Research Article
An Improved Self-Organizing Migration Algorithm for Short-Term Load Forecasting with LSTM Structure Optimization
Table 7
LSTM optimization models with different algorithms run STLF problem independently for 10 times on RMSE.
| | | GA | PSO | CPSO | SOMA | OSOMA | AS-SOMA_1 | A-MsPSO | AS-SOMA |
| | Min | 352.9138 | 358.0152 | 355.5573 | 355.2943 | 350.7799 | 351.3755 | 355.1319 | 353.197 | | Med | 358.9311 | 360.9034 | 358.733 | 360.1304 | 358.4004 | 356.6651 | 356.0180 | 355.8513 | | Max | 366.1678 | 363.6862 | 361.742 | 369.904 | 364.2347 | 359.3086 | 359.3801 | 358.8697 | | Mean | 358.8283 | 360.8652 | 358.4011 | 360.5965 | 358.0656 | 356.7104 | 357.4532 | 355.8722 | | Std | 3.837617 | 1.972727 | 2.030256 | 3.970404 | 3.424973 | 2.299549 | 3.0352617 | 1.763565 | | 0.027918 | 1.14E-05 | 0.011311 | 0.0034 | 0.045681 | 0.19881 | — | — | | H | 1 | 1 | 1 | 1 | 1 | 0 | — | — |
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The bold values show the experimental results with good performance.
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