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Fig 1.

Block diagram of the electric furnace temperature control system.

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Fig 1 Expand

Fig 2.

Block diagram of 2-DOF PIDA controller.

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Fig 3.

Block diagram of the GCRA-based 2DOF PIDA controlled electric furnace system.

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Fig 4.

Obtained best objective function values with respect to number of runs.

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Fig 5.

Boxplot analysis showing the distribution of objective function values with respect to number of runs.

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Table 1.

Statistical performance evaluation of algorithms and p-values obtained from Wilcoxon’s test.

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Table 1 Expand

Fig 6.

Best convergence curves of the algorithms with respect to iteration number.

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Table 2.

Adopted parameter ranges and the obtained best parameters via different algorithms.

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Table 2 Expand

Fig 7.

Transient response of different algorithms-based 2-DOF PIDA controllers.

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Fig 8.

Zoomed view of Fig 7.

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Fig 9.

Steady-state response of different algorithms based 2-DOF PIDA controllers.

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Table 3.

Time domain performance metrics of different algorithms based 2-DOF PIDA controllers.

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Table 3 Expand

Fig 10.

Comparative transient response analysis with respect to reported approaches….

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Fig 10 Expand

Fig 11.

Zoomed view of Fig 10.

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Table 4.

Comparative time response metrics analysis with respect to reported approaches.

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Table 4 Expand

Fig 12.

Comparative steady-state response analysis with respect to reported approaches.

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Fig 13.

Input tracking performance analysis of the proposed approach.

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Fig 14.

Variable input tracking performance analysis of the proposed approach.

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Fig 15.

External disturbance and the measurement noise considered in this study.

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Fig 16.

Performance of the proposed approach with respect to external disturbances and measurement noises.

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