Thermal-Stress Coupling Optimization for Coaxial through Silicon Via

被引:5
|
作者
Chen, Dongdong [1 ]
Yang, Yintang [1 ]
Wang, Xianglong [1 ]
Li, Di [1 ]
Liang, Yi [1 ]
Xu, Changqing [1 ]
机构
[1] Xidian Univ, Sch Microelect, Xian 710071, Peoples R China
来源
SYMMETRY-BASEL | 2023年 / 15卷 / 02期
关键词
artificial neural network; coaxial through silicon via; particle swarm optimization algorithm; thermal-stress coupling design; THROUGH-SILICON; INTEGRATION; MICROSTRUCTURES; SUPERALLOY; TSV;
D O I
10.3390/sym15020264
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, a thermal-stress coupling optimization strategy for coaxial through silicon via (TSV) is developed based on the finite element method (FEM), artificial neural network (ANN) model and particle swarm optimization (PSO) algorithm. In order to analyze the effect of design parameters on the thermal-stress distribution of coaxial TSV, the FEM simulations of coaxial TSV are conducted by COMSOL Multiphysics. The structure of coaxial TSV is symmetric. The mapping relationships between the design parameters and performance indexes are described by ANN models based on the simulation data of FEM. In addition, the multi-objective optimization function is formulated based on the desired performance indexes, and then the design parameters are optimized by the modified PSO algorithm. Based on the optimized design parameters, the effectiveness of the developed method is validated by FEM simulations. The simulated performance indexes agree well with the desired ones, which implies that the design parameters of coaxial TSV can be optimized to control the thermal-stress distribution. Therefore, the thermal-stress coupling optimization of coaxial TSV can achieve thermal-stress management to improve its reliability.
引用
收藏
页数:11
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