|
| Family algorithms | Type | Models | PV | Range set | Computational time/iterations | Reference |
|
| Genetic | Simple | SD | 50 W panel | Partially | -/50 | [31] |
| Genetic | Simple | SD | 57 mm RTC France solar cell | Yes | -/- | [32] |
| GA-R | Simple | SD | 57 mm RTC France solar cell, mSi commercial photovoltaic cell | Partially | 56 s/5000 | [33] |
| Genetic GA-LS | Hybrid | SD | 57 mm RTC France solar cell | Yes | -/- | [34] |
| Differential evolution DE | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | 12 s and 16 s/10000 and 20000 | [35] |
| Differential evolution Rcr-IJADE | Simple | SD, DD | 57 mm RTC France solar cell | Yes | 33 s and 58 s/10000 and 20000 | [36] |
| Penalty differential evolution P-DE | Simple | DD | pSi-S75 and S115 mSi-SM55 and SQ150PC tin film-ST36 and ST40 | Partially | 42 s/500 | [37] |
| Differential evolution with an individual-dependent mechanism IDE | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | -/10000 and 20000 | [35] |
| Linear population success-history-based adaptive DE L-SHADE | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | 35.4 and 62.66 s/10000 and 20000 | [35] |
| Differential evolution DEIM | Hybrid | SD, DD | KC120 PV module | Yes | 32 s/10000 and 20000 | [38] |
| Particle swarm optimization CPSO | Simple | SD | 57 mm RTC France solar cell | Yes | -/4500 | [39] |
| Particle swarm optimization VCPSO | Simple | DD | — | No | -/- | [40] |
| Particle swarm optimization NM-MPSO | Hybrid | SD, DD | 57 mm RTC France solar cell | Yes | -/350000 | [41] |
| Fractional chaotic ensemble particle swarm optimizer FC-EPSO | Hybrid | SD, DD | 57 mm RTC France solar cell | Yes | 11.5 s and 12 s/200 | [42] |
| Chaotic heterogeneous comprehensive learning PSO C-HCLPSO | Hybrid | SD, DD | 57 mm RTC France solar cell | Yes | 204 s and 225 s/2000 | [43] |
| Hybrid successive discretization algorithm HSDA | Hybrid | SD, DD | 57 mm RTC France solar cell, cm monocrystalline silicon photovoltaic cell, PWP201 photovoltaic panel, STP6-120/36, STM6-40/36, etc. | Yes | 28 s and 46 s/4 | [44] |
| Discretization SDA | Simple | SD | 57 mm RTC France solar cell, cm monocrystalline silicon photovoltaic cell, PWP201 photovoltaic panel | Yes | 142 s and 266 s/4 | [3] |
| Discretization PSDA | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel, Kyocera KC200GT photovoltaic panel | Yes | 28 s and 46 s/4 | [45] |
| Artificial bee colony optimization ABCO | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel, STM6-40/36 | Yes | -/10000 | [46] |
| Artificial bee colony optimization ABC-NMS | Hybrid | SD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | -/5000 | [47] |
| Shuffled complex evolution ISCE | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | -/5000 and 10000 | [48] |
| Shuffled complex evolution-opposition-based learning ESCE-OBL | Hybrid | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | — | -/5000 and 10000 | [49] |
| Simulated annealing SA | Simple | SD, DD | 57 mm R.T.C France solar cell, Photowatt-PWP201 | — | -/- | [64] |
| Simulated annealing LM-SA | Hybrid | SD | 57 mm RTC France solar cell | — | -/2050 | [50] |
| Flower pollination FPA | Simple | SD, DD | 57 mm RTC France solar cell, Photowatt-PWP201 | Yes | -/25000 | [51] |
| Flower pollination BPFPA | Hybrid | SD, DD | 57 mm RTC France solar cell | Partially | -/20000 | [52] |
| Harmony search HS | Simple | SD, DD | 57 mm RTC France solar cell | — | -/5000 | [53] |
| Innovative global harmony search IGHS | Simple | SD, DD | 57 mm RTC France solar cell | — | -/5000 | [53] |
| Pattern search PS | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | — | -/- | [54] |
| JAYA algorithm IJAYA | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | -/50000 | [55] |
| Performance-guided JAYA algorithm PGJAYA | Simple | SD, DD | 57 mm R.T.C France solar cell, Photowatt-PWP201 KC200GT, SM55, thin-film Shell ST40 | Yes | -/50000 | [56] |
| Comprehensive learning JAYA algorithm CJAYA | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | — | -/20000 and 48000 | [57] |
| Teaching–learning-based optimization TLBO | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | — | -/20000 | [58] |
| Improved TLBO ITLBO | Simple | SD, DD | 57 mm R.T.C France solar cell, PWP201 photovoltaic panel, STP6-120/36, STM6-40/36 | — | 5.95 s (30) and 6.60s (30)/50000 | [59] |
| Whale optimization algorithm WOA | Simple | SD, DD | KC200GT | Yes | -/45000 | [60] |
| Improved version of WOA IWOA | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel, JAM6-60-295W-4BB, CS6U-320P | Yes | -/100000 | [61] |
| Multiple learning backtracking search algorithm MLBSA | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | 39 and 44 s/50000 | [62] |
| BSA-Lévy flight (LFBSA) | Simple | SD, DD | 57 mm RTC France solar cell, PWP201 photovoltaic panel | Yes | -/50000 | [63] |
|
