Genetic Algorithm-Based Optimization of Regional Power Scheduling Problem and Provincial Electricity Market Bidding Mechanism
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21 mar 2025
INFORMAZIONI SU QUESTO ARTICOLO
Pubblicato online: 21 mar 2025
Ricevuto: 03 nov 2024
Accettato: 16 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0609
Parole chiave
© 2025 Jinqing Luo et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.

Figure 2.

Figure 3.

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Figure 5.

Figure 6.

Figure 7.

Comparison of coal-saving among different modes
Market model | Typical day | Mean coal consumption/ (g/kwh) | Depletion of coal (g/kWh) | Daily charge (GWh) | Daily reducing coal WT | Per Year reducing coal WT |
---|---|---|---|---|---|---|
Service hour | Typical Winter day | 334.9 | 0 | 1218 | 0 | 0 |
Typical Summer day | 332.7 | 0 | 1269 | 0 | ||
Energy saving dispatching | Typical Winter day | 323.8 | 10.2 | 1218 | 1.201 | 430.5175 |
Typical Summer day | 323.1 | 9.1 | 1269 | 1.158 | ||
Bidding | Typical Winter day | 326.5 | 6.5 | 1218 | 0.804 | 303.4975 |
Typical Summer day | 325.6 | 6.7 | 1269 | 0.859 | ||
Juggling pattern | Typical Winter day | 324.7 | 8.4 | 1218 | 1.048 | 397.6675 |
Typical Summer day | 323.9 | 9.7 | 1269 | 1.131 |
Comparison of trans-provincial power energy in winter
Energy saving mode | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Direction | Extreme value | Peak | Normal segment | Trough | Total | |||||
Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | |
Hubei to Jiangxi | 251 | 485 | 227 | 1386 | 217 | 2318 | 164 | 818 | 2018 | 5002 |
Hubei to Sichuan | 101 | 201 | 104 | 623 | 106 | 1156 | 108 | 532 | 105 | 2478 |
Chongqing to Sichuan | 605 | 1194 | 615 | 3691 | 617 | 6827 | 615 | 3056 | 617 | 14768 |
Total | 957 | 1880 | 946 | 5700 | 940 | 10301 | 887 | 4406 | 2740 | 22248 |
The energy saving scheduling model of the power market | ||||||||||
Direction | Extreme value | Peak | Normal segment | Trough | Total | |||||
Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | |
Hubei to Henan | 623 | 1247 | 583 | 3536 | 596 | 6572 | 478 | 2391 | 570 | 13850 |
Hunan to Henan | 204 | 408 | 196 | 1142 | 195 | 5146 | 158 | 764 | 184 | 4478 |
Chongqing to henan | 296 | 586 | 276 | 1667 | 287 | 3128 | 228 | 1135 | 283 | 6528 |
Sichuan to Hubei | 251 | 504 | 254 | 1538 | 253 | 2768 | 249 | 1259 | 252 | 6003 |
Sichuan to Jiangxi | 251 | 504 | 256 | 1538 | 253 | 2768 | 249 | 1248 | 252 | 6003 |
Sichuan to Chongqing | 1587 | 3196 | 1208 | 7211 | 1385 | 15199 | 737 | 3679 | 1217 | 29395 |
Total | 3212 | 6445 | 2773 | 16632 | 2969 | 35581 | 2099 | 10476 | 2758 | 66257 |
Comparison of hydropower discharge strategy
Time/hour | Risk neutrality | Risk aversion | |
---|---|---|---|
Maximum risk punishment | Risk constraint method | ||
1 | 1318.89 | 1042.24 | 1303.68 |
2 | 1270.24 | 870.99 | 989.23 |
3 | 1737.69 | 1586.34 | 1394.63 |
4 | 1461.38 | 1162.51 | 857.49 |
5 | 1559.17 | 1669.25 | 1513.11 |
6 | 1125.75 | 2010.26 | 1300.64 |
7 | 1605.75 | 2232.08 | 1622.93 |
8 | 1601.97 | 2036.33 | 1773.61 |
9 | 1311.5 | 2019.03 | 1533.9 |
10 | 1441.86 | 2209.13 | 1350.8 |
11 | 1748.88 | 2184.71 | 1858.63 |
12 | 1721.71 | 1983.37 | 1687.42 |
13 | 1356.63 | 843.19 | 1682.64 |
14 | 1494.16 | 1775.52 | 1502.11 |
15 | 1502.81 | 1076.39 | 1282.53 |
16 | 1584.27 | 639.99 | 1505.81 |
17 | 1447.01 | 1367.85 | 1573.06 |
18 | 1657.18 | 1146.57 | 1228.48 |
19 | 1647.96 | 901.84 | 1810.7 |
20 | 1480 | 2266.34 | 1912.85 |
21 | 1130.18 | 1483.59 | 1826.94 |
22 | 1690.53 | 1737.49 | 1850.16 |
23 | 1197.21 | 554.44 | 1115.34 |
24 | 1230.88 | 548.75 | 869.68 |
Comparison of trans-provincial power energy in summer
Energy saving mode | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Direction | Extreme value | Peak | Normal segment | Trough | Total | |||||
Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | |
Henan to hubei | 1596 | 3176 | 1477 | 8731 | 1408 | 15398 | 1153 | 5718 | 1386 | 33171 |
Henan to Jiangxi | 247 | 508 | 285 | 1375 | 216 | 2347 | 167 | 836 | 215 | 5094 |
Sichuan to hubei | 483 | 964 | 475 | 2609 | 417 | 4528 | 335 | 1695 | 407 | 9825 |
Sichuan to Hunan | 74 | 147 | 76 | 438 | 75 | 796 | 72 | 357 | 76 | 1723 |
Chongqing to Hubei | 1049 | 2135 | 988 | 5857 | 935 | 10318 | 768 | 3845 | 931 | 22039 |
Chongqing to Hunan | 106 | 191 | 102 | 602 | 96 | 1059 | 95 | 489 | 97 | 2347 |
Total | 3555 | 7121 | 3403 | 19612 | 3147 | 34446 | 2590 | 12940 | 3112 | 74199 |
The energy saving scheduling model of the power market | ||||||||||
Direction | Extreme value | Peak | Normal segment | Trough | Total | |||||
Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | Electric power | Electric quantity | |
Henan to hubei | 1937 | 3861 | 1937 | 11871 | 2028 | 22276 | 1641 | 8177 | 1935 | 45863 |
Henan to Hunan | 158 | 309 | 158 | 935 | 168 | 1819 | 151 | 748 | 162 | 3712 |
Chongqing to Hubei | 472 | 954 | 472 | 2864 | 498 | 5463 | 408 | 2019 | 469 | 11309 |
Sichuan to Hubei | 258 | 502 | 258 | 1536 | 259 | 2769 | 258 | 1283 | 258 | 6003 |
Sichuan to jiangxi | 258 | 502 | 258 | 1536 | 259 | 2769 | 258 | 1283 | 258 | 6003 |
Sichuan to Chongqing | 1536 | 3196 | 1207 | 7315 | 1368 | 15178 | 726 | 3696 | 1237 | 29247 |
Total | 4619 | 9324 | 4290 | 26057 | 4580 | 50274 | 3442 | 17206 | 4319 | 102137 |
Comparison of average coal consumption rate among different modes
The average winter day in the winter is the average electricity consumption | ||||
---|---|---|---|---|
Province | Service hour | Energy saving dispatching | bidding | Juggling pattern |
Hupei | 335.1 | 327.6 | 330 | 327.6 |
Henan | 342.3 | 328.5 | 334.7 | 327 |
Hunan | 327.9 | 320.9 | 324.5 | 322.3 |
Jiangxi | 339.2 | 332.2 | 333.3 | 331.5 |
Sichuan | 343.8 | 330.2 | 329.7 | 330.2 |
Chongqing | 333.1 | 326.8 | 331.6 | 329.7 |
The average Summer day in the winter is the average electricity consumption | ||||
Province | Service hour | Energy saving dispatching | bidding | Juggling pattern |
Hupei | 331.4 | 324.3 | 325.6 | 324.9 |
Henan | 342.1 | 332.3 | 333.5 | 331 |
Hunan | 325.2 | 316.9 | 323.9 | 317.5 |
Jiangxi | 338.3 | 335.3 | 338.6 | 336.7 |
Sichuan | 346.2 | 325 | 322.8 | 323.4 |
Chongqing | 332.6 | 325.9 | 329.2 | 323.7 |
Comparison of average purchasing cost among different modes
The average purchase price of electricity prices in the typical days of winter | ||||
---|---|---|---|---|
Province | Service hour | Energy saving dispatching | bidding | Juggling pattern |
Hupei | 439.4 | 442.1 | 406.8 | 432.5 |
Henan | 390.7 | 393.5 | 381.1 | 383.1 |
Hunan | 427.6 | 435 | 403.7 | 419.6 |
Jiangxi | 416.5 | 427.2 | 394.4 | 408.1 |
Sichuan | 379.2 | 375.9 | 379.9 | 365.2 |
Chongqing | 373 | 375.5 | 365.7 | 366.5 |
The average purchase price of electricity prices in the typical days of Summer | ||||
Province | Service hour | Energy saving dispatching | bidding | Juggling pattern |
Hupei | 428.6 | 433.2 | 395.7 | 406.8 |
Henan | 388.6 | 397.1 | 380.4 | 384.3 |
Hunan | 402.5 | 414.1 | 384.1 | 392.5 |
Jiangxi | 419 | 420 | 388.8 | 409.1 |
Sichuan | 358.9 | 357.6 | 346.2 | 358.4 |
Chongqing | 363.6 | 369.7 | 361.7 | 365.6 |
The comparison of the income, risk and the end capacity of the next period
Time/hour | Risk neutrality | Risk aversion | |
---|---|---|---|
Maximum risk punishment | Risk constraint method | ||
Expected earnings/(104rmb) | 1473.78 | 1527.86 | 1506.63 |
Risk/(rmb) | 104839 | 573.47 | 8194.7 |
The end volume constraint violation quantity/m3 | 8.03 | 12918.5 | -2084.6 |