➀ An improved ASM-HEMT hybrid model using ANN parameters is explored for GaN HEMT modeling; ➁ The challenge of accurate wide-range S-parameter fit is addressed; ➂ ANN-based parameter fitting reduces the discrepancy between measurements and simulations.