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Fig 1.

The pseudo code of DEGWO.

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Fig 2.

Three-dimensional graph of F1(x).

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Fig 3.

Three-dimensional graph of F2(x).

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Fig 4.

Three-dimensional graph of F3(x).

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Fig 5.

Three-dimensional graph of F4(x).

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Fig 6.

Three-dimensional graph of F5(x).

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Fig 7.

Three-dimensional graph of F6(x).

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Fig 8.

Three-dimensional graph of F7(x).

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Fig 9.

Three-dimensional graph of F8(x).

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Fig 10.

Three-dimensional graph of F9(x).

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Fig 11.

Three-dimensional graph of F10(x).

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Fig 12.

Three-dimensional graph of F11(x).

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Fig 13.

Three-dimensional graph of F12(x).

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Table 1.

Benchmark functions.

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Table 1 Expand

Fig 14.

The convergence curves of F1(x).

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Fig 15.

The convergence curves of F2(x).

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Fig 16.

The convergence curves of F3(x).

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Fig 17.

The convergence curves of F4(x).

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Fig 18.

The convergence curves of F5(x).

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Fig 19.

The convergence curves of F6(x).

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Fig 20.

The convergence curves of F7(x).

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Fig 21.

The convergence curves of F8(x).

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Fig 22.

The convergence curves of F9(x).

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Fig 23.

The convergence curves of F10(x).

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Fig 24.

The convergence curves of F11(x).

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Fig 25.

The convergence curves of F12(x).

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Table 2.

Result of benchmark functions.

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Fig 26.

Construction process of dam deformation prediction model based on PSR-SVM-DEGWO.

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Fig 27.

Vertical arrangement of the dam body.

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Fig 28.

The observed horizontal displacement and water level of the measured points.

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Fig 29.

I(τ) ~ τ curve for the observed displacement data series of the PL13-2.

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Fig 30.

I(τ) ~ τ curve for the observed displacement data series of the PL13-3.

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Fig 31.

E1(m)~m and E2(m)~m curves for the observed displacement data series of the PL13-2.

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Fig 32.

E1(m)~m and E2(m)~m curves for the observed displacement data series of the PL13-3.

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Fig 33.

Double logarithmic curve of correlation dimension of the PL13-2.

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Fig 34.

Double logarithmic curve of correlation dimension of the PL13-3.

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Fig 35.

The fitness curves of the GWO and DEGWO model (conventional) of the PL13-2.

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Fig 36.

The fitness curves of the GWO and DEGWO model (chaotic) of the PL13-2.

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Fig 37.

The fitness curves of the GWO and DEGWO model (conventional) of the PL13-3.

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Fig 38.

The fitness curves of the GWO and DEGWO model (chaotic) of the PL13-4.

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Fig 39.

The predicted results of six models at PL13-2.

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Table 3.

Predictive performance of six models at PL13-2.

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Fig 40.

The predicted results of six models at PL13-3.

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Table 4.

Predictive performance of six models at PL13-3.

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