Research Article
A Hybrid Forecasting Model Based on Empirical Mode Decomposition and the Cuckoo Search Algorithm: A Case Study for Power Load
Table 5
Comparison of power load forecasting GRA by using different methods from Feb. 2 to Mar. 1.
| Time | BPNN | GABPNN | WNN | CSAWN | EMD-CSAWNN | ARIMA | GRA | GRA | GRA | GRA | GRA | GRA |
| Feb. 2 | 0.7962 | 0.8018 | 0.7582 | 0.8186 | 0.8470 | 0.7553 | Feb. 3 | 0.7587 | 0.7532 | 0.7756 | 0.7626 | 0.8121 | 0.7468 | Feb. 4 | 0.7132 | 0.7077 | 0.7216 | 0.7429 | 0.7611 | 0.7076 | Feb. 5 | 0.7225 | 0.7381 | 0.7672 | 0.7717 | 0.8032 | 0.7305 | Feb. 6 | 0.7660 | 0.7991 | 0.8194 | 0.7800 | 0.8598 | 0.8027 | Feb. 7 | 0.8555 | 0.8680 | 0.7952 | 0.8431 | 0.8839 | 0.8381 | Feb. 8 | 0.7507 | 0.7184 | 0.7562 | 0.7504 | 0.8191 | 0.7541 | Feb. 9 | 0.7622 | 0.7682 | 0.7495 | 0.7840 | 0.8352 | 0.7554 | Feb. 10 | 0.7644 | 0.8003 | 0.7750 | 0.7993 | 0.8376 | 0.7573 | Feb. 11 | 0.8297 | 0.8608 | 0.8479 | 0.8035 | 0.9109 | 0.8032 | Feb. 12 | 0.7949 | 0.8509 | 0.8439 | 0.8074 | 0.9018 | 0.8169 | Feb. 13 | 0.8262 | 0.8606 | 0.8396 | 0.8493 | 0.9050 | 0.8156 | Feb. 14 | 0.7628 | 0.8064 | 0.7800 | 0.8067 | 0.8856 | 0.8058 | Feb. 15 | 0.7392 | 0.7565 | 0.7716 | 0.7674 | 0.8262 | 0.7317 | Feb. 16 | 0.8147 | 0.8298 | 0.8093 | 0.8291 | 0.8520 | 0.7859 | Feb. 17 | 0.7927 | 0.7751 | 0.7656 | 0.7755 | 0.7964 | 0.7577 | Feb. 18 | 0.7908 | 0.8114 | 0.7938 | 0.8043 | 0.8400 | 0.7791 | Feb. 19 | 0.8254 | 0.8199 | 0.8227 | 0.8234 | 0.8756 | 0.7884 | Feb. 20 | 0.7249 | 0.7719 | 0.7641 | 0.7901 | 0.7907 | 0.7340 | Feb. 21 | 0.8555 | 0.8756 | 0.8473 | 0.8676 | 0.9334 | 0.8174 | Feb. 22 | 0.7267 | 0.7600 | 0.7412 | 0.7624 | 0.8356 | 0.7547 | Feb. 23 | 0.8258 | 0.8255 | 0.7912 | 0.7951 | 0.8670 | 0.7872 | Feb. 24 | 0.7511 | 0.7630 | 0.7404 | 0.7642 | 0.8316 | 0.7363 | Feb. 25 | 0.7932 | 0.7916 | 0.8259 | 0.8200 | 0.8331 | 0.7758 | Feb. 26 | 0.7628 | 0.7983 | 0.7316 | 0.7402 | 0.8058 | 0.7063 | Feb. 27 | 0.7440 | 0.7870 | 0.7203 | 0.7615 | 0.8257 | 0.7306 | Feb. 28 | 0.8012 | 0.8331 | 0.7970 | 0.8011 | 0.8666 | 0.7607 | Mar. 1 | 0.7681 | 0.8433 | 0.7974 | 0.7667 | 0.8214 | 0.7775 |
| Maximum value | 0.8555 | 0.8756 | 0.8479 | 0.8676 | 0.9334 | 0.8381 | Minimum value | 0.7132 | 0.7077 | 0.7203 | 0.7402 | 0.7611 | 0.7063 | Average value | 0.8673 | 0.8811 | 0.8692 | 0.8756 | 0.9127 | 0.8576 |
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