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Fig 1.

The basic architecture of ANFIS [43].

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Table 1.

Basic parameters for TLBO.

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Table 1 Expand

Table 2.

Control parameters for HS.

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Table 2 Expand

Table 3.

Control parameters for FA.

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Table 3 Expand

Fig 2.

Overview of proposed methodology.

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Fig 2 Expand

Table 4.

Variables.

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Table 4 Expand

Fig 3.

Graphical representation of difference between target and output by implementing TLBO-ANFIS (A) for PDP (B) for SPT.

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Fig 3 Expand

Fig 4.

Graphical representation of difference between target and output by implementing HS-ANFIS (A) for PDP (B) for SPT.

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Fig 4 Expand

Fig 5.

Graphical representation of difference between target and output by implementing FA-ANFIS (A) for PDP (B) for SPT.

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Fig 5 Expand

Table 5.

Prediction error of proposed ANFIS variants on first case study.

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Table 5 Expand

Table 6.

Prediction error of proposed ANFIS variants on second case study.

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Table 6 Expand

Table 7.

Comparison of proposed ANFIS variants in terms of execution time.

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Table 7 Expand

Table 8.

Evaluation of experimental results.

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Table 8 Expand

Fig 6.

Comparison results for PDP.

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Fig 6 Expand

Fig 7.

Comparison results for SPT.

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Fig 7 Expand