volume=141&rft.issue=1&rft.spage=112&rft.epage=126&rft_id=info:doi/10.1016%2Fj.ijpe.2012.04.015&rft.externalDocID=S0925527312001739 | 
    
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0925-5273&client=summon | 
    
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0925-5273&client=summon | 
    
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0925-5273&client=summon |