Hybrid small-signal model parameter extraction for GaN HEMT based on QGA

被引:0
|
作者
Wang, Shaowei [1 ]
Zhang, Jincan [1 ]
Yang, Shi [2 ]
Liu, Min [1 ]
Wang, Jinchan [1 ]
Zhang, Juwei [1 ]
机构
[1] Henan Univ Sci & Technol, Elect Engn Coll, Luoyang 471003, Peoples R China
[2] Novaco Microelect Technol Ltd, Dept Res & Dev, Nantong, Peoples R China
基金
中国国家自然科学基金;
关键词
Quantum genetic algorithm; genetic algorithm; particle swarm optimisation algorithm; GaN HEMT small-signal model;
D O I
10.1080/00207217.2023.2188610
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A novel algorithm is proposed for optimal extraction of GaN HEMT small-signal model parameters. The proposed Quantum Genetic Algorithm (QGA) exploits the superposition, entanglement and interference of quantum states, which solves the problems of high number of iterations and slow convergence when obtaining optimal solutions using Genetic Algorithms (GA). Meanwhile, it is solved that the Particle Swarm Optimisation (PSO) algorithm produces premature convergence and easily falls into the local optimum solution. In order to avoid the influence of distributed parasitic effects in large size devices under high-frequency conditions, a suitable frequency range is determined and combined with direct extraction techniques to determine the range of parameter values. The model parameter values are optimised step by step using QGA. In order to verify the superiority of QGA, QGA and PSO algorithms are both used to optimise GaN HEMT small-signal model parameters. By comparing the modelled S-parameter effects of the QGA and the PSO algorithm, it can be found that the QGA has better consistency with the measured data.
引用
收藏
页码:729 / 747
页数:19
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