Figure 1.

Figure 2.

Figure 3.

Figure 4.

Figure 5.

Figure 6.

Figure 7.

Figure 8.

Figure 9.

Figure 10.

Figure 11.

Comparison of algorithm performance across different scenarios
| Algorithm | Convergence time (ms) | Duty cycle | Tracking error (%) | Ppv (w) | Efficiency (%) |
|---|---|---|---|---|---|
| Scenario 1: Ir1 = Ir2 = 1000 W/m2, T1 = T2 = 25 C, Pmpp = 426.3 W, Dopt G = 0.71721435 | |||||
| IC | 648.689 | 0.7103 | 0.9641 | 426.130 | 99.96 |
| P&O | 628.276 | 0.7108 | 0.8943 | 426.124 | 99.96 |
| WSO | 352.368 | 0.7101 | 0.9919 | 426.106 | 99.95 |
| WSO-IC | 398.437 | 0.7116 | 0.7828 | 426.148 | 99.96 |
| Scenario 2: Ir1 = 1000 W/m2, Ir2 = 400 W/m2, T1 = T2 = 25 C, Pmpp G = 207.4 W, Dopt G = 0.80383836 | |||||
| IC | 768.902 | 0.5305 | 34.0041 | 189.453 | 91.35 |
| P&O | 517.483 | 0.5308 | 33.9668 | 189.450 | 91.35 |
| WSO | 254.545 | 0.7925 | 1.4105 | 204.705 | 98.70 |
| WSO-IC | 271.329 | 0.7938 | 1.2488 | 207.356 | 99.98 |
| Scenario 3: Ir1 = 800 W/m2, Ir2 = 400 W/m2, T1 = T2 = 25 C, Pmpp G = 187.6 W, Dopt G = 0.55062217 | |||||
| IC | 567.832 | 0.7704 | 39.9145 | 167.000 | 89.02 |
| P&O | 405.594 | 0.7699 | 39.8236 | 167.200 | 89.13 |
| WSO | 271.329 | 0.7714 | 40.0961 | 167.200 | 89.13 |
| WSO-IC | 442.281 | 0.5313 | 3.5092 | 187.600 | 100.00 |
| Scenario 4: Ir1 = 600 W/m2, Ir2 = 400 W/m2, T1 = T2 = 25 C, Pmpp G = 184.6 W, Dopt G = 0.55110705 | |||||
| IC | 623.776 | 0.7401 | 34.2933 | 125.800 | 68.15 |
| P&O | 433.566 | 0.7400 | 34.2752 | 125.900 | 68.20 |
| WSO | 338.462 | 0.7391 | 34.1119 | 125.700 | 68.09 |
| WSO-IC | 492.350 | 0.5378 | 2.4146 | 184.500 | 99.95 |
Electrical specifications of the boost converter_
| Parameter | Noun | Value |
|---|---|---|
| Boost converter | ||
| L | Inductance (mH) | 1.1478 |
| Cin | Input capacitor (µF) | 6,800 |
| Cout | Output capacitor (µF) | 3,300 |
| F | PWM frequency (kHz) | 10 |
| Load | ||
| R | Resistive load (Ω) | 100 |
Performance comparison of the proposed WSO-IC with different MPPT algorithms
| MPPT algorithm | Efficiency (%) | Tracking time (s) |
|---|---|---|
| P&O (Khatib and Muhsen, 2020) | 96.08 | 0.321 |
| FL (Khatib and Muhsen, 2020) | 96.94 | 0.35 |
| PSO (Khatib and Muhsen, 2020) | 99.62 | 0.50 |
| GWO (Berttahar et al., 2024) | 97.08 | 0.78 |
| HOA (Berttahar et al., 2024) | 99.76 | 0.33 |
| WSO-IC | 99.96 | 0.398 |
Optimal duty cycle calculated for each scenario
| Scenario | Pmpp (W) | D_opt |
|---|---|---|
| Scenario 1 | Pmpp = 426.3 | D_opt_G = 0.71721425 |
| Scenario 2 | Pmpp_G = 207.4 | D_opt_G = 0.80383836 |
| Pmpp_L = 189.5 | D_opt_L = 0.54699656 | |
| Scenario 3 | Pmpp_G = 187.6 | D_opt_G = 0.55062217 |
| Pmpp_L = 167.3 | D_opt_L = 0.77950357 | |
| Scenario 4 | Pmpp_G = 184.6 | D_opt_G = 0.55110705 |
| Pmpp_L = 126.1 | D_opt_L = 0.74620251 |
Electrical specifications of the PV panels_
| Pmax | Voc | Isc | Vmp | Imp | |
|---|---|---|---|---|---|
| PV module | 213.15 W | 36.3 V | 7.84 A | 29 V | 7.35 A |
| PV installation | 426.3 W | 72.6 V | 7.84 A | 58 V | 7.35 A |