Research Article
Fault Detection and Classification of a Photovoltaic Generator Using the BES Optimization Algorithm Associated with SVM
Table 3
Estimated parameter vectors for each fault.
| | | | | | Average | Default | |
| | | | | | | Healthy | Irradiance -(w/m) | 7.364916 | | 0.017746 | 267.1035 | 50 | 0.013227 | 0 | 1000 | 7.364916 | | 0.017746 | 267.1035 | 50 | 0.013227 | 0 | 1000 |
| | Shading | | 7.360267 | | 0.018138 | 312.7941 | 50 | 0.012726 | 1 | 990 | 7.362738 | | 0.018218 | 293.0584 | 50 | 0.012545 | 1 | 980 | 7.361438 | | 0.018201 | 294.8229 | 50 | 0.013128 | 1 | 970 | 7.361184 | | 0.01813 | 296.8129 | 50 | 0.012965 | 1 | 960 |
| | Shunt resistor | Ω | 7.351949 | | 0.023431 | 45.41538 | 50 | 0.011696 | 2 | 50 | 7.35202 | | 0.023465 | 44.59141 | 50 | 0.01168 | 2 | 49 | 7.352033 | | 0.023651 | 43.79907 | 50 | 0.011621 | 2 | 48 | 7.352085 | | 0.023473 | 42.96316 | 50 | 0.011569 | 2 | 47 |
| | Serial resistor | Ω | 7.531963 | | 1.617507 | 68.74353 | 50 | 0.008172 | 3 | 1.6 | 7.659691 | | 1.915741 | 45.02461 | 49.96093 | 0.005871 | 3 | 1.9 | 7.999871 | | 2 | 14.35032 | 49.9982 | 0.216836 | 3 | 2.1 | 7.531963 | | 1.617507 | 68.74353 | 50 | 0.008172 | 3 | 1.6 |
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