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Table 9 Optimal parameters achieved by COWOA and other meta-heuristic algorithms for simulation instance5

From: Adaptive IIR model identification using chaotic opposition-based whale optimization algorithm

Parameter

Actual value

Estimated value

  

BA[22]

PSO[40]

WOA

COWOA

GA[21]

a0

0.1084

0.4431

0.2484

0.1091

0.0396

0.5083

a1

0.5419

0.7004

0.3789

0.3724

0.4239

0.7449

a2

1.0837

1.0002

1.6960

0.5756

0.5689

1.0303

a3

1.0837

0.9737

1.4109

0.0119

0.0920

1.0714

a4

0.5419

0.8856

0.8467

0.0001

0.0001

0.7067

a5

0.1084

0.2998

0.2684

0.0007

0.0068

0.3578

b1

−0.9853

−0.8019

−1.0628

−0.0359

−0.0277

−0.6080

b2

−0.9738

−1.2101

−0.7275

−0.0036

−0.0798

−0.9316

b3

−0.3864

−0.4976

−0.4842

−0.0002

−0.0961

−0.3451

b4

−0.1112

−0.3405

−0.3291

−0.0003

−0.0048

−0.3382

b5

−0.0113

−0.0087

−0.2238

−0.0003

−0.0078

−0.1848