Table 5 Optimized control parameters with all algorithms in Case 1.
Parameters | SCA | IGWO | WOA | SCADE | OBSCA | ARSCA |
---|---|---|---|---|---|---|
\({P}_{TG2}(\text{MW})\) | 39.5521 | 40.5586 | 38.4877 | 40.5306 | 40.7828 | 40.513 |
\({P}_{WG5}(\text{MW})\) | 50.4577 | 50.1546 | 49.3578 | 49.6813 | 49.6806 | 49.6241 |
\({P}_{TG8}(\text{MW})\) | 10.0005 | 10.0163 | 10 | 10 | 10.0054 | 10 |
\({P}_{WG11}(\text{MW})\) | 41.9383 | 41.2357 | 44.9134 | 41.9101 | 41.6482 | 41.9376 |
\({P}_{TG13}(\text{MW})\) | 12 | 12.0648 | 12.2306 | 12 | 12.0001 | 12 |
\({V}_{1}(\text{p}.\text{u}\text{.})\) | 1.0715 | 1.0712 | 1.0751 | 1.0707 | 1.0744 | 1.0716 |
\({V}_{2}(\text{p}.\text{u}\text{.})\) | 1.0565 | 1.0576 | 1.0583 | 1.0568 | 1.06 | 1.0567 |
\({V}_{5}(\text{p}.\text{u}\text{.})\) | 1.0353 | 1.0356 | 1.0179 | 1.035 | 1.039 | 1.0347 |
\({V}_{8}(\text{p}.\text{u}\text{.})\) | 1.0357 | 1.04 | 1.0261 | 1.0363 | 1.0393 | 1.0339 |
\({V}_{11}(\text{p}.\text{u}\text{.})\) | 1.0889 | 1.0626 | 1.012 | 1.0497 | 1.0945 | 1.073 |
\({V}_{13}(\text{p}.\text{u}\text{.})\) | 1.0547 | 1.0721 | 1.046 | 1.062 | 1.0719 | 1.078 |
\({T}_{11}(\text{p}.\text{u}\text{.})\) | 1.08 | 1.02 | 1.1 | 1.04 | 1.08 | 1.02 |
\({T}_{12}(\text{p}.\text{u}\text{.})\) | 0.9 | 0.92 | 0.92 | 0.92 | 0.9 | 0.94 |
\({T}_{15}(\text{p}.\text{u}\text{.})\) | 1.04 | 1 | 1 | 1.06 | 0.98 | 1.02 |
\({T}_{36}(\text{p}.\text{u}\text{.})\) | 0.98 | 0.96 | 0.98 | 1 | 0.96 | 0.96 |
\({L}_{\text{SVC}1}(Bus No.)\) | 18 | 24 | 24 | 24 | 15 | 21 |
\({L}_{\text{SVC}2}(Bus No.)\) | 12 | 21 | 15 | 21 | 12 | 24 |
\({Q}_{\text{SVC}1}(\text{MVAr})\) | 0.5117 | 8.2199 | -0.5847 | 9.9976 | 9.9807 | 9.9998 |
\({Q}_{\text{SVC}2}(\text{MVAr})\) | 1.9045 | 9.1798 | -0.8502 | 9.7553 | -9.9734 | 8.2697 |
\({L}_{TCSC1}(Branch No.)\) | 28 | 30 | 7 | 35 | 13 | 16 |
\({L}_{TCSC2}(Branch No.)\) | 19 | 5 | 25 | 18 | 24 | 30 |
\({\tau }_{TCSC1}(\%)\) | 0.0285 | 0.3081 | 0.4317 | 0.5 | 0.3521 | 0.2063 |
\({\tau }_{TCSC2}(\%)\) | 0.1387 | 0.2709 | 0.1115 | 0.0377 | 0.4509 | 0.1488 |
\({L}_{TCPS1}(Branch No.)\) | 34 | 13 | 30 | 14 | 8 | 14 |
\({L}_{TCPS2}(Branch No.)\) | 9 | 23 | 21 | 13 | 14 | 13 |
\({\Phi }_{TCPS1}(\text{deg}\text{.})\) | -4.0448 | -0.2639 | 2.4993 | 3.055 | -1.1282 | 2.7317 |
\({\Phi }_{TCPS2}(\text{deg}\text{.})\) | 0.402 | -0.1217 | -0.76 | -3.0488 | 3.0056 | -1.8802 |
\({P}_{TG1}(\text{MW})\) | 135.2446 | 135.0094 | 134.7155 | 134.9548 | 134.9601 | 134.9459 |
\({Q}_{TG1}(\text{MVAr})\) | 1.3099 | -1.2449 | 11.9807 | -1.8539 | 1.829 | 1.1033 |
\({Q}_{TG2}(\text{MVAr})\) | 16.0323 | 19.5519 | 37.8156 | 16.8474 | 18.9867 | 16.1278 |
\({Q}_{WG5}(\text{MVAr})\) | 25.0452 | 23.4321 | 12.2958 | 24.7083 | 25.0386 | 24.7369 |
\({Q}_{TG8}(\text{MVAr})\) | 34.9589 | 43.2118 | 38.1498 | 34.4629 | 33.5955 | 29.5605 |
\({Q}_{WG11}(\text{MVAr})\) | 37.7871 | 12.6198 | 19.2932 | 15.1138 | 44.8287 | 17.5632 |
\({Q}_{TG13}(\text{MVAr})\) | 25.7396 | 19.3306 | 25.048 | 29.9091 | 17.8748 | 28.7649 |
\({P}_{\text{loss}}(\text{MW})\) | 5.7932 | 5.6394 | 6.305 | 5.6768 | 5.6772 | 5.6206 |
\({C}_{\text{gross}}(\$/\text{h})\) | 1387.4202 | 1371.3824 | 1441.2169 | 1375.1979 | 1375.2173 | 1369.37 |
\({VD}(\text{p}.\text{u}\text{.})\) | 0.3652 | 0.8315 | 0.5387 | 0.4358 | 0.7672 | 0.8156 |
\({C}_{\text{gen},\text{ min}}(\$/\text{h})\) | 807.9553 | 807.5468 | 810.5816 | 807.3463 | 807.3032 | 807.1704 |
\({C}_{\text{gen},\text{ mean}}(\$/\text{h})\) | 808.0063 | 807.5653 | 810.5928 | 807.4485 | 807.5046 | 807.2043 |
Run time | 160.1117 | 161.2972 | 158.9886 | 163.1081 | 162.2675 | 158.6182 |
FRT | 8 | 6 | 9 | 5 | 5 | 1 |