Parallel Multi-Objective Evolutionary Algorithms: A Comprehensive Survey
Multi-Objective Evolutionary Algorithms (MOEAs) are powerful search techniques that have been extensively used to solve difficult problems in a wide variety of disciplines. However, they can be very demanding in terms of computational resources. Parallel implementations of MOEAs (pMOEAs) provide con...
Uloženo v:
| Vydáno v: | Swarm and evolutionary computation Ročník 67; s. 100960 |
|---|---|
| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Elsevier B.V
01.12.2021
|
| Témata: | |
| ISSN: | 2210-6502 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | Multi-Objective Evolutionary Algorithms (MOEAs) are powerful search techniques that have been extensively used to solve difficult problems in a wide variety of disciplines. However, they can be very demanding in terms of computational resources. Parallel implementations of MOEAs (pMOEAs) provide considerable gains regarding performance and scalability and, therefore, their relevance in tackling computationally expensive applications. This paper presents a survey of pMOEAs, describing a refined taxonomy, an up-to-date review of methods and the key contributions to the field. Furthermore, some of the open questions that require further research are also briefly discussed. |
|---|---|
| AbstractList | Multi-Objective Evolutionary Algorithms (MOEAs) are powerful search techniques that have been extensively used to solve difficult problems in a wide variety of disciplines. However, they can be very demanding in terms of computational resources. Parallel implementations of MOEAs (pMOEAs) provide considerable gains regarding performance and scalability and, therefore, their relevance in tackling computationally expensive applications. This paper presents a survey of pMOEAs, describing a refined taxonomy, an up-to-date review of methods and the key contributions to the field. Furthermore, some of the open questions that require further research are also briefly discussed. |
| ArticleNumber | 100960 |
| Author | Falcón-Cardona, Jesús Guillermo Hernández Gómez, Raquel Coello Coello, Carlos A. Castillo Tapia, Ma. Guadalupe |
| Author_xml | – sequence: 1 givenname: Jesús Guillermo orcidid: 0000-0003-1131-098X surname: Falcón-Cardona fullname: Falcón-Cardona, Jesús Guillermo email: jfalcon@tec.mx organization: CINVESTAV-IPN, Department of Computer Science, Av. IPN No. 2508, Col. San Pedro Zacatenco, Mexico City, Mexico, 07300 – sequence: 2 givenname: Raquel surname: Hernández Gómez fullname: Hernández Gómez, Raquel email: rhernandez@computacion.cs.cinvestav.mx organization: CINVESTAV-IPN, Department of Computer Science, Av. IPN No. 2508, Col. San Pedro Zacatenco, Mexico City, Mexico, 07300 – sequence: 3 givenname: Carlos A. surname: Coello Coello fullname: Coello Coello, Carlos A. email: ccoello@cs.cinvestav.mx organization: CINVESTAV-IPN, Department of Computer Science, Av. IPN No. 2508, Col. San Pedro Zacatenco, Mexico City, Mexico, 07300 – sequence: 4 givenname: Ma. Guadalupe surname: Castillo Tapia fullname: Castillo Tapia, Ma. Guadalupe email: mgct@azc.uam.mx organization: UAM Azcapotzalco, Departamento de Administración, Av. San Pablo No. 180, Mexico City, Mexico, 02200 |
| BookMark | eNqFkMFOwzAMhnMYEmPsCbj0BTqcZO1aJA7TNBjS0JCAc5QmLkuVNlPSFe3taRknDuCLJcuf5f-7IqPGNUjIDYUZBZreVrPwiZ2bMWC0n0CewoiMGaMQpwmwSzINoYK-UmBJko_J5kV6aS3a6PloWxPvigpVazqM1p2zx9a4RvpTtLQfzpt2X4e7aBmtXH3wuMcmDIuvR9_h6ZpclNIGnP70CXl_WL-tNvF29_i0Wm5jxedZG_NCLyApaZlJynOpINFFwVEn6YJBihIYZ1oDZ1QlJWZUgoS5ZFmhVa4BGZ-Q_HxXeReCx1Io08rhz9ZLYwUFMZgQlfg2IQYT4myiZ_kv9uBN3ef7h7o_U9jH6gx6EZTBRqE2vncltDN_8l9e5n4X |
| CitedBy_id | crossref_primary_10_1007_s10462_024_10786_3 crossref_primary_10_3390_s22051826 crossref_primary_10_1016_j_eswa_2024_125259 crossref_primary_10_1016_j_asoc_2024_111290 crossref_primary_10_1016_j_swevo_2022_101183 crossref_primary_10_1007_s11227_024_06525_8 crossref_primary_10_1155_2024_9382390 crossref_primary_10_1016_j_asoc_2025_113106 crossref_primary_10_1109_ACCESS_2024_3469641 crossref_primary_10_3390_s23031388 crossref_primary_10_1016_j_swevo_2025_102009 crossref_primary_10_1016_j_dajour_2025_100598 crossref_primary_10_1371_journal_pone_0326374 crossref_primary_10_1016_j_knosys_2022_108527 crossref_primary_10_1016_j_swevo_2022_101074 crossref_primary_10_1007_s40747_024_01656_0 crossref_primary_10_1080_17509653_2022_2093289 crossref_primary_10_1007_s12293_022_00378_5 crossref_primary_10_1109_TETCI_2024_3381512 crossref_primary_10_1109_TEVC_2022_3171052 crossref_primary_10_1080_10630732_2025_2462491 crossref_primary_10_1109_ACCESS_2023_3313264 crossref_primary_10_1016_j_swevo_2023_101405 crossref_primary_10_1109_TED_2023_3280151 crossref_primary_10_1016_j_eswa_2023_121768 crossref_primary_10_1029_2022WR033235 crossref_primary_10_1016_j_knosys_2023_110630 crossref_primary_10_1016_j_tws_2025_113660 |
| Cites_doi | 10.1109/TEVC.2013.2281535 10.1109/TEVC.2007.892759 10.2136/vzj2007.0078 10.1109/4235.996017 10.1162/106365600568167 10.1007/s00500-015-1955-3 10.1002/int.20128 10.1016/j.ejor.2014.05.019 10.1109/TEVC.2011.2161872 10.1109/TCYB.2015.2490669 10.1109/TEVC.2016.2587749 10.1016/j.asoc.2014.06.011 10.1162/106365600568202 10.1109/TEVC.2013.2281534 10.1109/ACCESS.2020.2990567 10.1109/TSMCB.2012.2231860 10.1109/TEVC.2017.2767023 10.1016/j.asoc.2017.06.008 10.1145/3067695.3084221 10.1109/4235.585893 10.1016/j.asoc.2019.04.005 10.1109/TEVC.2012.2227145 10.1109/TEVC.2005.861417 10.1007/s10710-005-6164-x 10.1016/j.compstruc.2009.05.006 10.1007/s40747-017-0039-7 10.1109/TEVC.2013.2262178 10.1109/TEVC.2003.810758 10.1007/s10710-009-9090-5 10.1162/evco.2007.15.1.1 10.1109/MCI.2017.2742868 10.1109/ACCESS.2019.2896962 10.1109/TCYB.2014.2360923 10.1109/TEVC.2014.2350987 10.1145/3067695.3084222 10.1016/j.ejor.2006.08.008 10.1109/TEVC.2003.810751 10.1016/j.jpdc.2018.04.012 10.1109/ACCESS.2017.2716111 10.1109/ACCESS.2020.2973670 10.1007/s11047-011-9266-9 10.1162/EVCO_a_00076 10.1016/j.comcom.2006.08.033 10.1162/evco.1994.2.3.221 10.1016/j.advengsoft.2011.05.014 10.1142/S0218213009000275 10.1145/2792984 10.1109/4235.797969 10.1007/s11227-009-0368-4 10.1162/EVCO_a_00009 |
| ContentType | Journal Article |
| Copyright | 2021 Elsevier B.V. |
| Copyright_xml | – notice: 2021 Elsevier B.V. |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.swevo.2021.100960 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| ExternalDocumentID | 10_1016_j_swevo_2021_100960 S221065022100122X |
| GroupedDBID | --K --M .~1 0R~ 1~. 1~5 4.4 457 4G. 5VS 7-5 8P~ AAAKF AABVA AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AARIN AATLK AAXUO AAYFN ABAOU ABBOA ABGRD ABMAC ABUCO ABXDB ABYKQ ACAZW ACDAQ ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADMUD ADQTV ADTZH AEBSH AECPX AEKER AENEX AEQOU AFKWA AFTJW AFXIZ AGHFR AGUBO AGYEJ AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD APLSM ARUGR AXJTR BJAXD BKOJK BLXMC CBWCG EBS EFJIC EFLBG EJD FDB FEDTE FIRID FNPLU FYGXN GBLVA GBOLZ HAMUX HVGLF HZ~ J1W JJJVA KOM M41 MHUIS MO0 N9A O-L O9- OAUVE P-8 P-9 PC. Q38 RIG ROL SDF SES SPC SPCBC SSA SSB SSD SST SSV SSW SSZ T5K ~G- AATTM AAXKI AAYWO AAYXX ABJNI ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c348t-3bd705f1f8a139ac05dbb3ed567206ea0232dd0321c5fe81a0a04a28bdc9d0e23 |
| ISICitedReferencesCount | 37 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000704395100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 2210-6502 |
| IngestDate | Wed Nov 05 20:42:19 EST 2025 Tue Nov 18 21:01:06 EST 2025 Fri Feb 23 02:47:40 EST 2024 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | 99-00 Parallel computing Multi-objective optimization Evolutionary algorithms 00-01 |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c348t-3bd705f1f8a139ac05dbb3ed567206ea0232dd0321c5fe81a0a04a28bdc9d0e23 |
| ORCID | 0000-0003-1131-098X |
| OpenAccessLink | http://hdl.handle.net/20.500.11824/1405 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_swevo_2021_100960 crossref_primary_10_1016_j_swevo_2021_100960 elsevier_sciencedirect_doi_10_1016_j_swevo_2021_100960 |
| PublicationCentury | 2000 |
| PublicationDate | December 2021 2021-12-00 |
| PublicationDateYYYYMMDD | 2021-12-01 |
| PublicationDate_xml | – month: 12 year: 2021 text: December 2021 |
| PublicationDecade | 2020 |
| PublicationTitle | Swarm and evolutionary computation |
| PublicationYear | 2021 |
| Publisher | Elsevier B.V |
| Publisher_xml | – name: Elsevier B.V |
| References | Klinkenberg, Emmerich, Deutz, Shir, Bäck (bib0003) 2010 Corne, Knowles (bib0147) 2003 Zhang, Li (bib0032) 2007; 11 Calvo, Ortega, Anguita (bib0136) 2011; 58 Parmee, Watson (bib0104) 1999 Garza-Fabre, Gregorio Toscano-Pulido, Rodríguez-Tello (bib0151) 2011 Cancino, Jourdan, Talbi, Delbem (bib0037) 2010 Sanhueza, Jiménez, Berretta, Moscato (bib0057) 2017 Santana-Quintero, Arias Montaño, Coello Coello (bib0002) 2010 Kantour, Bouroubi, Chaabane (bib0060) 2019; 80 Liu, Liu, Liu, Zhao (bib0088) 2012 xin Wang, Ju (bib0053) 2009 Segura, Cervantes, Nebro, íz Simón, Segredo, García, Luna, Gómez-Pulido, Miranda, Luque, Alba, Ángel Vega-Rodríguez, León, Galván (bib0129) 2009 Manoatl Lopez, Coello Coello (bib0103) 2016 Falcón-Cardona, Coello, Emmerich (bib0149) 2019 Menchaca-Mndez, Montero, Antonio, Zapotecas-Martnez, Coello Coello, Riff (bib0118) 2019; 7 Qiu, Ju (bib0054) 2010 Bader, Zitzler (bib0033) Spring, 2011; 19 Asouti, Kampolis, Giannakoglou (bib0125) 2009; 10 Wong, Cui (bib0134) 2010 Rama Mohan Rao (bib0138) 2009; 87 Tian, Cheng, Zhang, Jin (bib0143) 2017; 12 Beume, Naujoks, Emmerich (bib0022) 2007; 181 Wang, Zhan, Zhang (bib0095) 2016 Nebro, Durillo (bib0087) 2010 Emmerich, Deutz (bib0101) 2007 Marco, Lanteri, Desideri, Périaux (bib0036) 1999 Wang, Purshouse, Fleming (bib0120) 2015; 243 Deb, Thiele, Laumanns, Zitzler (bib0071) 2005 Glasmachers (bib0009) 2014 Ke, Zhang, Battiti (bib0102) 2013; 43 Yagoubi, Schoenauer (bib0068) 2012 Luna, Nebro, Alba (bib0018) 2006 Grimme, Lepping, Papaspyrou (bib0085) 2008 Antonio, Coello, Morales, Brambila, Gonzlez, Tapia (bib0113) 2020 Luna, Alba (bib0015) 2015 Srinivas, Deb (bib0024) 1994; 2 Chen, Zhu, Pedrycz, Yin, Wu, Yan (bib0059) 2018 Grimme, Lepping, Papaspyrou (bib0040) 2012; 11 Lančinskas, Žilinskas (bib0140) 2014 Jiao, Zeng, Li, Yang, Ong (bib0152) 2020 Hernández Gómez, Coello Coello (bib0148) 2017 Huang, Suganthan, Liang (bib0066) 2006; 21 Talbi (bib0013) 2019; 133 Escobar, Ortega, Díaz, González, Damas (bib0039) 2018 Alba, Dorronsoro, Luna, Bouvry (bib0130) 2005 Coulouris, Dollimore, Kindberg, Blair (bib0012) 2011 Ishibuchi, Setoguchi, Masuda, Nojima (bib0083) 2017; 21 Okuda, Hiroyasu, Miki, Kamiura, Watanabe (bib0107) 2002 Alba, Dorronsoro, Luna, Nebro, Bouvry, Hogie (bib0131) 2007; 30 Psychas, Marinaki, Marinakis (bib0137) 2015 Zhao, Alam, Abbass (bib0116) 2014; 23 Hernández Gómez, Coello Coello, Alba Torres (bib0077) 2016 Hiroyasu, Miki, Kamiura, Watanabe, Hiroyasu (bib0124) 2005 Wang, Zhang, Zhang (bib0119) 2016; 46 Segura, Segredo, León (bib0126) 2011 Deb, Agrawal (bib0023) 1995; 9 Emmerich, Beume, Naujoks (bib0030) 2005 Miguel Antonio, Coello Coello (bib0110) 2018; 22 Antonio, Coello (bib0117) 2015 Cheng, Jin, Olhofer, Sendhoff (bib0005) 2016; PP Yagoubi, Thobois, Schoenauer (bib0055) 2011 ung H. Phan, Suzuki (bib0029) 2013 Jones, Crossley, Lyrintzis (bib0142) 1998 Hrbacek (bib0038) 2015 Nebro, Luna, Talbi, Alba (bib0014) 2005 Coello Coello, Cruz Cortés (bib0072) 2005; 6 Wong (bib0086) 2009 Derbel, Liefooghe, Marquet, Talbi (bib0093) 2015 Zhang, Li (bib0021) 2007; 11 Branke, Schmeck, Deb, Reddy (bib0048) 2004; 2 Schütze, Esquivel, Lara, Coello Coello (bib0081) 2012; 16 Knowles, Corne (bib0026) 2000; 8 Xiao, Armstrong (bib0046) 2003 Atashpendar, Dorronsoro, Danoy, Bouvry (bib0097) 2016 Calvo, Ortega, Anguita (bib0135) 2010 Van Veldhuizen, Zydallis, Lamont (bib0017) 2003; 7 Okuda, Hiroyasu, Miki, Watanabe (bib0044) 2002 Trivedi, Srinivasan, Sanyal, Ghosh (bib0111) 2017; 21 Li, Li, Tang, Yao (bib0004) 2015; 48 Zitzler, Thiele, Laumanns, Fonseca, da Fonseca (bib0080) 2003; 7 Zitzler (bib0073) 1999 Zitzler, Deb, Thiele (bib0064) 2000; 8 de Souza, Pozo (bib0121) 2014 Horii, Miki, Koizumi, Tsujiuchi (bib0045) 2002; 1 Manoatl Lopez, Miguel Antonio, Carlos A. Coello Coello (bib0007) 2015 T. Harada, K. Takadama, A Study of Self-Adaptive Semi-Asynchronous Evolutionary Algorithm on Multi-Objective Optimization Problem, Association for Computing Machinery, New York, NY, USA, p. 1812–1819. Xu, Xu, Ma (bib0112) 2020; 8 Zitzler, Künzli (bib0028) 2004 Akl (bib0011) 1989 López-Jaimes, Coello (bib0050) 2005; 3 Auger, Bader, Brockhoff, Zitzler (bib0076) 2009 Märtens, Izzo (bib0139) 2013 Li, Yang, Liu (bib0070) 2014; 18 Li, Wei (bib0114) 2018 Ying, Chen, Wu, Xie, Wu (bib0058) 2017 Zhang, Zhong, Xu, Teng (bib0115) 2017; 5 Xu, Louis, Mancini (bib0123) 2005; 1 Hernández-Gómez, Coello, Alba (bib0008) 2016 Igel, Hansen, Roth (bib0031) 2007; 15 Coello Coello, Reyes Sierra (bib0047) 2004 Mambrini, Izzo (bib0092) 2014 Miyakawa, Sato, Sato (bib0106) 2018 Hardin, Saff (bib0082) 2004; 51 Gupta, Tan (bib0094) 2015 Ishibuchi, Masuda, Tanigaki, Nojima (bib0079) 2015 Huband, Hingston, Barone, While (bib0065) 2006; 10 Cheng, Li, Tian, Zhang, Yang, Jin, Yao (bib0075) 2017; 3 Durillo, Nebro (bib0145) 2011; 42 Talbi, Mostaghim, Okabe, Ishibuchi, Rudolph, Coello Coello (bib0019) 2008 Mäkinen, Neittaanmäki, Periaux, Sefrioui, Toivanen (bib0141) 1996 Szlachcic, Zubik (bib0150) 2009 Antonio, Coello Coello (bib0006) 2013 Aguirre, Liefooghe, Verel, Tanaka (bib0010) 2013 Zaharia, Chowdhury, Franklin, Shenker, Stoica (bib0074) 2010 Miyakawa, Sato, Sato (bib0100) 2019 Kamiura, Hiroyasu, Miki, Watanabe (bib0043) 2002 Fonseca, Fleming (bib0063) 1993 León, Miranda, Segura (bib0128) 2009; 18 Segredo, Segura, León (bib0127) 2011 Zitzler, Thiele (bib0025) 1999; 3 León, Miranda, Segura (bib0052) 2008 Yu, Li, Chen, Zhang (bib0099) 2017; 59 Yang, Li, Liu, Zheng (bib0069) 2013; 17 Zitzler, Laumanns, Thiele (bib0027) 2001 Deb, Pratap, Agarwal, Meyarivan (bib0020) 2002; 6 Golovkin, Louis, Mancini (bib0122) 2002; 2 Streichert, Ulmer, Zell (bib0049) 2005; 3410 Veldhuizen (bib0067) 1999 Wolpert, Macready (bib0146) 1997; 1 Chen, Chen, Gong, Zhan, Zhang, Li, Tan (bib0105) 2015; 45 López Jaimes, Coello Coello (bib0016) 2009 Jain, Deb (bib0035) 2014; 18 Zhou, Wang, Chen, Gao, Teng (bib0056) 2017; 21 Manoatl Lopez, Coello Coello (bib0096) 2016 Vrugt, Stauffer, Wöhling, Robinson, Vesselinov (bib0132) 2008; 7 Essabri, Gzara, Loukil (bib0051) 2006 Wang, Jiao, Yao (bib0084) 2015; 19 Depolli, Trobec, Filipič (bib0090) 2013; 21 B. Xu, Y. Zhang, D.-w. Gong, L. Wang, A Parallel Multi-Objective Cooperative Co-Evolutionary Algorithm with Changing Variables, Association for Computing Machinery, New York, NY, USA, p. 1888–1893. Falcón-Cardona, Ishibuchi, Coello, Emmerich (bib0062) 2021 Qiang, Chao, Mitchell, Paret, Ryne (bib0133) 2013 Zaharie, Petcu (bib0109) 2004 Wei, Fujimura (bib0089) 2012 Zaharie, Petcu, Panica (bib0108) 2008 Blank, Deb (bib0144) 2020; 8 Roy, Lee, Welch, Zhao, Pandey, Thurston (bib0041) 2009 Hernández Gómez, Coello Coello, Alba (bib0061) 2020 de Souza, Ramirez Pozo (bib0091) 2014 Coello Coello, Lamont, Van Veldhuizen (bib0001) 2007 Deb, Jain (bib0034) 2014; 18 Brockhoff, Wagner, Trautmann (bib0078) 2012 Zaharia (10.1016/j.swevo.2021.100960_bib0074) 2010 Auger (10.1016/j.swevo.2021.100960_bib0076) 2009 Xu (10.1016/j.swevo.2021.100960_bib0123) 2005; 1 Schütze (10.1016/j.swevo.2021.100960_bib0081) 2012; 16 Manoatl Lopez (10.1016/j.swevo.2021.100960_sbref0103) 2016 Golovkin (10.1016/j.swevo.2021.100960_bib0122) 2002; 2 León (10.1016/j.swevo.2021.100960_bib0128) 2009; 18 Kantour (10.1016/j.swevo.2021.100960_bib0060) 2019; 80 Hernández Gómez (10.1016/j.swevo.2021.100960_sbref0077) 2016 Yang (10.1016/j.swevo.2021.100960_bib0069) 2013; 17 Ishibuchi (10.1016/j.swevo.2021.100960_bib0079) 2015 Chen (10.1016/j.swevo.2021.100960_sbref0059) 2018 Zaharie (10.1016/j.swevo.2021.100960_bib0108) 2008 Antonio (10.1016/j.swevo.2021.100960_bib0117) 2015 Li (10.1016/j.swevo.2021.100960_bib0004) 2015; 48 Zitzler (10.1016/j.swevo.2021.100960_bib0064) 2000; 8 Depolli (10.1016/j.swevo.2021.100960_sbref0090) 2013; 21 Jain (10.1016/j.swevo.2021.100960_bib0035) 2014; 18 Okuda (10.1016/j.swevo.2021.100960_bib0107) 2002 Luna (10.1016/j.swevo.2021.100960_bib0018) 2006 Knowles (10.1016/j.swevo.2021.100960_bib0026) 2000; 8 Falcón-Cardona (10.1016/j.swevo.2021.100960_sbref0149) 2019 Emmerich (10.1016/j.swevo.2021.100960_bib0030) 2005 de Souza (10.1016/j.swevo.2021.100960_bib0121) 2014 Hardin (10.1016/j.swevo.2021.100960_bib0082) 2004; 51 Hernández Gómez (10.1016/j.swevo.2021.100960_sbref0061) 2020 Horii (10.1016/j.swevo.2021.100960_bib0045) 2002; 1 Van Veldhuizen (10.1016/j.swevo.2021.100960_bib0017) 2003; 7 Escobar (10.1016/j.swevo.2021.100960_bib0039) 2018 Manoatl Lopez (10.1016/j.swevo.2021.100960_bib0007) 2015 Coello Coello (10.1016/j.swevo.2021.100960_sbref0001) 2007 Deb (10.1016/j.swevo.2021.100960_bib0023) 1995; 9 Srinivas (10.1016/j.swevo.2021.100960_bib0024) 1994; 2 10.1016/j.swevo.2021.100960_bib0042 Blank (10.1016/j.swevo.2021.100960_bib0144) 2020; 8 Zhang (10.1016/j.swevo.2021.100960_bib0032) 2007; 11 Chen (10.1016/j.swevo.2021.100960_bib0105) 2015; 45 xin Wang (10.1016/j.swevo.2021.100960_bib0053) 2009 Nebro (10.1016/j.swevo.2021.100960_bib0087) 2010 Luna (10.1016/j.swevo.2021.100960_sbref0015) 2015 Qiu (10.1016/j.swevo.2021.100960_bib0054) 2010 Hernández-Gómez (10.1016/j.swevo.2021.100960_sbref0008) 2016 Durillo (10.1016/j.swevo.2021.100960_bib0145) 2011; 42 Zaharie (10.1016/j.swevo.2021.100960_bib0109) 2004 Qiang (10.1016/j.swevo.2021.100960_bib0133) 2013 Glasmachers (10.1016/j.swevo.2021.100960_bib0009) 2014 Fonseca (10.1016/j.swevo.2021.100960_sbref0063) 1993 Falcón-Cardona (10.1016/j.swevo.2021.100960_bib0062) 2021 Akl (10.1016/j.swevo.2021.100960_bib0011) 1989 Manoatl Lopez (10.1016/j.swevo.2021.100960_sbref0096) 2016 Garza-Fabre (10.1016/j.swevo.2021.100960_bib0151) 2011 Ying (10.1016/j.swevo.2021.100960_bib0058) 2017 Klinkenberg (10.1016/j.swevo.2021.100960_bib0003) 2010 de Souza (10.1016/j.swevo.2021.100960_sbref0091) 2014 Parmee (10.1016/j.swevo.2021.100960_bib0104) 1999 Deb (10.1016/j.swevo.2021.100960_bib0020) 2002; 6 Xu (10.1016/j.swevo.2021.100960_bib0112) 2020; 8 Beume (10.1016/j.swevo.2021.100960_bib0022) 2007; 181 Zitzler (10.1016/j.swevo.2021.100960_bib0073) 1999 Calvo (10.1016/j.swevo.2021.100960_sbref0135) 2010 Mambrini (10.1016/j.swevo.2021.100960_bib0092) 2014 Jones (10.1016/j.swevo.2021.100960_bib0142) 1998 Psychas (10.1016/j.swevo.2021.100960_bib0137) 2015 Hrbacek (10.1016/j.swevo.2021.100960_bib0038) 2015 Corne (10.1016/j.swevo.2021.100960_bib0147) 2003 Coello Coello (10.1016/j.swevo.2021.100960_bib0072) 2005; 6 Wong (10.1016/j.swevo.2021.100960_bib0086) 2009 Lančinskas (10.1016/j.swevo.2021.100960_sbref0140) 2014 Talbi (10.1016/j.swevo.2021.100960_bib0019) 2008 Trivedi (10.1016/j.swevo.2021.100960_bib0111) 2017; 21 Sanhueza (10.1016/j.swevo.2021.100960_sbref0057) 2017 Hiroyasu (10.1016/j.swevo.2021.100960_sbref0124) 2005 Gupta (10.1016/j.swevo.2021.100960_sbref0094) 2015 Brockhoff (10.1016/j.swevo.2021.100960_sbref0078) 2012 Wang (10.1016/j.swevo.2021.100960_bib0119) 2016; 46 Yu (10.1016/j.swevo.2021.100960_bib0099) 2017; 59 Vrugt (10.1016/j.swevo.2021.100960_bib0132) 2008; 7 Veldhuizen (10.1016/j.swevo.2021.100960_bib0067) 1999 Essabri (10.1016/j.swevo.2021.100960_bib0051) 2006 Wolpert (10.1016/j.swevo.2021.100960_bib0146) 1997; 1 Derbel (10.1016/j.swevo.2021.100960_sbref0093) 2015 Nebro (10.1016/j.swevo.2021.100960_sbref0014) 2005 Marco (10.1016/j.swevo.2021.100960_bib0036) 1999 ung H. Phan (10.1016/j.swevo.2021.100960_sbref0029) 2013 Segredo (10.1016/j.swevo.2021.100960_bib0127) 2011 Deb (10.1016/j.swevo.2021.100960_bib0034) 2014; 18 López-Jaimes (10.1016/j.swevo.2021.100960_bib0050) 2005; 3 Alba (10.1016/j.swevo.2021.100960_sbref0130) 2005 Aguirre (10.1016/j.swevo.2021.100960_sbref0010) 2013 Ishibuchi (10.1016/j.swevo.2021.100960_bib0083) 2017; 21 Li (10.1016/j.swevo.2021.100960_bib0070) 2014; 18 Grimme (10.1016/j.swevo.2021.100960_bib0085) 2008 Miguel Antonio (10.1016/j.swevo.2021.100960_bib0110) 2018; 22 Coulouris (10.1016/j.swevo.2021.100960_bib0012) 2011 Zitzler (10.1016/j.swevo.2021.100960_bib0080) 2003; 7 Segura (10.1016/j.swevo.2021.100960_bib0129) 2009 Antonio (10.1016/j.swevo.2021.100960_sbref0006) 2013 Zhao (10.1016/j.swevo.2021.100960_bib0116) 2014; 23 Cancino (10.1016/j.swevo.2021.100960_sbref0037) 2010 Antonio (10.1016/j.swevo.2021.100960_bib0113) 2020 Bader (10.1016/j.swevo.2021.100960_bib0033) 2011; 19 Yagoubi (10.1016/j.swevo.2021.100960_bib0055) 2011 Igel (10.1016/j.swevo.2021.100960_bib0031) 2007; 15 Mäkinen (10.1016/j.swevo.2021.100960_bib0141) 1996 Coello Coello (10.1016/j.swevo.2021.100960_bib0047) 2004 Branke (10.1016/j.swevo.2021.100960_bib0048) 2004; 2 Wang (10.1016/j.swevo.2021.100960_bib0084) 2015; 19 Yagoubi (10.1016/j.swevo.2021.100960_sbref0068) 2012 Miyakawa (10.1016/j.swevo.2021.100960_bib0100) 2019 Calvo (10.1016/j.swevo.2021.100960_bib0136) 2011; 58 Kamiura (10.1016/j.swevo.2021.100960_sbref0043) 2002 Zhou (10.1016/j.swevo.2021.100960_bib0056) 2017; 21 Wei (10.1016/j.swevo.2021.100960_bib0089) 2012 Miyakawa (10.1016/j.swevo.2021.100960_bib0106) 2018 Liu (10.1016/j.swevo.2021.100960_bib0088) 2012 Jiao (10.1016/j.swevo.2021.100960_bib0152) 2020 Atashpendar (10.1016/j.swevo.2021.100960_sbref0097) 2016 Segura (10.1016/j.swevo.2021.100960_bib0126) 2011 Xiao (10.1016/j.swevo.2021.100960_sbref0046) 2003 Szlachcic (10.1016/j.swevo.2021.100960_bib0150) 2009 Zhang (10.1016/j.swevo.2021.100960_bib0115) 2017; 5 Cheng (10.1016/j.swevo.2021.100960_bib0075) 2017; 3 Santana-Quintero (10.1016/j.swevo.2021.100960_sbref0002) 2010 Zitzler (10.1016/j.swevo.2021.100960_bib0027) 2001 Zhang (10.1016/j.swevo.2021.100960_bib0021) 2007; 11 Märtens (10.1016/j.swevo.2021.100960_bib0139) 2013 Huang (10.1016/j.swevo.2021.100960_bib0066) 2006; 21 Li (10.1016/j.swevo.2021.100960_bib0114) 2018 Streichert (10.1016/j.swevo.2021.100960_bib0049) 2005; 3410 Wong (10.1016/j.swevo.2021.100960_bib0134) 2010 Rama Mohan Rao (10.1016/j.swevo.2021.100960_bib0138) 2009; 87 Talbi (10.1016/j.swevo.2021.100960_bib0013) 2019; 133 Alba (10.1016/j.swevo.2021.100960_bib0131) 2007; 30 Menchaca-Mndez (10.1016/j.swevo.2021.100960_bib0118) 2019; 7 Huband (10.1016/j.swevo.2021.100960_bib0065) 2006; 10 10.1016/j.swevo.2021.100960_bib0098 Ke (10.1016/j.swevo.2021.100960_bib0102) 2013; 43 Zitzler (10.1016/j.swevo.2021.100960_bib0025) 1999; 3 León (10.1016/j.swevo.2021.100960_sbref0052) 2008 Asouti (10.1016/j.swevo.2021.100960_bib0125) 2009; 10 Zitzler (10.1016/j.swevo.2021.100960_bib0028) 2004 Cheng (10.1016/j.swevo.2021.100960_bib0005) 2016; PP Grimme (10.1016/j.swevo.2021.100960_bib0040) 2012; 11 Roy (10.1016/j.swevo.2021.100960_bib0041) 2009 Okuda (10.1016/j.swevo.2021.100960_sbref0044) 2002 López Jaimes (10.1016/j.swevo.2021.100960_sbref0016) 2009 Emmerich (10.1016/j.swevo.2021.100960_bib0101) 2007 Hernández Gómez (10.1016/j.swevo.2021.100960_sbref0148) 2017 Deb (10.1016/j.swevo.2021.100960_bib0071) 2005 Tian (10.1016/j.swevo.2021.100960_bib0143) 2017; 12 Wang (10.1016/j.swevo.2021.100960_bib0095) 2016 Wang (10.1016/j.swevo.2021.100960_bib0120) 2015; 243 |
| References_xml | – volume: 21 start-page: 169 year: 2017 end-page: 190 ident: bib0083 article-title: Performance of decomposition-Based many-Objective algorithms strongly depends on pareto front shapes publication-title: IEEE Trans. Evol. Comput. – start-page: 445 year: 1999 end-page: 456 ident: bib0036 article-title: A Parallel Genetic Algorithm for Multi-Objective Optimization in Computational Fluid Dynamics publication-title: Evolutionary Algorithms in Engineering and Computer Science – start-page: 233 year: 2010 end-page: 240 ident: bib0135 article-title: A Hybrid Scheme to Solve the Protein Structure Prediction Problem publication-title: Advances in Bioinformatics, 4th International Workshop on Practical Applications of Computational Biology and Bioinformatics 2010 (IWPACBB 2010) – start-page: 23 year: 2009 end-page: 49 ident: bib0016 article-title: Applications of Parallel Platforms and Models in Evolutionary Multi-Objective Optimization publication-title: Biologically-Inspired Optimisation Methods – start-page: 688 year: 2004 end-page: 697 ident: bib0047 article-title: A Study of the Parallelization of a Coevolutionary Multi-Objective Evolutionary Algorithm publication-title: Proceedings of the Third Mexican International Conference on Artificial Intelligence (MICAI’2004) – year: 2007 ident: bib0001 article-title: Evolutionary algorithms for solving multi-Objective problems – start-page: 29 year: 2010 end-page: 59 ident: bib0002 article-title: A Review of Techniques for Handling Expensive Functions in Evolutionary Multi-Objective Optimization publication-title: Computational Intelligence in Expensive Optimization Problems – start-page: 301 year: 2010 end-page: 311 ident: bib0003 article-title: A Reduced-Cost SMS-EMOA Using Kriging, Self-Adaptation, and Parallelization publication-title: Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems – volume: 7 start-page: 843 year: 2008 end-page: 864 ident: bib0132 article-title: Inverse modeling of subsurface flow and transport properties: a review with new developments publication-title: Vadose Zone – volume: 1 start-page: 67 year: 1997 end-page: 82 ident: bib0146 article-title: No free lunch theorems for optimization publication-title: IEEE Trans. Evol. Comput. – start-page: 711 year: 2014 end-page: 720 ident: bib0092 article-title: Pade: A parallel algorithm based on the moea/d framework and the island model publication-title: Parallel Problem Solving from Nature – PPSN XIII – volume: 133 start-page: 349 year: 2019 end-page: 358 ident: bib0013 article-title: A unified view of parallel multi-objective evolutionary algorithms publication-title: J Parallel Distrib Comput – volume: 1 start-page: 86 year: 2002 end-page: 90 ident: bib0045 article-title: Asynchronous Migration of Island Parallel GA for Multi-Objective Optimization Problem publication-title: Proceedings of the 4th Asia-Pacific Conference on Simulated Evolution and Learning (SEAL’02) – volume: 17 start-page: 721 year: 2013 end-page: 736 ident: bib0069 article-title: A grid-Based evolutionary algorithm for many-Objective optimization publication-title: IEEE Trans. Evol. Comput. – volume: 3 start-page: 2294 year: 2005 end-page: 2301 ident: bib0050 article-title: MRMOGA: Parallel Evolutionary Multiobjective Optimization using Multiple Resolutions publication-title: 2005 IEEE Congress on Evolutionary Computation (CEC’2005) – volume: 7 start-page: 18267 year: 2019 end-page: 18283 ident: bib0118 article-title: A co-Evolutionary scheme for multi-Objective evolutionary algorithms based on publication-title: IEEE Access – start-page: 1 year: 2021 end-page: 15 ident: bib0062 article-title: On the effect of the cooperation of indicator-based multi-Objective evolutionary algorithms publication-title: IEEE Trans. Evol. Comput. – volume: 43 start-page: 1845 year: 2013 end-page: 1859 ident: bib0102 article-title: MOEA/D-ACO: A Multiobjective Evolutionary algorithm using decomposition and ant colony publication-title: IEEE Trans Cybern – start-page: 1716 year: 2018 end-page: 1721 ident: bib0114 article-title: A Cooperative Co-Evolutionary Algorithm for Large-Scale Multi-Objective Optimization Problems publication-title: Proceedings of the Genetic and Evolutionary Computation Conference Companion – volume: 11 start-page: 712 year: 2007 end-page: 731 ident: bib0021 article-title: MOEA/D: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. – start-page: 354 year: 2014 end-page: 363 ident: bib0140 article-title: Parallel Multi-objective Memetic Algorithm for Competitive Facility Location publication-title: Parallel Processing and Applied Mathematics, 10th International Conference, PPAM 2013 – start-page: 247 year: 2020 end-page: 273 ident: bib0061 article-title: A Parallel Island Model for Hypervolume-Based Many-Objective Optimization publication-title: High-Performance Simulation-Based Optimization – start-page: 681 year: 2008 end-page: 690 ident: bib0085 article-title: The Parallel Predator-Prey Model: A Step towards Practical Application publication-title: Parallel Problem Solving from Nature - PPSN X – reference: B. Xu, Y. Zhang, D.-w. Gong, L. Wang, A Parallel Multi-Objective Cooperative Co-Evolutionary Algorithm with Changing Variables, Association for Computing Machinery, New York, NY, USA, p. 1888–1893. – volume: 45 start-page: 1851 year: 2015 end-page: 1863 ident: bib0105 article-title: An evolutionary algorithm with double-level archives for multiobjective optimization publication-title: IEEE Trans Cybern – start-page: 143 year: 2002 end-page: 148 ident: bib0107 article-title: DCMOGADES: Distributed Cooperation Model of Multi-objective Genetic Algorithm with Distributed Scheme publication-title: Second International Workshop on Intelligent Systems Design and Application – start-page: 349 year: 2008 end-page: 372 ident: bib0019 article-title: Parallel Approaches for Multi-objective Optimization publication-title: Multiobjective Optimization. Interactive and Evolutionary Approaches – volume: 11 start-page: 519 year: 2012 end-page: 533 ident: bib0040 article-title: Parallel predator—prey interaction for evolutionary multi-objective optimization publication-title: Nat Comput – start-page: 32 year: 2011 end-page: 41 ident: bib0127 article-title: On the Comparison of Parallel Island-Based Models for the Multiobjectivised Antenna Positioning Problem publication-title: Knowledge-Based and Intelligent Information and Engineering Systems, 15th International Conference, KES 2011 – start-page: 62 year: 2005 end-page: 76 ident: bib0030 article-title: An EMO Algorithm Using the Hypervolume Measure as Selection Criterion publication-title: Evolutionary Multi-Criterion Optimization. Third International Conference, EMO 2005 – volume: 42 start-page: 760 year: 2011 end-page: 771 ident: bib0145 article-title: Jmetal: a java framework for multi-objective optimization publication-title: Adv. Eng. Software – volume: 2 start-page: 221 year: 1994 end-page: 248 ident: bib0024 article-title: Multiobjective optimization using nondominated sorting in genetic algorithms publication-title: Evol Comput – start-page: 80 year: 2015 end-page: 94 ident: bib0007 article-title: A GPU-Based Algorithm for a Faster Hypervolume Contribution Computation publication-title: Evolutionary Multi-Criterion Optimization, 8th International Conference, EMO 2015 – volume: 2 start-page: 1820 year: 2002 end-page: 1824 ident: bib0122 article-title: Parallel Implementation of Niched Pareto Genetic Algorithm Code for X-ray Plasma Spectroscopy publication-title: Congress on Evolutionary Computation (CEC’2002) – start-page: 352 year: 1996 end-page: 359 ident: bib0141 article-title: Parallel genetic solution for multiobjective MDO publication-title: Parallel CFD’96 Conference – year: 2016 ident: bib0095 article-title: Parallel multi-strategy evolutionary algorithm using massage passing interface for many-objective optimization publication-title: 2016 IEEE Symposium Series on Computational Intelligence (SSCI’2016) – start-page: 1088 year: 1998 end-page: 1096 ident: bib0142 article-title: Aerodynamic and Aeroacoustic Optimization of Airfoils via a Parallel Genetic Algorithm publication-title: Proceedings of the 7th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, AIAA-98-4811 – volume: 11 start-page: 712 year: 2007 end-page: 731 ident: bib0032 article-title: MOEA/D: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. – start-page: 336 year: 2015 end-page: 350 ident: bib0137 article-title: A Parallel Multi-Start NSGA II Algorithm for Multiobjective Energy Reduction Vehicle Routing Problem publication-title: Evolutionary Multi-Criterion Optimization, 8th International Conference, EMO 2015 – volume: 3410 start-page: 92 year: 2005 end-page: 107 ident: bib0049 article-title: Parallelization of Multi-objective Evolutionary Algorithms Using Clustering Algorithms publication-title: Evolutionary Multi-Criterion Optimization. Third International Conference, EMO 2005 – volume: 59 start-page: 258 year: 2017 end-page: 275 ident: bib0099 article-title: A parallel double-level multiobjective evolutionary algorithm for robust optimization publication-title: Appl Soft Comput – start-page: 1 year: 2020 end-page: 8 ident: bib0113 article-title: Coevolutionary Operations for Large Scale Multi-objective Optimization publication-title: 2020 IEEE Congress on Evolutionary Computation (CEC) – volume: 87 start-page: 1461 year: 2009 end-page: 1473 ident: bib0138 article-title: Distributed evolutionary multi-objective mesh-partitioning algorithm for parallel finite element computations publication-title: Comput. Struct. – start-page: 143 year: 2002 end-page: 148 ident: bib0043 article-title: MOGADES: Multi-Objective Genetic Algorithm with Distributed Environment Scheme publication-title: Computational Intelligence and Applications. 2nd International Workshop on Intelligent Systems Design and Applications (ISDA 2002) – start-page: 568 year: 2016 end-page: 577 ident: bib0008 article-title: A Parallel Version of SMS-EMOA for Many-Objective Optimization Problems publication-title: Parallel Problem Solving from Nature – PPSN XIV, 14th International Conference – volume: 19 start-page: 524 year: 2015 end-page: 541 ident: bib0084 article-title: Two_arch2: an improved two-Archive algorithm for many-Objective optimization publication-title: IEEE Trans. Evol. Comput. – start-page: 565 year: 2016 end-page: 572 ident: bib0077 article-title: A Multi-Objective Evolutionary Algorithm based on Parallel Coordinates publication-title: 2016 Genetic and Evolutionary Computation Conference (GECCO’2016) – volume: 18 start-page: 569 year: 2009 end-page: 588 ident: bib0128 article-title: METCO: A parrallel plugin-based framework for multi-objective optimization publication-title: Int. J. Artif. Intell. Tools – start-page: 1611 year: 2011 end-page: 1618 ident: bib0126 article-title: Parallel Island-Based Multiobjectivised Memetic Algorithms for a 2D Packing Problem publication-title: 2011 Genetic and Evolutionary Computation Conference (GECCO’2011) – start-page: 303 year: 2010 end-page: 317 ident: bib0087 article-title: A study of the parallelization of the multi-objective metaheuristic moea/d publication-title: Learning and Intelligent Optimization – volume: 10 start-page: 373 year: 2009 end-page: 389 ident: bib0125 article-title: A grid-enabled asynchronous metamodel-assisted evolutionary algorithm for aerodynamic optimization publication-title: Genetic Programming and Evolvable Machines – start-page: 1103 year: 2017 end-page: 1110 ident: bib0057 article-title: PasMoQAP: A Parallel Asynchronous Memetic Algorithm for Solving the Multi-Objective Quadratic Assignment Problem publication-title: 2017 IEEE Congress on Evolutionary Computation (CEC’2017) – start-page: 1 year: 2020 end-page: 14 ident: bib0152 article-title: Handling constrained many-objective optimization problems via problem transformation publication-title: IEEE Trans Cybern – start-page: 1530 year: 2003 end-page: 1540 ident: bib0046 article-title: A Specialized Island Model and Its Application in Multiobjective Optimization publication-title: Genetic and Evolutionary Computation (GECCO’2003). Proceedings, Part II – start-page: 3183 year: 2012 end-page: 3190 ident: bib0089 article-title: Parallel quantum evolutionary algorithms with Client-Server model for multi-objective optimization on discrete problems publication-title: 2012 IEEE Congress on Evolutionary Computation (CEC’2012) – start-page: 18 year: 2017 end-page: 23 ident: bib0058 article-title: Distributed Parellel MOEA/D on Spark publication-title: 2017 International Conference on Computing Intelligence and Information System (CIIS’2017) – start-page: 2515 year: 2009 end-page: 2522 ident: bib0086 article-title: Parallel multi-objective evolutionary algorithms on graphics processing units publication-title: Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers – volume: 21 start-page: 261 year: 2013 end-page: 291 ident: bib0090 article-title: Asynchronous master-slave parallelization of differential evolution for multi-objective optimization publication-title: Evol Comput – start-page: 2115 year: 2011 end-page: 2122 ident: bib0151 article-title: Effective Ranking + Speciation = Many-Objective Optimization publication-title: 2011 IEEE Congress on Evolutionary Computation (CEC’2011) – volume: 58 start-page: 253 year: 2011 end-page: 260 ident: bib0136 article-title: Comparison of parallel multi-objective approaches to protein structure prediction publication-title: J Supercomput – volume: 243 start-page: 423 year: 2015 end-page: 441 ident: bib0120 article-title: Preference-inspired co-evolutionary algorithms using weight vectors publication-title: Eur J Oper Res – start-page: 1031 year: 2013 end-page: 1033 ident: bib0133 article-title: A Parallel Multi-objective Differential Evolution Algorithm for Photoinjector Beam Dynamics Optimization publication-title: Proceedings of the – start-page: 1177 year: 2009 end-page: 1184 ident: bib0041 article-title: A Distributed Pool Architecture for Genetic Algorithms publication-title: 2009 IEEE Congress on Evolutionary Computation (CEC’2009) – start-page: 87 year: 2009 end-page: 102 ident: bib0076 article-title: Theory of the Hypervolume Indicator: Optimal { publication-title: FOGA ’09: Proceedings of the tenth ACM SIGEVO workshop on Foundations of genetic algorithms – start-page: 21 year: 2011 end-page: 28 ident: bib0055 article-title: Asynchronous Evolutionary Multi-Objective Algorithms with Heterogeneous Evaluation Costs publication-title: 2011 IEEE Congress on Evolutionary Computation (CEC’2011) – volume: 46 start-page: 2848 year: 2016 end-page: 2861 ident: bib0119 article-title: Cooperative differential evolution with multiple populations for multiobjective optimization publication-title: IEEE Trans Cybern – start-page: 473 year: 2016 end-page: 482 ident: bib0096 article-title: A Parallel Multi-objective Memetic Algorithm Based on the IGD+ Indicator publication-title: Parallel Problem Solving from Nature – PPSN XIV, 14th International Conference – start-page: 416 year: 1993 end-page: 423 ident: bib0063 article-title: Genetic Algorithms for Multiobjective Optimization: Formulation, Discussion and Generalization publication-title: Proceedings of the Fifth International Conference on Genetic Algorithms – start-page: 307 year: 2019 end-page: 318 ident: bib0149 article-title: CRI-EMOA: A Pareto-Front Shape Invariant Evolutionary Multi-Objective Algorithm publication-title: Evolutionary Multi-Criterion Optimization, 10th International Conference, EMO 2019 – start-page: 938 year: 2009 end-page: 946 ident: bib0150 article-title: Parallel distributed genetic algorithm for expensive multi-objective optimization problems publication-title: Computer Aided Systems Theory - EUROCAST 2009 – start-page: 1812 year: 2010 end-page: 1819 ident: bib0134 article-title: Data mining using parallel Multi-Objective Evolutionary algorithms on graphics hardware publication-title: 2010 IEEE Congress on Evolutionary Computation (CEC’2010) – year: 1999 ident: bib0073 publication-title: Evolutionary Algorithms for Multiobjective Optimization: Methods and Applications – volume: 6 start-page: 163 year: 2005 end-page: 190 ident: bib0072 article-title: Solving multiobjective optimization problems using an artificial immune system publication-title: Genetic Programming and Evolvable Machines – start-page: 241 year: 2006 end-page: 244 ident: bib0051 article-title: Parallel Multi-Objective Evolutionary Algorithm with Multi-Front Equitable Distribution publication-title: 2006 Fifth International Conference on Grid and Cooperative Computing (GCC’06) – volume: 80 start-page: 358 year: 2019 end-page: 373 ident: bib0060 article-title: A parallel moea with criterion-based selection applied to the knapsack problem publication-title: Appl Soft Comput – volume: 15 start-page: 1 year: 2007 end-page: 28 ident: bib0031 article-title: Covariance matrix adaptation for multi-objective optimization publication-title: Evol Comput – start-page: 1007 year: 2012 end-page: 1014 ident: bib0068 article-title: Asynchronous Master/Slave MOEAs and Heterogeneous Evaluation Costs publication-title: 2012 Genetic and Evolutionary Computation Conference (GECCO’2012) – volume: 8 start-page: 149 year: 2000 end-page: 172 ident: bib0026 article-title: Approximating the nondominated front using the pareto archived evolution strategy publication-title: Evol. Comput. – volume: 10 start-page: 477 year: 2006 end-page: 506 ident: bib0065 article-title: A review of multiobjective test problems and a scalable test problem toolkit publication-title: IEEE Trans. Evol. Comput. – start-page: 201 year: 2005 end-page: 227 ident: bib0124 article-title: MOGADES: Multi-Objective Genetic Algorithm with Distributed Environment Scheme publication-title: Evolutionary Multiobjective Optimization: Theoretical Advances And Applications – start-page: 1836 year: 2013 end-page: 1845 ident: bib0029 article-title: R2-IBEA: R2 Indicator Based Evolutionary Algorithm for Multiobjective Optimization publication-title: 2013 IEEE Congress on Evolutionary Computation (CEC’2013) – start-page: 109 year: 2015 end-page: 116 ident: bib0117 article-title: A non-cooperative game for faster convergence in cooperative coevolution for multi-objective optimization publication-title: 2015 IEEE Congress on Evolutionary Computation (CEC) – start-page: 3497 year: 2009 end-page: 3501 ident: bib0053 article-title: A parallel genetic algorithm in multi-objective optimization publication-title: 2009 Chinese Control and Decision Conference – reference: T. Harada, K. Takadama, A Study of Self-Adaptive Semi-Asynchronous Evolutionary Algorithm on Multi-Objective Optimization Problem, Association for Computing Machinery, New York, NY, USA, p. 1812–1819. – start-page: 1507 year: 2013 end-page: 1514 ident: bib0010 article-title: A Study on Population Size and Selection Lapse in Many-objective Optimization publication-title: 2013 IEEE Congress on Evolutionary Computation (CEC’2013) – volume: 2 start-page: 1952 year: 2004 end-page: 1957 ident: bib0048 article-title: Parallelizing Multi-Objective Evolutionary Algorithms: Cone Separation publication-title: 2004 Congress on Evolutionary Computation (CEC’2004) – start-page: 1837 year: 2015 end-page: 1844 ident: bib0093 article-title: A Fine-Grained Message Passing MOEA/D publication-title: 2015 IEEE Congress on Evolutionary Computation (CEC’2015) – start-page: 261 year: 2004 end-page: 268 ident: bib0109 article-title: Adaptive Pareto Differential Evolution and Its Parallelization publication-title: Parallel Processing and Applied Mathematics – start-page: 687 year: 2015 end-page: 694 ident: bib0038 article-title: Parallel multi-objective evolutionary design of approximate circuits publication-title: Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation – volume: 8 start-page: 173 year: 2000 end-page: 195 ident: bib0064 article-title: Comparison of multiobjective evolutionary algorithms: empirical results publication-title: Evol Comput – volume: 1 start-page: 811 year: 2005 end-page: 816 ident: bib0123 article-title: A Scalable Parallel Genetic Algorithm for X-ray Spectroscopic Analysis publication-title: 2005 Genetic and Evolutionary Computation Conference (GECCO’2005) – start-page: 33 year: 2006 end-page: 56 ident: bib0018 article-title: Parallel Evolutionary Multiobjective Optimization publication-title: Parallel Evolutionary Computations – start-page: 832 year: 2004 end-page: 842 ident: bib0028 article-title: Indicator-based Selection in Multiobjective Search publication-title: Parallel Problem Solving from Nature - PPSN VIII – start-page: 26 year: 2010 end-page: 37 ident: bib0037 article-title: Parallel Multi-Objective Approaches for Inferring Phylogenies publication-title: Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, 8th European Conference, EvoBIO 2010 – start-page: 25 year: 2019 end-page: 29 ident: bib0100 article-title: A study for parallelization of multi-objective evolutionary algorithm based on decomposition and directed mating publication-title: Proceedings of the 2019 3rd International Conference on Intelligent Systems, Metaheuristics and Swarm Intelligence – volume: 18 start-page: 348 year: 2014 end-page: 365 ident: bib0070 article-title: Shift-Based density estimation for pareto-Based algorithms in many-Objective optimization publication-title: IEEE Trans. Evol. Comput. – year: 2011 ident: bib0012 article-title: Distributed systems: Concepts and design – volume: 18 start-page: 602 year: 2014 end-page: 622 ident: bib0035 article-title: An evolutionary many-objective optimization algorithm using reference-point based nondominated sorting approach, part II: handling constraints and extending to an adaptive approach publication-title: IEEE Trans. Evol. Comput. – start-page: 516 year: 2008 end-page: 523 ident: bib0108 article-title: A Hierarchical Approach in Distributed Evolutionary Algorithms for Multiobjective Optimization publication-title: Large-Scale Scientific Computing, 6th International Conference, LSSC 2007 – volume: 8 start-page: 89497 year: 2020 end-page: 89509 ident: bib0144 article-title: Pymoo: multi-objective optimization in python publication-title: IEEE Access – start-page: 1173 year: 2013 end-page: 1180 ident: bib0139 article-title: The Asynchronous Island Model and NSGA-II: Study of a New Migration Operator and Its Performance publication-title: Proceedings of the 15th Annual Conference on Genetic and Evolutionary Computation – start-page: 327 year: 2003 end-page: 341 ident: bib0147 article-title: No Free Lunch and Free Leftovers Theorems for Multiobjective Optimisation Problems publication-title: Evolutionary Multi-Criterion Optimization. Second International Conference, EMO 2003 – volume: 181 start-page: 1653 year: 2007 end-page: 1669 ident: bib0022 article-title: SMS-EMOA: Multiobjective selection based on dominated hypervolume publication-title: Eur J Oper Res – start-page: 105 year: 2005 end-page: 145 ident: bib0071 article-title: Scalable Test Problems for Evolutionary Multiobjective Optimization publication-title: Evolutionary Multiobjective Optimization. Theoretical Advances and Applications – volume: 7 start-page: 144 year: 2003 end-page: 173 ident: bib0017 article-title: Considerations in engineering parallel multiobjective evolutionary algorithms publication-title: IEEE Trans. Evol. Comput. – start-page: 463 year: 2010 end-page: 467 ident: bib0054 article-title: A selective migration parallel multi-objective genetic algorithm publication-title: 2010 Chinese Control and Decision Conference – volume: 7 start-page: 117 year: 2003 end-page: 132 ident: bib0080 article-title: Performance assessment of multiobjective optimizers: an analysis and review publication-title: IEEE Trans. Evol. Comput. – volume: 21 start-page: 209 year: 2006 end-page: 226 ident: bib0066 article-title: Comprehensive learning particle swarm optimizer for solving multiobjective optimization problems publication-title: Int. J. Intell. Syst. – year: 2012 ident: bib0088 article-title: A Parallelized Multi-Objective Particle Swarm Optimization Model to Design Soil Sampling Network publication-title: 2012 20th International Conference on Geoinformatics – volume: 12 start-page: 73 year: 2017 end-page: 87 ident: bib0143 article-title: Platemo: a MATLAB platform for evolutionary multi-objective optimization publication-title: IEEE Comput Intell Mag – start-page: 324 year: 2014 end-page: 329 ident: bib0091 article-title: A GPU Implementation of MOEA/D-ACO for the Multiobjective Traveling Salesman Problem publication-title: 2014 Brazilian Conference on Intelligent Systems – year: 1989 ident: bib0011 article-title: The design and analysis of parallel algorithms – volume: 22 start-page: 851 year: 2018 end-page: 865 ident: bib0110 article-title: Coevolutionary multiobjective evolutionary algorithms: survey of the state-of-the-Art publication-title: IEEE Trans. Evol. Comput. – start-page: 305 year: 2009 end-page: 319 ident: bib0129 article-title: Optimizing the DFCN Broadcast Protocol with a Parallel Cooperative Strategy of Multi-Objective Evolutionary Algorithms publication-title: Evolutionary Multi-Criterion Optimization. 5th International Conference, EMO 2009 – volume: 16 start-page: 504 year: 2012 end-page: 522 ident: bib0081 article-title: Using the averaged hausdorff distance as a performance measure in evolutionary multiobjective optimization publication-title: IEEE Trans. Evol. Comput. – volume: 19 start-page: 45 year: Spring, 2011 end-page: 76 ident: bib0033 article-title: Hype: an algorithm for fast hypervolume-Based many-Objective optimization publication-title: Evol Comput – year: 2001 ident: bib0027 article-title: SPEA2: Improving the Strength Pareto Evolutionary Algorithm publication-title: Technical Report – year: 1999 ident: bib0067 publication-title: Multiobjective Evolutionary Algorithms: Classifications, Analyses, and New Innovations – start-page: 569 year: 2014 end-page: 578 ident: bib0009 article-title: Optimized Approximation Sets for Low-Dimensional Benchmark Pareto Fronts publication-title: Parallel Problem Solving from Nature - PPSN XIII, 13th International Conference – start-page: 1862 year: 2018 end-page: 1869 ident: bib0039 article-title: Multi-objective feature selection for eeg classification with multi-level parallelism on heterogeneous cpu-gpu clusters publication-title: Proceedings of the Genetic and Evolutionary Computation Conference Companion – start-page: 371 year: 2005 end-page: 394 ident: bib0014 article-title: Parallel Multiobjective Optimization publication-title: Parallel Metaheuristics – volume: 8 start-page: 41588 year: 2020 end-page: 41614 ident: bib0112 article-title: A survey of multiobjective evolutionary algorithms based on decomposition: variants, challenges and future directions publication-title: IEEE Access – volume: 3 start-page: 257 year: 1999 end-page: 271 ident: bib0025 article-title: Multiobjective evolutionary algorithms: acomparative case study and the strength pareto approach publication-title: IEEE Trans. Evol. Comput. – start-page: 10 year: 2010 ident: bib0074 article-title: Spark: Cluster computing with working sets publication-title: Proceedings of the 2nd USENIX Conference on Hot Topics in Cloud Computing – volume: 21 start-page: 440 year: 2017 end-page: 462 ident: bib0111 article-title: A survey of multiobjective evolutionary algorithms based on decomposition publication-title: IEEE Trans. Evol. Comput. – volume: 9 start-page: 115 year: 1995 end-page: 148 ident: bib0023 article-title: Simulated binary crossover for continuous search space publication-title: Complex Systems – volume: 6 start-page: 182 year: 2002 end-page: 197 ident: bib0020 article-title: A fast and elitist multiobjective genetic algorithm: NSGA–II publication-title: IEEE Trans. Evol. Comput. – start-page: 110 year: 2015 end-page: 125 ident: bib0079 article-title: Modified Distance Calculation in Generational Distance and Inverted Generational Distance publication-title: Evolutionary Multi-Criterion Optimization, 8th International Conference, EMO 2015 – volume: 23 start-page: 407 year: 2014 end-page: 416 ident: bib0116 article-title: MOCCA-II: A multi-objective co-operative co-evolutionary algorithm publication-title: Appl Soft Comput – start-page: 1657 year: 1999 end-page: 1665 ident: bib0104 article-title: Preliminary airframe design using co-evolutionary multiobjective genetic algorithms publication-title: Proceedings of the 1st Annual Conference on Genetic and Evolutionary Computation - Volume 2 – year: 2002 ident: bib0044 article-title: DCMOGA: Distributed Cooperation Model of Multi-Objective Genetic Algorithm publication-title: Proceedings of the PPSN/SAB Workshop on Multiobjective Problem Solving from Nature II (MPSN-II) – volume: 21 start-page: 2407 year: 2017 end-page: 2419 ident: bib0056 article-title: Ensemble of many-objective evolutionary algorithms for many-objective problems publication-title: Soft comput – year: 2005 ident: bib0130 article-title: A Cellular Multi-objective Genetic Algorithm for Optimal Broadcasting Strategy in Metropolitan MANETs publication-title: Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium – start-page: 465 year: 2012 end-page: 472 ident: bib0078 article-title: On the Properties of the publication-title: 2012 Genetic and Evolutionary Computation Conference (GECCO’2012) – volume: 5 start-page: 14468 year: 2017 end-page: 14477 ident: bib0115 article-title: A non-Dominated sorting cooperative co-Evolutionary differential evolution algorithm for multi-Objective layout optimization publication-title: IEEE Access – start-page: 1567 year: 2015 end-page: 1574 ident: bib0094 article-title: A Scalable Parallel Implementation of Evolutionary Algorithms for Multi-Objective Optimization on GPUs publication-title: 2015 IEEE Congress on Evolutionary Computation (CEC’2015) – start-page: 999 year: 2016 end-page: 1006 ident: bib0103 article-title: IGD publication-title: 2016 IEEE Congress on Evolutionary Computation (CEC’2016) – start-page: 1017 year: 2015 end-page: 1031 ident: bib0015 article-title: Parallel Multiobjective Evolutionary Algorithms publication-title: Springer Handbook of Computational Intelligence – volume: 3 start-page: 67 year: 2017 end-page: 81 ident: bib0075 article-title: A benchmark test suite for evolutionary many-objective optimization publication-title: Complex & Intelligent Systems – start-page: 223 year: 2018 end-page: 232 ident: bib0059 article-title: PEA: Parallel Evolutionary Algorithm by Separating Convergence and Diversity for Large-Scale Multi-Objective Optimization publication-title: 2018 IEEE 38th International Conference on Distributed Computing Systems (ICDCS’2018) – start-page: 713 year: 2016 end-page: 720 ident: bib0097 article-title: A parallel cooperative coevolutionary SMPSO algorithm for multi-objective optimization publication-title: 2016 International Conference on High Performance Computing & Simulation (HPCS) – start-page: 577 year: 2017 end-page: 584 ident: bib0148 article-title: A Hyper-Heuristic of Scalarizing Functions publication-title: 2017 Genetic and Evolutionary Computation Conference (GECCO’2017) – start-page: 721 year: 2018 end-page: 728 ident: bib0106 article-title: Directed mating in decomposition-based moea for constrained many-objective optimization publication-title: Proceedings of the Genetic and Evolutionary Computation Conference – volume: PP start-page: 1 year: 2016 end-page: 14 ident: bib0005 article-title: Test problems for large-Scale multiobjective and many-Objective optimization publication-title: IEEE Trans Cybern – start-page: 405 year: 2014 end-page: 417 ident: bib0121 article-title: Parallel moea/d-aco on gpu publication-title: Advances in Artificial Intelligence–IBERAMIA 2014 – volume: 18 start-page: 577 year: 2014 end-page: 601 ident: bib0034 article-title: An evolutionary many-objective optimization algorithm using reference-point-based nondominated sorting approach, part i: solving problems with box constraints publication-title: IEEE Trans. Evol. Comput. – start-page: 757 year: 2008 end-page: 758 ident: bib0052 article-title: Parallel Hyperheuristic: A Self-Adaptive Island-Based Model for Multi-Objective Optimization publication-title: 2008 Genetic and Evolutionary Computation Conference (GECCO’2008) – start-page: 2758 year: 2013 end-page: 2765 ident: bib0006 article-title: Use of Cooperative Coevolution for Solving Large Scale Multiobjective Optimization Problems publication-title: 2013 IEEE Congress on Evolutionary Computation (CEC’2013) – volume: 48 year: 2015 ident: bib0004 article-title: Many-Objective evolutionary algorithms: A Survey publication-title: ACM Comput Surv – volume: 51 start-page: 1186 year: 2004 end-page: 1194 ident: bib0082 article-title: Discretizing manifolds via minimum energy points publication-title: Notices of the AMS – start-page: 922 year: 2007 end-page: 936 ident: bib0101 article-title: Test Problems Based on Lamé Superspheres publication-title: Evolutionary Multi-Criterion Optimization, 4th International Conference, EMO 2007 – volume: 30 start-page: 685 year: 2007 end-page: 697 ident: bib0131 article-title: A cellular multi-objective genetic algorithm for optimal broadcasting strategy in metropolitan MANETs publication-title: Comput Commun – start-page: 569 year: 2014 ident: 10.1016/j.swevo.2021.100960_bib0009 article-title: Optimized Approximation Sets for Low-Dimensional Benchmark Pareto Fronts – year: 1989 ident: 10.1016/j.swevo.2021.100960_bib0011 – volume: 18 start-page: 577 issue: 4 year: 2014 ident: 10.1016/j.swevo.2021.100960_bib0034 article-title: An evolutionary many-objective optimization algorithm using reference-point-based nondominated sorting approach, part i: solving problems with box constraints publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2013.2281535 – start-page: 1173 year: 2013 ident: 10.1016/j.swevo.2021.100960_bib0139 article-title: The Asynchronous Island Model and NSGA-II: Study of a New Migration Operator and Its Performance – start-page: 463 year: 2010 ident: 10.1016/j.swevo.2021.100960_bib0054 article-title: A selective migration parallel multi-objective genetic algorithm – volume: 11 start-page: 712 issue: 6 year: 2007 ident: 10.1016/j.swevo.2021.100960_bib0021 article-title: MOEA/D: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2007.892759 – start-page: 301 year: 2010 ident: 10.1016/j.swevo.2021.100960_bib0003 article-title: A Reduced-Cost SMS-EMOA Using Kriging, Self-Adaptation, and Parallelization – start-page: 233 year: 2010 ident: 10.1016/j.swevo.2021.100960_sbref0135 article-title: A Hybrid Scheme to Solve the Protein Structure Prediction Problem – volume: 7 start-page: 843 issue: 2 year: 2008 ident: 10.1016/j.swevo.2021.100960_bib0132 article-title: Inverse modeling of subsurface flow and transport properties: a review with new developments publication-title: Vadose Zone doi: 10.2136/vzj2007.0078 – start-page: 247 year: 2020 ident: 10.1016/j.swevo.2021.100960_sbref0061 article-title: A Parallel Island Model for Hypervolume-Based Many-Objective Optimization – start-page: 711 year: 2014 ident: 10.1016/j.swevo.2021.100960_bib0092 article-title: Pade: A parallel algorithm based on the moea/d framework and the island model – start-page: 922 year: 2007 ident: 10.1016/j.swevo.2021.100960_bib0101 article-title: Test Problems Based on Lamé Superspheres – start-page: 1836 year: 2013 ident: 10.1016/j.swevo.2021.100960_sbref0029 article-title: R2-IBEA: R2 Indicator Based Evolutionary Algorithm for Multiobjective Optimization – start-page: 3183 year: 2012 ident: 10.1016/j.swevo.2021.100960_bib0089 article-title: Parallel quantum evolutionary algorithms with Client-Server model for multi-objective optimization on discrete problems – volume: 11 start-page: 712 issue: 6 year: 2007 ident: 10.1016/j.swevo.2021.100960_bib0032 article-title: MOEA/D: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2007.892759 – volume: 6 start-page: 182 issue: 2 year: 2002 ident: 10.1016/j.swevo.2021.100960_bib0020 article-title: A fast and elitist multiobjective genetic algorithm: NSGA–II publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.996017 – start-page: 349 year: 2008 ident: 10.1016/j.swevo.2021.100960_bib0019 article-title: Parallel Approaches for Multi-objective Optimization – start-page: 1 year: 2020 ident: 10.1016/j.swevo.2021.100960_bib0113 article-title: Coevolutionary Operations for Large Scale Multi-objective Optimization – start-page: 1862 year: 2018 ident: 10.1016/j.swevo.2021.100960_bib0039 article-title: Multi-objective feature selection for eeg classification with multi-level parallelism on heterogeneous cpu-gpu clusters – year: 1999 ident: 10.1016/j.swevo.2021.100960_bib0073 – year: 2007 ident: 10.1016/j.swevo.2021.100960_sbref0001 – start-page: 33 year: 2006 ident: 10.1016/j.swevo.2021.100960_bib0018 article-title: Parallel Evolutionary Multiobjective Optimization – year: 1999 ident: 10.1016/j.swevo.2021.100960_bib0067 – volume: 2 start-page: 1952 year: 2004 ident: 10.1016/j.swevo.2021.100960_bib0048 article-title: Parallelizing Multi-Objective Evolutionary Algorithms: Cone Separation – start-page: 105 year: 2005 ident: 10.1016/j.swevo.2021.100960_bib0071 article-title: Scalable Test Problems for Evolutionary Multiobjective Optimization – start-page: 87 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0076 article-title: Theory of the Hypervolume Indicator: Optimal {μ}-Distributions and the Choice of the Reference Point – volume: 8 start-page: 149 issue: 2 year: 2000 ident: 10.1016/j.swevo.2021.100960_bib0026 article-title: Approximating the nondominated front using the pareto archived evolution strategy publication-title: Evol. Comput. doi: 10.1162/106365600568167 – volume: 21 start-page: 2407 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0056 article-title: Ensemble of many-objective evolutionary algorithms for many-objective problems publication-title: Soft comput doi: 10.1007/s00500-015-1955-3 – volume: 21 start-page: 209 issue: 2 year: 2006 ident: 10.1016/j.swevo.2021.100960_bib0066 article-title: Comprehensive learning particle swarm optimizer for solving multiobjective optimization problems publication-title: Int. J. Intell. Syst. doi: 10.1002/int.20128 – start-page: 261 year: 2004 ident: 10.1016/j.swevo.2021.100960_bib0109 article-title: Adaptive Pareto Differential Evolution and Its Parallelization – start-page: 1567 year: 2015 ident: 10.1016/j.swevo.2021.100960_sbref0094 article-title: A Scalable Parallel Implementation of Evolutionary Algorithms for Multi-Objective Optimization on GPUs – volume: 243 start-page: 423 issue: 2 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0120 article-title: Preference-inspired co-evolutionary algorithms using weight vectors publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2014.05.019 – volume: 16 start-page: 504 issue: 4 year: 2012 ident: 10.1016/j.swevo.2021.100960_bib0081 article-title: Using the averaged hausdorff distance as a performance measure in evolutionary multiobjective optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2011.2161872 – start-page: 2115 year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0151 article-title: Effective Ranking + Speciation = Many-Objective Optimization – volume: 3 start-page: 2294 year: 2005 ident: 10.1016/j.swevo.2021.100960_bib0050 article-title: MRMOGA: Parallel Evolutionary Multiobjective Optimization using Multiple Resolutions – start-page: 21 year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0055 article-title: Asynchronous Evolutionary Multi-Objective Algorithms with Heterogeneous Evaluation Costs – volume: 46 start-page: 2848 issue: 12 year: 2016 ident: 10.1016/j.swevo.2021.100960_bib0119 article-title: Cooperative differential evolution with multiple populations for multiobjective optimization publication-title: IEEE Trans Cybern doi: 10.1109/TCYB.2015.2490669 – start-page: 1177 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0041 article-title: A Distributed Pool Architecture for Genetic Algorithms – volume: 21 start-page: 169 issue: 2 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0083 article-title: Performance of decomposition-Based many-Objective algorithms strongly depends on pareto front shapes publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2016.2587749 – start-page: 1 year: 2020 ident: 10.1016/j.swevo.2021.100960_bib0152 article-title: Handling constrained many-objective optimization problems via problem transformation publication-title: IEEE Trans Cybern – start-page: 10 year: 2010 ident: 10.1016/j.swevo.2021.100960_bib0074 article-title: Spark: Cluster computing with working sets – start-page: 1657 year: 1999 ident: 10.1016/j.swevo.2021.100960_bib0104 article-title: Preliminary airframe design using co-evolutionary multiobjective genetic algorithms – volume: 2 start-page: 1820 year: 2002 ident: 10.1016/j.swevo.2021.100960_bib0122 article-title: Parallel Implementation of Niched Pareto Genetic Algorithm Code for X-ray Plasma Spectroscopy – volume: 23 start-page: 407 year: 2014 ident: 10.1016/j.swevo.2021.100960_bib0116 article-title: MOCCA-II: A multi-objective co-operative co-evolutionary algorithm publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2014.06.011 – volume: 8 start-page: 173 issue: 2 year: 2000 ident: 10.1016/j.swevo.2021.100960_bib0064 article-title: Comparison of multiobjective evolutionary algorithms: empirical results publication-title: Evol Comput doi: 10.1162/106365600568202 – start-page: 3497 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0053 article-title: A parallel genetic algorithm in multi-objective optimization – start-page: 687 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0038 article-title: Parallel multi-objective evolutionary design of approximate circuits – start-page: 62 year: 2005 ident: 10.1016/j.swevo.2021.100960_bib0030 article-title: An EMO Algorithm Using the Hypervolume Measure as Selection Criterion – volume: 18 start-page: 602 issue: 4 year: 2014 ident: 10.1016/j.swevo.2021.100960_bib0035 article-title: An evolutionary many-objective optimization algorithm using reference-point based nondominated sorting approach, part II: handling constraints and extending to an adaptive approach publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2013.2281534 – start-page: 26 year: 2010 ident: 10.1016/j.swevo.2021.100960_sbref0037 article-title: Parallel Multi-Objective Approaches for Inferring Phylogenies – volume: 8 start-page: 89497 year: 2020 ident: 10.1016/j.swevo.2021.100960_bib0144 article-title: Pymoo: multi-objective optimization in python publication-title: IEEE Access doi: 10.1109/ACCESS.2020.2990567 – start-page: 1507 year: 2013 ident: 10.1016/j.swevo.2021.100960_sbref0010 article-title: A Study on Population Size and Selection Lapse in Many-objective Optimization – start-page: 565 year: 2016 ident: 10.1016/j.swevo.2021.100960_sbref0077 article-title: A Multi-Objective Evolutionary Algorithm based on Parallel Coordinates – start-page: 2515 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0086 article-title: Parallel multi-objective evolutionary algorithms on graphics processing units – start-page: 688 year: 2004 ident: 10.1016/j.swevo.2021.100960_bib0047 article-title: A Study of the Parallelization of a Coevolutionary Multi-Objective Evolutionary Algorithm – start-page: 25 year: 2019 ident: 10.1016/j.swevo.2021.100960_bib0100 article-title: A study for parallelization of multi-objective evolutionary algorithm based on decomposition and directed mating – volume: 43 start-page: 1845 issue: 6 year: 2013 ident: 10.1016/j.swevo.2021.100960_bib0102 article-title: MOEA/D-ACO: A Multiobjective Evolutionary algorithm using decomposition and ant colony publication-title: IEEE Trans Cybern doi: 10.1109/TSMCB.2012.2231860 – start-page: 405 year: 2014 ident: 10.1016/j.swevo.2021.100960_bib0121 article-title: Parallel moea/d-aco on gpu – volume: 22 start-page: 851 issue: 6 year: 2018 ident: 10.1016/j.swevo.2021.100960_bib0110 article-title: Coevolutionary multiobjective evolutionary algorithms: survey of the state-of-the-Art publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2017.2767023 – volume: 59 start-page: 258 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0099 article-title: A parallel double-level multiobjective evolutionary algorithm for robust optimization publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2017.06.008 – start-page: 445 year: 1999 ident: 10.1016/j.swevo.2021.100960_bib0036 article-title: A Parallel Genetic Algorithm for Multi-Objective Optimization in Computational Fluid Dynamics – start-page: 1007 year: 2012 ident: 10.1016/j.swevo.2021.100960_sbref0068 article-title: Asynchronous Master/Slave MOEAs and Heterogeneous Evaluation Costs – start-page: 568 year: 2016 ident: 10.1016/j.swevo.2021.100960_sbref0008 article-title: A Parallel Version of SMS-EMOA for Many-Objective Optimization Problems – year: 2001 ident: 10.1016/j.swevo.2021.100960_bib0027 article-title: SPEA2: Improving the Strength Pareto Evolutionary Algorithm – start-page: 23 year: 2009 ident: 10.1016/j.swevo.2021.100960_sbref0016 article-title: Applications of Parallel Platforms and Models in Evolutionary Multi-Objective Optimization – ident: 10.1016/j.swevo.2021.100960_bib0042 doi: 10.1145/3067695.3084221 – start-page: 143 year: 2002 ident: 10.1016/j.swevo.2021.100960_bib0107 article-title: DCMOGADES: Distributed Cooperation Model of Multi-objective Genetic Algorithm with Distributed Scheme – start-page: 327 year: 2003 ident: 10.1016/j.swevo.2021.100960_bib0147 article-title: No Free Lunch and Free Leftovers Theorems for Multiobjective Optimisation Problems – start-page: 1812 year: 2010 ident: 10.1016/j.swevo.2021.100960_bib0134 article-title: Data mining using parallel Multi-Objective Evolutionary algorithms on graphics hardware – volume: 1 start-page: 67 issue: 1 year: 1997 ident: 10.1016/j.swevo.2021.100960_bib0146 article-title: No free lunch theorems for optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.585893 – volume: 80 start-page: 358 year: 2019 ident: 10.1016/j.swevo.2021.100960_bib0060 article-title: A parallel moea with criterion-based selection applied to the knapsack problem publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2019.04.005 – start-page: 109 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0117 article-title: A non-cooperative game for faster convergence in cooperative coevolution for multi-objective optimization – volume: 17 start-page: 721 issue: 5 year: 2013 ident: 10.1016/j.swevo.2021.100960_bib0069 article-title: A grid-Based evolutionary algorithm for many-Objective optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2012.2227145 – start-page: 32 year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0127 article-title: On the Comparison of Parallel Island-Based Models for the Multiobjectivised Antenna Positioning Problem – volume: 10 start-page: 477 issue: 5 year: 2006 ident: 10.1016/j.swevo.2021.100960_bib0065 article-title: A review of multiobjective test problems and a scalable test problem toolkit publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2005.861417 – start-page: 832 year: 2004 ident: 10.1016/j.swevo.2021.100960_bib0028 article-title: Indicator-based Selection in Multiobjective Search – year: 2005 ident: 10.1016/j.swevo.2021.100960_sbref0130 article-title: A Cellular Multi-objective Genetic Algorithm for Optimal Broadcasting Strategy in Metropolitan MANETs – start-page: 241 year: 2006 ident: 10.1016/j.swevo.2021.100960_bib0051 article-title: Parallel Multi-Objective Evolutionary Algorithm with Multi-Front Equitable Distribution – volume: 1 start-page: 86 year: 2002 ident: 10.1016/j.swevo.2021.100960_bib0045 article-title: Asynchronous Migration of Island Parallel GA for Multi-Objective Optimization Problem – start-page: 371 year: 2005 ident: 10.1016/j.swevo.2021.100960_sbref0014 article-title: Parallel Multiobjective Optimization – start-page: 713 year: 2016 ident: 10.1016/j.swevo.2021.100960_sbref0097 article-title: A parallel cooperative coevolutionary SMPSO algorithm for multi-objective optimization – year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0012 – volume: 51 start-page: 1186 issue: 10 year: 2004 ident: 10.1016/j.swevo.2021.100960_bib0082 article-title: Discretizing manifolds via minimum energy points publication-title: Notices of the AMS – start-page: 324 year: 2014 ident: 10.1016/j.swevo.2021.100960_sbref0091 article-title: A GPU Implementation of MOEA/D-ACO for the Multiobjective Traveling Salesman Problem – start-page: 223 year: 2018 ident: 10.1016/j.swevo.2021.100960_sbref0059 article-title: PEA: Parallel Evolutionary Algorithm by Separating Convergence and Diversity for Large-Scale Multi-Objective Optimization – volume: 6 start-page: 163 issue: 2 year: 2005 ident: 10.1016/j.swevo.2021.100960_bib0072 article-title: Solving multiobjective optimization problems using an artificial immune system publication-title: Genetic Programming and Evolvable Machines doi: 10.1007/s10710-005-6164-x – start-page: 1 year: 2021 ident: 10.1016/j.swevo.2021.100960_bib0062 article-title: On the effect of the cooperation of indicator-based multi-Objective evolutionary algorithms publication-title: IEEE Trans. Evol. Comput. – volume: 87 start-page: 1461 issue: 23–24 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0138 article-title: Distributed evolutionary multi-objective mesh-partitioning algorithm for parallel finite element computations publication-title: Comput. Struct. doi: 10.1016/j.compstruc.2009.05.006 – year: 2016 ident: 10.1016/j.swevo.2021.100960_bib0095 article-title: Parallel multi-strategy evolutionary algorithm using massage passing interface for many-objective optimization – volume: 3 start-page: 67 issue: 1 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0075 article-title: A benchmark test suite for evolutionary many-objective optimization publication-title: Complex & Intelligent Systems doi: 10.1007/s40747-017-0039-7 – start-page: 303 year: 2010 ident: 10.1016/j.swevo.2021.100960_bib0087 article-title: A study of the parallelization of the multi-objective metaheuristic moea/d – start-page: 80 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0007 article-title: A GPU-Based Algorithm for a Faster Hypervolume Contribution Computation – start-page: 577 year: 2017 ident: 10.1016/j.swevo.2021.100960_sbref0148 article-title: A Hyper-Heuristic of Scalarizing Functions – start-page: 2758 year: 2013 ident: 10.1016/j.swevo.2021.100960_sbref0006 article-title: Use of Cooperative Coevolution for Solving Large Scale Multiobjective Optimization Problems – start-page: 352 year: 1996 ident: 10.1016/j.swevo.2021.100960_bib0141 article-title: Parallel genetic solution for multiobjective MDO – start-page: 1716 year: 2018 ident: 10.1016/j.swevo.2021.100960_bib0114 article-title: A Cooperative Co-Evolutionary Algorithm for Large-Scale Multi-Objective Optimization Problems – start-page: 1103 year: 2017 ident: 10.1016/j.swevo.2021.100960_sbref0057 article-title: PasMoQAP: A Parallel Asynchronous Memetic Algorithm for Solving the Multi-Objective Quadratic Assignment Problem – volume: 18 start-page: 348 issue: 3 year: 2014 ident: 10.1016/j.swevo.2021.100960_bib0070 article-title: Shift-Based density estimation for pareto-Based algorithms in many-Objective optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2013.2262178 – volume: 7 start-page: 117 issue: 2 year: 2003 ident: 10.1016/j.swevo.2021.100960_bib0080 article-title: Performance assessment of multiobjective optimizers: an analysis and review publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2003.810758 – volume: 21 start-page: 440 issue: 3 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0111 article-title: A survey of multiobjective evolutionary algorithms based on decomposition publication-title: IEEE Trans. Evol. Comput. – volume: 10 start-page: 373 issue: 4 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0125 article-title: A grid-enabled asynchronous metamodel-assisted evolutionary algorithm for aerodynamic optimization publication-title: Genetic Programming and Evolvable Machines doi: 10.1007/s10710-009-9090-5 – volume: 15 start-page: 1 issue: 1 year: 2007 ident: 10.1016/j.swevo.2021.100960_bib0031 article-title: Covariance matrix adaptation for multi-objective optimization publication-title: Evol Comput doi: 10.1162/evco.2007.15.1.1 – volume: 12 start-page: 73 issue: 4 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0143 article-title: Platemo: a MATLAB platform for evolutionary multi-objective optimization publication-title: IEEE Comput Intell Mag doi: 10.1109/MCI.2017.2742868 – volume: 7 start-page: 18267 year: 2019 ident: 10.1016/j.swevo.2021.100960_bib0118 article-title: A co-Evolutionary scheme for multi-Objective evolutionary algorithms based on ϵ -Dominance publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2896962 – volume: 45 start-page: 1851 issue: 9 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0105 article-title: An evolutionary algorithm with double-level archives for multiobjective optimization publication-title: IEEE Trans Cybern doi: 10.1109/TCYB.2014.2360923 – start-page: 465 year: 2012 ident: 10.1016/j.swevo.2021.100960_sbref0078 article-title: On the Properties of the R2 Indicator – volume: PP start-page: 1 issue: 99 year: 2016 ident: 10.1016/j.swevo.2021.100960_bib0005 article-title: Test problems for large-Scale multiobjective and many-Objective optimization publication-title: IEEE Trans Cybern – volume: 19 start-page: 524 issue: 4 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0084 article-title: Two_arch2: an improved two-Archive algorithm for many-Objective optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2014.2350987 – ident: 10.1016/j.swevo.2021.100960_bib0098 doi: 10.1145/3067695.3084222 – volume: 181 start-page: 1653 issue: 3 year: 2007 ident: 10.1016/j.swevo.2021.100960_bib0022 article-title: SMS-EMOA: Multiobjective selection based on dominated hypervolume publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2006.08.008 – start-page: 1837 year: 2015 ident: 10.1016/j.swevo.2021.100960_sbref0093 article-title: A Fine-Grained Message Passing MOEA/D – start-page: 1031 year: 2013 ident: 10.1016/j.swevo.2021.100960_bib0133 article-title: A Parallel Multi-objective Differential Evolution Algorithm for Photoinjector Beam Dynamics Optimization – start-page: 681 year: 2008 ident: 10.1016/j.swevo.2021.100960_bib0085 article-title: The Parallel Predator-Prey Model: A Step towards Practical Application – volume: 7 start-page: 144 issue: 2 year: 2003 ident: 10.1016/j.swevo.2021.100960_bib0017 article-title: Considerations in engineering parallel multiobjective evolutionary algorithms publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2003.810751 – volume: 3410 start-page: 92 year: 2005 ident: 10.1016/j.swevo.2021.100960_bib0049 article-title: Parallelization of Multi-objective Evolutionary Algorithms Using Clustering Algorithms – volume: 133 start-page: 349 year: 2019 ident: 10.1016/j.swevo.2021.100960_bib0013 article-title: A unified view of parallel multi-objective evolutionary algorithms publication-title: J Parallel Distrib Comput doi: 10.1016/j.jpdc.2018.04.012 – start-page: 416 year: 1993 ident: 10.1016/j.swevo.2021.100960_sbref0063 article-title: Genetic Algorithms for Multiobjective Optimization: Formulation, Discussion and Generalization – start-page: 1017 year: 2015 ident: 10.1016/j.swevo.2021.100960_sbref0015 article-title: Parallel Multiobjective Evolutionary Algorithms – start-page: 29 year: 2010 ident: 10.1016/j.swevo.2021.100960_sbref0002 article-title: A Review of Techniques for Handling Expensive Functions in Evolutionary Multi-Objective Optimization – volume: 5 start-page: 14468 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0115 article-title: A non-Dominated sorting cooperative co-Evolutionary differential evolution algorithm for multi-Objective layout optimization publication-title: IEEE Access doi: 10.1109/ACCESS.2017.2716111 – start-page: 201 year: 2005 ident: 10.1016/j.swevo.2021.100960_sbref0124 article-title: MOGADES: Multi-Objective Genetic Algorithm with Distributed Environment Scheme – volume: 1 start-page: 811 year: 2005 ident: 10.1016/j.swevo.2021.100960_bib0123 article-title: A Scalable Parallel Genetic Algorithm for X-ray Spectroscopic Analysis – start-page: 473 year: 2016 ident: 10.1016/j.swevo.2021.100960_sbref0096 article-title: A Parallel Multi-objective Memetic Algorithm Based on the IGD+ Indicator – start-page: 1088 year: 1998 ident: 10.1016/j.swevo.2021.100960_bib0142 article-title: Aerodynamic and Aeroacoustic Optimization of Airfoils via a Parallel Genetic Algorithm – volume: 8 start-page: 41588 year: 2020 ident: 10.1016/j.swevo.2021.100960_bib0112 article-title: A survey of multiobjective evolutionary algorithms based on decomposition: variants, challenges and future directions publication-title: IEEE Access doi: 10.1109/ACCESS.2020.2973670 – volume: 9 start-page: 115 issue: 2 year: 1995 ident: 10.1016/j.swevo.2021.100960_bib0023 article-title: Simulated binary crossover for continuous search space publication-title: Complex Systems – start-page: 516 year: 2008 ident: 10.1016/j.swevo.2021.100960_bib0108 article-title: A Hierarchical Approach in Distributed Evolutionary Algorithms for Multiobjective Optimization – start-page: 336 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0137 article-title: A Parallel Multi-Start NSGA II Algorithm for Multiobjective Energy Reduction Vehicle Routing Problem – start-page: 143 year: 2002 ident: 10.1016/j.swevo.2021.100960_sbref0043 article-title: MOGADES: Multi-Objective Genetic Algorithm with Distributed Environment Scheme – start-page: 354 year: 2014 ident: 10.1016/j.swevo.2021.100960_sbref0140 article-title: Parallel Multi-objective Memetic Algorithm for Competitive Facility Location – volume: 11 start-page: 519 issue: 3 year: 2012 ident: 10.1016/j.swevo.2021.100960_bib0040 article-title: Parallel predator—prey interaction for evolutionary multi-objective optimization publication-title: Nat Comput doi: 10.1007/s11047-011-9266-9 – start-page: 307 year: 2019 ident: 10.1016/j.swevo.2021.100960_sbref0149 article-title: CRI-EMOA: A Pareto-Front Shape Invariant Evolutionary Multi-Objective Algorithm – volume: 21 start-page: 261 issue: 2 year: 2013 ident: 10.1016/j.swevo.2021.100960_sbref0090 article-title: Asynchronous master-slave parallelization of differential evolution for multi-objective optimization publication-title: Evol Comput doi: 10.1162/EVCO_a_00076 – volume: 30 start-page: 685 issue: 4 year: 2007 ident: 10.1016/j.swevo.2021.100960_bib0131 article-title: A cellular multi-objective genetic algorithm for optimal broadcasting strategy in metropolitan MANETs publication-title: Comput Commun doi: 10.1016/j.comcom.2006.08.033 – start-page: 1611 year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0126 article-title: Parallel Island-Based Multiobjectivised Memetic Algorithms for a 2D Packing Problem – start-page: 110 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0079 article-title: Modified Distance Calculation in Generational Distance and Inverted Generational Distance – volume: 2 start-page: 221 issue: 3 year: 1994 ident: 10.1016/j.swevo.2021.100960_bib0024 article-title: Multiobjective optimization using nondominated sorting in genetic algorithms publication-title: Evol Comput doi: 10.1162/evco.1994.2.3.221 – volume: 42 start-page: 760 issue: 10 year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0145 article-title: Jmetal: a java framework for multi-objective optimization publication-title: Adv. Eng. Software doi: 10.1016/j.advengsoft.2011.05.014 – volume: 18 start-page: 569 issue: 04 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0128 article-title: METCO: A parrallel plugin-based framework for multi-objective optimization publication-title: Int. J. Artif. Intell. Tools doi: 10.1142/S0218213009000275 – year: 2012 ident: 10.1016/j.swevo.2021.100960_bib0088 article-title: A Parallelized Multi-Objective Particle Swarm Optimization Model to Design Soil Sampling Network – start-page: 721 year: 2018 ident: 10.1016/j.swevo.2021.100960_bib0106 article-title: Directed mating in decomposition-based moea for constrained many-objective optimization – year: 2002 ident: 10.1016/j.swevo.2021.100960_sbref0044 article-title: DCMOGA: Distributed Cooperation Model of Multi-Objective Genetic Algorithm – start-page: 757 year: 2008 ident: 10.1016/j.swevo.2021.100960_sbref0052 article-title: Parallel Hyperheuristic: A Self-Adaptive Island-Based Model for Multi-Objective Optimization – volume: 48 issue: 1 year: 2015 ident: 10.1016/j.swevo.2021.100960_bib0004 article-title: Many-Objective evolutionary algorithms: A Survey publication-title: ACM Comput Surv doi: 10.1145/2792984 – start-page: 305 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0129 article-title: Optimizing the DFCN Broadcast Protocol with a Parallel Cooperative Strategy of Multi-Objective Evolutionary Algorithms – start-page: 938 year: 2009 ident: 10.1016/j.swevo.2021.100960_bib0150 article-title: Parallel distributed genetic algorithm for expensive multi-objective optimization problems – start-page: 18 year: 2017 ident: 10.1016/j.swevo.2021.100960_bib0058 article-title: Distributed Parellel MOEA/D on Spark – start-page: 999 year: 2016 ident: 10.1016/j.swevo.2021.100960_sbref0103 article-title: IGD+-EMOA: A Multi-Objective Evolutionary Algorithm based on IGD+ – volume: 3 start-page: 257 issue: 4 year: 1999 ident: 10.1016/j.swevo.2021.100960_bib0025 article-title: Multiobjective evolutionary algorithms: acomparative case study and the strength pareto approach publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.797969 – volume: 58 start-page: 253 issue: 2 year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0136 article-title: Comparison of parallel multi-objective approaches to protein structure prediction publication-title: J Supercomput doi: 10.1007/s11227-009-0368-4 – start-page: 1530 year: 2003 ident: 10.1016/j.swevo.2021.100960_sbref0046 article-title: A Specialized Island Model and Its Application in Multiobjective Optimization – volume: 19 start-page: 45 issue: 1 year: 2011 ident: 10.1016/j.swevo.2021.100960_bib0033 article-title: Hype: an algorithm for fast hypervolume-Based many-Objective optimization publication-title: Evol Comput doi: 10.1162/EVCO_a_00009 |
| SSID | ssj0000602559 |
| Score | 2.418298 |
| Snippet | Multi-Objective Evolutionary Algorithms (MOEAs) are powerful search techniques that have been extensively used to solve difficult problems in a wide variety of... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 100960 |
| SubjectTerms | Evolutionary algorithms Multi-objective optimization Parallel computing |
| Title | Parallel Multi-Objective Evolutionary Algorithms: A Comprehensive Survey |
| URI | https://dx.doi.org/10.1016/j.swevo.2021.100960 |
| Volume | 67 |
| WOSCitedRecordID | wos000704395100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 issn: 2210-6502 databaseCode: AIEXJ dateStart: 20110301 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: false ssIdentifier: ssj0000602559 providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELfKxgMvjE8xBigPvIVUtvPNW6g6xiTGRIvUt8ixnW1VmkRJ2-2_4V_lHCf9RBMg8ZJWUWxXd79ezne_8yH03k1SJ6WSW8KT1HKCEOxgEEortLFIiI9F4KdNswn_4iKYTMLLXu9nVwuzzPw8D-7uwvK_qhrugbJV6exfqHs1KdyA76B0uILa4fpHir9kleqPkplNba31LZlqm2YOl-26iigXZVdFdTO_ntVdbfqsrOR1S2cfLarldsJ3dMsq3U1Dbk7Dm6YQW9n8U5ZxlX7_ZOfWAPBX6Kqzc7BH6m5UAyybAsRZsQ7EVnmTsScqom1-1sNnOrj9ncGra8UDGRQqW2Tqj5axkhW1GfXX2RSwWuqZMSs1E_gr66u_gmDZopSbYQ5Kdigj-_U3ykRS2LBa4GNu2XPd3mPv1aCjFNN-fQty6qslFEMk1N0Mds7cHqmJ1byUNLnHyQN0SH03BMt_GH0ZTs5XYTzsNZsy1cKw-y3d2VYNi3Bvtd_7Pxs-zfgJetxuRoxIg-gp6sn8GTrqGn0Yrd1_js46TBk7mDI2MWWsMfXRiIwtRBkaUS_Qj9PheHBmtS04LG47wdyyE-FjNyVpwGCrwDh2RZLYUrieT7EnGXh8VAhsU6JYiwFhmGGH0SARPBRYUvslOsiLXL5CBhe-62PHZg54sClxE_BFBeOMEGHLxCHHiHaCiXl7Pr1qk5LFHRFxGjfSjJU0Yy3NY_RhNajUx7Pc_7jXSTxuPUztOcaAkvsGvv7XgSfo0RrNb9DBvFrIt-ghX85v6updi6ZfduqhgQ |
| 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=Parallel+Multi-Objective+Evolutionary+Algorithms%3A+A+Comprehensive+Survey&rft.jtitle=Swarm+and+evolutionary+computation&rft.au=Falc%C3%B3n-Cardona%2C+Jes%C3%BAs+Guillermo&rft.au=Hern%C3%A1ndez+G%C3%B3mez%2C+Raquel&rft.au=Coello+Coello%2C+Carlos+A.&rft.au=Castillo+Tapia%2C+Ma.+Guadalupe&rft.date=2021-12-01&rft.pub=Elsevier+B.V&rft.issn=2210-6502&rft.volume=67&rft_id=info:doi/10.1016%2Fj.swevo.2021.100960&rft.externalDocID=S221065022100122X |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2210-6502&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2210-6502&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2210-6502&client=summon |