Research Article

A Methodology for Generation of Performance Models for the Sizing of Analog High-Level Topologies

Table 7

Comparison between GA and Grid search technique for LS-SVM construction.

ModelAlgorithm 𝜎 2 𝛾 ARE ( % ) 𝑅 𝑇 t r
TrainingTestTrainingTest(min)

𝜌 1 GA 2.38 250.13 2.16 3.38 0.999 0.998 12.06
Grid search 3.43 173.26 1.82 2.48 0.999 0.998 118.19
𝜌 2 GA 5.62 480.19 2.12 3.82 0.994 0.961 10.83
Grid search 2.10 112.04 2.32 4.18 0.980 0.905 117.83
𝜌 3 GA 5.19 140.15 1.98 2.90 0.999 0.998 11.56
Grid search 5.43 387.55 2.02 3.14 0.999 0.937 118.13