Table 6 Optimized control parameters with all algorithms in Case 2.
Parameters | SCA | IGWO | WOA | SCADE | OBSCA | ARSCA |
---|---|---|---|---|---|---|
\({P}_{TG2}(\text{MW})\) | 25.2441 | 42.1091 | 26.6497 | 22.4751 | 28.4073 | 25.3246 |
\({P}_{WG5}(\text{MW})\) | 74.9996 | 73.8509 | 74.6513 | 75 | 74.9976 | 75 |
\({P}_{TG8}(\text{MW})\) | 34.965 | 34.6022 | 34.5112 | 32.143 | 34.8862 | 34.9989 |
\({P}_{WG11}(\text{MW})\) | 60 | 45.7109 | 59.6072 | 58.0817 | 59.906 | 59.9947 |
\({P}_{TG13}(\text{MW})\) | 39.9995 | 38.7122 | 39.3387 | 40 | 36.9917 | 39.8617 |
\({V}_{1}(\text{p}.\text{u}\text{.})\) | 1.0566 | 1.0593 | 1.0552 | 1.0507 | 1.0574 | 1.0599 |
\({V}_{2}(\text{p}.\text{u}\text{.})\) | 1.051 | 1.0549 | 1.0494 | 1.0443 | 1.051 | 1.0538 |
\({V}_{5}(\text{p}.\text{u}\text{.})\) | 1.0432 | 1.0457 | 1.0363 | 1.0345 | 1.0414 | 1.0433 |
\({V}_{8}(\text{p}.\text{u}\text{.})\) | 1.0452 | 1.048 | 1.0446 | 1.0361 | 1.0458 | 1.049 |
\({V}_{11}(\text{p}.\text{u}\text{.})\) | 1.0737 | 1.0917 | 1.0816 | 1.0921 | 1.0942 | 1.0812 |
\({V}_{13}(\text{p}.\text{u}\text{.})\) | 1.0671 | 1.075 | 1.0739 | 1.0719 | 1.07 | 1.0566 |
\({T}_{11}(\text{p}.\text{u}\text{.})\) | 0.96 | 1.06 | 1.04 | 1 | 1.02 | 1.04 |
\({T}_{12}(\text{p}.\text{u}\text{.})\) | 1.04 | 0.9 | 0.9 | 0.98 | 0.94 | 0.92 |
\({T}_{15}(\text{p}.\text{u}\text{.})\) | 1.02 | 1.02 | 1 | 1.02 | 1 | 0.98 |
\({T}_{36}(\text{p}.\text{u}\text{.})\) | 0.98 | 0.98 | 0.98 | 1.02 | 0.98 | 0.98 |
\({L}_{\text{SVC}1}(Bus No.)\) | 7 | 18 | 20 | 12 | 24 | 15 |
\({L}_{\text{SVC}2}(Bus No.)\) | 24 | 3 | 24 | 25 | 19 | 24 |
\({Q}_{\text{SVC}1}(\text{MVAr})\) | 9.987 | 5.6412 | 5.3539 | -2.8163 | 9.9995 | 5.4175 |
\({Q}_{\text{SVC}2}(\text{MVAr})\) | 9.9981 | -5.8256 | 9.6133 | 4.5572 | 6.3399 | 9.9997 |
\({L}_{TCSC1}(Branch No.)\) | 14 | 6 | 29 | 17 | 38 | 13 |
\({L}_{TCSC2}(Branch No.)\) | 25 | 16 | 40 | 5 | 34 | 14 |
\({\tau }_{TCSC1}(\%)\) | 0.3692 | 0.0053 | 0.1375 | 0.128 | 0.0217 | 0.199 |
\({\tau }_{TCSC2}(\%)\) | 0.4256 | 0.1576 | 0.3371 | 0.4527 | 0.4868 | 0.4991 |
\({L}_{TCPS1}(Branch No.)\) | 9 | 35 | 14 | 1 | 35 | 35 |
\({L}_{TCPS2}(Branch No.)\) | 33 | 16 | 35 | 13 | 3 | 14 |
\({\Phi }_{TCPS1}(\text{deg}\text{.})\) | 0.498 | 3.2235 | -1.8037 | 0.6494 | 3.613 | 4.5585 |
\({\Phi }_{TCPS2}(\text{deg}\text{.})\) | 3.9623 | -3.294 | 4.3442 | 0.1994 | 0.1697 | -0.7981 |
\({P}_{TG1}(\text{MW})\) | 49.9984 | 50.5552 | 50.4526 | 57.9394 | 50.0047 | 50.0091 |
\({Q}_{TG1}(\text{MVAr})\) | -2.487 | -2.8708 | -1.9433 | -2.4534 | -0.3554 | 0.2545 |
\({Q}_{TG2}(\text{MVAr})\) | 11.3074 | 11.3129 | 13.0586 | 12.3531 | 9.0623 | 13.4913 |
\({Q}_{WG5}(\text{MVAr})\) | 20.9016 | 24.9574 | 19.8861 | 23.6692 | 22.9887 | 22.6744 |
\({Q}_{TG8}(\text{MVAr})\) | 36.44 | 37.7945 | 38.3283 | 31.2964 | 34.4041 | 38.953 |
\({Q}_{WG11}(\text{MVAr})\) | 15.938 | 31.3774 | 24.6526 | 30.3672 | 26.8862 | 27.2648 |
\({Q}_{TG13}(\text{MVAr})\) | 23.6011 | 26.7975 | 19.9058 | 31.6881 | 17.0107 | 7.2586 |
\({C}_{\text{gen}}(\$/\text{h})\) | 939.4568 | 926.2195 | 936.8458 | 935.0346 | 933.5056 | 939.1434 |
\({C}_{\text{gross}}(\$/\text{h})\) | 1120.1178 | 1140.2697 | 1117.9187 | 1158.954 | 1112.8541 | 1118.0398 |
\({VD}(\text{p}.\text{u}\text{.})\) | 0.6455 | 0.6773 | 0.8232 | 0.4561 | 0.862 | 0.834 |
\({P}_{\text{loss},\text{min}}(\text{MW})\) | 1.7932 | 2.1169 | 1.8407 | 2.2271 | 1.7800 | 1.7655 |
\({P}_{\text{loss},\text{mean}}(\text{MW})\) | 1.8371 | 2.2208 | 1.8495 | 2.3421 | 1.8225 | 1.8174 |
Run time | 166.1946 | 163.0971 | 163.0196 | 161.7648 | 164.7866 | 164.8774 |
FRT | 3.5 | 8 | 3.5 | 9 | 3 | 2.5 |