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. 2025 Jan 2;15:116. doi: 10.1038/s41598-024-83864-9

Table 7.

Comparative analysis of convergence time and no. of experiments in different techniques.

Technique No. of experimentations Convergence time and computation efficiency metric elements
Quasi-Newton (EM solvers build-in optimization) 3125 (5 antenna parameters for five different levels)

Mesh generation: 0.42 min

Solver setup: 0.28 min

Convergence time: 93.22 min

Total convergence time: 93.92 min

Simulation time/iteration: 0.03 min

Taguchi method 225 (Nine iterations of 25 experiments each)

Mesh generation: 0.42 min

Solver setup: 0.28 min

Convergence time: 9.50 min

Total convergence time: 10.20 min

Simulation time/iteration: 0.045 min

Hybrid approach: quasi-Newton + Taguchi orthogonal array 50 (Two iterations of 25 experiments each)

Mesh generation: 0.42 min

Solver setup: 0.28 min

Convergence time: 1.15 min

Total convergence time: 1.85 min

Simulation time/iteration: 0.037 min