In this repository you can find a list of algorithms to be implemented.
For Discussion for Roadmap of the project & orgnaization please go to the issues tab.
data source: https://www.sciencedirect.com/science/article/pii/S2352340920306867
| Algorithm_name | Abbr | Year | Category | Subcategory | Author1 | Author2 | Author3 | Author4 | Author5 | Author6 | Author7 | Author8 | Author9 | Publication | Jrnl_or_conf_name | Publisher | Application | App1 | App2 | App3 | App4 | Notes | EngTotal | EngJournals | FinTotal | FinJournals | OR_Total | OR_Journals | EnerTotal | EnerJournals | OtherTotal | OtherJournals | OptTotal | OptJournals | ClustClassTot | ClustClassJour | ForecTotal | ForecJour | NoApplicAlg | Established | Total_Works | TotalWorksBinned |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ant Colony Optimization | ACO | 1992 | 1 | 11 | Dorigo M. | Colorni A. | Maniezzo V. | 2 | Proceedings of the first European conference on artificial life | 3 | 0 | 0 | 1 | 5 | ||||||||||||||||||||||||||||
| Bacterial Foraging Optimization | BFO | 2002 | 1 | 11 | Passino K. M. | 1 | IEEE Control Systems Magazine | 3 | 0 | 0 | 1 | 5 | ||||||||||||||||||||||||||||||
| BeeHive | 2004 | 1 | 11 | Wedde H. F. | Farooq M. | Zhang Y. | 2 | International Workshop on Ant Colony Optimization and Swarm Intelligence | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 1 | 0 | 6 | 2 | 10 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 1 | ||||||||||||
| Bee Colony Optimization | BCO | 2005 | 1 | 11 | Teodorovic D. | Dell' Orco M. | 2 | 16th Mini–EURO Conference and 10th Meeting of EWGT | 1 | 1 | 2 | 3 | 3 | 0 | 0 | 11 | 10 | 0 | 0 | 2 | 2 | 16 | 15 | 1 | 1 | 4 | 2 | 0 | 0 | 21 | 1 | |||||||||||
| The Bees Algorithm | 2006 | 1 | 11 | Pham D. T. | Ghanbarzadeh A. | Koc E. | Otri S. | Rahim S. | Zaidi M. | 2 | 2nd I*PROMS Virtual International Conference | 2 | 2 | 0 | 32 | 17 | 0 | 0 | 8 | 5 | 5 | 1 | 6 | 4 | 51 | 27 | 4 | 0 | 16 | 5 | 0 | 0 | 71 | 2 | ||||||||
| Artificial Bee Colony | ABC | 2007 | 1 | 11 | Karaboga D. | Basturk B. | 1 | Journal of Global Optimization | 1 | 2 | 0 | 0 | 1 | 5 | ||||||||||||||||||||||||||||
| Bee Swarm Optimization | BSO | 2010 | 1 | 11 | Akbari R. | Mohammadi A. | Ziarati K. | 1 | Communications in Nonlinear Science and Numerical Simulation | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 2 | 2 | 0 | 0 | 4 | 3 | 0 | 0 | 2 | 1 | 0 | 0 | 6 | 1 | ||||||||||
| Hunting Search | HS | 2010 | 1 | 11 | Oftadeh R. | Mahjoob M. J. | Shariatpanahi M. | 1 | Computers & Mathematics with Applications | 2 | 2 | 0 | 6 | 4 | 0 | 0 | 3 | 2 | 4 | 1 | 0 | 0 | 13 | 7 | 0 | 0 | 1 | 1 | 0 | 0 | 14 | 1 | ||||||||||
| Bat Algorithm | BA | 2010 | 1 | 11 | Yang X-S. | 2 | Nature Inspired Cooperative Strategies for Optimization (NICSO 2010) | 1 | 2 | 0 | 0 | 0 | 4 | |||||||||||||||||||||||||||||
| Cockroach Swarm Optimization | CSO | 2010 | 1 | 11 | ZhaoHui C. | HaiYan T. | 2 | 2010 2nd International Conference on Computer Engineering and Technology | 3 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 4 | 1 | ||||||||||
| Eurygaster Algorithm | EA | 2012 | 1 | 11 | Ahmadi F. | Salehi H. | Karimi K. | 1 | International Journal of Computer Applications | 25 | 1 | 24 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Blind,naked Mole-rat Algorithm | BNMR | 2012 | 1 | 11 | Taherdangkoo M. | Shirzadi M. H. | Bagheri M. H. | 1 | Scientific Research and Essays | 21 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| OptBees | 2012 | 1 | 11 | Maia R. D. | de Castro L. N. | Camhnhas W. M. | 2 | 2012 IEEE Congress on Evolutionary Computation | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 3 | 1 | 0 | 0 | 0 | 0 | 5 | 1 | |||||||||||
| Wolf Search | WS | 2012 | 1 | 11 | Tang R. | Fong S. | Yang X-S. | Deb S. | 2 | 7th International Conference on Digital Information Management (ICDIM 2012) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 2 | 2 | 3 | 1 | 2 | 1 | 0 | 0 | 7 | 1 | |||||||||
| African Wild Dog Algorithm | AWDA | 2013 | 1 | 11 | Subramanian C. | Sekar A.S.S. | Subramanian K. | 1 | International Journal of Soft Computing | 37 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Seven-spot Ladybird Optimization | SLO | 2013 | 1 | 11 | Wang P. | Zhu Z. | Huang S. | 1 | The Scientific World Journal | 6 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Penguins Search Optimization Algorithm | PSOA | 2013 | 1 | 11 | Gheraibia Y. | Moussaoui A. | 2 | International Conference on Industrial, Engineering and Other Applications of Ap | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | 1 | 1 | 0 | 0 | 4 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 6 | 1 | |||||||||||
| Grey Wolf Optimizer | GWO | 2014 | 1 | 11 | Mirjalili S. | Mirjalili S. M. | Lewis A. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 0 | 0 | 3 | ||||||||||||||||||||||||||
| Chicken Swarm Optimization | CSO | 2014 | 1 | 11 | Meng X. | Liu Y. | Gao X. | Zhang H. | 2 | International Conference in Swarm Intelligence | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 8 | 4 | 2 | 1 | 12 | 6 | 5 | 1 | 5 | 3 | 0 | 0 | 22 | 1 | ||||||||
| Cockroach Swarm Evolution | CSE | 2015 | 1 | 11 | Wu S-J. | Wu C-T. | 1 | Expert Systems with Applications | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Butterfly Optimization Algorithm | BOA | 2015 | 1 | 11 | Arora S. | Singh S. | 2 | 2015 International Conference on Signal Processing, Computing and Control (ISPCC) | 3 | 2 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | |||||||||||
| Whale Optimization Algorithm | WOA | 2016 | 1 | 11 | Mirjalili S. | Lewis A. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 37 | 30 | 0 | 0 | 35 | 26 | 98 | 69 | 6 | 5 | 176 | 130 | 26 | 22 | 30 | 19 | 0 | 0 | 232 | 5 | ||||||||||
| Bird Swarm Algorithm | BSA | 2016 | 1 | 11 | Meng X-B. | Gao X. Z. | Lu L. | Liu Y. | Zhang H. | 1 | Journal of Experimental & Theoretical Artificial Intelligence | 9 | 2 | 0 | 2 | 1 | 0 | 0 | 1 | 1 | 6 | 2 | 0 | 0 | 9 | 4 | 3 | 3 | 4 | 1 | 0 | 0 | 16 | 1 | ||||||||
| Dolphin Swarm Optimization Algorithm | DSOA | 2016 | 1 | 11 | Yong W. | Tao W. | Cheng-Zhi Z. | Hua-Juan H. | 1 | International Journal of Computational Intelligence and Applications | 12 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Raven Roosting Optimisation Algorithm | RRO | 2016 | 1 | 11 | Brabazon A. | Cui W. | O’Neill M. | 1 | Soft Computing | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Spotted Hyena Optimizer | SHO | 2017 | 1 | 11 | Dhiman G. | Kumar V. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 4 | 3 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 6 | 4 | 0 | 0 | 1 | 0 | 0 | 0 | 7 | 1 | ||||||||||
| Whale Swarm Algorithm | WSA | 2017 | 1 | 11 | Zeng B. | Gao L. | Li X. | 2 | ICIC 2017: Intelligent Computing Theories and Application | 1 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Meerkat Clan Algorithm | MCA | 2018 | 1 | 11 | Sadiq Al-Obaidi A. T. | Abdullah H. S. | Ahmed Z. O. | 1 | Indonesian Journal of Electrical Engineering and Computer Science | 39 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Yellow Saddle Goatfish | YSGA | 2018 | 1 | 11 | Zaldivar D. | Morales B. | Rodriguez A. | Valdivia-G A. | Cuevas E. | Perez-Cisneros M. | 1 | Biosystems | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||
| Sailfish Optimizer | SFO | 2019 | 1 | 11 | Shadravan S. | Naji H. R. | Bardsiri V. K. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||
| Manta Ray Foraging Optimization | MRFO | 2020 | 1 | 11 | Zhao W. | Zhang Z. | Wang L. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||
| Tunicate Swarm Algorithm | TSA | 2020 | 1 | 11 | Kaur S. | Awasthi L. K. | Sangal A. L. | Dhiman G. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Fish-swarm Algorithm | FSA | 2002 | 1 | 12 | Li X. L. | Shao Z. J. | Qian J. X. | 1 | Systems Engineering-Theory & Practice | 26 | 2 | 0 | 23 | 12 | 1 | 1 | 42 | 25 | 21 | 8 | 9 | 4 | 86 | 50 | 24 | 15 | 38 | 22 | 0 | 0 | 148 | 3 | ||||||||||
| Glowworm Swarm-based Optimization | GSO | 2006 | 1 | 12 | Krishnanand K. N. | Dabasish G. | 1 | Multiagent and Grid Systems | 12 | 0 | 0 | 0 | 0 | 0 | 5 | 2 | 5 | 4 | 1 | 1 | 11 | 7 | 0 | 0 | 10 | 8 | 0 | 0 | 21 | 1 | ||||||||||||
| Roach Infestation Optimization | RIO | 2008 | 1 | 12 | Havens T. C. | Spain C. J. | Salmon N. G. | Keller J. M. | 2 | 2008 IEEE Swarm Intelligence Symposium | 3 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||
| Bumblebees | BB | 2009 | 1 | 12 | Comellas F. | Martinez-Navarro J. | 2 | GEC '09 Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary C | 4 | 1 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Cuckoo Search | CS | 2009 | 1 | 12 | Yang X-S. | Deb S. | 2 | 2009 World Congress on Nature & Biologically Inspired Computing (NaBIC) | 3 | 2 | 0 | 0 | 0 | 4 | ||||||||||||||||||||||||||||
| Dolphin Partner Optimization | DPO | 2009 | 1 | 12 | Shiqin Y. | Jianjun J. | Guangxing Y. | 2 | 2009 WRI Global Congress on Intelligent Systems | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Firefly Algorithm | FA | 2009 | 1 | 12 | Yang X-S. | 2 | International Symposium on Stochastic Algorithms | 1 | 2 | 0 | 0 | 0 | 3 | |||||||||||||||||||||||||||||
| Locust Swarms | LS | 2009 | 1 | 12 | Chen S. | 2 | 2009 IEEE Congress on Evolutionary Computation | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Termite Colony Optimization | TCO | 2010 | 1 | 12 | Hedayatzadeh R. | Salmassi F. A. | Keshtgari M. | Akbari R. | Ziarati K. | 2 | 2010 18th Iranian Conference on Electrical Engineering | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 1 | ||||||||
| Krill Herd | KH | 2012 | 1 | 12 | Gandomi A. H. | Alavi A. H. | 1 | Communications in Nonlinear Science and Numerical Simulation | 2 | 2 | 0 | 12 | 6 | 1 | 1 | 3 | 1 | 10 | 7 | 1 | 1 | 27 | 16 | 8 | 5 | 3 | 2 | 0 | 0 | 38 | 1 | |||||||||||
| Social Spider Optimization | SSO | 2013 | 1 | 12 | Cuevas E. | Cienfuegos M. | Zaldivar D. | Perez-Cisneros M. | 1 | Expert Systems with Applications | 2 | 2 | 0 | 7 | 4 | 0 | 0 | 8 | 6 | 16 | 11 | 1 | 0 | 32 | 21 | 9 | 5 | 10 | 8 | 0 | 0 | 51 | 2 | |||||||||
| Swallow Swarm Optimization Algorithm | SSOA | 2013 | 1 | 12 | Neshat M. | Sepidnam G. | Sargolzaei M. | 1 | Neural Computing and Applications | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Spider Monkey Optimization Algorithm | SMO | 2014 | 1 | 12 | Bansal J. C. | Sharma H. | Jadon S. S. | Clerc M. | 1 | Memetic computing | 1 | 2 | 0 | 4 | 3 | 1 | 1 | 4 | 4 | 19 | 13 | 0 | 0 | 28 | 21 | 8 | 6 | 2 | 1 | 0 | 0 | 38 | 1 | |||||||||
| Wolf Pack Algorithm | WPA | 2014 | 1 | 12 | Wu H-S. | Zhang F-M. | 1 | Mathematical Problems in Engineering | 6 | 2 | 0 | 1 | 1 | 0 | 0 | 6 | 4 | 1 | 1 | 0 | 0 | 8 | 6 | 0 | 0 | 6 | 5 | 0 | 0 | 14 | 1 | |||||||||||
| Earthworm Optimization Algorithm | EOA | 2015 | 1 | 12 | Wang G-G. | Deb S. | Coelho L. dos S. | 1 | International Journal of Bio-Inspired Computation | 5 | 1 | 0 | 19 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| African Buffalo Optimization | ABO | 2015 | 1 | 12 | Odili J. B. | Kahar M. N. M. | Anwar S. | 1 | Procedia Computer Science | 2 | 1 | 2 | 0 | 0 | 0 | 0 | 6 | 5 | 3 | 2 | 1 | 1 | 10 | 8 | 0 | 0 | 2 | 2 | 0 | 0 | 12 | 1 | ||||||||||
| Elephant Herding Optimization | EHO | 2015 | 1 | 12 | Wang G-G. | Deb S. | Coelho L. dos S. | 2 | 2015 3rd International Symposium on Computational and Business Intelligence (ISC | 3 | 2 | 0 | 1 | 1 | 0 | 0 | 5 | 2 | 8 | 4 | 1 | 1 | 15 | 8 | 1 | 1 | 2 | 1 | 0 | 0 | 18 | 1 | ||||||||||
| Elephant Search Algorithm | ESA | 2015 | 1 | 12 | Deb S. | Fong S. | Tian Z. | 2 | 2015 Tenth International Conference on Digital Information Management (ICDIM) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 1 | 0 | 3 | 2 | 2 | 1 | 0 | 0 | 0 | 0 | 5 | 1 | ||||||||||
| See-See Partridge Chicks Optimization | SSPCO | 2015 | 1 | 12 | Omidvar R. | Parvin H. | Rad F. | 2 | 2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Dolphin Swarm Algorithm | DSA | 2016 | 1 | 12 | Wu T-Q. | Yao M. | Yang J-H. | 1 | Frontiers of Information Technology & Electronic Engineering | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 1 | ||||||||||
| Lion Optimization Algorithm | LOA | 2016 | 1 | 12 | Yazdani M. | Jolai F. | 1 | Journal of Computational Design and Engineering | 2 | 2 | 0 | 1 | 0 | 0 | 0 | 2 | 2 | 1 | 1 | 0 | 0 | 4 | 3 | 2 | 2 | 2 | 2 | 0 | 0 | 8 | 1 | |||||||||||
| Emperor Penguin Optimizer | EPO | 2018 | 1 | 12 | Dhiman G. | Kumar V. | 1 | Knowledge-Based Systems | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 2 | 1 | ||||||||||
| Coyote Optimization Algorithm | COA | 2018 | 1 | 12 | Pierezan J. | Coelho L. dos S. | 2 | 2018 IEEE Congress on Evolutionary Computation (CEC) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Anglerfish Algorithm | 2018 | 1 | 12 | Pook M. F. | Ramlan E. I. | 1 | Evolutionary Intelligence | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Dominion Algorithm | DA | 2019 | 1 | 12 | Alhijawi B. | 1 | Int. J. of Advanced Intelligence Paradigms | 5 | 1 | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | ||||||||||||
| Emperor Penguins Colony | EPC | 2019 | 1 | 12 | Harifi S. | Khalilian M. | Mohammadzadeh J. | Ebrahimnejad S. | 1 | Evolutionary Intelligence | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Blue Monkey | BM | 2019 | 1 | 12 | Mahmood M. | Al-Khateeb B. | 1 | Periodicals of Engineering and Natural Sciences | 43 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Black Widow Optimization | BWO | 2020 | 1 | 12 | Hayyolalam V. | Kazem A. A. P. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Black Widow Optimization Algorithm | BWO | 2020 | 1 | 12 | Hayyolalam V. | Kazem A. A. P. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Stochastic Diffusion Search | SDS | 1989 | 1 | 13 | Bishop J. M. | 2 | 1989 First IEE International Conference on Artificial Neural Networks | 3 | 1 | 50 | 0 | 1 | 5 | |||||||||||||||||||||||||||||
| Particle Swarm Optimization | PSO | 1995 | 1 | 13 | Eberhart R. C. | Kennedy J. | 2 | 4th IEEE International Conference on Neural Networks | 3 | 1 | 16 | 0 | 0 | 1 | 5 | |||||||||||||||||||||||||||
| Sheep Flocks Heredity Model Algorithm | SFHM | 2001 | 1 | 13 | Kim H. | Ahn B. | 2 | 2001 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing | 3 | 1 | 1 | 0 | 0 | 7 | 6 | 0 | 0 | 0 | 0 | 8 | 7 | 0 | 0 | 1 | 1 | 0 | 0 | 9 | 1 | |||||||||||||
| Bacterial Swarming Algorithm | BSA | 2007 | 1 | 13 | Tang W. J. | Wu Q. H. | Saunders J. R. | 2 | 2007 IEEE Congress on Evolutionary Computation | 3 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | 0 | 0 | 5 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 6 | 1 | ||||||||||
| Jumping Frogs Optimization | JFO | 2008 | 1 | 13 | Garcia, F. J. M. | Pérez, J. A. M. | Documentos de Trabajo del DEIOC | 1 | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||||
| Fish School Search | FFS | 2009 | 1 | 13 | Filho C. J. A. B. | Neto F. B. de L. | Lins A. J. C. C. | Nascimento A. I. S. | Lima M. P. | 1 | Nature-Inspired Algorithms for Optimisation | 1 | 2 | 0 | 2 | 1 | 0 | 0 | 4 | 2 | 1 | 0 | 0 | 0 | 7 | 3 | 1 | 1 | 7 | 2 | 0 | 0 | 15 | 1 | ||||||||
| Artificial Searching Swarm Algorithm | ASSA | 2009 | 1 | 13 | Chen T. | 2 | 2009 International Joint Conference on Computational Sciences and Optimization | 3 | 2 | 0 | 3 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | ||||||||||||
| Hierarchical Swarm Model | HSM | 2010 | 1 | 13 | Chen H. | Zhu Y. | Hu K. | He X. | 1 | Discrete Dynamics in Nature and Society | 6 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Bumble Bees Mating Optimization | BBMO | 2011 | 1 | 13 | Marinakis Y. | Marinaki M. | 1 | Handbook of Swarm Intelligence | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 3 | 1 | |||||||||||
| Migrating Birds Optimization | MBO | 2011 | 1 | 13 | Duman E. | Uysal M. | Alkaya A. F. | 2 | EvoApplications 2011: Applications of Evolutionary Computation | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 31 | 20 | 0 | 0 | 0 | 0 | 31 | 20 | 3 | 1 | 2 | 0 | 0 | 0 | 36 | 1 | ||||||||||
| Weightless Swarm Algorithm | WSA | 2012 | 1 | 13 | Ting T. O. | Man K. L. | Guan S-U. | Nayel M. | Wan K. | 2 | IFIP International Conference on Network and Parallel Computing | 1 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||
| Pigeon-inspired Optimization | PIO | 2014 | 1 | 13 | Duan H. | Qiao P. | 1 | International Journal of Intelligent Computing and Cybernetics | 28 | 1 | 39 | 6 | 4 | 0 | 0 | 7 | 5 | 6 | 5 | 15 | 12 | 34 | 26 | 8 | 8 | 6 | 4 | 0 | 0 | 48 | 1 | |||||||||||
| Animal Migration Optimization | AMO | 2014 | 1 | 13 | Li X. | Zhang J. | Yin M. | 1 | Neural Computing and Applications | 1 | 2 | 0 | 3 | 2 | 2 | 1 | 1 | 0 | 1 | 1 | 7 | 4 | 3 | 3 | 3 | 2 | 0 | 0 | 13 | 1 | ||||||||||||
| Moth Flame Optimization | MFO | 2015 | 1 | 13 | Mirjalili S. | 1 | Knowledge-Based Systems | 2 | 1 | 0 | 1 | 15 | 11 | 0 | 0 | 6 | 5 | 69 | 48 | 1 | 1 | 91 | 65 | 10 | 6 | 22 | 14 | 0 | 0 | 123 | 3 | |||||||||||
| Cockroach Colony Optimization | CCO | 2015 | 1 | 13 | Cheng L. | Han L. | Zeng X. | Bian Y. | Yan H. | 1 | Journal of Bionic Engineering | 2 | 1 | 48 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Monarch Butterfly Optimization | MBO | 2015 | 1 | 13 | Wang G-G. | Deb S. | Cui Z. | 1 | Neural Computing and Applications | 1 | 2 | 0 | 1 | 0 | 0 | 0 | 4 | 3 | 0 | 0 | 0 | 0 | 5 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | ||||||||||
| Dragonfly Algorithm | DA | 2016 | 1 | 13 | Mirjalili S. | 1 | Neural Computing and Applications | 1 | 1 | 0 | 1 | 5 | 5 | 0 | 0 | 5 | 1 | 28 | 16 | 4 | 3 | 42 | 25 | 4 | 3 | 18 | 11 | 0 | 0 | 64 | 2 | |||||||||||
| Grasshopper Optimization Algorithm | GOA | 2017 | 1 | 13 | Saremi S. | Mirjalili S. | Lewis A. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 8 | 7 | 1 | 1 | 10 | 9 | 0 | 0 | 5 | 5 | 0 | 0 | 15 | 1 | |||||||||
| Salp Swarm Algorithm | SSA | 2017 | 1 | 13 | Mirjalili S. | Gandomi A. H. | Mirjalili S. Z. | Saremi S. | Faris H. | Mirjalili S. M. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 6 | 3 | 0 | 0 | 3 | 1 | 24 | 18 | 4 | 3 | 37 | 25 | 5 | 5 | 12 | 8 | 0 | 0 | 54 | 2 | ||||||
| Selfish Herd Optimizer | SHO | 2017 | 1 | 13 | Cuevas E. | Fausto F. | Gonzalez A. | 1 | Biosystems | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Bison | 2018 | 1 | 13 | Kazikova A. | Pluhacek M. | Senkerik R. | Viktorin A. | 2 | MENDEL 2017: Recent Advances in Soft Computing | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Biology Migration Algorithm | BMA | 2018 | 1 | 13 | Zhang Q. | Wang R. | Yang J. | Lewis A. | Chiclana F. | Yang S. | 1 | Soft Computing | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||
| Lion Pride Optimization Algorithm | LPOA | 2018 | 1 | 13 | Kaveh A. | Mahjoubi S. | 1 | Scientia Iranica | 34 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Wildebeests Herd Optimization | WHO | 2018 | 1 | 13 | Motevali M. M. | Shanghooshabad A. M. | Aram R. Z. | Keshavarz H. | 1 | International Journal of Pattern Recognition and Artificial Intelligence | 8 | 1 | 0 | 45 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Artificial Social Cockroaches | ASC | 2018 | 1 | 13 | Bouarara H. A. | Hamou R. M. | Amine A. | 1 | International Journal of Strategic Decision Sciences | 29 | 1 | 47 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Meerkat-inspired Algorithm | MEA | 2018 | 1 | 13 | Klein C. E. | dos Santos Coelho L. | 2 | ESANN 2018 : European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning | 35 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Seagull Optimization Algorithm | SOA | 2019 | 1 | 13 | Dhiman G. | Kumar V. | 1 | Knowledge-Based Systems | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Vocalization of Humpback Whale Optimization Algorithm | VWOA | 2019 | 1 | 13 | Masadeh R. | Sharieh A. | Mahafzah B. A. | 1 | International Journal of Advanced Science and Technology | 38 | 1 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Military Dog Optimizer | MDBO | 2019 | 1 | 13 | Tripathi A. K. | Sharma K. | Bala M. | 1 | Neural and Evolutionary Computing | 11 | 1 | 53 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Fitness Dependent Optimizer | FDO | 2019 | 1 | 13 | Abdullah J. M. | Ahmed T. | 1 | IEEE Access | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Collective Animal Behavior | CAB | 2020 | 1 | 13 | Cuevas E. | Fausto F. | Gonzalez A. | 1 | New Advancements in Swarm Algorithms: Operators and Applications | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Side-Blotched Lizard Algorithm | SBLA | 2020 | 1 | 13 | Maciel C. O. | Cuevas E. | Navarro M. A. | Zaldívar D. | Hinojosa S. | 1 | Applied Soft Computing | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||
| Marriage in Honey Bees | MHB | 2001 | 2 | 21 | Abbass H. A. | 2 | 2001 Congress on Evolutionary Computation | 3 | 1 | 9 | 51 | 46 | 0 | 0 | 5 | 4 | 11 | 10 | 3 | 2 | 70 | 62 | 3 | 3 | 1 | 1 | 0 | 0 | 74 | 2 | ||||||||||||
| Bacterial Chemotaxis | BC | 2002 | 2 | 21 | Muller S. | Marchetto J. | Airaghi S. | Kournoutsakos P. | 1 | IEEE Transactions on Evolutionary Computation | 3 | 1 | 0 | 31 | 1 | 1 | 0 | 0 | 0 | 0 | 6 | 3 | 1 | 1 | 8 | 5 | 0 | 0 | 6 | 3 | 0 | 0 | 14 | 1 | ||||||||
| Honey-bees Mating Optimization | HBMO | 2006 | 2 | 21 | Haddad O. B. | Afshar A. | Mariño M. A. | 1 | Water Resources Management | 1 | 1 | 0 | 1 | 4 | 1 | 0 | 0 | 16 | 12 | 36 | 27 | 1 | 1 | 57 | 41 | 6 | 5 | 6 | 2 | 0 | 0 | 69 | 2 | |||||||||
| Shuffle frog-leaping Algorithm | SFLA | 2006 | 2 | 21 | Eusuff M. | Lansey K. | Pasha F. | 1 | Engineering optimization | 9 | 1 | 0 | 30 | 151 | 133 | 6 | 6 | 0 | 0 | 0 | 0 | 157 | 4 | |||||||||||||||||||
| Cat Swarm Optimization | CSO | 2006 | 2 | 21 | Chu S-C. | Tsai P-W. | Pan J-S. | 2 | Pacific Rim International Conference on Artificial Intelligence | 1 | 2 | 0 | 2 | 1 | 0 | 0 | 17 | 8 | 15 | 11 | 4 | 1 | 38 | 21 | 9 | 5 | 8 | 8 | 0 | 0 | 55 | 2 | ||||||||||
| Group Search Optimizer | GSO | 2006 | 2 | 21 | He S. | Wu Q. H. | Saunders J. R. | 2 | 2006 IEEE International Conference on Evolutionary Computation | 3 | 2 | 0 | 49 | 42 | 0 | 0 | 2 | 2 | 21 | 18 | 0 | 0 | 72 | 62 | 3 | 3 | 5 | 4 | 0 | 0 | 80 | 2 | ||||||||||
| Monkey Search | MS | 2007 | 2 | 21 | Mucherino A. | Seref O. | 1 | AIP Conference Proceedings | 10 | 1 | 14 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 1 | 0 | 0 | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | |||||||||||
| Japanese tree frogs | JTF | 2008 | 2 | 21 | Aihara I. | Kitahata H. | Yoshikawa K. | Aihara K. | 1 | Swarm Intelligence | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 1 | ||||||||||
| Biogeography-based Optimization | BBO | 2008 | 2 | 21 | Simon D. | 1 | IEEE Transactions on Evolutionary Computation | 3 | 1 | 0 | 1 | 158 | 138 | 0 | 0 | 0 | 0 | 0 | 0 | 158 | 4 | |||||||||||||||||||||
| Bee Collecting Pollen Algorithm | BCPA | 2008 | 2 | 21 | Lu X. | Zhou Y. | 2 | International Conference on Intelligent Computing | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Viral Systems | VS | 2008 | 2 | 21 | Cortés P. | García J. M. | Muñuzuri J. | Onieva L. | 1 | Computers & Operations Research | 2 | 1 | 27 | 0 | 0 | 0 | 0 | 15 | 8 | 0 | 0 | 0 | 0 | 15 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 15 | 1 | |||||||||
| Monkey Algorithm | MA | 2008 | 2 | 21 | Zhao R. | Tang W. | 1 | Journal of Uncertain Systems | 36 | 2 | 0 | 0 | 0 | 0 | 0 | 5 | 3 | 3 | 2 | 10 | 10 | 18 | 15 | 2 | 2 | 1 | 1 | 0 | 0 | 21 | 1 | |||||||||||
| Fruit Fly Optimization | FFO | 2011 | 2 | 21 | Pan W. T. | 2 | Proceedings of the conference on digital technology and innovation management | 49 | 37 | 30 | 1 | 1 | 44 | 28 | 25 | 16 | 8 | 7 | 115 | 82 | 13 | 7 | 27 | 22 | 0 | 0 | 155 | 4 | ||||||||||||||
| Mosquitos Oviposition | MOX | 2011 | 2 | 21 | ul Amir Afsar Minhas F. | Arif M. | 1 | Applied Soft Computing | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||||
| Bat Sonar Algorithm | BSA | 2012 | 2 | 21 | Tawfeeq M. A. | 1 | International Journal of Computer Science and Information Security | 4 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Hoopoe Heuristic Optimization | HH | 2012 | 2 | 21 | El-Dosuky M. | El-Bassiouny A. | Hamza T. | Rashad M. | 1 | Neural and Evolutionary Computing | 11 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Lion Pride Optimizer | LPO | 2012 | 2 | 21 | Wang B. | Jin X. P. | Cheng B. | 1 | Science China Information Sciences | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| The Great Salmon Run | TGSR | 2012 | 2 | 21 | Mozaffari A. | Fathi A. | Behzadipour S. | 1 | International Journal of Bio-Inspired Computation | 5 | 2 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 3 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 4 | 1 | ||||||||||
| The Lion's Algorithm | LA | 2012 | 2 | 21 | Rajakumar B. R. | 1 | Procedia Technology | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 3 | 3 | 1 | 1 | 3 | 3 | 0 | 0 | 7 | 1 | ||||||||||||
| Superbug Algorithm | 2012 | 2 | 21 | Anandaraman C. | Sankar A. V. M. | Natarajan R. | 1 | Jurnal Teknik Industri | 42 | 1 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Keshtel Algorithm | KA | 2013 | 2 | 21 | Hajiaghaei-Keshteli M. | Aminnayeri M. | 2 | IEEE conference on industrial engineering and management systems | 3 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||||||
| Swine Influenza Models Based Optimization | SIMBO | 2013 | 2 | 21 | Pattnaik S. S. | Bakwad K. M. | Sohi B. S. | Ratho R. K. | Devi S. | 1 | Applied Soft Computing | 2 | 1 | 0 | 28 | 1 | 0 | 0 | 0 | 1 | 1 | 4 | 3 | 0 | 0 | 6 | 4 | 0 | 0 | 1 | 0 | 0 | 0 | 7 | 1 | |||||||
| Dolphin Echolocation | DE | 2013 | 2 | 21 | Kaveh A. | Farhoudi N. | 1 | Advances in Engineering Software | 2 | 1 | 1 | 15 | 13 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 17 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 1 | |||||||||||
| Green Herons Optimization Algorithm | GHOA | 2013 | 2 | 21 | Sur C. | Shukla A. | 2 | SEMCCO 2013: Swarm, Evolutionary, and Memetic Computing | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||||
| Egyptian Vulture Optimization Algorithm | EVOA | 2013 | 2 | 21 | Sur C. | Sharma S. | Shukla A. | 2 | The 9th International Conference on Computing and InformationTechnology (IC2IT2013) | 1 | 1 | 3 | 2 | 2 | 0 | 0 | 3 | 3 | 1 | 1 | 0 | 0 | 6 | 6 | 1 | 1 | 0 | 0 | 0 | 0 | 7 | 1 | ||||||||||
| Jumper Firefly Algorithm | JFA | 2013 | 2 | 21 | Bidar M. | Kanan H. R. | 2 | 3rd International eConference on Computer and Knowledge Engineering | 3 | 1 | 5 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||||
| Cuttlefish Algorithm | CFA | 2013 | 2 | 21 | Eesa A. S. | Brifcani A. M. A. | Orman Z. | 1 | International Journal of Scientific & Engineering Research | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 2 | 2 | 4 | 4 | 0 | 0 | 8 | 1 | |||||||||||
| Mussels Wandering Optimization | MWO | 2013 | 2 | 21 | An J. | Kang Q. | Wang L. | Wu Q. | 1 | Cognitive Computation | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 3 | 2 | 5 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | 6 | 1 | |||||||||
| Prey-Predator Algorithm | PPA | 2013 | 2 | 21 | Tilahun S. L. | Ong H. C. | 1 | International Journal of Information Technology & Decision Making | 8 | 2 | 0 | 1 | 1 | 0 | 0 | 2 | 2 | 1 | 1 | 0 | 0 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | |||||||||||
| Magnetotactic Bacteria Optimization Algorithm | MBOA | 2013 | 2 | 21 | Mo H. | Xu L. | 2 | 2013 IEEE Symposium on Swarm Intelligence (SIS) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Symbiotic Organisms Search | SOS | 2014 | 2 | 21 | Cheng M. Y. | Prayogo D. | 1 | Computers & Structures | 2 | 1 | 0 | 1 | 30 | 27 | 1 | 1 | 38 | 24 | 43 | 33 | 0 | 0 | 112 | 85 | 5 | 2 | 12 | 10 | 0 | 0 | 129 | 3 | ||||||||||
| Coral Reefs Optimization Algorithm | CRO | 2014 | 2 | 21 | Salcedo-Sanz S. | Del Ser J. | Landa-Torres I. | Gil-Lopez S. | Portilla-Figueras J. A. | 1 | The Scientific World Journal | 6 | 1 | 0 | 2 | 11 | 12 | 2 | 2 | 0 | 0 | 2 | 2 | 5 | 5 | 1 | 1 | 10 | 10 | 1 | 0 | 1 | 1 | 0 | 0 | 12 | 1 | |||||
| Bird Mating Optimizer | BMO | 2014 | 2 | 21 | Askarzadeh A. | 1 | Communications in Nonlinear Science and Numerical Simulation | 2 | 2 | 0 | 1 | 0 | 0 | 0 | 2 | 2 | 3 | 3 | 0 | 0 | 6 | 5 | 6 | 6 | 1 | 1 | 0 | 0 | 13 | 1 | ||||||||||||
| Competition over Resources | COR | 2014 | 2 | 21 | Mohseni S. | Gholami R. | Zarei N. | Zadeh A. R. | 2 | 2014 International Conference on Intelligent Networking and Collaborative Systems | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 2 | 0 | 0 | 5 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | |||||||||
| Ant Lion Optimizer | ALO | 2015 | 2 | 21 | Mirjalili S. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 19 | 13 | 1 | 1 | 21 | 15 | 51 | 35 | 1 | 1 | 93 | 65 | 5 | 4 | 12 | 9 | 0 | 0 | 110 | 3 | |||||||||||
| Artificial Algae Algorithm | AAA | 2015 | 2 | 21 | Uymaz S. A. | Tezel G. | Yel E. | 1 | Applied Soft Computing | 2 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 2 | 2 | 4 | 4 | 0 | 0 | 7 | 7 | 0 | 0 | 1 | 1 | 0 | 0 | 8 | 1 | |||||||||
| Jaguar Algorithm | JA | 2015 | 2 | 21 | Chen C-C. | Tsai Y-C. | Liu I-I. | Lai C-C. | Yeh Y-T. | Kuo S-Y. | Chou Y-H. | 2 | 2015 IEEE International Conference on Systems, Man, and Cybernetics | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||
| Sperm Whale Algorithm | SWA | 2016 | 2 | 21 | Ebrahimi A. | Khamehchi E. | 1 | Journal of Natural Gas Science and Engineering | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 1 | ||||||||||
| Virus Colony Search | VCS | 2016 | 2 | 21 | Li M. D. | Zhao H. | Weng X. W. | Han T. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 4 | 1 | 0 | 0 | 5 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | ||||||||
| Shark Smell Optimization | SSO | 2016 | 2 | 21 | Abedinia O. | Amjady N. | Ghasemi A. | 1 | Complexity | 7 | 1 | 0 | 33 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 2 | 1 | 1 | 5 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | 6 | 1 | |||||||||
| Crow Search Algorithm | CSA | 2016 | 2 | 21 | Askarzadeh A. | 1 | Computers & Structures | 2 | 1 | 1 | 7 | 3 | 0 | 0 | 8 | 5 | 35 | 17 | 2 | 1 | 52 | 26 | 7 | 6 | 11 | 9 | 0 | 0 | 70 | 2 | ||||||||||||
| Camel Algorithm | CA | 2016 | 2 | 21 | Ibrahim M. K. | Ali R. S. | 1 | Iraqi Journal for Electrical And Electronic Engineering | 22 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Virulence Optimization Algorithm | VOA | 2016 | 2 | 21 | Jaderyan M. | Khotanlou H. | 1 | Applied Soft Computing | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Mosquito flying optimization | MFO | 2016 | 2 | 21 | Alauddin M. | 2 | 2016 International Conference on Electrical, Electronics, and Optimization Techniques (ICEEOT) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Red Deer Algorithm | RDA | 2016 | 2 | 21 | Fard A. M. F. | Hajiaghaei-Keshteli M. | 2 | International Conference on Industrial Engineering | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Rhino Herd | RH | 2016 | 2 | 21 | Wang G.-G. | Gao X.-Z. | Zenger K. | Coelho L. dos S. | 2 | 9th EUROSIM Congress on Modelling and Simulation, EUROSIM 2016, The 57th SIMS Conference on Simulation and Modelling SIMS 2016 | 50 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Polar Bear Optimization Algorithm | PBO | 2017 | 2 | 21 | Połap D. | Wo´zniak M. | 1 | Symmetry | 20 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Fish Electrolocation Optimization | FEO | 2017 | 2 | 21 | Haldar V. | Chakraborty N. | 1 | Soft Computing | 1 | 1 | 0 | 25 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Satin Bowerbird Optimizer | SBO | 2017 | 2 | 21 | Samareh Moosavi S. H. | Khatibi Bardsiri V. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 52 | 0 | 0 | 0 | 0 | 2 | 2 | 2 | 2 | 0 | 0 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | ||||||||||
| Artificial Butterfly Optimization | ABO | 2017 | 2 | 21 | Qi X. | Zhu Y. | Zhang H. | 1 | Journal of Computational Science | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Beetle Antennae Search Algorithm | BAS | 2017 | 2 | 21 | Jiang X. | Li S. | 1 | Neural and Evolutionary Computing | 11 | 2 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 5 | 4 | 1 | 1 | 1 | 1 | 0 | 0 | 7 | 1 | |||||||||||
| Killer Whale Algorithm | KWA | 2017 | 2 | 21 | Biyanto T. R. | Matradji | Irawan S. | Febrianto H. Y. | Afdanny N. | Rahman A. H. | Gunawan K. S. | Pratama J. A. D. | Bethiana T. N. | 1 | Procedia Computer Science | 2 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||
| Laying Chicken Algorithm | LCA | 2017 | 2 | 21 | Hosseini E. | 1 | Journal of Applied & Computational Mathematics | 33 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Cyclical Parthenogenesis Algorithm | CPA | 2017 | 2 | 21 | Kaveh A. | Zolghadr A. | 1 | Asian Journal of Civil Engineering (Building and Housing) | 46 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Cyclical Parthenogenesis Algorithm | CPA | 2017 | 2 | 21 | Kaveh A. | Zolghadr A. | 1 | ASIAN JOURNAL OF CIVIL ENGINEERING | 1 | 1 | 1 | 6 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 1 | |||||||||||
| Beetle Swarm Optimization Algorithm | BSO | 2018 | 2 | 21 | Wang T. | Yang L. | Liu Q. | 1 | Neural and Evolutionary Computing | 11 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Eagle Piercing Optimizer | EPO | 2018 | 2 | 21 | Khan A. T. | Senior S. L. | Stanimirovic P. S. | Zhang Y. | 1 | Neural and Evolutionary Computing | 11 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Rhinoceros Search Algorithm | RSA | 2018 | 2 | 21 | Deb S. | Tian Z. | Fong S. | Tang R. | Wong R. | Dey N. | 1 | Soft Computing | 1 | 1 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||
| Dolphin Pod Optimization | DPO | 2018 | 2 | 21 | Serani A. | Diez M. | 2 | MOD 2017: Machine Learning, Optimization, and Big Data | 1 | 1 | 0 | 23 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Owl Search Algorithm | OSA | 2018 | 2 | 21 | Jain M. | Maurya S. | Rani A. | Singh V. | 1 | Journal of Intelligent & Fuzzy Systems | 12 | 1 | 0 | 36 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Pontogammarus Maeoticus Swarm Optimization | PMSO | 2018 | 2 | 21 | Ghojogh B. | Sharifian S. | 1 | Neural and Evolutionary Computing | 11 | 1 | 0 | 40 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Barnacles Mating Optimizer | BMO | 2018 | 2 | 21 | Duman E. | Uysal M. | Alkaya A. F. | 1 | Information Sciences | 2 | 1 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Mouth Brooding Fish algorithm | MBF | 2018 | 2 | 21 | Jahani E. | Chizari M. | 1 | Applied Soft Computing | 2 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||||
| Pity Beetle Algorithm | PBA | 2018 | 2 | 21 | Kallioras N. A. | Lagaros N. D. | Avtzis D. N. | 1 | Advances in Engineering Software | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Cheetah Based Optimization Algorithm | CBA | 2018 | 2 | 21 | Klein C. E. | Mariani V. C. | Coelho L. dos S. | 2 | ESANN 2018 : European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning | 35 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Circular Structures of Puffer Fish | CSOPF | 2018 | 2 | 21 | Catalbas M. C. | Gulten A. | 2 | 2018 Third International Conference on Electrical and Biomedical Engineering, Clean Energy and Green Computing (EBECEGC) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Water-Tank Fish Algorithm | 2018 | 2 | 21 | Sukoon M. | Banka H. | 1 | International Journal of Computer Applications | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||||
| Cheetah Chase Algorithm | CCA | 2018 | 2 | 21 | Goudhaman M. | 1 | International Journal of Engineering & Technology | 40 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Falcon Optimization Algorithm | FOA | 2019 | 2 | 21 | Segundo E. H. de V. | Mariani V. C. | Coelho L. dos S. | 1 | Applied Thermal Engineering | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Flying Squirrel Optimizer | FSO | 2019 | 2 | 21 | MiarNaeimi F. | Azizyan G. | Shabakhty N. | Rashki M. | 1 | Iranian Journal of Optimization | 18 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Harris Hawks Optimization | HHO | 2019 | 2 | 21 | Heidari A. A. | Mirjalili S. | Faris H. | Alijarah I. | Mafarja M. | Chen H. | 1 | Future Generation Computer Systems | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 2 | 1 | ||||||
| Sooty Tern Optimization Algorithm | STOA | 2019 | 2 | 21 | Dhiman G. | Kaur A. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Donkey and Smuggler Optimization Algorithm | DSO | 2019 | 2 | 21 | Shamsaldin A. S. | Rashid T. A. | Al-Rashid Agha R.A. | Mohammadi M. | 1 | Journal of Computational Design and Engineering | 2 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Artificial Feeding Birds | AFB | 2019 | 2 | 21 | Lamy J-B. | 1 | Advances in Nature-Inspired Computing and Applications | 1 | 1 | 0 | 16 | 2 | 51 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Squirrel Search Algorithm | SSA | 2019 | 2 | 21 | Jain M. | Singh V. | Rani A. | 1 | Swarm and Evolutionary Computation | 2 | 1 | 0 | 26 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||
| Andean Condor Algorithm | ACA | 2019 | 2 | 21 | Almonacid B. | Soto R. | 1 | Natural Computing | 1 | 1 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Bald Eagle Search | BES | 2019 | 2 | 21 | Alsattar H. A. | Zaidan A. A. | B. B. Zaidan | 1 | Artificial Intelligence Review | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Raccoon Optimization Algorithm | ROA | 2019 | 2 | 21 | Koohi S. Z. | Hamid N. A. W. A. | Othman M. | Ibragimov G. | 1 | IEEE Access | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Sea Lion Optimization Algorithm | SLnO | 2019 | 2 | 21 | Masadeh R. | Mahafzah B. A. | Sharieh A. | 1 | International Journal of Advanced Computer Science and Applications | 31 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Electric Fish Optimization | EFO | 2019 | 2 | 21 | Yilmaz S. | Sen S. | 1 | Neural Computing and Applications | 1 | 1 | 0 | 1 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Urban Pigeon-Inspired Optimiser | 2019 | 2 | 21 | Blanco A. L. | Chaparro N. | Rojas-Galeano S. | 2 | 2019 8th Brazilian Conference on Intelligent Systems (BRACIS) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||||
| Xerus Optimization Algorithm | XOA | 2019 | 2 | 21 | Yousefi F. S. | Karimian N. | Ghodousian A. | 1 | Journal of Algorithms and Computation | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Artificial Ecosystem-based Optimization | AEO | 2019 | 2 | 21 | Zhao W. | Wang L. | Zhang Z. | 1 | Neural Computing and Applications | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||
| Marine Predators Algorithm | MPA | 2020 | 2 | 21 | Faramarzi A. | Heidarinejad M. | Mirjalili S. | Gandomi A. H. | 1 | Expert Systems With Applications | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Shuffled Shepherd Optimization Algorithm | SSOA | 2020 | 2 | 21 | Kaveh A. | Zaerreza A. | 1 | Engineering Computations | 28 | 1 | 0 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Water Strider Algorithm | WSA | 2020 | 2 | 21 | Kaveh A. | Dadras A. E. | 1 | Structures | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Photosynthetic Algorithm | PA | 1999 | 2 | 22 | Okayama T. | Murse H. | 1 | JOURNAL of the JAPANESE SOCIETY of AGRICULTURAL MACHINERY | 1 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Saplings Growing up Algorithm | SGA | 2006 | 2 | 22 | Karci A. | Alatas B. | 2 | Intelligent Data Engineering and Automated Learning – IDEAL 2006 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Invasive Weed Optimization | IWO | 2006 | 2 | 22 | Mehrabian A. R. | Lucas C. | 1 | Ecological Informatics | 2 | 2 | 0 | 104 | 96 | 10 | 10 | 2 | 2 | 0 | 0 | 116 | 3 | |||||||||||||||||||||
| Plant Growth Optimization | PGO | 2008 | 2 | 22 | Cai W. | Yang W. | Chen X. | 2 | 2008 International Conference on Intelligent Computation Technology and Automation | 3 | 1 | 0 | 43 | 0 | 0 | 0 | 0 | 1 | 1 | 19 | 13 | 0 | 0 | 20 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 1 | |||||||||
| Paddy Field Algorithm | PFA | 2009 | 2 | 22 | Premaratne U. | Samarabandu J. | Sidhu T. | 2 | 2009 International Conference on Industrial and Information Systems (ICIIS) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Plant Propagation Algorithm | PPA | 2011 | 2 | 22 | Salhi A. | Fraga E. S. | 2 | Proceedings of the The International Conference on Numerical Analysis and Optimization | 32 | 1 | 0 | 34 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 3 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 4 | 1 | ||||||||||
| Artificial Plant Optimization Algorithm | APOA | 2011 | 2 | 22 | Zhao Z. | Cui Z. | Zeng J. | Yue X. | 2 | 2011 Second International Conference on Innovations in Bio-inspired Computing and Applications | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 5 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | |||||||||
| Ecology-inspired Optimization Algorithm | ECO | 2011 | 2 | 22 | Parpinelli R. S. | Lopes H. S. | 2 | 2011 Third World Congress on Nature and Biologically Inspired Computing | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | |||||||||||
| Flower Pollination Algorithm | FPA | 2012 | 2 | 22 | Yang X-S. | 2 | UCNC 2012: Unconventional Computation and Natural Computation | 1 | 1 | 0 | 1 | 126 | 112 | 7 | 7 | 1 | 1 | 0 | 0 | 134 | 3 | |||||||||||||||||||||
| Physarum Optimization | POA | 2012 | 2 | 22 | Song Y. | Liu L. | Ma H. | Vasilakos A. V. | 2 | Mobicom '12 Proceedings of the 18th annual international conference on Mobile computing and networking | 4 | 1 | 37 | 38 | 0 | 0 | 0 | 0 | 5 | 4 | 3 | 2 | 3 | 1 | 11 | 7 | 1 | 1 | 0 | 0 | 0 | 0 | 12 | 1 | ||||||||
| Root Mass Optimization | RMO | 2013 | 2 | 22 | Qi X. | Zhu Y. | Chen H. | Zhang D. | Niu B. | 2 | ICIC 2013: Intelligent Computing Theories and Technology | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Forest Optimization Algorithm | FOA | 2014 | 2 | 22 | Ghaemi M. | Feizi-Derakhshi M. R. | 1 | Expert Systems with Applications | 2 | 1 | 0 | 8 | 0 | 0 | 0 | 0 | 4 | 2 | 1 | 4 | 0 | 0 | 5 | 2 | 6 | 6 | 2 | 2 | 0 | 0 | 13 | 1 | ||||||||||
| Root Growth Algorithm | RGA | 2014 | 2 | 22 | Zhang H. | Zhu Y. | Chen H. | 1 | Soft Computing | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Seed-based Plant Propagation Algorithm | SbPPA | 2015 | 2 | 22 | Sulaiman M. | Salhi A. | 1 | The Scientific World Journal | 6 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Tree Seed Algorithm | TSA | 2015 | 2 | 22 | Kiran M. S. | 1 | Expert Systems with Applications | 2 | 1 | 0 | 29 | 4 | 3 | 0 | 0 | 1 | 1 | 3 | 2 | 2 | 1 | 10 | 7 | 3 | 2 | 3 | 1 | 0 | 0 | 16 | 1 | |||||||||||
| Runner-root Algorithm | RRA | 2015 | 2 | 22 | Merrikh-Bayat F. | 1 | Applied Soft Computing | 2 | 1 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 2 | 2 | 0 | 0 | 2 | 2 | 0 | 0 | 4 | 1 | |||||||||||
| Natural Forest Regeneration | NFR | 2016 | 2 | 22 | Moez H. | Kaveh A. | Taghizadieh N. | 1 | Iranian Journal of Science and Technology, Transactions of Civil Engineering | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||
| Waterweeds Algorithm | WW | 2016 | 2 | 22 | Cheng L. | Zhang Q. | Tao F. | Ni K. | Cheng Y. | 1 | The International Journal of Advanced Manufacturing Technology | 1 | 1 | 0 | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||
| Root Tree Optimization Algorithm | RTO | 2016 | 2 | 22 | Labbi Y. | Attous D. B. | Gabbar H. A. | Mahdad B. | Zidan A. | 1 | International Journal of Electrical Power & Energy Systems | 2 | 1 | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 2 | 0 | 0 | 8 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 9 | 1 | |||||||
| Artificial Tree Algorithm | AT | 2017 | 2 | 22 | Li Q. Q. | Song K. | He Z. C. | Li E. | Cheng A. G. | Chen T. | 1 | Engineering Applications of Artificial Intelligence | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 0 | 0 | 4 | 1 | |||||||
| Mushroom Reproduction Optimization | MRO | 2018 | 2 | 22 | Bidar M. | Kanan H. R. | Mouhoub M. | Sadaoui S. | 2 | 2018 IEEE Congress on Evolutionary Computation (CEC) | 3 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Tree Growth Algorithm | TGA | 2018 | 2 | 22 | Cheraghalipour A. | Hajiaghaei-Keshteli Μ. | Paydar Μ. Μ. | 1 | Engineering Applications of Artificial Intelligence | 2 | 1 | 0 | 1 | 4 | 2 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | |||||||
| Farmland Fertility Algorithm | FFA | 2018 | 2 | 22 | Shayanfar H. | Gharehchopogh F. S. | 1 | Applied Soft Computing | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Tree Based Optimization | TBO | 2018 | 2 | 22 | Ghojogh B. | Sharifian S. | Mohammadzade H. | 1 | Neural and Evolutionary Computing | 11 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| BladderWorts Suction Algorithm | BWS | 2018 | 2 | 22 | Gowri R. | Rathipriya R. | 2 | 2018 International Conference on Circuits and Systems in Digital Enterprise Technology | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Physarum-energy Optimization Algorithm | PEO | 2019 | 2 | 22 | Feng X. | Liu Y. | Yu H. | Luo F. | 1 | Soft Computing | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Fertile Field Algorithm | FFA | 2020 | 2 | 22 | Mohammadi M. | Khodaygan S. | 1 | Journal of Ambient Intelligence and Humanized Computing | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Clonal Selection Algorithm | CSA | 2000 | 2 | 23 | de Castro L. N. | Von Zuben F. J. | 2 | Workshop Proceedings of GECCO | 24 | 1 | 6 | 0 | 2 | 0 | 1 | 5 | ||||||||||||||||||||||||||
| Reincarnation Algorithm | RA | 2010 | 2 | 23 | Sharma A. | 2 | 2010 11th International Symposium on Computational Intelligence and Informatics (CINTI) | 3 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Zombie Survival Optimization | ZSO | 2012 | 2 | 23 | Nguyen H. T. | Bhanu B. | 2 | Proceedings of the 21st International Conference on Pattern Recognition (ICPR201 | 3 | 1 | 18 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Stem Cells Optimization Algorithm | SCA | 2012 | 2 | 23 | Taherdangkoo M. | Yazdi M. | Bagheri M. H. | 2 | ICIC 2011: Bio-Inspired Computing and Applications | 1 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | ||||||||||
| Heart algorithm | 2014 | 2 | 23 | Hatamlou A. | 1 | Progress in Artificial Intelligence | 1 | 2 | 8 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||||||
| Invasive Tumor Growth Optimization | ITGO | 2015 | 2 | 23 | Tang D. | Dong S. | Jiang Y. | Li H. | Huang Y. | 1 | Applied Soft Computing | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | ||||||||
| Allostatic Optimization | AO | 2016 | 2 | 23 | Osuna-Enciso V. | Cuevas E. | Oliva D. | Sossa H. | Perez-Cisneros M. | 1 | International Journal of Bio-Inspired Computation | 5 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | ||||||||
| Artificial Infectious Disease Optimization | SEIQRA | 2016 | 2 | 23 | Huang G. | 1 | Swarm and Evolutionary Computation | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||||
| Neuronal Communication | NC | 2017 | 2 | 23 | Gharebaghi S. A. | Asl M. A. | 1 | International Journal of Optimization in Civil Engineering | 23 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Chemotherapy Science Algorithm | CSA | 2017 | 2 | 23 | Salmani M. H. | Eshghi K. | 1 | Journal of Optimization | 6 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||||
| Kidney-inspired Algorithm | KA | 2017 | 2 | 23 | Jaddi N. S. | Alvankarian J. | Abdullah S. | 1 | Communications in Nonlinear Science and Numerical Simulation | 2 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 5 | 5 | 1 | 1 | 7 | 7 | 1 | 1 | 2 | 2 | 0 | 0 | 10 | 1 | ||||||||||
| Artificial Coronary Circulation System | ACCS | 2019 | 2 | 23 | Kooshkbaghi M. | Kaveh A. | 1 | Scientia Iranica | 34 | 1 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||||
| Artificial Ecosystem-based Optimization | AEO | 2019 | 2 | 23 | Zhao W. | Wang L. | Zhang Z. | 1 | Neural Computing and Applications | 1 | 1 | 0 | 1 | 54 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Space Gravitational Algorithm | SGA | 2005 | 3 | 31 | Hsiao Y. T. | Chuang C. L. | Jiang J. A. | Chien C. C. | 2 | 2005 IEEE International Conference on Systems, Man and Cybernetics | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Big Bang - Big Crunch | BB-BC | 2006 | 3 | 31 | Erol O. K. | Eksin I. | 1 | Advances in Engineering Software | 2 | 2 | 0 | 0 | 2 | |||||||||||||||||||||||||||||
| Gravitational Search Algorithm | GSA | 2009 | 3 | 31 | Rashedi E. | Nezamabadi-Pour H. | Saryazdi S. | 1 | Information Sciences | 2 | 2 | 0 | 0 | 5 | ||||||||||||||||||||||||||||
| Galaxy-based Search Algorithm | GbSA | 2011 | 3 | 31 | Shah-Hosseini H. | 1 | International Journal of Computational Science and Engineering | 5 | 1 | 7 | 0 | 0 | 1 | |||||||||||||||||||||||||||||
| Gravitational Interactions Optimization | GIO | 2011 | 3 | 31 | Flores J. J. | Lopez R. | Barrera J. | 2 | International Conference on Learning and Intelligent Optimization | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Black Hole | BH | 2013 | 3 | 31 | Hatamlou A. | 1 | Information Sciences | 2 | 1 | 8 | 0 | 0 | 1 | |||||||||||||||||||||||||||||
| Space Gravity Optimization | SGO | 2013 | 3 | 31 | Kılınç N. | Mahouti P. | Güneş F. | 2 | PIERS Proceedings | 45 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Multi-verse Optimizer | MVO | 2015 | 3 | 31 | Mirjalili S. | Mirjalili S. M. | Hatamlou A. | 1 | Neural Computing and Applications | 1 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||||||||||||||||||
| Supernova Optimizer | SO | 2018 | 3 | 31 | Hudaib A. A. | Fakhouri H. N. | 1 | Modern Applied Science | 30 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |||||||||||
| Simulated Annealing | SA | 1983 | 3 | 32 | Kirkpatrick S. | Gelatt C. D. | Vecchi M. P. | 1 | Science | 17 | 1 | 13 | 2 | 0 | 1 | 5 | ||||||||||||||||||||||||||
| Intelligent Water Drop | IWD | 2007 | 3 | 32 | Shah-Hosseini H. | 2 | 2007 IEEE Congress on Evolutionary Computation | 3 | 1 | 2 | 0 | 0 | 1 | |||||||||||||||||||||||||||||
| River Formation Dynamics | RFD | 2007 | 3 | 32 | Rabanal P. | Rodriguez I. | Rubio F. | 2 | International Conference on Unconventional Computation and Natural Computation | 1 | 1 | 2 | 0 | 0 | 1 | |||||||||||||||||||||||||||
| Wind Driven Optimization | WDO | 2010 | 3 | 32 | Bayraktar Z. | Komurcu M. | Werner D. H. | 2 | 2010 IEEE Antennas and Propagation Society International Symposium | 3 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||||||||||||||||||
| Water Cycle Algorithm | WCA | 2012 | 3 | 32 | Eskandar H. | Sadollah A. | Bahreininejad A. | Hamdi M. | 1 | Computers & Structures | 2 | 1 | 1 | 0 | 0 | 1 | ||||||||||||||||||||||||||
| Atmosphere Clouds Model Optimization | ACMO | 2012 | 3 | 32 | Gao-Wei Y. | Zhanju H. | 2 | 2012 International Conference on Computing, Measurement, Control and Sensor Netw | 3 | 2 | 0 | 0 | 0 | 1 | ||||||||||||||||||||||||||||
| Artificial Raindrop Algorithm | ARA | 2014 | 3 | 32 | Jiang Q. | Wang L. | Hei X. | Fei R. | Yang D. | Zou F. | Li H. | Cao Z. | Lin Y. | 2 | 2014 IEEE Congress on Evolutionary Computation (CEC) | 3 | 1 | 15 | 0 | 0 | 1 | |||||||||||||||||||||
| Hurricane-based Optimization | HO | 2014 | 3 | 32 | Rbouh I. | El Imrani A. A. | 2 | AASRI Procedia | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||||
| Lightning Search Algorithm | LSA | 2015 | 3 | 32 | Shareef H. | Ibrahim A. A. | Mutlag A. H. | 1 | Applied Soft Computing | 2 | 1 | 0 | 2 | 0 | 0 | 1 | ||||||||||||||||||||||||||
| Water Wave Optimization | WWO | 2015 | 3 | 32 | Zheng Y. J. | 1 | Computers & Operations Research | 2 | 1 | 0 | 4 | 0 | 0 | 1 | ||||||||||||||||||||||||||||
| Artificial Showering Algorithm | ASHA | 2015 | 3 | 32 | Ali J. | Saeed M. | Chaudhry N. A. | Luqman M. | Tabassum M. F. | 1 | Science International (Lahore) | 14 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Circular Water Waves | CWW | 2015 | 3 | 32 | Colak M. E. | Varol A. | 1 | Elektronika ir Elektrotechnika | 15 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Vortex Search Algorithm | VSA | 2015 | 3 | 32 | Dogan B. | Olmez T. | 1 | Information Sciences | 2 | 2 | 0 | 0 | 0 | 1 | ||||||||||||||||||||||||||||
| Water Evaporation Optimization | WEO | 2016 | 3 | 32 | Kaveh A. | Bakhshpoori T. | 1 | Computers & Structures | 2 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 4 | 3 | 0 | 0 | 5 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | ||||||||||
| Crystal Energy Optimization Algorithm | CEO | 2016 | 3 | 32 | Feng X. | Ma M. | Yu H. | 1 | Computational Intelligence | 7 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Lightning Attachment Procedure Optimization | LAPO | 2017 | 3 | 32 | Nematollahi A. F. | Rahiminejad A. | Vahidi B. | 1 | Applied Soft Computing | 2 | 1 | 0 | 1 | 35 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||
| Rainfall Optimization Algorithm | RFO | 2017 | 3 | 32 | Kaboli S. H. A. | Selvaraj J. | Rahim N. A. | 1 | Journal of Computational Science | 2 | 1 | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||
| Hydrological Cycle Algorithm | HCA | 2017 | 3 | 32 | Wedyan A. | Whalley J. | Narayanan A. | 1 | Computers & Mathematics with Applications | 6 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Nuclear Fission–Nuclear Fusion | N2F | 2018 | 3 | 32 | Yalcin Y. | Pekcan O. | 1 | Neural Computing and Applications | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Nuclear Reaction Optimization | NRO | 2019 | 3 | 32 | Wei Z. | Huang C. | Wang X. | Han T. | Li Y. | 1 | IEEE Access | 3 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||
| Whirlpool Algorithm | WA | 2019 | 3 | 32 | Zou Y. | 1 | Engineering Computations | 28 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Electrostatic Discharge Algorithm | ESDA | 2019 | 3 | 32 | Bouchekara H. R. E. H. | 1 | IET Science, Measurement & Technology | 3 | 1 | 0 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Targeted Showering Optimization | TSO | 2019 | 3 | 32 | Luqman M. | Saeed M. | Ali J. | Tabassam M. F. | Mahmood, T. | 1 | Pakistan Journal of Agricultural Sciences | 1 | 0 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Harmony Search | HS | 2001 | 3 | 33 | Geem Z. W. | Kim J. H. | Loganathan G. V. | 1 | Simulation | 47 | 1 | 2 | 0 | 1 | 1 | 5 | ||||||||||||||||||||||||||
| Hysteretic Optimization | HO | 2002 | 3 | 33 | Zarand G. | Pazmandi F. | Pal K. | Zimanyi G. T. | 1 | Physical Review Letters | 16 | 0 | 0 | 0 | 1 | |||||||||||||||||||||||||||
| Electromagnetism-like Optimization | EM | 2003 | 3 | 33 | Birbil S. I. | Fang S. C. | 1 | Journal Of Global Optimization | 1 | 2 | 0 | 0 | 3 | |||||||||||||||||||||||||||||
| Particle Collision Algorithm | PCA | 2005 | 3 | 33 | Sacco W. F. | de Oliveira C. R. | 2 | 6th World Congresses of Structural and Multidisciplinary Optimization | 48 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 0 | 4 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 5 | 1 | ||||||||||
| Central Force Optimization | CFO | 2007 | 3 | 33 | Formato R. A. | 1 | Progress In Electromagnetics Research | 13 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | |||||||||||||||||||||||||||
| Artificial Physics Optimization | APO | 2009 | 3 | 33 | Xie L. | Zeng J. | Cui Z. | 2 | 2009 8th IEEE International Conference on Cognitive Informatics | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | ||||||||||
| Charged System Search | CSS | 2010 | 3 | 33 | Kaveh A. | Talatahari S. | 1 | Acta Mechanica | 1 | 1 | 1 | 0 | 0 | 0 | 2 | |||||||||||||||||||||||||||
| Chemical-reaction-inspired Optimization | CRO | 2010 | 3 | 33 | Lam A. | Li V. O. | 1 | IEEE Transactions on Evolutionary Computation | 3 | 1 | 5 | 4 | 0 | 0 | 2 | |||||||||||||||||||||||||||
| Grenade Explosion Method | GEM | 2010 | 3 | 33 | Ahrari A. | Atai A. A. | 1 | Applied Soft Computing | 2 | 2 | 0 | 0 | 0 | 1 | ||||||||||||||||||||||||||||
| Ray Optimization | RO | 2012 | 3 | 33 | Kaveh A. | Khayatazad M. | 1 | Computers & Structures | 2 | 1 | 0 | 1 | 0 | 0 | 1 | |||||||||||||||||||||||||||
| Mine Blast Optimization | MBO | 2012 | 3 | 33 | Sadollah A. | Bahreininejad A. | Eskandar H. | Hamdi M. | 1 | Computers & Structures | 2 | 1 | 1 | 0 | 0 | 1 | ||||||||||||||||||||||||||
| Spiral Dynamics Algorithm | SDA | 2012 | 3 | 33 | Nasir A. N. K. | Tokhi M. O. | Ghani N. A. | Ismail R. R. | 2 | 2012 IEEE 11th International Conference on Cybernetic Intelligent Systems (CIS) | 3 | 2 | 0 | 0 | 0 | 1 | ||||||||||||||||||||||||||
| Gases Brownian Motion Optimization | GBMO | 2013 | 3 | 33 | Abdechiri M. | Meybodi M. R. | Bahrami H. | 1 | Applied Soft Computing | 2 | 1 | 9 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||
| Colliding Bodies Optimization | CBO | 2014 | 3 | 33 | Kaveh A. | Mahdavi V. R. | 1 | Computers & Structures | 2 | 1 | 1 | 0 | 0 | 1 | ||||||||||||||||||||||||||||
| Kinetic Gas Molecule Optimization | KGMO | 2014 | 3 | 33 | Moein S. | Logeswaran R. | 1 | Information Sciences | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||||
| States of Matter | SMS | 2014 | 3 | 33 | Cuevas E. | Echavarría A. | Ramírez-Ortegón M. A. | 1 | Applied Intelligence | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 1 | 1 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | ||||||||||
| General Relativity Search Algorithm | GRSA | 2015 | 3 | 33 | Beiranvand H. | Rokrok E. | 1 | International Journal of Computational Intelligence and Applications | 8 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||||
| Optics Inspired Optimization | OIO | 2015 | 3 | 33 | Kashan A. H. | 1 | Computers & Operations Research | 2 | 1 | 0 | 1 | 3 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 4 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | 5 | 1 | |||||||||||
| Stochastic Fractal Search | SFS | 2015 | 3 | 33 | Salimi H. | 1 | Knowledge-Based Systems | 2 | 1 | 0 | 1 | 0 | 0 | 1 | ||||||||||||||||||||||||||||
| Heat Transfer Search | HTS | 2015 | 3 | 33 | Patel V. K. | Savsani V. J. | 1 | Information Sciences | 2 | 2 | 0 | 6 | 6 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 8 | 8 | 0 | 0 | 1 | 1 | 0 | 0 | 9 | 1 | |||||||||||
| Ions Motion Algorithm | IMO | 2015 | 3 | 33 | Javidy B. | Hatamlou A. | Mirjalili S. | 1 | Applied Soft Computing | 2 | 2 | 0 | 2 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 4 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | ||||||||||
| Sine Cosine Algorithm | SCA | 2016 | 3 | 33 | Mirjalili S. | 1 | Knowledge-Based Systems | 2 | 1 | 0 | 31 | 0 | 0 | 1 | ||||||||||||||||||||||||||||
| Attraction Force Optimization | AFO | 2016 | 3 | 33 | Bendato I. | Cassetari L. | Giribone P. G. | Fioribello S. | 1 | Applied Mathematical Sciences | 19 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||
| Electromagnetic Field Optimization | EFO | 2016 | 3 | 33 | Abedinpourshotorban H. | Shamsuddin S. M. | Beheshti Z. | Jawawi D. N. A. | 1 | Swarm and Evolutionary Computation | 2 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 2 | 2 | 2 | 1 | 1 | 0 | 0 | 5 | 1 | |||||||||
| Ideal Gas Molecular Movement Algorithm | IGMM | 2017 | 3 | 33 | Varaee H. | Ghasemi M. R. | 1 | Engineering with Computers | 1 | 1 | 0 | 1 | 5 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | ||||||||||
| Thermal Exchange Optimization | TEO | 2017 | 3 | 33 | Kaveh A. | Dadras A. | 1 | Advances in Engineering Software | 2 | 1 | 0 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | ||||||||||
| Vibrating Particles System Algorithm | VPS | 2017 | 3 | 33 | Kaveh A. | Ghazaan M. I. | 1 | Acta Mechanica | 1 | 1 | 1 | 5 | 5 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 7 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 1 | |||||||||||
| Sonar Inspired Optimization | SIO | 2017 | 3 | 33 | Tzanetos A. | Dounias G. | 2 | International Conference on Engineering Applications of Neural Networks | 1 | 2 | 0 | 2 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 5 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | |||||||||||
| Spring Search Algorithm | SSA | 2017 | 3 | 33 | Dehghani M. | Montazeri Z. | Dehghani A. | Seifi A. | 2 | 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI) | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | |||||||||
| Flow Regime Algorithm | FRA | 2018 | 3 | 33 | Tahani M. | Babayan N. | 1 | Knowledge and Information Systems | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Coulombs Franklins Algorithm | CFA | 2018 | 3 | 33 | Ghasemi M. | Ghavidel S. | Aghaei J. | Akbari E. | Li L. | 1 | International Transactions on Electrical Energy Systems | 7 | 1 | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||
| Vapour-liquid Equilibrium-based Algorithm | VLE | 2018 | 3 | 33 | Cortés-Toro E. M. | Crawford B. | Gómez-Pulido J. A. | Soto R. | Lanza-Gutiérrez J. M. | 1 | Applied Sciences | 20 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Atom Search Optimization | ASO | 2019 | 3 | 33 | Zhao W. | Wang L. | Zhang Z. | 1 | Knowledge-Based Systems | 2 | 1 | 0 | 21 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | |||||||||
| Henry Gas Solubility Optimization | HGSO | 2019 | 3 | 33 | Hashim F. A. | Houssein E. H. | Mabrouk M. S. | Al-Atabany W. | Mirjalili S. | 1 | Future Generation Computer Systems | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||
| Artificial Electric Field Algorithm | AEFA | 2019 | 3 | 33 | Anita | Yadav A. | 1 | Swarm and Evolutionary Computation | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Evolutionary Centers Algorithm | ECA | 2019 | 3 | 33 | Mejía-de-Dios J. A. | Mezura-Montes E. | 1 | Decision Science in Action | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | |||||||||||
| Ohm’s Law Optimization algorithm | OLO | 2019 | 3 | 33 | Fadafen M. K. | Mehrshad N. | Zahiri S. H. | Razavi S. M. | 1 | Control Engineering Letters | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Electron Radar Search Algorithm | ERSA | 2019 | 3 | 33 | Rahmanzadeh S. | Pishvaee S. | 1 | Soft Computing | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | ||||||||||
| Spherical Search Optimizer | SSO | 2019 | 3 | 33 | Zhao J. | Tang D. | Liu Z. | Cai Y. | Dong S. | 1 | Neural Computing and Applications | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||
| Equilibrium Optimizer | EO | 2020 | 3 | 33 | Faramarzi A. | Heidarinejad M. | Stephens B. | Mirjalili S. | 1 | Knowledge-Based Systems | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | ||||||||
| Newton Metaheuristic Algorithm | NMA | 2020 | 3 | 33 | Gholizadeh S. | Danesh M. | Gheyratmand C. | 1 | Computers and Structures | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |