Optimization of Liquid-Liquid Mixing in a Novel Mixer Based on Hybrid SVR-DE Model

被引:2
|
作者
Wang, Hao [1 ]
Zhou, Peijian [1 ,2 ]
Chen, Ting [3 ]
Mou, Jiegang [1 ,2 ]
Cui, Jiayi [1 ]
Zhang, Huiming [4 ]
机构
[1] China Jiliang Univ, Coll Metrol & Measurement Engn, Hangzhou 310018, Peoples R China
[2] Zhejiang Engn Res Ctr Smart Fluid Equipment & Meas, Hangzhou 310018, Peoples R China
[3] Wuhan Inst Technol, Sch Opt Informat & Energy Engn, Wuhan 430205, Peoples R China
[4] Dezhou Keyuan Water Supplying Engn Dev Co Ltd, Dezhou 253000, Peoples R China
关键词
mixer; numerical calculation; support vector regression; differential evolution; WATER-TREATMENT;
D O I
10.3390/en16041808
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
To solve the problem of evenly mixing flocculant and sewage, a new type of two-chamber mechanical pipe mixer was numerically calculated and its working principle was studied by means of the internal flow field. The single factor numerical simulation and analysis of some of the structural parameters in the mixer were carried out to determine the influence of different parameters on the results. Latin hypercube sampling was used to design 100 sets of test tables for the four variables of the branch pipe diameter, sewage flow rate, the installation height of the impeller, and the angle of the deflector. The results were optimized using the SVR-DE algorithm. After optimization, the variation coefficient of export flocculant mixing uniformity was 16.02%, which was increased by 74.94% compared with the initial 63.921%. The power consumption of the impeller was reduced by 8.30%. The concentration curves of the flocculant at different positions of the outlet tube could quickly converge to the target value.
引用
收藏
页数:17
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