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Fig 1.

Extreme learning machine topology.

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Fig 2.

VMD results of drought time series data.

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Fig 3.

Structure flowchart of the parallel VMD-OS-QR-ELM.

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Fig 4.

Relative errors of different models and cities.

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Table 1.

Comparison of the numerical results for various evaluation indicators.

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Table 1 Expand

Table 2.

Comparison of the computing time for various models.

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Table 2 Expand

Table 3.

IMF reconstruction error in different scenarios.

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Table 3 Expand