EWSO: Boosting White Shark Optimizer for solving engineering design and combinatorial problems
Population-based meta-heuristic algorithms are crucial for solving optimization issues. One of these recent algorithms that is now believed to be promising metaheuristic algorithm is the White Shark Optimizer (WSO). Although it has produced a number of encouraging results, it has some certain downsi...
Saved in:
| Published in: | Mathematics and computers in simulation Vol. 225; pp. 1124 - 1153 |
|---|---|
| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Elsevier B.V
01.11.2024
|
| Subjects: | |
| ISSN: | 0378-4754 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | Population-based meta-heuristic algorithms are crucial for solving optimization issues. One of these recent algorithms that is now believed to be promising metaheuristic algorithm is the White Shark Optimizer (WSO). Although it has produced a number of encouraging results, it has some certain downsides like other metaheuristic algorithms (MAs). Dropping into the local minimum optima and local solution zones, the uneven distribution of exploration and exploitation abilities, and the slow rate of convergence are some of these downsides. To fight those, two efficient mechanisms, i.e., Enhanced Solution Quality (ESQ) and Orthogonal Learning (OL), have been applied to develop an enhanced version of WSO called EWSO. The effectiveness of EWSO has been comprehensively evaluated using the IEEE CEC’2022 test suite. For further verification and achieving the principle of generality, the proposed algorithm has been used to provide good solutions for three engineering design issues (i.e., Gear train, Vertical deflection of an I beam, and the piston lever), for further applicability it has also been employed to solve two combinatorial optimization problems (i.e., bin packing problem (BPP) and quadratic assignment problems (QAP)). This effectiveness has been evaluated compared to the most recent and common metaheuristics, i.e., Kepler Optimization Algorithm (KOA), Seagull Optimization Algorithm (SOA), Spider Wasp Optimizer (SWO), and some well-known metaheuristic algorithms such as; Sine cosine Algorithm (SCA), Whale Optimization Algorithm (WOA), and Trees Social Relations Optimization (TSR), in addition to the original SWO. The experimental results and statistical measures confirm the effectiveness and reliability of the proposed algorithm (EWSO) in tackling real-world issues. It is able to overcome the previous drawbacks by providing the global optimum and preventing premature convergence through an increase in population diversity.
•Enhanced EWSO algorithm is presented based on ESQ and OL strategies.•The EWSO method is proposed for solving various optimization problems.•The algorithm performance is verified on IEEE CEC’2022 test suite.•The method performance is verified on three different engineering design problems and two combinatorial optimization problems.•Efficiency of the proposed method is compared with many metaheuristics. |
|---|---|
| AbstractList | Population-based meta-heuristic algorithms are crucial for solving optimization issues. One of these recent algorithms that is now believed to be promising metaheuristic algorithm is the White Shark Optimizer (WSO). Although it has produced a number of encouraging results, it has some certain downsides like other metaheuristic algorithms (MAs). Dropping into the local minimum optima and local solution zones, the uneven distribution of exploration and exploitation abilities, and the slow rate of convergence are some of these downsides. To fight those, two efficient mechanisms, i.e., Enhanced Solution Quality (ESQ) and Orthogonal Learning (OL), have been applied to develop an enhanced version of WSO called EWSO. The effectiveness of EWSO has been comprehensively evaluated using the IEEE CEC’2022 test suite. For further verification and achieving the principle of generality, the proposed algorithm has been used to provide good solutions for three engineering design issues (i.e., Gear train, Vertical deflection of an I beam, and the piston lever), for further applicability it has also been employed to solve two combinatorial optimization problems (i.e., bin packing problem (BPP) and quadratic assignment problems (QAP)). This effectiveness has been evaluated compared to the most recent and common metaheuristics, i.e., Kepler Optimization Algorithm (KOA), Seagull Optimization Algorithm (SOA), Spider Wasp Optimizer (SWO), and some well-known metaheuristic algorithms such as; Sine cosine Algorithm (SCA), Whale Optimization Algorithm (WOA), and Trees Social Relations Optimization (TSR), in addition to the original SWO. The experimental results and statistical measures confirm the effectiveness and reliability of the proposed algorithm (EWSO) in tackling real-world issues. It is able to overcome the previous drawbacks by providing the global optimum and preventing premature convergence through an increase in population diversity.
•Enhanced EWSO algorithm is presented based on ESQ and OL strategies.•The EWSO method is proposed for solving various optimization problems.•The algorithm performance is verified on IEEE CEC’2022 test suite.•The method performance is verified on three different engineering design problems and two combinatorial optimization problems.•Efficiency of the proposed method is compared with many metaheuristics. |
| Author | Houssein, Essam H. Saeed, Mahmoud Khalaf Al-Sayed, Mustafa M. |
| Author_xml | – sequence: 1 givenname: Essam H. orcidid: 0000-0002-8127-7233 surname: Houssein fullname: Houssein, Essam H. email: essam.halim@mu.edu.eg – sequence: 2 givenname: Mahmoud Khalaf orcidid: 0009-0006-7776-3008 surname: Saeed fullname: Saeed, Mahmoud Khalaf email: mahmoud.elsaeed@mu.edu.eg – sequence: 3 givenname: Mustafa M. orcidid: 0000-0003-1888-0395 surname: Al-Sayed fullname: Al-Sayed, Mustafa M. email: mustafa.al-sayed@mu.edu.eg |
| BookMark | eNqFkMtqwzAQRbVIoUnaP-hCP2BXsvyIsyi0IX1AIIu0ZFchy-NkUlsKkgi0X1-bdNVFCwNzGebeYc6EjIw1QMgNZzFnPL89xJ0K2nZxwhIRcx4zXo7ImIliFqVFll6SifcHxlivszF5X2436zl9sNYHNDu63WMAutkr90HXx4AdfoGjjXXU2_Y0bIDZoQFwg67B485QZWran6zQqGAdqpYena1a6PwVuWhU6-H6p0_J2-PydfEcrdZPL4v7VaQFy0PU5DMh-hI6S0RW1QVAwYWum6TKC1WmjGvQ_bDSpdA5FylnOquSGYeyyZMqFVOSnnO1s947aOTRYafcp-RMDlzkQZ65yIGL5Fz2XHrb_JdNY1ABrQlOYfuf-e5shv6xE4KTXiMYDTU60EHWFv8O-AacdYbS |
| CitedBy_id | crossref_primary_10_1109_ACCESS_2025_3541975 crossref_primary_10_1016_j_swevo_2025_102032 crossref_primary_10_1016_j_matcom_2025_08_001 crossref_primary_10_1186_s40537_025_01129_2 crossref_primary_10_1109_ACCESS_2024_3460385 crossref_primary_10_1007_s11227_025_07509_y crossref_primary_10_1016_j_est_2025_115655 crossref_primary_10_1007_s10462_024_10857_5 crossref_primary_10_1007_s11831_024_10168_6 crossref_primary_10_1016_j_rineng_2025_105594 crossref_primary_10_1109_ACCESS_2025_3579248 crossref_primary_10_3390_jmse12071207 crossref_primary_10_1016_j_matcom_2024_01_012 crossref_primary_10_1016_j_iswa_2025_200511 |
| Cites_doi | 10.1016/j.eswa.2022.116552 10.1007/s00521-021-06273-3 10.1007/s00521-013-1354-6 10.1007/978-3-642-31187-1_4 10.1016/j.asoc.2019.01.001 10.1016/j.knosys.2015.12.022 10.1016/j.compbiomed.2022.106404 10.1155/2012/756023 10.1016/j.asoc.2012.11.026 10.1080/18756891.2015.1046324 10.1016/j.conengprac.2017.02.010 10.1038/s41598-020-71502-z 10.1016/j.eswa.2020.113364 10.1016/j.enconman.2020.112764 10.1007/s10462-017-9605-z 10.1016/j.eswa.2018.06.023 10.3390/math11030707 10.1016/j.jocs.2017.03.004 10.2307/1907742 10.1109/4235.585893 10.1016/j.engappai.2021.104309 10.1145/3054133 10.1016/j.advengsoft.2016.01.008 10.1016/j.matcom.2021.12.010 10.1016/j.engappai.2020.103731 10.1016/j.engappai.2022.104952 10.1016/j.asoc.2018.08.047 10.1109/TSMCB.2012.2222373 10.1016/j.eswa.2021.115079 10.1016/j.knosys.2018.11.024 10.1016/j.knosys.2023.110454 10.1016/j.eswa.2021.114689 10.1287/mnsc.9.4.586 10.1007/s10664-013-9249-9 |
| ContentType | Journal Article |
| Copyright | 2023 International Association for Mathematics and Computers in Simulation (IMACS) |
| Copyright_xml | – notice: 2023 International Association for Mathematics and Computers in Simulation (IMACS) |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.matcom.2023.11.019 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EndPage | 1153 |
| ExternalDocumentID | 10_1016_j_matcom_2023_11_019 S0378475423004809 |
| GroupedDBID | --K --M -~X .~1 0R~ 1B1 1RT 1~. 1~5 29M 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN 9JO AAAKF AAAKG AACTN AAEDT AAEDW AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AARIN AAXKI AAXUO ABAOU ABEFU ABFNM ABJNI ABMAC ABUCO ABXDB ACDAQ ACGFS ACNNM ACRLP ADBBV ADEZE ADGUI ADMUD ADTZH AEBSH AECPX AEKER AENEX AFFNX AFJKZ AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AIEXJ AIGVJ AIKHN AITUG AJOXV AKRWK ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ APLSM ARUGR AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HAMUX HLZ HMJ HVGLF HZ~ H~9 IHE J1W JJJVA KOM LG9 M26 M41 MHUIS MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG RNS ROL RPZ SBC SDF SDG SES SEW SME SPC SPCBC SSB SSD SST SSW SSZ T5K TN5 WUQ XPP ZMT ~02 ~G- 9DU AATTM AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFPUW AGQPQ AIGII AIIUN AKBMS AKYEP ANKPU APXCP CITATION EFKBS EFLBG ~HD |
| ID | FETCH-LOGICAL-c306t-f68338333c5235bd7ee713cdf2b67a9401cec7eebc93c613410c5b281e9f62b43 |
| ISICitedReferencesCount | 17 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001283870600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0378-4754 |
| IngestDate | Sat Nov 29 05:44:57 EST 2025 Tue Nov 18 21:45:06 EST 2025 Sat Sep 28 16:09:27 EDT 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Combinatorial optimization problems Quadratic assignment problems Engineering design problems Metaheuristics White Shark Optimizer (WSO) Bin packing problem IEEE CEC2022 test suite |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c306t-f68338333c5235bd7ee713cdf2b67a9401cec7eebc93c613410c5b281e9f62b43 |
| ORCID | 0000-0003-1888-0395 0000-0002-8127-7233 0009-0006-7776-3008 |
| PageCount | 30 |
| ParticipantIDs | crossref_primary_10_1016_j_matcom_2023_11_019 crossref_citationtrail_10_1016_j_matcom_2023_11_019 elsevier_sciencedirect_doi_10_1016_j_matcom_2023_11_019 |
| PublicationCentury | 2000 |
| PublicationDate | November 2024 2024-11-00 |
| PublicationDateYYYYMMDD | 2024-11-01 |
| PublicationDate_xml | – month: 11 year: 2024 text: November 2024 |
| PublicationDecade | 2020 |
| PublicationTitle | Mathematics and computers in simulation |
| PublicationYear | 2024 |
| Publisher | Elsevier B.V |
| Publisher_xml | – name: Elsevier B.V |
| References | Abdel-Basset, Manogaran, El-Shahat, Mirjalili (b1) 2018; 73 Dhiman, Kumar (b12) 2019; 165 Ligeiro (b36) 2017; 20 Sadollah, Bahreininejad, Eskandar, Hamdi (b44) 2013; 13 Abdel-Basset, Mohamed, Jameel, Abouhawwash (b3) 2023 Zendaoui, Layeb (b55) 2016 Burkard, Çela, Karisch, Rendl (b9) 2010; 11 Ibraheem, Khudhur (b29) 2022; 1 Sandgren (b45) 1988; 26584 Gary, Johnson (b17) 1979 Cavazzuti, Cavazzuti (b10) 2013 Mirjalili (b38) 2016; 96 Li, Wang, Alavi (b34) 2020 Razmjooy, Ashourian, Foroozandeh (b43) 2021 Layeb, Chenche (b33) 2012; 4 Probert (b42) 2012 Dokeroglu, Sevinc, Cosar (b13) 2019; 76 Gezici, Livatyali (b18) 2022; 113 Houssein, Emam, Ali (b20) 2021; 33 Vasant, Vasant (b51) 2012 Vanderplaats (b50) 1999 Houssein, Mahdy, Blondin, Shebl, Mohamed (b23) 2021; 174 Houssein, Helmy, Rezk, Nassef (b21) 2021; 103 Houssein, Çelik, Mahdy, Ghoniem (b19) 2022; 195 Braik, Hammouri, Atwan, Al-Betar, Awadallah (b8) 2022 Hussain, Salleh, Cheng, Shi (b26) 2019; 52 Wolpert, Macready (b52) 1997; 1 Ewees, Elaziz, Houssein (b15) 2018; 112 Zendaoui, Layeb (b54) 2016 Emam, Houssein, Ghoniem (b14) 2023; 152 Mohamed, Hadi, Mohamed, Awad (b40) 2020 Ahmadianfar, Heidari, Gandomi, Chu, Chen (b4) 2021 Houssein, Saad, Hashim, Shaban, Hassaballah (b24) 2020; 94 Houssein, Hosney, Elhoseny, Oliva, Mohamed, Hassaballah (b22) 2020; 10 Alimoradi, Azgomi, Asghari (b5) 2022; 194 Houssein, Sayed (b25) 2023; 11 Soler-Dominguez, Juan, Kizys (b48) 2017; 50 Gao, Liu, Huang (b16) 2013; 43 Lin, Tsai, Yu (b37) 2012; 2012 Mirjalili, Lewis (b39) 2016; 95 Abdel-Basset, Mohamed, Azeem, Jameel, Abouhawwash (b2) 2023; 268 Chandra, Singh (b11) 2014; 5 Tang, Fong, Dey (b49) 2018 Zhang, Heidari, Wang, Zhang, Chen, Li (b56) 2020; 211 Bai, Eke, Lee (b7) 2017; 61 Hussien, Hassanien, Houssein, Bhattacharyya, Amin (b28) 2019 Li, Wang, Yin (b35) 2014; 24 Neggaz, Houssein, Hussain (b41) 2020 Hussain, Salleh, Cheng, Shi (b27) 2019; 52 Izci, Serdar Ekinci, Kayri (b30) 2020 Lawler (b32) 1963; 9 Scholl, Klein (b47) 2007 Arcuri, Fraser (b6) 2013; 18 Schneider, Kirkpatrick (b46) 2007 Xiong, Molina, Ortiz, Herrera (b53) 2015; 8 Koopmans, Beckmann (b31) 1957 Xiong (10.1016/j.matcom.2023.11.019_b53) 2015; 8 Zhang (10.1016/j.matcom.2023.11.019_b56) 2020; 211 Abdel-Basset (10.1016/j.matcom.2023.11.019_b1) 2018; 73 Houssein (10.1016/j.matcom.2023.11.019_b21) 2021; 103 Chandra (10.1016/j.matcom.2023.11.019_b11) 2014; 5 Houssein (10.1016/j.matcom.2023.11.019_b24) 2020; 94 Hussien (10.1016/j.matcom.2023.11.019_b28) 2019 Mirjalili (10.1016/j.matcom.2023.11.019_b39) 2016; 95 Layeb (10.1016/j.matcom.2023.11.019_b33) 2012; 4 Gary (10.1016/j.matcom.2023.11.019_b17) 1979 Bai (10.1016/j.matcom.2023.11.019_b7) 2017; 61 Alimoradi (10.1016/j.matcom.2023.11.019_b5) 2022; 194 Lawler (10.1016/j.matcom.2023.11.019_b32) 1963; 9 Vasant (10.1016/j.matcom.2023.11.019_b51) 2012 Ewees (10.1016/j.matcom.2023.11.019_b15) 2018; 112 Gao (10.1016/j.matcom.2023.11.019_b16) 2013; 43 Sadollah (10.1016/j.matcom.2023.11.019_b44) 2013; 13 Soler-Dominguez (10.1016/j.matcom.2023.11.019_b48) 2017; 50 Abdel-Basset (10.1016/j.matcom.2023.11.019_b2) 2023; 268 Zendaoui (10.1016/j.matcom.2023.11.019_b55) 2016 Wolpert (10.1016/j.matcom.2023.11.019_b52) 1997; 1 Ibraheem (10.1016/j.matcom.2023.11.019_b29) 2022; 1 Burkard (10.1016/j.matcom.2023.11.019_b9) 2010; 11 Houssein (10.1016/j.matcom.2023.11.019_b22) 2020; 10 Koopmans (10.1016/j.matcom.2023.11.019_b31) 1957 Houssein (10.1016/j.matcom.2023.11.019_b19) 2022; 195 Houssein (10.1016/j.matcom.2023.11.019_b20) 2021; 33 Mirjalili (10.1016/j.matcom.2023.11.019_b38) 2016; 96 Ligeiro (10.1016/j.matcom.2023.11.019_b36) 2017; 20 Braik (10.1016/j.matcom.2023.11.019_b8) 2022 Hussain (10.1016/j.matcom.2023.11.019_b26) 2019; 52 Houssein (10.1016/j.matcom.2023.11.019_b25) 2023; 11 Probert (10.1016/j.matcom.2023.11.019_b42) 2012 Mohamed (10.1016/j.matcom.2023.11.019_b40) 2020 Dhiman (10.1016/j.matcom.2023.11.019_b12) 2019; 165 Neggaz (10.1016/j.matcom.2023.11.019_b41) 2020 Scholl (10.1016/j.matcom.2023.11.019_b47) 2007 Gezici (10.1016/j.matcom.2023.11.019_b18) 2022; 113 Zendaoui (10.1016/j.matcom.2023.11.019_b54) 2016 Lin (10.1016/j.matcom.2023.11.019_b37) 2012; 2012 Houssein (10.1016/j.matcom.2023.11.019_b23) 2021; 174 Dokeroglu (10.1016/j.matcom.2023.11.019_b13) 2019; 76 Li (10.1016/j.matcom.2023.11.019_b34) 2020 Emam (10.1016/j.matcom.2023.11.019_b14) 2023; 152 Sandgren (10.1016/j.matcom.2023.11.019_b45) 1988; 26584 Hussain (10.1016/j.matcom.2023.11.019_b27) 2019; 52 Abdel-Basset (10.1016/j.matcom.2023.11.019_b3) 2023 Izci (10.1016/j.matcom.2023.11.019_b30) 2020 Cavazzuti (10.1016/j.matcom.2023.11.019_b10) 2013 Razmjooy (10.1016/j.matcom.2023.11.019_b43) 2021 Li (10.1016/j.matcom.2023.11.019_b35) 2014; 24 Ahmadianfar (10.1016/j.matcom.2023.11.019_b4) 2021 Arcuri (10.1016/j.matcom.2023.11.019_b6) 2013; 18 Schneider (10.1016/j.matcom.2023.11.019_b46) 2007 Tang (10.1016/j.matcom.2023.11.019_b49) 2018 Vanderplaats (10.1016/j.matcom.2023.11.019_b50) 1999 |
| References_xml | – volume: 10 start-page: 1 year: 2020 end-page: 22 ident: b22 article-title: Hybrid harris hawks optimization with cuckoo search for drug design and discovery in chemoinformatics publication-title: Sci. Rep. – start-page: 79 year: 2019 end-page: 87 ident: b28 article-title: S-shaped binary whale optimization algorithm for feature selection publication-title: Recent Trends in Signal and Image Processing: ISSIP 2017 – start-page: 182 year: 2018 end-page: 196 ident: b49 article-title: Metaheuristics and chaos theory publication-title: Chaos Theory – volume: 26584 start-page: 95 year: 1988 end-page: 105 ident: b45 article-title: Nonlinear integer and discrete programming in mechanical design publication-title: International Design Engineering Technical Conferences and Computers and Information in Engineering Conference – start-page: 77 year: 2013 end-page: 102 ident: b10 article-title: Deterministic optimization publication-title: Optim. Methods: Theory Des. Sci. Technol. Aspects Mech. – volume: 52 start-page: 2191 year: 2019 end-page: 2233 ident: b26 article-title: Metaheuristic research: a comprehensive survey publication-title: Artif. Intell. Rev. – volume: 2012 year: 2012 ident: b37 article-title: A review of deterministic optimization methods in engineering and management publication-title: Math. Probl. Eng. – volume: 195 year: 2022 ident: b19 article-title: Self-adaptive equilibrium optimizer for solving global, combinatorial, engineering, and multi-objective problems publication-title: Expert Syst. Appl. – year: 1999 ident: b50 article-title: DOT–Design Optimization Tools–USERS MANUAL–Version 5.0 – volume: 73 start-page: 530 year: 2018 end-page: 546 ident: b1 article-title: Integrating the whale algorithm with tabu search for quadratic assignment problem: a new approach for locating hospital departments publication-title: Appl. Soft Comput. – start-page: 1 year: 2023 end-page: 64 ident: b3 article-title: Spider wasp optimizer: A novel meta-heuristic optimization algorithm publication-title: Artif. Intell. Rev. – start-page: 53 year: 1957 end-page: 76 ident: b31 article-title: Assignment problems and the location of economic activities publication-title: Econometrica: J. Econometric Soc. – volume: 76 start-page: 595 year: 2019 end-page: 606 ident: b13 article-title: Artificial bee colony optimization for the quadratic assignment problem publication-title: Appl. Soft Comput. – volume: 50 start-page: 1 year: 2017 end-page: 23 ident: b48 article-title: A survey on financial applications of metaheuristics publication-title: ACM Comput. Surv. – volume: 112 start-page: 156 year: 2018 end-page: 172 ident: b15 article-title: Improved grasshopper optimization algorithm using opposition-based learning publication-title: Expert Syst. Appl. – volume: 43 start-page: 1011 year: 2013 end-page: 1024 ident: b16 article-title: A novel artificial bee colony algorithm based on modified search equation and orthogonal learning publication-title: IEEE Trans. Cybern. – volume: 4 start-page: 8 year: 2012 ident: b33 article-title: A novel grasp algorithm for solving the bin packing problem publication-title: Int. J. Inf. Eng. Electron. Bus. – year: 2012 ident: b42 article-title: Engineering optimisation: An introduction with metaheuristic applications, by xin-she yang: Scope: reference. Level: undergraduate, postgraduate, early career researcher, researcher, specialist, scientist, engineers – volume: 5 start-page: 5368 year: 2014 end-page: 5373 ident: b11 article-title: Firefly algorithm to solve two dimensional bin packing problem publication-title: Int. J. Comput. Sci. Inf. Technol. – year: 2007 ident: b46 article-title: Stochastic Optimization – start-page: 1 year: 2020 end-page: 8 ident: b40 article-title: Evaluating the performance of adaptive gaining sharing knowledge based algorithm on CEC 2020 benchmark problems publication-title: 2020 IEEE Congress on Evolutionary Computation (CEC) – year: 2022 ident: b8 article-title: White shark optimizer: A novel bio-inspired meta-heuristic algorithm for global optimization problems – volume: 33 start-page: 16899 year: 2021 end-page: 16919 ident: b20 article-title: Improved manta ray foraging optimization for multi-level thresholding using COVID-19 CT images publication-title: Neural Comput. Appl. – volume: 11 start-page: 10 year: 2010 end-page: 1023 ident: b9 article-title: QAPLIB-a quadratic assignment problem library (2009) publication-title: Accessed – volume: 103 year: 2021 ident: b21 article-title: An enhanced archimedes optimization algorithm based on local escaping operator and orthogonal learning for PEM fuel cell parameter identification publication-title: Eng. Appl. Artif. Intell. – year: 2021 ident: b43 article-title: Metaheuristics and optimization in computer and electrical engineering – volume: 1 start-page: 115 year: 2022 ident: b29 article-title: Optimization algorithm based on the Euler method for solving fuzzy nonlinear equations publication-title: East.-Eur. J. Enterpr. Technol. – year: 1979 ident: b17 article-title: Computers and intractability: A guide to the theory of NP-completeness – volume: 8 start-page: 606 year: 2015 end-page: 636 ident: b53 article-title: A walk into metaheuristics for engineering optimization: principles, methods and recent trends publication-title: Int. J. Comput. Intell. Syst. – volume: 94 year: 2020 ident: b24 article-title: Lévy flight distribution: A new metaheuristic algorithm for solving engineering optimization problems publication-title: Eng. Appl. Artif. Intell. – year: 2020 ident: b34 article-title: Learning-based elephant herding optimization algorithm for solving numerical optimization problems publication-title: Knowl.-Based Syst. – volume: 165 start-page: 169 year: 2019 end-page: 196 ident: b12 article-title: Seagull optimization algorithm: Theory and its applications for large-scale industrial engineering problems publication-title: Knowl.-Based Syst. – volume: 96 start-page: 120 year: 2016 end-page: 133 ident: b38 article-title: SCA: a sine cosine algorithm for solving optimization problems publication-title: Knowl.-Based Syst. – volume: 211 year: 2020 ident: b56 article-title: Orthogonal nelder-mead moth flame method for parameters identification of photovoltaic modules publication-title: Energy Convers. Manage. – year: 2020 ident: b41 article-title: An efficient henry gas solubility optimization for feature selection publication-title: Expert Syst. Appl. – volume: 61 start-page: 163 year: 2017 end-page: 172 ident: b7 article-title: An improved artificial bee colony optimization algorithm based on orthogonal learning for optimal power flow problem publication-title: Control Eng. Pract. – volume: 24 start-page: 1233 year: 2014 end-page: 1247 ident: b35 article-title: Enhancing the performance of cuckoo search algorithm using orthogonal learning method publication-title: Neural Comput. Appl. – volume: 11 start-page: 707 year: 2023 ident: b25 article-title: Dynamic candidate solution boosted beluga whale optimization algorithm for biomedical classification publication-title: Mathematics – volume: 95 start-page: 51 year: 2016 end-page: 67 ident: b39 article-title: The whale optimization algorithm publication-title: Adv. Eng. Softw. – volume: 13 start-page: 2592 year: 2013 end-page: 2612 ident: b44 article-title: Mine blast algorithm: A new population based algorithm for solving constrained engineering optimization problems publication-title: Appl. Soft Comput. – start-page: 107 year: 2016 end-page: 120 ident: b54 article-title: Adaptive cuckoo search algorithm for the bin packing problem publication-title: Modelling and Implementation of Complex Systems – volume: 152 year: 2023 ident: b14 article-title: A modified reptile search algorithm for global optimization and image segmentation: Case study brain MRI images publication-title: Comput. Biol. Med. – start-page: 1 year: 2020 end-page: 6 ident: b30 article-title: Improved manta ray foraging optimization using opposition-based learning for optimization problems publication-title: International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA) – volume: 194 start-page: 629 year: 2022 end-page: 664 ident: b5 article-title: Trees social relations optimization algorithm: A new swarm-based metaheuristic technique to solve continuous and discrete optimization problems publication-title: Math. Comput. Simulation – volume: 268 year: 2023 ident: b2 article-title: Kepler optimization algorithm: A new metaheuristic algorithm inspired by Kepler’s laws of planetary motion publication-title: Knowl.-Based Syst. – volume: 113 year: 2022 ident: b18 article-title: An improved harris hawks optimization algorithm for continuous and discrete optimization problems publication-title: Eng. Appl. Artif. Intell. – volume: 18 start-page: 594 year: 2013 end-page: 623 ident: b6 article-title: Parameter tuning or default values? An empirical investigation in search-based software engineering publication-title: Empir. Softw. Eng. – year: 2012 ident: b51 article-title: Meta-heuristics optimization algorithms in engineering, business, economics, and finance – year: 2007 ident: b47 article-title: Bin packing – volume: 174 year: 2021 ident: b23 article-title: Hybrid slime mould algorithm with adaptive guided differential evolution algorithm for combinatorial and global optimization problems publication-title: Expert Syst. Appl. – volume: 9 start-page: 586 year: 1963 end-page: 599 ident: b32 article-title: The quadratic assignment problem publication-title: Manage. Sci. – year: 2021 ident: b4 article-title: RUN beyond the metaphor: An efficient optimization algorithm based on runge kutta method publication-title: Expert Syst. Appl. – volume: 52 start-page: 2191 year: 2019 end-page: 2233 ident: b27 article-title: Metaheuristic research: a comprehensive survey publication-title: Artif. Intell. Rev. – volume: 20 start-page: 1 year: 2017 end-page: 7 ident: b36 article-title: Linked Markovian quantum tunnels: An approximation technique for solving the bin packing problem publication-title: J. Comput. Sci. – volume: 1 start-page: 67 year: 1997 end-page: 82 ident: b52 article-title: No free lunch theorems for optimization publication-title: IEEE transactions on evolutionary computation – start-page: 107 year: 2016 end-page: 120 ident: b55 article-title: Adaptive cuckoo search algorithm for the bin packing problem publication-title: Modelling and Implementation of Complex Systems – volume: 195 year: 2022 ident: 10.1016/j.matcom.2023.11.019_b19 article-title: Self-adaptive equilibrium optimizer for solving global, combinatorial, engineering, and multi-objective problems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2022.116552 – volume: 33 start-page: 16899 issue: 24 year: 2021 ident: 10.1016/j.matcom.2023.11.019_b20 article-title: Improved manta ray foraging optimization for multi-level thresholding using COVID-19 CT images publication-title: Neural Comput. Appl. doi: 10.1007/s00521-021-06273-3 – volume: 24 start-page: 1233 year: 2014 ident: 10.1016/j.matcom.2023.11.019_b35 article-title: Enhancing the performance of cuckoo search algorithm using orthogonal learning method publication-title: Neural Comput. Appl. doi: 10.1007/s00521-013-1354-6 – start-page: 77 year: 2013 ident: 10.1016/j.matcom.2023.11.019_b10 article-title: Deterministic optimization publication-title: Optim. Methods: Theory Des. Sci. Technol. Aspects Mech. doi: 10.1007/978-3-642-31187-1_4 – volume: 76 start-page: 595 year: 2019 ident: 10.1016/j.matcom.2023.11.019_b13 article-title: Artificial bee colony optimization for the quadratic assignment problem publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2019.01.001 – volume: 96 start-page: 120 year: 2016 ident: 10.1016/j.matcom.2023.11.019_b38 article-title: SCA: a sine cosine algorithm for solving optimization problems publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2015.12.022 – volume: 152 year: 2023 ident: 10.1016/j.matcom.2023.11.019_b14 article-title: A modified reptile search algorithm for global optimization and image segmentation: Case study brain MRI images publication-title: Comput. Biol. Med. doi: 10.1016/j.compbiomed.2022.106404 – volume: 2012 year: 2012 ident: 10.1016/j.matcom.2023.11.019_b37 article-title: A review of deterministic optimization methods in engineering and management publication-title: Math. Probl. Eng. doi: 10.1155/2012/756023 – start-page: 1 year: 2020 ident: 10.1016/j.matcom.2023.11.019_b40 article-title: Evaluating the performance of adaptive gaining sharing knowledge based algorithm on CEC 2020 benchmark problems – start-page: 79 year: 2019 ident: 10.1016/j.matcom.2023.11.019_b28 article-title: S-shaped binary whale optimization algorithm for feature selection – volume: 1 start-page: 115 issue: 4 year: 2022 ident: 10.1016/j.matcom.2023.11.019_b29 article-title: Optimization algorithm based on the Euler method for solving fuzzy nonlinear equations publication-title: East.-Eur. J. Enterpr. Technol. – year: 2007 ident: 10.1016/j.matcom.2023.11.019_b46 – start-page: 1 year: 2020 ident: 10.1016/j.matcom.2023.11.019_b30 article-title: Improved manta ray foraging optimization using opposition-based learning for optimization problems – year: 2012 ident: 10.1016/j.matcom.2023.11.019_b51 – volume: 13 start-page: 2592 issue: 5 year: 2013 ident: 10.1016/j.matcom.2023.11.019_b44 article-title: Mine blast algorithm: A new population based algorithm for solving constrained engineering optimization problems publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2012.11.026 – volume: 8 start-page: 606 issue: 4 year: 2015 ident: 10.1016/j.matcom.2023.11.019_b53 article-title: A walk into metaheuristics for engineering optimization: principles, methods and recent trends publication-title: Int. J. Comput. Intell. Syst. doi: 10.1080/18756891.2015.1046324 – start-page: 1 year: 2023 ident: 10.1016/j.matcom.2023.11.019_b3 article-title: Spider wasp optimizer: A novel meta-heuristic optimization algorithm publication-title: Artif. Intell. Rev. – volume: 61 start-page: 163 year: 2017 ident: 10.1016/j.matcom.2023.11.019_b7 article-title: An improved artificial bee colony optimization algorithm based on orthogonal learning for optimal power flow problem publication-title: Control Eng. Pract. doi: 10.1016/j.conengprac.2017.02.010 – volume: 10 start-page: 1 issue: 1 year: 2020 ident: 10.1016/j.matcom.2023.11.019_b22 article-title: Hybrid harris hawks optimization with cuckoo search for drug design and discovery in chemoinformatics publication-title: Sci. Rep. doi: 10.1038/s41598-020-71502-z – year: 2007 ident: 10.1016/j.matcom.2023.11.019_b47 – year: 1999 ident: 10.1016/j.matcom.2023.11.019_b50 – year: 2020 ident: 10.1016/j.matcom.2023.11.019_b41 article-title: An efficient henry gas solubility optimization for feature selection publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.113364 – volume: 211 year: 2020 ident: 10.1016/j.matcom.2023.11.019_b56 article-title: Orthogonal nelder-mead moth flame method for parameters identification of photovoltaic modules publication-title: Energy Convers. Manage. doi: 10.1016/j.enconman.2020.112764 – volume: 5 start-page: 5368 issue: 4 year: 2014 ident: 10.1016/j.matcom.2023.11.019_b11 article-title: Firefly algorithm to solve two dimensional bin packing problem publication-title: Int. J. Comput. Sci. Inf. Technol. – year: 2020 ident: 10.1016/j.matcom.2023.11.019_b34 article-title: Learning-based elephant herding optimization algorithm for solving numerical optimization problems publication-title: Knowl.-Based Syst. – year: 1979 ident: 10.1016/j.matcom.2023.11.019_b17 – volume: 52 start-page: 2191 issue: 4 year: 2019 ident: 10.1016/j.matcom.2023.11.019_b27 article-title: Metaheuristic research: a comprehensive survey publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-017-9605-z – volume: 26584 start-page: 95 year: 1988 ident: 10.1016/j.matcom.2023.11.019_b45 article-title: Nonlinear integer and discrete programming in mechanical design – volume: 112 start-page: 156 year: 2018 ident: 10.1016/j.matcom.2023.11.019_b15 article-title: Improved grasshopper optimization algorithm using opposition-based learning publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2018.06.023 – volume: 11 start-page: 707 issue: 3 year: 2023 ident: 10.1016/j.matcom.2023.11.019_b25 article-title: Dynamic candidate solution boosted beluga whale optimization algorithm for biomedical classification publication-title: Mathematics doi: 10.3390/math11030707 – year: 2012 ident: 10.1016/j.matcom.2023.11.019_b42 – volume: 20 start-page: 1 year: 2017 ident: 10.1016/j.matcom.2023.11.019_b36 article-title: Linked Markovian quantum tunnels: An approximation technique for solving the bin packing problem publication-title: J. Comput. Sci. doi: 10.1016/j.jocs.2017.03.004 – start-page: 53 year: 1957 ident: 10.1016/j.matcom.2023.11.019_b31 article-title: Assignment problems and the location of economic activities publication-title: Econometrica: J. Econometric Soc. doi: 10.2307/1907742 – volume: 1 start-page: 67 issue: 1 year: 1997 ident: 10.1016/j.matcom.2023.11.019_b52 article-title: No free lunch theorems for optimization publication-title: IEEE transactions on evolutionary computation doi: 10.1109/4235.585893 – volume: 103 year: 2021 ident: 10.1016/j.matcom.2023.11.019_b21 article-title: An enhanced archimedes optimization algorithm based on local escaping operator and orthogonal learning for PEM fuel cell parameter identification publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2021.104309 – volume: 50 start-page: 1 issue: 1 year: 2017 ident: 10.1016/j.matcom.2023.11.019_b48 article-title: A survey on financial applications of metaheuristics publication-title: ACM Comput. Surv. doi: 10.1145/3054133 – volume: 95 start-page: 51 year: 2016 ident: 10.1016/j.matcom.2023.11.019_b39 article-title: The whale optimization algorithm publication-title: Adv. Eng. Softw. doi: 10.1016/j.advengsoft.2016.01.008 – volume: 4 start-page: 8 issue: 2 year: 2012 ident: 10.1016/j.matcom.2023.11.019_b33 article-title: A novel grasp algorithm for solving the bin packing problem publication-title: Int. J. Inf. Eng. Electron. Bus. – volume: 11 start-page: 10 issue: 10 year: 2010 ident: 10.1016/j.matcom.2023.11.019_b9 article-title: QAPLIB-a quadratic assignment problem library (2009) publication-title: Accessed – volume: 194 start-page: 629 year: 2022 ident: 10.1016/j.matcom.2023.11.019_b5 article-title: Trees social relations optimization algorithm: A new swarm-based metaheuristic technique to solve continuous and discrete optimization problems publication-title: Math. Comput. Simulation doi: 10.1016/j.matcom.2021.12.010 – volume: 94 year: 2020 ident: 10.1016/j.matcom.2023.11.019_b24 article-title: Lévy flight distribution: A new metaheuristic algorithm for solving engineering optimization problems publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2020.103731 – volume: 113 year: 2022 ident: 10.1016/j.matcom.2023.11.019_b18 article-title: An improved harris hawks optimization algorithm for continuous and discrete optimization problems publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2022.104952 – volume: 52 start-page: 2191 issue: 4 year: 2019 ident: 10.1016/j.matcom.2023.11.019_b26 article-title: Metaheuristic research: a comprehensive survey publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-017-9605-z – volume: 73 start-page: 530 year: 2018 ident: 10.1016/j.matcom.2023.11.019_b1 article-title: Integrating the whale algorithm with tabu search for quadratic assignment problem: a new approach for locating hospital departments publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2018.08.047 – volume: 43 start-page: 1011 issue: 3 year: 2013 ident: 10.1016/j.matcom.2023.11.019_b16 article-title: A novel artificial bee colony algorithm based on modified search equation and orthogonal learning publication-title: IEEE Trans. Cybern. doi: 10.1109/TSMCB.2012.2222373 – year: 2021 ident: 10.1016/j.matcom.2023.11.019_b4 article-title: RUN beyond the metaphor: An efficient optimization algorithm based on runge kutta method publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.115079 – volume: 165 start-page: 169 year: 2019 ident: 10.1016/j.matcom.2023.11.019_b12 article-title: Seagull optimization algorithm: Theory and its applications for large-scale industrial engineering problems publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2018.11.024 – year: 2021 ident: 10.1016/j.matcom.2023.11.019_b43 – start-page: 182 year: 2018 ident: 10.1016/j.matcom.2023.11.019_b49 article-title: Metaheuristics and chaos theory publication-title: Chaos Theory – volume: 268 year: 2023 ident: 10.1016/j.matcom.2023.11.019_b2 article-title: Kepler optimization algorithm: A new metaheuristic algorithm inspired by Kepler’s laws of planetary motion publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2023.110454 – volume: 174 year: 2021 ident: 10.1016/j.matcom.2023.11.019_b23 article-title: Hybrid slime mould algorithm with adaptive guided differential evolution algorithm for combinatorial and global optimization problems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.114689 – volume: 9 start-page: 586 issue: 4 year: 1963 ident: 10.1016/j.matcom.2023.11.019_b32 article-title: The quadratic assignment problem publication-title: Manage. Sci. doi: 10.1287/mnsc.9.4.586 – start-page: 107 year: 2016 ident: 10.1016/j.matcom.2023.11.019_b55 article-title: Adaptive cuckoo search algorithm for the bin packing problem – volume: 18 start-page: 594 issue: 3 year: 2013 ident: 10.1016/j.matcom.2023.11.019_b6 article-title: Parameter tuning or default values? An empirical investigation in search-based software engineering publication-title: Empir. Softw. Eng. doi: 10.1007/s10664-013-9249-9 – year: 2022 ident: 10.1016/j.matcom.2023.11.019_b8 – start-page: 107 year: 2016 ident: 10.1016/j.matcom.2023.11.019_b54 article-title: Adaptive cuckoo search algorithm for the bin packing problem |
| SSID | ssj0007545 |
| Score | 2.4737253 |
| Snippet | Population-based meta-heuristic algorithms are crucial for solving optimization issues. One of these recent algorithms that is now believed to be promising... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 1124 |
| SubjectTerms | Bin packing problem Combinatorial optimization problems Engineering design problems IEEE CEC2022 test suite Metaheuristics Quadratic assignment problems White Shark Optimizer (WSO) |
| Title | EWSO: Boosting White Shark Optimizer for solving engineering design and combinatorial problems |
| URI | https://dx.doi.org/10.1016/j.matcom.2023.11.019 |
| Volume | 225 |
| WOSCitedRecordID | wos001283870600001&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: ScienceDirect Freedom Collection - Elsevier issn: 0378-4754 databaseCode: AIEXJ dateStart: 19950501 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: false ssIdentifier: ssj0007545 providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELeqjQde-EaMAfIDb1Gq1E7ihLeBigaoG9KG6BOR4w-to02mpp02_hP-W86OnWYwDfbAS1S5seP0fj3fne5-h9DrPBJ6pJM4lHA6hPGI6ZATycNYRPANFZppYZtNsIODbDrNPw8GP30tzPmcVVV2cZGf_VdRwxgI25TO3kLc3aIwAJ9B6HAFscP1nwQ__np0aPz8t3Xd2Jxm2wPPMjN_Dw5BQyxmP9TSphfCRmw8QW1ICQNpUzp8uRv4zcYrN2F113qm6Zuzk470tfEzbI8Im2TbzBauN1iHnXrdNK675rhp-CLYH3YhHq7auOuEnyzqtQw-nfA51x0g5-ERv3R3mKIvzYPJsB-zILEr3tuoNspMTK-lj_Z6mJCkp0nBDox7pzIYrvRajd8GH06H8K4m_cd0gx8aWlaniK8QbP928HXpiD7T7bRoVynMKuAbFZEhlN0mLMlBYW7vfRhPP3bHPOze5sf6V_F1mTZ58M_dXG_39GyZ4wfonnNC8F4LnodooKpH6L5v8IGdvn-MvhksvcEeSdgiCVsk4Q5JGJCEHZJwD0m4RRIGXOArSMIeSU_Ql_fj43f7oWvIEQrwLFehTjMT0aBUJIQmpWRKsREVUpMyZTwHV10oAYOlyKlIDVVgJJKSZCOV65SUMX2Ktqq6Us8QLiM5kpKLnPAojssySzOZyISTVFNZpnIHUf9zFcKx1ZumKfPiJmHtoLCbddaytfzlfuYlUTiLs7UkC4DXjTOf3_JJu-ju5o_wAm2tlmv1Et0R56tZs3zlsPUL0Jmn_w |
| 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=EWSO%3A+Boosting+White+Shark+Optimizer+for+solving+engineering+design+and+combinatorial+problems&rft.jtitle=Mathematics+and+computers+in+simulation&rft.au=Houssein%2C+Essam+H.&rft.au=Saeed%2C+Mahmoud+Khalaf&rft.au=Al-Sayed%2C+Mustafa+M.&rft.date=2024-11-01&rft.issn=0378-4754&rft.volume=225&rft.spage=1124&rft.epage=1153&rft_id=info:doi/10.1016%2Fj.matcom.2023.11.019&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_matcom_2023_11_019 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0378-4754&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0378-4754&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0378-4754&client=summon |