Table 11 The obtained results of the proposed LSDO as well as the original SDO techniques for IEEE 57-bus.
Control variables | Min | Max | Case 1 | Case 2 | Case 3 | |||
|---|---|---|---|---|---|---|---|---|
SDO | LSDO | SDO | LSDO | SDO | LSDO | |||
P\({}_{g2}\) | 30 | 100 | 90.6263 | 90.1633 | 77.1444 | 76.0949 | 55.3909 | 30.0065 |
P\({}_{g3}\) | 40 | 140 | 45.4041 | 44.7779 | 54.7384 | 63.8062 | 123.6990 | 112.3814 |
P\({}_{g6}\) | 30 | 100 | 70.3122 | 74.0789 | 63.0807 | 54.1637 | 91.3919 | 91.6064 |
P\({}_{g8}\) | 100 | 550 | 460.9184 | 460.5164 | 315.6719 | 405.2965 | 331.1286 | 326.6915 |
P\({}_{g9}\) | 30 | 100 | 93.5818 | 93.4810 | 48.4015 | 68.8195 | 99.1253 | 99.7742 |
P\({}_{g12}\) | 100 | 410 | 361.7702 | 360.5197 | 263.3974 | 261.0801 | 409.6722 | 409.3781 |
V\({}_{g1}\) | 0.95 | 1.1 | 1.0629 | 1.0616 | 1.0234 | 1.0316 | 1.0598 | 1.0656 |
V\({}_{g2}\) | 0.95 | 1.1 | 1.0609 | 1.0600 | 1.0169 | 1.0211 | 1.0584 | 1.0611 |
V\({}_{g3}\) | 0.95 | 1.1 | 1.0540 | 1.0544 | 1.0104 | 1.0082 | 1.0621 | 1.0612 |
V\({}_{g5}\) | 0.95 | 1.1 | 1.0620 | 1.0604 | 1.0061 | 1.0022 | 1.0627 | 1.0600 |
V\({}_{g8}\) | 0.95 | 1.1 | 1.0724 | 1.0741 | 1.0241 | 1.0155 | 1.0693 | 1.0630 |
V\({}_{g9}\) | 0.95 | 1.1 | 1.0460 | 1.0465 | 1.0048 | 1.0010 | 1.0462 | 1.0451 |
V\({}_{g12}\) | 0.95 | 1.1 | 1.0466 | 1.0458 | 1.0268 | 1.0302 | 1.0491 | 1.0544 |
Q\({}_{c18}\) | 0 | 20 | 10.2617 | 12.8767 | 10.2150 | 5.6659 | 5.1816 | 10.8859 |
Q\({}_{c25}\) | 0 | 20 | 13.3938 | 13.3632 | 12.9599 | 18.4242 | 8.6958 | 13.9401 |
Q\({}_{c53}\) | 0 | 20 | 11.7915 | 10.7761 | 19.5538 | 17.5290 | 8.9473 | 15.8698 |
T\({}_{19}\) | 0.9 | 1.1 | 1.0126 | 1.0880 | 1.0387 | 0.9875 | 1.0004 | 1.0319 |
T\({}_{20}\) | 0.9 | 1.1 | 0.9896 | 0.9384 | 0.9795 | 1.0001 | 0.9736 | 0.9777 |
T\({}_{31}\) | 0.9 | 1.1 | 1.0193 | 1.0140 | 0.9709 | 0.9686 | 1.0101 | 0.9823 |
T\({}_{35}\) | 0.9 | 1.1 | 1.0502 | 1.0151 | 1.0337 | 1.0352 | 0.9789 | 1.0055 |
T\({}_{36}\) | 0.9 | 1.1 | 0.9683 | 1.0128 | 1.0041 | 1.0575 | 1.0327 | 0.9792 |
T\({}_{37}\) | 0.9 | 1.1 | 1.0208 | 1.0284 | 1.0281 | 1.0049 | 1.0469 | 0.9943 |
T\({}_{41}\) | 0.9 | 1.1 | 0.9965 | 0.9961 | 0.9811 | 0.9869 | 1.0084 | 0.9969 |
T\({}_{46}\) | 0.9 | 1.1 | 0.9607 | 0.9572 | 0.9179 | 0.9242 | 0.9937 | 0.9780 |
T\({}_{54}\) | 0.9 | 1.1 | 0.9526 | 0.9179 | 0.9010 | 0.9027 | 0.9548 | 0.9255 |
T\({}_{58}\) | 0.9 | 1.1 | 0.9780 | 0.9785 | 0.9291 | 0.9343 | 0.9799 | 0.9822 |
T\({}_{59}\) | 0.9 | 1.1 | 0.9633 | 0.9591 | 0.9740 | 0.9702 | 0.9671 | 0.9845 |
T\({}_{65}\) | 0.9 | 1.1 | 0.9721 | 0.9713 | 1.0055 | 1.0061 | 0.9730 | 0.9979 |
T\({}_{66}\) | 0.9 | 1.1 | 0.9339 | 0.9341 | 0.9030 | 0.9011 | 0.9480 | 0.9550 |
T\({}_{71}\) | 0.9 | 1.1 | 0.9630 | 0.9687 | 0.9636 | 0.9537 | 1.0103 | 0.9729 |
T\({}_{73}\) | 0.9 | 1.1 | 1.0165 | 0.9973 | 0.9622 | 0.9987 | 1.0563 | 0.9501 |
T\({}_{76}\) | 0.9 | 1.1 | 0.9867 | 0.9685 | 0.9269 | 0.9020 | 1.0049 | 0.9802 |
T\({}_{80}\) | 0.9 | 1.1 | 0.9881 | 0.9863 | 0.9994 | 0.9793 | 1.0059 | 0.9879 |
Fuel Cost ($/h) | – | – | 41668.7587 | 41667.7190 | 50990.2155 | 45681.7670 | 43796.8998 | 43612.0992 |
Emission (ton/h) | – | – | 1.35777 | 1.35367 | 1.78130 | 1.49988 | 1.10023 | 1.15161 |
Voltage Deviation (p.u.) | – | – | 1.61981 | 1.69704 | 0.63354 | 0.62165 | 1.44485 | 1.53517 |
Power Loss (MW) | – | – | 14.8667 | 14.9243 | 29.7593 | 23.1825 | 10.4552 | 10.2332 |
P\({}_{g1}\) | 0 | 576 | 143.05363 | 142.18709 | 458.12503 | 344.72168 | 150.84732 | 191.19500 |