Holland [60] |
Genetic algorithm (GA) |
1975 |
Kirkpatrick et al. [63] |
Simulated annealing (SA) |
1983 |
Glover [59] |
Tabu search (TS) |
1986 |
Srinivas and Deb [70] |
NSGA for multi-objective optimization |
1994 |
Eberhart and Kennedy [62] |
Particle swarm optimization (PSO) |
1995 |
Dorigo et al. [61] |
Ant colony optimization (ACO) |
1996 |
Storn and Price [64] |
Differential evolution (DE) |
1997 |
Rubinstein [71] |
Cross entropy method (CEM) |
1997 |
Mladenovic and Hansen [72] |
Variable neighborhood search (VNS) |
1997 |
Hansen and Ostermeier [73] |
CMA-ES |
2001 |
Geem et al. [74] |
Harmony search (HS) |
2001 |
Hanseth and Aanestad [75] |
Bootstrap algorithm (BA) |
2001 |
Larranaga and Lozano [76] |
Estimation of distribution algorithms (EDA) |
2001 |
Pham et al. [77] |
Bees algorithms (BA) |
2005 |
Karaboga [78] |
Artificial bee colony algorithm (ABC) |
2005 |
Krishnanand and Ghose [79] |
Glowworm swarm optimization (GSO) |
2006 |
Haddad et al. [80] |
Honey-bee mating optimization (HMO) |
2006 |
Mucherino and Seref [81] |
Monkey search (MS) |
2007 |
Atashpaz-Gargari and Lucas [82] |
Imperialist competitive algorithm (ICA) |
2007 |
Simon [83] |
Biogeography-based optimization (BBO) |
2008 |
Teodorović [84] |
Bee colony optimization (BCO) |
2009 |
He et al. [85] |
Group search optimizer (GSO) |
2009 |
Yang and Deb [86] |
Cuckoo search (CS) |
2009 |
Rashedi et al. [87] |
Gravitational search algorithm (GSA) |
2009 |
Kashan [88] |
League championship algorithm (LCA) |
2009 |
Kadioglu and Sellmann [89] |
Dialectic
search |
2009 |
Shah-Hosseini [90] |
Intelligent water drops (IWD) |
2009 |
Yang [91] |
Firefly algorithm (FA) |
2009 |
Battiti and Brunato [92] |
Reactive search optimization (RSO) |
2010 |
Yang [93] |
Bat algorithm (BA) |
2010 |
Shah-Hosseini [94] |
Galaxy-based search algorithm (GbSA) |
2011 |
Tamura and Yasuda [95] |
Spiral optimization (SO) |
2011 |
Alsheddy [96] |
Guided local search (GLS) |
2011 |
Rajabioun [97] |
Cuckoo optimization algorithm (COA) |
2011 |
Gandomi and Alavi [98] |
Krill Herd (KH) algorithm |
2012 |
Civicioglu [99] |
Differential search algorithm (DS) |
2012 |
Sadollah et al. [100] |
Mine blast algorithm (MBA) |
2013 |
Hatamlou [101] |
Black hole (BH) |
2013 |
Gandomi [102] |
Interior search algorithm (ISA) |
2014 |
Cheng and Prayogo [103] |
Symbiotic organisms search (SOS) |
2014 |
Mirjalili et al. [65] |
Grey wolf optimizer (GWO) |
2014 |
Kashan [104] |
Optics inspired optimization (OIO) |
2015 |
Kaveh and Mahdavi [105] |
Colliding bodies optimization (CBO) |
2015 |
Salimi [106] |
Stochastic fractal search (SFS) |
2015 |
Zheng [107] |
Water wave optimization (WWO) |
2015 |
Dogan and olmez [108] |
Vortex search algorithm (VSA) |
2015 |
Wang et al. [109] |
Elephant herding optimization (EHO) |
2015 |
Kashan et al. [110] |
Grouping evolution strategies (GES) |
2015 |
Mirjalili [111] |
Dragonfly algorithm |
2016 |
Liang et al. [112] |
Virus optimization algorithm (VOA) |
2016 |
Mirjalili [113] |
Sine cosine algorithm (SCA) |
2016 |
Ebrahimi and Khamehchi [114] |
Sperm whale algorithm (SWA) |
2016 |
Mirjalili et al. [115] |
Salp swarm algorithm (SSA) |
2017 |
Baykasoğlu and Akpinar [116] |
Weighted superposition attraction (WSA) |
2017 |
Mortazavi et al. [117] |
Interactive search algorithm (ISA) |
2018 |
Heidari et al. [118] |
Harris Hawks optimization (HHO) |
2019 |
Yapici and Cetinkaya [119] |
Pathfinder algorithm (PFA) |
2019 |
Kaur et al. [120] |
Tunicate swarm algorithm (TSA) |
2020 |
Hayyolalam and Kazem [66] |
Black widow optimization (BWO) |
2020 |
Khishe and Mosavi [67] |
Chimp optimization algorithm (ChOA) |
2020 |
Braik et al. [121] |
Capuchin search algorithm (CapSA) |
2021 |
Talatahari et al. [122] |
Crystal structure algorithm (CryStAl) |
2021 |
Połap and Woźniak [68] |
Red fox optimization (RFO) |
2021 |
Pan et al. [69] |
Gannet optimization algorithm (GOA) |
2022 |
Eslami et al. [123] |
Aphid–Ant mutualism (AAM) |
2022 |
Hashim et al. [124] |
Honey Badger algorithm (HBA) |
2022 |