Modeling and Optimization of Two-Chamber Muffler by Genetic Algorithm

被引:0
|
作者
Lin, Jing-Fung [1 ]
机构
[1] Far East Univ, Dept Aircraft Maintenance, Tainan, Taiwan
关键词
muffler; genetic algorithm; stepwise regression; Taguchi method; transmission loss;
D O I
10.1109/ISCMI56532.2022.10068448
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, Taguchi design method is used to optimize the acoustic performance of two-chamber muffler. The excellent parameter combination for high signal to noise ratio (S/N) of transmission loss (TL) is obtained by the range analysis, and influence sequence of four parameters on TL is determined. TL is evaluated by a COMSOL software based on the finite element method. Further, by the modification on the radius of hole in the baffle, a revised parameter combination for better S/N is found. Finally, the stepwise regression method is used to decide a statistically significant model with a high correlation coefficient. A potential muffler is obtained by the use of genetic algorithm and has high S/N ratio of 27.097 and average value of 33.21 dB for TL in a frequency range from 10 Hz to 1400 Hz.
引用
收藏
页码:135 / 139
页数:5
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