Differential evolution ensemble designer
A meta-evolutionary framework called Differential Evolution Ensemble Designer (DEED) has been proposed in this paper to automate the design of DE ensemble algorithms. Given the design components of DE ensembles and a set of optimization problems, DEED evolves effective and robust DE ensemble designs...
Saved in:
| Published in: | Expert systems with applications Vol. 238; p. 121674 |
|---|---|
| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Elsevier Ltd
15.03.2024
|
| Subjects: | |
| ISSN: | 0957-4174, 1873-6793 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | A meta-evolutionary framework called Differential Evolution Ensemble Designer (DEED) has been proposed in this paper to automate the design of DE ensemble algorithms. Given the design components of DE ensembles and a set of optimization problems, DEED evolves effective and robust DE ensemble designs. The design components of DE ensemble algorithms include population management, constituent algorithms in the ensemble, information mixing amongst the sub-populations in the ensemble and the numerical parameters associated with various aspects of the ensemble. DEED employs Dynamic Structured Grammatical Evolution (DSGE) as the meta-evolutionary algorithm. A Backus–Naur form (BNF) grammar has been developed in this paper to represent the design space of DE ensembles and used by DSGE to evolve DE ensemble designs. DEED has been employed to evolve DE ensemble designs for solving 30-dimensional CEC’17 benchmark functions. The evolved designs (both the best design as well as all the final evolved designs) have been validated on CEC’14 and CEC’17 functions at 10, 30 and 50 dimensions and on real-world numerical optimization problems in CEC’11 benchmark suite. The DEED evolved designs have also been tested against the state-of-the-art algorithm configurator - irace. The performance of DEED evolved ensemble designs have been observed to be very competitive against that of manually designed and tuned state-of-the-art DE ensemble algorithms in the literature. DEED has also been demonstrated to evolve both co-operative and competitive style DE ensembles. The simulation experiments demonstrate the effectiveness as well as robustness of the evolved ensemble designs and the reliability of DEED framework in consistently evolving effective DE ensemble designs.
•An automated ensemble differential evolution (DE) designer named DEED is presented.•A meta-evolutionary approach to automatically choose ensemble DE design components.•Grammatical evolution forms the meta-evolutionary engine in DEED.•DEED can support researchers and practitioners in the ensemble DE design process. |
|---|---|
| AbstractList | A meta-evolutionary framework called Differential Evolution Ensemble Designer (DEED) has been proposed in this paper to automate the design of DE ensemble algorithms. Given the design components of DE ensembles and a set of optimization problems, DEED evolves effective and robust DE ensemble designs. The design components of DE ensemble algorithms include population management, constituent algorithms in the ensemble, information mixing amongst the sub-populations in the ensemble and the numerical parameters associated with various aspects of the ensemble. DEED employs Dynamic Structured Grammatical Evolution (DSGE) as the meta-evolutionary algorithm. A Backus–Naur form (BNF) grammar has been developed in this paper to represent the design space of DE ensembles and used by DSGE to evolve DE ensemble designs. DEED has been employed to evolve DE ensemble designs for solving 30-dimensional CEC’17 benchmark functions. The evolved designs (both the best design as well as all the final evolved designs) have been validated on CEC’14 and CEC’17 functions at 10, 30 and 50 dimensions and on real-world numerical optimization problems in CEC’11 benchmark suite. The DEED evolved designs have also been tested against the state-of-the-art algorithm configurator - irace. The performance of DEED evolved ensemble designs have been observed to be very competitive against that of manually designed and tuned state-of-the-art DE ensemble algorithms in the literature. DEED has also been demonstrated to evolve both co-operative and competitive style DE ensembles. The simulation experiments demonstrate the effectiveness as well as robustness of the evolved ensemble designs and the reliability of DEED framework in consistently evolving effective DE ensemble designs.
•An automated ensemble differential evolution (DE) designer named DEED is presented.•A meta-evolutionary approach to automatically choose ensemble DE design components.•Grammatical evolution forms the meta-evolutionary engine in DEED.•DEED can support researchers and practitioners in the ensemble DE design process. |
| ArticleNumber | 121674 |
| Author | C., Shunmuga Velayutham M.T., Indu |
| Author_xml | – sequence: 1 givenname: Indu orcidid: 0000-0001-6325-6407 surname: M.T. fullname: M.T., Indu email: cb.en.d.cse17010@cb.students.amrita.edu – sequence: 2 givenname: Shunmuga Velayutham orcidid: 0000-0003-3762-4311 surname: C. fullname: C., Shunmuga Velayutham email: cs_velayutham@cb.amrita.edu |
| BookMark | eNp9j71OwzAURi1UJNrCCzB1ZEm413bsRGJB5VeqxAKzZZxr5Cp1kB2KeHsSlYmh0zedT-cs2Cz2kRi7RCgRUF1vS8rftuTARYkclZYnbI61FoXSjZixOTSVLiRqecYWOW8BUAPoObu6C95TojgE261o33dfQ-jjimKm3XtHq5Zy-IiUztmpt12mi79dsreH-9f1U7F5eXxe324KJwCGwmFFteKgqPacOI5GlluHja5HgworodqqacBLqD2RsiSUB-kq5xsvZSuWrD78utTnnMgbFwY7OQ3Jhs4gmKnYbM1UbKZicygeUf4P_UxhZ9PPcejmANEYtQ-UTHaBoqM2JHKDaftwDP8FJk5wzw |
| CitedBy_id | crossref_primary_10_1007_s10732_025_09561_6 |
| Cites_doi | 10.1016/j.cor.2011.03.003 10.1016/j.eswa.2021.114938 10.1007/s10710-009-9081-6 10.1016/j.eswa.2020.113875 10.1109/TEVC.2008.927706 10.1016/j.eswa.2022.118159 10.1109/TCYB.2022.3163759 10.1016/j.knosys.2019.01.006 10.1016/j.ins.2017.09.053 10.1109/TEVC.2019.2921598 10.1016/j.ins.2015.09.009 10.1016/j.swevo.2018.04.011 10.1016/j.eswa.2020.114482 10.1016/j.eswa.2019.02.027 10.1016/j.eswa.2019.07.037 10.1016/j.eswa.2014.09.043 10.1016/j.cor.2015.09.006 10.1371/journal.pone.0256206 10.1016/j.eswa.2020.113451 10.1109/ACCESS.2016.2617738 10.1109/TEVC.2006.872133 10.1109/TAES.2022.3160993 10.1109/TSMC.2021.3061698 10.1007/s10489-016-0885-9 10.1016/j.asoc.2010.04.024 10.1016/j.eswa.2022.118621 10.1109/TEVC.2021.3110130 10.1016/j.orp.2016.09.002 10.1016/j.swevo.2020.100690 10.1016/j.swevo.2020.100671 10.1016/j.eswa.2021.115122 10.1504/IJBIC.2011.038701 10.1109/TEVC.2015.2474158 10.1016/j.neucom.2018.02.038 10.1016/j.eswa.2019.113033 10.1109/TEVC.2009.2014613 10.1016/j.ins.2021.07.080 10.1016/j.asoc.2015.04.019 10.1109/MCI.2020.2976182 10.1016/j.eswa.2020.113853 10.1016/j.eswa.2021.116298 10.1016/j.eswa.2020.113678 10.1109/TEVC.2011.2160401 10.1016/j.eswa.2022.117371 10.1109/TEVC.2010.2087271 10.1109/TSMC.1986.289288 10.1016/j.swevo.2018.08.015 10.1016/j.eswa.2018.03.030 10.1023/A:1008202821328 10.1016/j.eswa.2019.112831 10.1109/TSMC.2020.3034180 10.1504/IJAIP.2022.124316 10.1016/j.eswa.2022.118859 10.1016/j.neucom.2020.09.007 10.1016/j.swevo.2018.03.007 |
| ContentType | Journal Article |
| Copyright | 2023 Elsevier Ltd |
| Copyright_xml | – notice: 2023 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.eswa.2023.121674 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISSN | 1873-6793 |
| ExternalDocumentID | 10_1016_j_eswa_2023_121674 S0957417423021760 |
| GroupedDBID | --K --M .DC .~1 0R~ 13V 1B1 1RT 1~. 1~5 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN 9JO AAAKF AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AARIN AAXUO AAYFN ABBOA ABFNM ABMAC ABMVD ABUCO ABYKQ ACDAQ ACGFS ACHRH ACNTT ACRLP ACZNC ADBBV ADEZE ADTZH AEBSH AECPX AEKER AENEX AFKWA AFTJW AGHFR AGJBL AGUBO AGUMN AGYEJ AHHHB AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJOXV ALEQD ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD APLSM AXJTR BJAXD BKOJK BLXMC BNSAS CS3 DU5 EBS EFJIC EFLBG EO8 EO9 EP2 EP3 F5P FDB FIRID FNPLU FYGXN G-Q GBLVA GBOLZ HAMUX IHE J1W JJJVA KOM LG9 LY1 LY7 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. PQQKQ Q38 ROL RPZ SDF SDG SDP SDS SES SEW SPC SPCBC SSB SSD SSL SST SSV SSZ T5K TN5 ~G- 29G 9DU AAAKG AAQXK AATTM AAXKI AAYWO AAYXX ABJNI ABKBG ABUFD ABWVN ABXDB ACLOT ACNNM ACRPL ACVFH ADCNI ADJOM ADMUD ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP ASPBG AVWKF AZFZN CITATION EFKBS EJD FEDTE FGOYB G-2 HLZ HVGLF HZ~ R2- SBC SET WUQ XPP ZMT ~HD |
| ID | FETCH-LOGICAL-c300t-c15e86206e8f2e21202a2ac197895751536d5990f408fee6ae36f04c5cf9f44d3 |
| ISICitedReferencesCount | 6 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001119381500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0957-4174 |
| IngestDate | Tue Nov 18 22:15:31 EST 2025 Sat Nov 29 07:07:06 EST 2025 Fri Feb 23 02:34:38 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Grammatical evolution Meta evolutionary approach Automated algorithm design Ensemble differential evolution Parameter tuning |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c300t-c15e86206e8f2e21202a2ac197895751536d5990f408fee6ae36f04c5cf9f44d3 |
| ORCID | 0000-0001-6325-6407 0000-0003-3762-4311 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_eswa_2023_121674 crossref_primary_10_1016_j_eswa_2023_121674 elsevier_sciencedirect_doi_10_1016_j_eswa_2023_121674 |
| PublicationCentury | 2000 |
| PublicationDate | 2024-03-15 |
| PublicationDateYYYYMMDD | 2024-03-15 |
| PublicationDate_xml | – month: 03 year: 2024 text: 2024-03-15 day: 15 |
| PublicationDecade | 2020 |
| PublicationTitle | Expert systems with applications |
| PublicationYear | 2024 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Ayala, dos Santos, Mariani, dos Santos Coelho (b7) 2015; 42 Kwedlo (b30) 2022; 208 Ma, Shen, Yu, Yang, Fei, Zhou (b41) 2019; 44 Awad, Ali, Liang, Qu, Suganthan (b5) 2016 Anon (b3) 2011 Tarkhaneh, Shen (b64) 2019; 138 Wu, Shen, Li, Chen, Lin, Suganthan (b71) 2018; 423 Indu, Shunmuga Velayutham (b25) 2020 Kaya, Korkmaz, Sahman, Cinar (b28) 2021; 169 Piotrowski, Napiorkowski (b48) 2018; 43 Wu, Wen, Wang, Pedrycz, Suganthan (b72) 2021; 26 López-Ibáñez, Dubois-Lacoste, Cáceres, Birattari, Stützle (b38) 2016; 3 Morales-Castañeda, Zaldivar, Cuevas, Fausto, Rodríguez (b45) 2020; 54 Mweshi, Pillay (b46) 2021; 165 Tanabe, Fukunaga (b63) 2014 Jeyakumar, Velayutham (b27) 2022; 22 Nyathi, Pillay (b47) 2018; 104 Skakovski, Jedrzejowicz (b56) 2019; 126 Ali, Awad, Suganthan (b1) 2015; 33 Civicioglu, Besdok (b14) 2021; 165 Elkhatem, Engin (b20) 2023; 213 Das, Suganthan (b16) 2010 Storn, Price (b61) 1997; 11 Storn (b60) 1996 . Mallipeddi, Suganthan, Pan, Tasgetiren (b42) 2011; 11 Qiu, Zhu, Wu, Chen, Pedrycz, Suganthan (b51) 2020; 52 Li, Wang, Yang (b35) 2020; 153 Deng, Li, Lan, Sun, Shang (b17) 2022; 192 Duro, Oara, Sriwastava, Yan, Salomon, Purshouse (b19) 2021 Ali, Pant, Abraham (b2) 2011; 3 : Sree, Jeyakumar (b57) 2020 Brest, Greiner, Boskovic, Mernik, Zumer (b9) 2006; 10 Li, Dai (b31) 2019 Wu, Luo, Du, Chen, Suganthan, Wang (b67) 2022; 58 Brest, Maučec, Bošković (b11) 2017 Wu, Mallipeddi, Suganthan, Wang, Chen (b69) 2016; 329 Pourali, Omranpour (b49) 2023; 211 Zhang, Sanderson (b78) 2009; 13 Dioşan, Oltean (b18) 2009; 10 Grefenstette (b23) 1986; 16 Krishna, Ravi (b29) 2021; 181 Tong, Dong, Jing (b65) 2018; 290 Xue, Zhu (b73) 2022; 203 Li, Wang, Jiang, Li (b34) 2021; 421 Athayde Prata, Rodrigues, Framinan (b4) 2021; 189 Tanabe, Fukunaga (b62) 2013 Burke, Hyde, Kendall (b12) 2011; 16 Sallam, Elsayed, Sarker, Essam (b54) 2020; 162 Liang, J., Qu, B., & Suganthan, P. (2013). Lourenço, Assunção, Pereira, Costa, Machado (b39) 2018 Meng, Pan, Tseng (b43) 2019; 168 Li, Ma, Hu (b32) 2017; 47 Huang, Li, Yao (b24) 2019; 24 Meng, Zhong, Yang (b44) 2021; 577 Qu, Kendall, Pillay (b52) 2020; 15 Civicioglu, Besdok (b13) 2019; 138 Wu, Mallipeddi, Suganthan (b68) 2019; 44 Stanovov, Akhmedova, Semenkin (b58) 2018 Stanovov, Akhmedova, Semenkin (b59) 2021 Li, Ma, Wang (b33) 2016; 4 Yao, Chen, Liu (b74) 2021; 16 Yu, Zhang, Liang, Chen, Yue, Qiao (b76) 2022 Zhang, He, Ouyang, Li (b77) 2022; 213 Brest, Maučec, Bošković (b10) 2016 Qin, Huang, Suganthan (b50) 2008; 13 Yu, Liang, Qu, Luo, Yue (b75) 2021; 52 Wang, Cai, Zhang (b66) 2011; 15 Cui, Li, Lin, Chen, Lu (b15) 2016; 67 Indu, Shunmuga Velayutham (b26) 2022; 205 Elsayed, Sarker, Essam (b22) 2011; 38 Zhao, Zhao, Wang, Song (b79) 2020; 160 Elsayed, Sarker, Essam (b21) 2011 Santucci, Baioletti, Di Bari (b55) 2021; 178 Awad, Ali, Suganthan (b6) 2017 Wu, Peng, Hu, Wang, Chen (b70) 2020; 55 Lourenço, Pereira, Costa (b40) 2013 Liang, Qiao, Yu, Qu, Yue, Guo (b36) 2022; 53 Rv, Kalyan, Kurup (b53) 2020; 124 Bezerra, López-Ibánez, Stützle (b8) 2015; 20 Yu (10.1016/j.eswa.2023.121674_b76) 2022 Brest (10.1016/j.eswa.2023.121674_b10) 2016 Sallam (10.1016/j.eswa.2023.121674_b54) 2020; 162 Yu (10.1016/j.eswa.2023.121674_b75) 2021; 52 Indu (10.1016/j.eswa.2023.121674_b25) 2020 Kaya (10.1016/j.eswa.2023.121674_b28) 2021; 169 Skakovski (10.1016/j.eswa.2023.121674_b56) 2019; 126 Tanabe (10.1016/j.eswa.2023.121674_b63) 2014 Tarkhaneh (10.1016/j.eswa.2023.121674_b64) 2019; 138 Ayala (10.1016/j.eswa.2023.121674_b7) 2015; 42 Storn (10.1016/j.eswa.2023.121674_b61) 1997; 11 Li (10.1016/j.eswa.2023.121674_b34) 2021; 421 Wu (10.1016/j.eswa.2023.121674_b71) 2018; 423 Ali (10.1016/j.eswa.2023.121674_b2) 2011; 3 Deng (10.1016/j.eswa.2023.121674_b17) 2022; 192 Krishna (10.1016/j.eswa.2023.121674_b29) 2021; 181 Nyathi (10.1016/j.eswa.2023.121674_b47) 2018; 104 Wu (10.1016/j.eswa.2023.121674_b70) 2020; 55 Elsayed (10.1016/j.eswa.2023.121674_b22) 2011; 38 Lourenço (10.1016/j.eswa.2023.121674_b39) 2018 Qiu (10.1016/j.eswa.2023.121674_b51) 2020; 52 Ali (10.1016/j.eswa.2023.121674_b1) 2015; 33 Qu (10.1016/j.eswa.2023.121674_b52) 2020; 15 Lourenço (10.1016/j.eswa.2023.121674_b40) 2013 Duro (10.1016/j.eswa.2023.121674_b19) 2021 Athayde Prata (10.1016/j.eswa.2023.121674_b4) 2021; 189 Zhang (10.1016/j.eswa.2023.121674_b77) 2022; 213 Huang (10.1016/j.eswa.2023.121674_b24) 2019; 24 Tong (10.1016/j.eswa.2023.121674_b65) 2018; 290 Civicioglu (10.1016/j.eswa.2023.121674_b14) 2021; 165 Wu (10.1016/j.eswa.2023.121674_b72) 2021; 26 Awad (10.1016/j.eswa.2023.121674_b6) 2017 Dioşan (10.1016/j.eswa.2023.121674_b18) 2009; 10 Tanabe (10.1016/j.eswa.2023.121674_b62) 2013 Liang (10.1016/j.eswa.2023.121674_b36) 2022; 53 Wu (10.1016/j.eswa.2023.121674_b69) 2016; 329 Zhang (10.1016/j.eswa.2023.121674_b78) 2009; 13 Grefenstette (10.1016/j.eswa.2023.121674_b23) 1986; 16 Civicioglu (10.1016/j.eswa.2023.121674_b13) 2019; 138 Morales-Castañeda (10.1016/j.eswa.2023.121674_b45) 2020; 54 Yao (10.1016/j.eswa.2023.121674_b74) 2021; 16 Burke (10.1016/j.eswa.2023.121674_b12) 2011; 16 Stanovov (10.1016/j.eswa.2023.121674_b59) 2021 Mweshi (10.1016/j.eswa.2023.121674_b46) 2021; 165 10.1016/j.eswa.2023.121674_b37 Piotrowski (10.1016/j.eswa.2023.121674_b48) 2018; 43 Sree (10.1016/j.eswa.2023.121674_b57) 2020 Xue (10.1016/j.eswa.2023.121674_b73) 2022; 203 Awad (10.1016/j.eswa.2023.121674_b5) 2016 Ma (10.1016/j.eswa.2023.121674_b41) 2019; 44 Meng (10.1016/j.eswa.2023.121674_b44) 2021; 577 Cui (10.1016/j.eswa.2023.121674_b15) 2016; 67 Qin (10.1016/j.eswa.2023.121674_b50) 2008; 13 Meng (10.1016/j.eswa.2023.121674_b43) 2019; 168 Zhao (10.1016/j.eswa.2023.121674_b79) 2020; 160 Anon (10.1016/j.eswa.2023.121674_b3) 2011 Wu (10.1016/j.eswa.2023.121674_b67) 2022; 58 Li (10.1016/j.eswa.2023.121674_b31) 2019 Rv (10.1016/j.eswa.2023.121674_b53) 2020; 124 Brest (10.1016/j.eswa.2023.121674_b11) 2017 Indu (10.1016/j.eswa.2023.121674_b26) 2022; 205 Wang (10.1016/j.eswa.2023.121674_b66) 2011; 15 Pourali (10.1016/j.eswa.2023.121674_b49) 2023; 211 Bezerra (10.1016/j.eswa.2023.121674_b8) 2015; 20 Li (10.1016/j.eswa.2023.121674_b32) 2017; 47 Mallipeddi (10.1016/j.eswa.2023.121674_b42) 2011; 11 Brest (10.1016/j.eswa.2023.121674_b9) 2006; 10 Kwedlo (10.1016/j.eswa.2023.121674_b30) 2022; 208 Elkhatem (10.1016/j.eswa.2023.121674_b20) 2023; 213 Elsayed (10.1016/j.eswa.2023.121674_b21) 2011 López-Ibáñez (10.1016/j.eswa.2023.121674_b38) 2016; 3 Li (10.1016/j.eswa.2023.121674_b33) 2016; 4 Li (10.1016/j.eswa.2023.121674_b35) 2020; 153 Stanovov (10.1016/j.eswa.2023.121674_b58) 2018 Wu (10.1016/j.eswa.2023.121674_b68) 2019; 44 Jeyakumar (10.1016/j.eswa.2023.121674_b27) 2022; 22 Storn (10.1016/j.eswa.2023.121674_b60) 1996 Santucci (10.1016/j.eswa.2023.121674_b55) 2021; 178 Das (10.1016/j.eswa.2023.121674_b16) 2010 |
| References_xml | – volume: 577 start-page: 663 year: 2021 end-page: 696 ident: b44 article-title: CS-DE: Cooperative strategy based differential evolution with population diversity enhancement publication-title: Information Sciences – volume: 290 start-page: 130 year: 2018 end-page: 147 ident: b65 article-title: An improved multi-population ensemble differential evolution publication-title: Neurocomputing – start-page: 1034 year: 2011 end-page: 1040 ident: b21 article-title: GA with a new multi-parent crossover for solving IEEE-CEC2011 competition problems publication-title: 2011 IEEE congress of evolutionary computation – reference: Liang, J., Qu, B., & Suganthan, P. (2013). – volume: 138 year: 2019 ident: b13 article-title: Bernstain-search differential evolution algorithm for numerical function optimization publication-title: Expert Systems with Applications – volume: 192 year: 2022 ident: b17 article-title: Differential evolution with dynamic combination based mutation operator and two-level parameter adaptation strategy publication-title: Expert Systems with Applications – start-page: 329 year: 2020 end-page: 340 ident: b25 article-title: Towards grammatical evolution-based automated design of differential evolution algorithm publication-title: Congress on intelligent systems, advances in intelligent systems and computing, Vol. 1335 – start-page: 71 year: 2013 end-page: 78 ident: b62 article-title: Success-history based parameter adaptation for differential evolution publication-title: 2013 IEEE congress on evolutionary computation – volume: 33 start-page: 304 year: 2015 end-page: 327 ident: b1 article-title: Multi-population differential evolution with balanced ensemble of mutation strategies for large-scale global optimization publication-title: Applied Soft Computing – year: 2016 ident: b5 article-title: Problem definitions and evaluation criteria for the CEC 2017 special session and competition on single objective real-parameter numerical optimization – volume: 165 year: 2021 ident: b14 article-title: Bezier search differential evolution algorithm for numerical function optimization: A comparative study with CRMLSP, MVO, WA, SHADE and LSHADE publication-title: Expert Systems with Applications – volume: 153 year: 2020 ident: b35 article-title: An improved differential evolution algorithm with dual mutation strategies collaboration publication-title: Expert Systems with Applications – start-page: 1 year: 2020 end-page: 18 ident: b57 article-title: An evolutionary computing approach to solve object identification problem for fall detection in computer vision-based video surveillance applications publication-title: Recent advances on memetic algorithms and its applications in image processing – volume: 13 start-page: 398 year: 2008 end-page: 417 ident: b50 article-title: Differential evolution algorithm with strategy adaptation for global numerical optimization publication-title: IEEE Transactions on Evolutionary Computation – volume: 178 year: 2021 ident: b55 article-title: An improved memetic algebraic differential evolution for solving the multidimensional two-way number partitioning problem publication-title: Expert Systems with Applications – volume: 52 start-page: 2954 year: 2021 end-page: 2965 ident: b75 article-title: Dynamic selection preference-assisted constrained multiobjective differential evolution publication-title: IEEE Transactions on Systems, Man, and Cybernetics: Systems – volume: 203 year: 2022 ident: b73 article-title: Matching knowledge graphs with compact niching evolutionary algorithm publication-title: Expert Systems with Applications – volume: 189 year: 2021 ident: b4 article-title: A differential evolution algorithm for the customer order scheduling problem with sequence-dependent setup times publication-title: Expert Systems with Applications – volume: 11 start-page: 341 year: 1997 end-page: 359 ident: b61 article-title: Differential evolution–A simple and efficient heuristic for global optimization over continuous spaces publication-title: Journal of Global Optimization – volume: 24 start-page: 201 year: 2019 end-page: 216 ident: b24 article-title: A survey of automatic parameter tuning methods for metaheuristics publication-title: IEEE Transactions on Evolutionary Computation – volume: 181 year: 2021 ident: b29 article-title: High utility itemset mining using binary differential evolution: An application to customer segmentation publication-title: Expert Systems with Applications – volume: 67 start-page: 155 year: 2016 end-page: 173 ident: b15 article-title: Adaptive differential evolution algorithm with novel mutation strategies in multiple sub-populations publication-title: Computers & Operations Research – volume: 211 year: 2023 ident: b49 article-title: CSP-Ph-PS: Learning CSP-phase space and poincare sections based on evolutionary algorithm for EEG signals recognition publication-title: Expert Systems with Applications – start-page: 809 year: 2021 end-page: 816 ident: b59 article-title: NL-SHADE-RSP algorithm with adaptive archive and selective pressure for CEC 2021 numerical optimization publication-title: 2021 IEEE congress on evolutionary computation – volume: 38 start-page: 1877 year: 2011 end-page: 1896 ident: b22 article-title: Multi-operator based evolutionary algorithms for solving constrained optimization problems publication-title: Computers & Operations Research – volume: 162 year: 2020 ident: b54 article-title: Landscape-assisted multi-operator differential evolution for solving constrained optimization problems publication-title: Expert Systems with Applications – year: 2010 ident: b16 article-title: Problem definitions and evaluation criteria for CEC 2011 competition on testing evolutionary algorithms on real world optimization problems – volume: 329 start-page: 329 year: 2016 end-page: 345 ident: b69 article-title: Differential evolution with multi-population based ensemble of mutation strategies publication-title: Information Sciences – reference: : – volume: 213 year: 2023 ident: b20 article-title: Enhancing performance and stability of gain-scheduling control system using evolutionary algorithms: A case study on transport aircraft publication-title: Expert Systems with Applications – start-page: 1 year: 2019 end-page: 5 ident: b31 article-title: An enhanced multi-population ensemble differential evolution publication-title: Proceedings of the 3rd international conference on computer science and application engineering – volume: 26 start-page: 646 year: 2021 end-page: 660 ident: b72 article-title: A voting-mechanism-based ensemble framework for constraint handling techniques publication-title: IEEE Transactions on Evolutionary Computation – volume: 165 year: 2021 ident: b46 article-title: An improved grammatical evolution approach for generating perturbative heuristics to solve combinatorial optimization problems publication-title: Expert Systems with Applications – volume: 3 start-page: 17 year: 2011 end-page: 30 ident: b2 article-title: Improved differential evolution algorithm with decentralisation of population publication-title: International Journal of Bio-Inspired Computation – volume: 205 year: 2022 ident: b26 article-title: A meta-evolutionary selection of constituents in ensemble differential evolution algorithm publication-title: Expert Systems with Applications – volume: 10 start-page: 646 year: 2006 end-page: 657 ident: b9 article-title: Self-adapting control parameters in differential evolution: A comparative study on numerical benchmark problems publication-title: IEEE Transactions on Evolutionary Computation – volume: 11 start-page: 1679 year: 2011 end-page: 1696 ident: b42 article-title: Differential evolution algorithm with ensemble of parameters and mutation strategies publication-title: Applied Soft Computing – volume: 15 start-page: 14 year: 2020 end-page: 23 ident: b52 article-title: The general combinatorial optimization problem: Towards automated algorithm design publication-title: IEEE Computational Intelligence Magazine – year: 2022 ident: b76 article-title: A correlation-guided layered prediction approach for evolutionary dynamic multiobjective optimization publication-title: IEEE Transactions on Evolutionary Computation – start-page: 372 year: 2017 end-page: 379 ident: b6 article-title: Ensemble sinusoidal differential covariance matrix adaptation with euclidean neighborhood for solving CEC2017 benchmark problems publication-title: 2017 IEEE congress on evolutionary computation – start-page: 1658 year: 2014 end-page: 1665 ident: b63 article-title: Improving the search performance of SHADE using linear population size reduction publication-title: 2014 IEEE congress on evolutionary computation – start-page: 137 year: 2018 end-page: 161 ident: b39 article-title: Structured grammatical evolution: A dynamic approach publication-title: Handbook of grammatical evolution – volume: 160 year: 2020 ident: b79 article-title: An ensemble discrete differential evolution for the distributed blocking flowshop scheduling with minimizing makespan criterion publication-title: Expert Systems with Applications – start-page: 1311 year: 2017 end-page: 1318 ident: b11 article-title: Single objective real-parameter optimization: Algorithm jSO publication-title: 2017 IEEE congress on evolutionary computation – volume: 42 start-page: 2136 year: 2015 end-page: 2142 ident: b7 article-title: Image thresholding segmentation based on a novel beta differential evolution approach publication-title: Expert Systems with Applications – volume: 168 start-page: 80 year: 2019 end-page: 99 ident: b43 article-title: PaDE: An enhanced differential evolution algorithm with novel control parameter adaptation schemes for numerical optimization publication-title: Knowledge-Based Systems – volume: 124 year: 2020 ident: b53 article-title: Optimization of digital predistortion models for RF power amplifiers using a modified differential evolution algorithm publication-title: AEU-International Journal of Electronics and Communications – volume: 16 start-page: 122 year: 1986 end-page: 128 ident: b23 article-title: Optimization of control parameters for genetic algorithms publication-title: IEEE Transactions on Systems, Man, and Cybernetics – volume: 4 start-page: 7262 year: 2016 end-page: 7274 ident: b33 article-title: Multi-population based ensemble mutation method for single objective bilevel optimization problem publication-title: IEEE Access – volume: 53 start-page: 3873 year: 2022 end-page: 3886 ident: b36 article-title: Utilizing the relationship between unconstrained and constrained pareto fronts for constrained multiobjective optimization publication-title: IEEE Transactions on Cybernetics – volume: 13 start-page: 945 year: 2009 end-page: 958 ident: b78 article-title: JADE: Adaptive differential evolution with optional external archive publication-title: IEEE Transactions on Evolutionary Computation – volume: 15 start-page: 55 year: 2011 end-page: 66 ident: b66 article-title: Differential evolution with composite trial vector generation strategies and control parameters publication-title: IEEE Transactions on Evolutionary Computation – start-page: 1188 year: 2016 end-page: 1195 ident: b10 article-title: iL-SHADE: Improved L-SHADE algorithm for single objective real-parameter optimization publication-title: 2016 IEEE congress on evolutionary computation – volume: 22 start-page: 318 year: 2022 end-page: 335 ident: b27 article-title: Heterogeneous mixing of dynamic differential evolution variants in distributed frame work for global optimisation problems publication-title: International Journal of Advanced Intelligence Paradigms – start-page: 519 year: 1996 end-page: 523 ident: b60 article-title: On the usage of differential evolution for function optimization publication-title: Proceedings of North American fuzzy information processing – volume: 58 start-page: 4396 year: 2022 end-page: 4408 ident: b67 article-title: Ensemble of metaheuristic and exact algorithm based on the divide-and-conquer framework for multisatellite observation scheduling publication-title: IEEE Transactions on Aerospace and Electronic Systems – volume: 138 year: 2019 ident: b64 article-title: An adaptive differential evolution algorithm to optimal multi-level thresholding for MRI brain image segmentation publication-title: Expert Systems with Applications – volume: 104 start-page: 213 year: 2018 end-page: 234 ident: b47 article-title: Comparison of a genetic algorithm to grammatical evolution for automated design of genetic programming classification algorithms publication-title: Expert Systems with Applications – volume: 16 start-page: 406 year: 2011 end-page: 417 ident: b12 article-title: Grammatical evolution of local search heuristics publication-title: IEEE Transactions on Evolutionary Computation – volume: 423 start-page: 172 year: 2018 end-page: 186 ident: b71 article-title: Ensemble of differential evolution variants publication-title: Information Sciences – volume: 43 start-page: 88 year: 2018 end-page: 108 ident: b48 article-title: Step-by-step improvement of JADE and SHADE-based algorithms: Success or failure? publication-title: Swarm and Evolutionary Computation – volume: 20 start-page: 403 year: 2015 end-page: 417 ident: b8 article-title: Automatic component-wise design of multiobjective evolutionary algorithms publication-title: IEEE Transactions on Evolutionary Computation – volume: 126 start-page: 308 year: 2019 end-page: 320 ident: b56 article-title: An island-based differential evolution algorithm with the multi-size populations publication-title: Expert Systems with Applications – start-page: 1 year: 2018 end-page: 8 ident: b58 article-title: LSHADE algorithm with rank-based selective pressure strategy for solving CEC 2017 benchmark problems publication-title: 2018 IEEE congress on evolutionary computation – volume: 55 year: 2020 ident: b70 article-title: Configuring differential evolution adaptively via path search in a directed acyclic graph for data clustering publication-title: Swarm and Evolutionary Computation – start-page: 1531 year: 2021 end-page: 1539 ident: b19 article-title: Component-based design of multi-objective evolutionary algorithms using the tigon optimization library publication-title: Proceedings of the genetic and evolutionary computation conference companion – reference: . – volume: 213 year: 2022 ident: b77 article-title: A fast and efficient discrete evolutionary algorithm for the uncapacitated facility location problem publication-title: Expert Systems with Applications – volume: 54 year: 2020 ident: b45 article-title: A better balance in metaheuristic algorithms: Does it exist? publication-title: Swarm and Evolutionary Computation – volume: 52 start-page: 1716 year: 2020 end-page: 1730 ident: b51 article-title: Ensemble many-objective optimization algorithm based on voting mechanism publication-title: IEEE Transactions on Systems, Man, and Cybernetics: Systems – volume: 3 start-page: 43 year: 2016 end-page: 58 ident: b38 article-title: The irace package: Iterated racing for automatic algorithm configuration publication-title: Operations Research Perspectives – volume: 44 start-page: 695 year: 2019 end-page: 711 ident: b68 article-title: Ensemble strategies for population-based optimization algorithms-A survey publication-title: Swarm and Evolutionary Computation – volume: 16 year: 2021 ident: b74 article-title: Improved ensemble of differential evolution variants publication-title: Plos One – start-page: 1525 year: 2013 end-page: 1532 ident: b40 article-title: The importance of the learning conditions in hyper-heuristics publication-title: Proceedings of the 15th annual conference on genetic and evolutionary computation – volume: 44 start-page: 365 year: 2019 end-page: 387 ident: b41 article-title: Multi-population techniques in nature inspired optimization algorithms: A comprehensive survey publication-title: Swarm and Evolutionary Computation – volume: 208 year: 2022 ident: b30 article-title: A hybrid steady-state evolutionary algorithm using random swaps for gaussian model-based clustering publication-title: Expert Systems with Applications – volume: 47 start-page: 231 year: 2017 end-page: 256 ident: b32 article-title: Multi-search differential evolution algorithm publication-title: Applied Intelligence – year: 2011 ident: b3 article-title: Updated results-GA-MPC, SAMODE – volume: 169 year: 2021 ident: b28 article-title: DEBOHID: A differential evolution based oversampling approach for highly imbalanced datasets publication-title: Expert Systems with Applications – volume: 421 start-page: 285 year: 2021 end-page: 302 ident: b34 article-title: Differential evolution algorithm with multi-population cooperation and multi-strategy integration publication-title: Neurocomputing – volume: 10 start-page: 263 year: 2009 end-page: 306 ident: b18 article-title: Evolutionary design of evolutionary algorithms publication-title: Genetic Programming and Evolvable Machines – volume: 38 start-page: 1877 year: 2011 ident: 10.1016/j.eswa.2023.121674_b22 article-title: Multi-operator based evolutionary algorithms for solving constrained optimization problems publication-title: Computers & Operations Research doi: 10.1016/j.cor.2011.03.003 – volume: 178 year: 2021 ident: 10.1016/j.eswa.2023.121674_b55 article-title: An improved memetic algebraic differential evolution for solving the multidimensional two-way number partitioning problem publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2021.114938 – start-page: 1 year: 2018 ident: 10.1016/j.eswa.2023.121674_b58 article-title: LSHADE algorithm with rank-based selective pressure strategy for solving CEC 2017 benchmark problems – volume: 10 start-page: 263 year: 2009 ident: 10.1016/j.eswa.2023.121674_b18 article-title: Evolutionary design of evolutionary algorithms publication-title: Genetic Programming and Evolvable Machines doi: 10.1007/s10710-009-9081-6 – year: 2016 ident: 10.1016/j.eswa.2023.121674_b5 – volume: 165 year: 2021 ident: 10.1016/j.eswa.2023.121674_b14 article-title: Bezier search differential evolution algorithm for numerical function optimization: A comparative study with CRMLSP, MVO, WA, SHADE and LSHADE publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2020.113875 – volume: 13 start-page: 398 year: 2008 ident: 10.1016/j.eswa.2023.121674_b50 article-title: Differential evolution algorithm with strategy adaptation for global numerical optimization publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2008.927706 – year: 2022 ident: 10.1016/j.eswa.2023.121674_b76 article-title: A correlation-guided layered prediction approach for evolutionary dynamic multiobjective optimization publication-title: IEEE Transactions on Evolutionary Computation – start-page: 519 year: 1996 ident: 10.1016/j.eswa.2023.121674_b60 article-title: On the usage of differential evolution for function optimization – volume: 208 year: 2022 ident: 10.1016/j.eswa.2023.121674_b30 article-title: A hybrid steady-state evolutionary algorithm using random swaps for gaussian model-based clustering publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.118159 – start-page: 1531 year: 2021 ident: 10.1016/j.eswa.2023.121674_b19 article-title: Component-based design of multi-objective evolutionary algorithms using the tigon optimization library – volume: 53 start-page: 3873 year: 2022 ident: 10.1016/j.eswa.2023.121674_b36 article-title: Utilizing the relationship between unconstrained and constrained pareto fronts for constrained multiobjective optimization publication-title: IEEE Transactions on Cybernetics doi: 10.1109/TCYB.2022.3163759 – volume: 168 start-page: 80 year: 2019 ident: 10.1016/j.eswa.2023.121674_b43 article-title: PaDE: An enhanced differential evolution algorithm with novel control parameter adaptation schemes for numerical optimization publication-title: Knowledge-Based Systems doi: 10.1016/j.knosys.2019.01.006 – volume: 423 start-page: 172 year: 2018 ident: 10.1016/j.eswa.2023.121674_b71 article-title: Ensemble of differential evolution variants publication-title: Information Sciences doi: 10.1016/j.ins.2017.09.053 – volume: 24 start-page: 201 year: 2019 ident: 10.1016/j.eswa.2023.121674_b24 article-title: A survey of automatic parameter tuning methods for metaheuristics publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2019.2921598 – volume: 329 start-page: 329 year: 2016 ident: 10.1016/j.eswa.2023.121674_b69 article-title: Differential evolution with multi-population based ensemble of mutation strategies publication-title: Information Sciences doi: 10.1016/j.ins.2015.09.009 – volume: 44 start-page: 365 year: 2019 ident: 10.1016/j.eswa.2023.121674_b41 article-title: Multi-population techniques in nature inspired optimization algorithms: A comprehensive survey publication-title: Swarm and Evolutionary Computation doi: 10.1016/j.swevo.2018.04.011 – start-page: 1 year: 2020 ident: 10.1016/j.eswa.2023.121674_b57 article-title: An evolutionary computing approach to solve object identification problem for fall detection in computer vision-based video surveillance applications – volume: 169 year: 2021 ident: 10.1016/j.eswa.2023.121674_b28 article-title: DEBOHID: A differential evolution based oversampling approach for highly imbalanced datasets publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2020.114482 – volume: 126 start-page: 308 year: 2019 ident: 10.1016/j.eswa.2023.121674_b56 article-title: An island-based differential evolution algorithm with the multi-size populations publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2019.02.027 – volume: 138 year: 2019 ident: 10.1016/j.eswa.2023.121674_b64 article-title: An adaptive differential evolution algorithm to optimal multi-level thresholding for MRI brain image segmentation publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2019.07.037 – start-page: 71 year: 2013 ident: 10.1016/j.eswa.2023.121674_b62 article-title: Success-history based parameter adaptation for differential evolution – volume: 42 start-page: 2136 year: 2015 ident: 10.1016/j.eswa.2023.121674_b7 article-title: Image thresholding segmentation based on a novel beta differential evolution approach publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2014.09.043 – volume: 67 start-page: 155 year: 2016 ident: 10.1016/j.eswa.2023.121674_b15 article-title: Adaptive differential evolution algorithm with novel mutation strategies in multiple sub-populations publication-title: Computers & Operations Research doi: 10.1016/j.cor.2015.09.006 – volume: 16 year: 2021 ident: 10.1016/j.eswa.2023.121674_b74 article-title: Improved ensemble of differential evolution variants publication-title: Plos One doi: 10.1371/journal.pone.0256206 – start-page: 1 year: 2019 ident: 10.1016/j.eswa.2023.121674_b31 article-title: An enhanced multi-population ensemble differential evolution – volume: 153 year: 2020 ident: 10.1016/j.eswa.2023.121674_b35 article-title: An improved differential evolution algorithm with dual mutation strategies collaboration publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2020.113451 – volume: 4 start-page: 7262 year: 2016 ident: 10.1016/j.eswa.2023.121674_b33 article-title: Multi-population based ensemble mutation method for single objective bilevel optimization problem publication-title: IEEE Access doi: 10.1109/ACCESS.2016.2617738 – start-page: 1188 year: 2016 ident: 10.1016/j.eswa.2023.121674_b10 article-title: iL-SHADE: Improved L-SHADE algorithm for single objective real-parameter optimization – volume: 10 start-page: 646 year: 2006 ident: 10.1016/j.eswa.2023.121674_b9 article-title: Self-adapting control parameters in differential evolution: A comparative study on numerical benchmark problems publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2006.872133 – volume: 58 start-page: 4396 year: 2022 ident: 10.1016/j.eswa.2023.121674_b67 article-title: Ensemble of metaheuristic and exact algorithm based on the divide-and-conquer framework for multisatellite observation scheduling publication-title: IEEE Transactions on Aerospace and Electronic Systems doi: 10.1109/TAES.2022.3160993 – volume: 52 start-page: 2954 year: 2021 ident: 10.1016/j.eswa.2023.121674_b75 article-title: Dynamic selection preference-assisted constrained multiobjective differential evolution publication-title: IEEE Transactions on Systems, Man, and Cybernetics: Systems doi: 10.1109/TSMC.2021.3061698 – volume: 47 start-page: 231 year: 2017 ident: 10.1016/j.eswa.2023.121674_b32 article-title: Multi-search differential evolution algorithm publication-title: Applied Intelligence doi: 10.1007/s10489-016-0885-9 – volume: 11 start-page: 1679 year: 2011 ident: 10.1016/j.eswa.2023.121674_b42 article-title: Differential evolution algorithm with ensemble of parameters and mutation strategies publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2010.04.024 – start-page: 1311 year: 2017 ident: 10.1016/j.eswa.2023.121674_b11 article-title: Single objective real-parameter optimization: Algorithm jSO – volume: 211 year: 2023 ident: 10.1016/j.eswa.2023.121674_b49 article-title: CSP-Ph-PS: Learning CSP-phase space and poincare sections based on evolutionary algorithm for EEG signals recognition publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.118621 – volume: 26 start-page: 646 year: 2021 ident: 10.1016/j.eswa.2023.121674_b72 article-title: A voting-mechanism-based ensemble framework for constraint handling techniques publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2021.3110130 – volume: 3 start-page: 43 year: 2016 ident: 10.1016/j.eswa.2023.121674_b38 article-title: The irace package: Iterated racing for automatic algorithm configuration publication-title: Operations Research Perspectives doi: 10.1016/j.orp.2016.09.002 – volume: 213 year: 2022 ident: 10.1016/j.eswa.2023.121674_b77 article-title: A fast and efficient discrete evolutionary algorithm for the uncapacitated facility location problem publication-title: Expert Systems with Applications – ident: 10.1016/j.eswa.2023.121674_b37 – start-page: 1658 year: 2014 ident: 10.1016/j.eswa.2023.121674_b63 article-title: Improving the search performance of SHADE using linear population size reduction – start-page: 329 year: 2020 ident: 10.1016/j.eswa.2023.121674_b25 article-title: Towards grammatical evolution-based automated design of differential evolution algorithm – volume: 55 year: 2020 ident: 10.1016/j.eswa.2023.121674_b70 article-title: Configuring differential evolution adaptively via path search in a directed acyclic graph for data clustering publication-title: Swarm and Evolutionary Computation doi: 10.1016/j.swevo.2020.100690 – volume: 54 year: 2020 ident: 10.1016/j.eswa.2023.121674_b45 article-title: A better balance in metaheuristic algorithms: Does it exist? publication-title: Swarm and Evolutionary Computation doi: 10.1016/j.swevo.2020.100671 – volume: 181 year: 2021 ident: 10.1016/j.eswa.2023.121674_b29 article-title: High utility itemset mining using binary differential evolution: An application to customer segmentation publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2021.115122 – volume: 3 start-page: 17 year: 2011 ident: 10.1016/j.eswa.2023.121674_b2 article-title: Improved differential evolution algorithm with decentralisation of population publication-title: International Journal of Bio-Inspired Computation doi: 10.1504/IJBIC.2011.038701 – volume: 20 start-page: 403 year: 2015 ident: 10.1016/j.eswa.2023.121674_b8 article-title: Automatic component-wise design of multiobjective evolutionary algorithms publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2015.2474158 – volume: 290 start-page: 130 year: 2018 ident: 10.1016/j.eswa.2023.121674_b65 article-title: An improved multi-population ensemble differential evolution publication-title: Neurocomputing doi: 10.1016/j.neucom.2018.02.038 – volume: 162 year: 2020 ident: 10.1016/j.eswa.2023.121674_b54 article-title: Landscape-assisted multi-operator differential evolution for solving constrained optimization problems publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2019.113033 – volume: 13 start-page: 945 year: 2009 ident: 10.1016/j.eswa.2023.121674_b78 article-title: JADE: Adaptive differential evolution with optional external archive publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2009.2014613 – volume: 577 start-page: 663 year: 2021 ident: 10.1016/j.eswa.2023.121674_b44 article-title: CS-DE: Cooperative strategy based differential evolution with population diversity enhancement publication-title: Information Sciences doi: 10.1016/j.ins.2021.07.080 – start-page: 137 year: 2018 ident: 10.1016/j.eswa.2023.121674_b39 article-title: Structured grammatical evolution: A dynamic approach – volume: 33 start-page: 304 year: 2015 ident: 10.1016/j.eswa.2023.121674_b1 article-title: Multi-population differential evolution with balanced ensemble of mutation strategies for large-scale global optimization publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2015.04.019 – start-page: 372 year: 2017 ident: 10.1016/j.eswa.2023.121674_b6 article-title: Ensemble sinusoidal differential covariance matrix adaptation with euclidean neighborhood for solving CEC2017 benchmark problems – start-page: 1525 year: 2013 ident: 10.1016/j.eswa.2023.121674_b40 article-title: The importance of the learning conditions in hyper-heuristics – year: 2011 ident: 10.1016/j.eswa.2023.121674_b3 – volume: 15 start-page: 14 year: 2020 ident: 10.1016/j.eswa.2023.121674_b52 article-title: The general combinatorial optimization problem: Towards automated algorithm design publication-title: IEEE Computational Intelligence Magazine doi: 10.1109/MCI.2020.2976182 – volume: 189 year: 2021 ident: 10.1016/j.eswa.2023.121674_b4 article-title: A differential evolution algorithm for the customer order scheduling problem with sequence-dependent setup times publication-title: Expert Systems with Applications – volume: 165 year: 2021 ident: 10.1016/j.eswa.2023.121674_b46 article-title: An improved grammatical evolution approach for generating perturbative heuristics to solve combinatorial optimization problems publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2020.113853 – volume: 192 year: 2022 ident: 10.1016/j.eswa.2023.121674_b17 article-title: Differential evolution with dynamic combination based mutation operator and two-level parameter adaptation strategy publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2021.116298 – volume: 160 year: 2020 ident: 10.1016/j.eswa.2023.121674_b79 article-title: An ensemble discrete differential evolution for the distributed blocking flowshop scheduling with minimizing makespan criterion publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2020.113678 – year: 2010 ident: 10.1016/j.eswa.2023.121674_b16 – volume: 16 start-page: 406 year: 2011 ident: 10.1016/j.eswa.2023.121674_b12 article-title: Grammatical evolution of local search heuristics publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2011.2160401 – volume: 205 year: 2022 ident: 10.1016/j.eswa.2023.121674_b26 article-title: A meta-evolutionary selection of constituents in ensemble differential evolution algorithm publication-title: Expert Systems with Applications – volume: 203 year: 2022 ident: 10.1016/j.eswa.2023.121674_b73 article-title: Matching knowledge graphs with compact niching evolutionary algorithm publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.117371 – volume: 124 year: 2020 ident: 10.1016/j.eswa.2023.121674_b53 article-title: Optimization of digital predistortion models for RF power amplifiers using a modified differential evolution algorithm publication-title: AEU-International Journal of Electronics and Communications – volume: 15 start-page: 55 year: 2011 ident: 10.1016/j.eswa.2023.121674_b66 article-title: Differential evolution with composite trial vector generation strategies and control parameters publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2010.2087271 – volume: 16 start-page: 122 year: 1986 ident: 10.1016/j.eswa.2023.121674_b23 article-title: Optimization of control parameters for genetic algorithms publication-title: IEEE Transactions on Systems, Man, and Cybernetics doi: 10.1109/TSMC.1986.289288 – start-page: 809 year: 2021 ident: 10.1016/j.eswa.2023.121674_b59 article-title: NL-SHADE-RSP algorithm with adaptive archive and selective pressure for CEC 2021 numerical optimization – volume: 44 start-page: 695 year: 2019 ident: 10.1016/j.eswa.2023.121674_b68 article-title: Ensemble strategies for population-based optimization algorithms-A survey publication-title: Swarm and Evolutionary Computation doi: 10.1016/j.swevo.2018.08.015 – volume: 104 start-page: 213 year: 2018 ident: 10.1016/j.eswa.2023.121674_b47 article-title: Comparison of a genetic algorithm to grammatical evolution for automated design of genetic programming classification algorithms publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2018.03.030 – volume: 11 start-page: 341 year: 1997 ident: 10.1016/j.eswa.2023.121674_b61 article-title: Differential evolution–A simple and efficient heuristic for global optimization over continuous spaces publication-title: Journal of Global Optimization doi: 10.1023/A:1008202821328 – volume: 138 year: 2019 ident: 10.1016/j.eswa.2023.121674_b13 article-title: Bernstain-search differential evolution algorithm for numerical function optimization publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2019.112831 – volume: 52 start-page: 1716 year: 2020 ident: 10.1016/j.eswa.2023.121674_b51 article-title: Ensemble many-objective optimization algorithm based on voting mechanism publication-title: IEEE Transactions on Systems, Man, and Cybernetics: Systems doi: 10.1109/TSMC.2020.3034180 – volume: 22 start-page: 318 year: 2022 ident: 10.1016/j.eswa.2023.121674_b27 article-title: Heterogeneous mixing of dynamic differential evolution variants in distributed frame work for global optimisation problems publication-title: International Journal of Advanced Intelligence Paradigms doi: 10.1504/IJAIP.2022.124316 – volume: 213 year: 2023 ident: 10.1016/j.eswa.2023.121674_b20 article-title: Enhancing performance and stability of gain-scheduling control system using evolutionary algorithms: A case study on transport aircraft publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.118859 – start-page: 1034 year: 2011 ident: 10.1016/j.eswa.2023.121674_b21 article-title: GA with a new multi-parent crossover for solving IEEE-CEC2011 competition problems – volume: 421 start-page: 285 year: 2021 ident: 10.1016/j.eswa.2023.121674_b34 article-title: Differential evolution algorithm with multi-population cooperation and multi-strategy integration publication-title: Neurocomputing doi: 10.1016/j.neucom.2020.09.007 – volume: 43 start-page: 88 year: 2018 ident: 10.1016/j.eswa.2023.121674_b48 article-title: Step-by-step improvement of JADE and SHADE-based algorithms: Success or failure? publication-title: Swarm and Evolutionary Computation doi: 10.1016/j.swevo.2018.03.007 |
| SSID | ssj0017007 |
| Score | 2.4620788 |
| Snippet | A meta-evolutionary framework called Differential Evolution Ensemble Designer (DEED) has been proposed in this paper to automate the design of DE ensemble... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 121674 |
| SubjectTerms | Automated algorithm design Ensemble differential evolution Grammatical evolution Meta evolutionary approach Parameter tuning |
| Title | Differential evolution ensemble designer |
| URI | https://dx.doi.org/10.1016/j.eswa.2023.121674 |
| Volume | 238 |
| WOSCitedRecordID | wos001119381500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1873-6793 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0017007 issn: 0957-4174 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LT9wwELZa4NBLS3kIykM59IC08spJHCc5ogKCqkJILGhvkdcZAys2oN2Ex79nvLbDliLUIvViRU5sx_7s0cx4HoR8l1kCGgSnMcSMcjxuVAIIqkOlVCTzJJkaY57_So-Ps34_P3EZ9SbTdAJpVWUPD_ntf4Ua6xBs4zr7D3C3nWIFPiPoWCLsWP4V8Hsu5UltdOFw58bqoLgKI-smZWw2nFHusLXEg3Htwjp7h7eZq-0Wlm6va6lK2bS3F9Oa08umGjUXsnMO1_KxqS_laFahEHFjUWVdKq2Wy3u6PJsVWXVhSnloM-p0wRLLLI2pSG2GQ09NIxus5Q_KbJUEwy5M7k24pyg2cS2E7--3iNenZjAzFopHKDEJ9pHMR2mSI9Ga3z3a7_9sr4lSZv3h_c85ryhrwPdypNc5jxluordIPjsxINi18H0lH6BaIl98io3AUdxlsjOLZtCiGXg0A4_mCjk72O_9OKQuuQVVMWM1VWECKE0yAZmOABkIFslIqhCl-tzchSWxKHHKTHOWaTw9EmKhGVeJ0rnmvIxXyVx1U8EaCUqBk9S5zDi-GAywC0C2HAXFkg8QHblOQj_xQrnI7yYByXXhTfyGhVmswixWYRdrnXTaNrc27smbXyd-PQvHuVmOrED432j37Z3tNsin5527SebqcQNbZEHd1VeT8bbbJU_4PGWX |
| 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=Differential+evolution+ensemble+designer&rft.jtitle=Expert+systems+with+applications&rft.au=M.T.%2C+Indu&rft.au=C.%2C+Shunmuga+Velayutham&rft.date=2024-03-15&rft.pub=Elsevier+Ltd&rft.issn=0957-4174&rft.eissn=1873-6793&rft.volume=238&rft_id=info:doi/10.1016%2Fj.eswa.2023.121674&rft.externalDocID=S0957417423021760 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0957-4174&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0957-4174&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0957-4174&client=summon |