材料科学
热的
分离(统计)
领域(数学)
机械
机械工程
核工程
工程类
计算机科学
热力学
数学
物理
机器学习
纯数学
作者
Binjie Xu,Xuefeng Han,Suocheng Xu,Deren Yang,Xiaodong Pi
摘要
Silicon carbide (SiC) has important application prospects in power and radio frequency (RF) devices. However, preparing large-diameter, high-quality SiC materials is challenging. The major technique for growing large-diameter SiC crystals is the physical vapor transport (PVT) method and the key point for adjusting conditions is to find an optimal thermal field. In this study, we propose a resistance heating method called the “3 separation heater method” with 3 heaters separated by the graphite foam insulations so that 3 important parts (the SiC powder source area, the SiC seed area, and the seed holder) of the growth cell can be heated independently through thermal radiation from each separated heater. Further, the insulation separators play an important role as a switch of the heat flux. The numerical studies of the thermal field design for this model are conducted with the help of the numerical simulation software COMSOL Multiphysics and its appropriate parameters are explored. At last, the relationship between parameters and crystal growth conditions, such as radial temperature difference (RTD) and edge temperature gradient (ETG), is expressed by the back-propagation (BP) neural network and the optimal parameter values for crystal growth conditions have been confirmed using the non-dominated sorting genetic algorithm (NSGA-II).
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