Research Article
Optimal Operation of the Hybrid Electricity Generation System Using Multiverse Optimization Algorithm
Table 5
Electricity production of all 95 sources for five case studies.
| | Case Study 1 | Case Study 2 | Case Study 3 | Case Study 4 | Case Study 5 |
| Price in PKR | 1.12E + 08 | 1.51E + 08 | 1.84E + 08 | 1.97E + 08 | 2.16E + 08 | Variables (megawatts) | 15003.16 | 19003 | 23000.08 | 25000.3 | 27208.36 | TD () | 2379.137 | 1566.35 | 2938.164 | 3478 | 3476.16 | MD () | 818.677 | 1000 | 905.7829 | 763.4957 | 983.48 | GBHPP () | 516.5337 | 1450 | 1023.352 | 1347.306 | 1421.054 | WD () | 130.7975 | 210.4076 | 177.7411 | 106.4834 | 181.5488 | CB () | 38.74718 | 184 | 75.42442 | 174.4151 | 163.8171 | DKD () | 42.56789 | 116.3349 | 116.0204 | 60.36495 | 127.4962 | AKHPP () | 25.02909 | 0.415286 | 119.0034 | 33.87101 | 47.99439 | KKHP () | 6.04886 | 15.92544 | 41.72064 | 72 | 19.27703 | JagHP () | 14.17929 | 30 | 12.85605 | 8.998066 | 21.38508 | JabHP () | 8.375935 | 10.57083 | 18.06 | 9.438497 | 0.704657 | RG () | 6.866051 | 3.330527 | 0.380166 | 4.987555 | 9.745063 | DHP () | 1.428187 | 13.53056 | 12.65834 | 20 | 2.044366 | GHD () | 6.05225 | 0.280779 | 2.219217 | 9.40119 | 15.5921 | NHP () | 6.647023 | 11.40453 | 7.595507 | 6.010873 | 13.86329 | SHP () | 11.55404 | 11.2018 | 8.391618 | 11.16708 | 13.093 | KHP () | 1.869716 | 1.137132 | 1.534735 | 2.692804 | 1.023365 | RKHP () | 0.905093 | 1 | 1 | 0.651626 | 0.854247 | CHPP () | 0.864139 | 0.815802 | 0.815802 | 0.965926 | 0.830172 | GTPP () | 1305.331 | 1655 | 1655 | 1655 | 1645.54 | MTPP () | 640.0394 | 546.27 | 1350 | 1350 | 1350 | JTPP () | 149.5429 | 850 | 850 | 850 | 849.0554 | FGTPP () | 148.9675 | 181.2005 | 188.0609 | 103.1949 | 217.891 | MGTPP () | 4.385999 | 74.8375 | 155.4596 | 145.8149 | 168.1718 | MGTPP () | 127.056 | 65.27735 | 166.15 | 34.1201 | 110.9528 | KGTPP () | 112.8329 | 116.059 | 30.98832 | 0.567566 | 149.5035 | LTPP () | 40.37149 | 0.883692 | 24.3518 | 120.5104 | 117.4427 | FSPP () | 39.19613 | 54.27258 | 59 | 56.63659 | 55.09061 | SGTPP () | 0.914076 | 21.86785 | 14.66417 | 22.23108 | 31.08445 | PGTPP () | 27.30059 | 14.45997 | 0.589928 | 8.484009 | 23.07876 | PTPP () | 12.70353 | 17 | 6.695689 | 16.85053 | 11.95603 | KGTPS () | 91.79519 | 228.2708 | 247 | 127.6751 | 246.8065 | KPC () | 91.12861 | 100 | 0.076503 | 16.21392 | 1.324039 | GTPS () | 21.39859 | 30.86809 | 0.608317 | 41.91513 | 1.135833 | TPS () | 1019.436 | 852.5889 | 921.7966 | 1132.252 | 1260 | CCPP 1 () | 363.8285 | 375.9421 | 485.8476 | 538.1132 | 552.4153 | CCPP 2 () | 67.16314 | 359.9164 | 551.1955 | 798.5884 | 899.1415 | AES LL () | 12.48976 | 362 | 330.1038 | 341.4665 | 346.4409 | AES PG () | 87.79272 | 289.7815 | 365 | 244.1401 | 364.9033 | AEL () | 3.047575 | 29 | 29 | 12.08485 | 19.5939 | AP () | 146.5024 | 194.7207 | 214.9626 | 225 | 225 | AGL () | 153.9627 | 107.4664 | 152.7011 | 114.3378 | 113.5217 | CHMC PL () | 75.13341 | 265.198 | 273.3111 | 255.6046 | 322.7874 | DHA C L () | 68.73455 | 0.476099 | 6.545028 | 62.96757 | 70.30826 | EPC () | 23.40477 | 98.656 | 37.10004 | 141.3346 | 152.0636 | EPQL () | 130.7633 | 214.0389 | 222.3562 | 226.5 | 226.2002 | FKPCL () | 95.2459 | 157 | 151.2643 | 27.8556 | 155.6898 | FTSM () | 56.16674 | 104.4668 | 100.8249 | 76.57812 | 107.0448 | FPCDL () | 10.1152 | 164.3581 | 127.2432 | 106.039 | 177.7063 | GHLLP () | 101.702 | 56.26072 | 109.8266 | 140.2346 | 157.6599 | GEPtvL () | 162.3922 | 188 | 144.4615 | 179.5249 | 131.9891 | GEL () | 8.193736 | 89.19682 | 201.5 | 84.89962 | 201.5 | GAEL () | 100.5592 | 92.35572 | 57.18626 | 110.4825 | 82.02294 | HCPC () | 111.3358 | 58.26757 | 110.9772 | 43.47083 | 111.5484 | HPGC () | 169.7313 | 0.807693 | 192.3602 | 125.0309 | 215.355 | HUBCO NPP () | 147.8875 | 225 | 212.279 | 209.5134 | 223.5541 | HUBCOHPP () | 148.0634 | 1292 | 1167.515 | 1292 | 1292 | Iptvl () | 21.53738 | 158.6019 | 141.6202 | 164.2585 | 164.9125 | JPG () | 84.13137 | 120 | 120 | 65.22738 | 119.424 | KEL () | 43.50688 | 47.52342 | 103.8332 | 30.58684 | 130.8207 | KAPCL () | 811.4451 | 1223.218 | 1185.71 | 1638 | 1638 | LPL () | 153.0046 | 0.52402 | 94.67205 | 196.4468 | 182.2104 | LPTL () | 124.1896 | 68.1917 | 50.95543 | 138.8238 | 198.6912 | LEPCL () | 255.6012 | 589.7144 | 578.5459 | 660 | 658.6634 | NCP () | 158.2538 | 200 | 95.85135 | 200 | 151.3611 | NPL () | 32.48763 | 200 | 168.4331 | 168.8323 | 199.1059 | OPCL () | 205.2865 | 0.89022 | 132.7586 | 65.89102 | 220.0356 | REPGCL () | 30.20849 | 100.2075 | 52.99079 | 164 | 163.4477 | RP () | 327.1605 | 276.0325 | 302.1523 | 412 | 411.8322 | SPC () | 72.08175 | 75.02883 | 91.21424 | 109.1339 | 112.6283 | SPPQ () | 101.0073 | 225 | 124.0716 | 211.05 | 221.962 | SESL () | 208.1023 | 26.5598 | 66.00281 | 215.5041 | 200.3566 | SSEL () | 220.5401 | 14.1361 | 321.1493 | 310.6587 | 343.2993 | SNPCL () | 39.3573 | 44.14536 | 0.398791 | 20.11775 | 51.89066 | SE () | 77.28166 | 11.07506 | 66.37944 | 23.84816 | 16.50386 | SEPC () | 12.01473 | 71.11238 | 40.1338 | 47.43561 | 83.28035 | SPGL () | 71.382 | 35.85756 | 10.86969 | 88.37954 | 113.884 | TEL () | 110.2271 | 25.38428 | 113.5676 | 26.5028 | 94.01525 | UchPL () | 735.2781 | 28.16507 | 990 | 990 | 989.7866 | KANUPP () | 50.4151 | 92.10906 | 137 | 105.7683 | 134.7101 | CHASNUPP-1 () | 282.9386 | 86.3647 | 275.8089 | 325 | 268.7866 | CHASNUPP-2 () | 200.2746 | 243.2484 | 149.4219 | 325 | 320.8773 | CHASNUPP-3 () | 191.8579 | 340 | 319.874 | 301.6324 | 214.0955 | NPP () | 18.16426 | 173.693 | 374.8168 | 336.2965 | 420.7756 | QezSP () | 49.71705 | 106.9033 | 70.03342 | 147.3463 | 126.7687 | YEL () | 15.58682 | 2.334511 | 46.23074 | 24.48091 | 12.86986 | MWPCL () | 41.01434 | 21.35616 | 27.94642 | 36.45242 | 45.21504 | TGL () | 9.466357 | 25.20002 | 49 | 47.79046 | 47.90783 | GAWPL () | 15.35919 | 18.91722 | 45.14516 | 15.24926 | 27.94244 | MWEL () | 14.96827 | 21.99775 | 52 | 47.87871 | 46.00231 | FFCEL () | 30.26861 | 42.68928 | 50 | 50 | 15.58795 | ZEP () | 20.88768 | 14.37346 | 44.67045 | 30.45881 | 40.17728 | TWEL () | 15.28468 | 12.1674 | 30 | 29.52479 | 28.65781 | HCDPL () | 9.876255 | 20.00362 | 47.25205 | 31.9031 | 41.52962 | FWEL 1 () | 43.69201 | 29.80095 | 45.98028 | 29.68556 | 22.61687 | FWEPL 2 () | 6.404915 | 50 | 6.872093 | 21.65334 | 40.28912 |
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