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首页> 外文期刊>Atmospheric Pollution Research >Multi-objective optimization of axial-flow-type gas-particle cyclone separator using response surface methodology and computational fluid dynamics
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Multi-objective optimization of axial-flow-type gas-particle cyclone separator using response surface methodology and computational fluid dynamics

机译:响应面法和计算流体动力学的轴流式气体粒子旋风分离器的多目标优化

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Pressure drop and separation efficiency are two critical performance parameters in the design of gas-particle separators. In this study, multi-objective optimization of an axial-flow-type gas-particle cyclone separator is conducted using the response surface methodology (RSM) and computational fluid dynamics (CFD) to minimize the pressure drop and maximize the separation efficiency. First, the accuracy of numerical simulation of airflow and particles predicted by the Reynolds stress model and discrete phase model is verified by experiments. Second, a screening experiment is set up to select the significant factors out of nine factors of interest. Four of the factors are studied using a central composite design in the RSM, and second-order response surface modeling is performed for two responses. A structural optimized design is obtained by the desirability function approach. Finally, the differences between the original and optimized designs are explained. Compared with the original design, the optimized design increases the removal efficiency for 8-μm particles by 100% and the static pressure drop by 69.32%. Based on the analysis of the flow field and the particle trajectory, the cause of performance change is explained. The optimized design is obtained based on a trade-off between static pressure drop and separation efficiency.
机译:压降和分离效率是气体颗粒分离器设计中的两个关键性能参数。在该研究中,使用响应表面方法(RSM)和计算流体动力学(CFD)进行轴流式气体颗粒旋风分离器的多目标优化,以最小化压降并最大化分离效率。首先,通过实验验证了雷诺应力模型和离散相位模型预测的气流和粒子的数值模拟的准确性。其次,建立筛选实验,以选择九个感兴趣因素的重要因素。使用RSM中的中央复合设计研究了四个因素,并且对两个响应进行了二阶响应面建模。通过期望功能方法获得结构优化的设计。最后,解释了原始和优化设计之间的差异。与原始设计相比,优化的设计将8μm颗粒的去除效率提高100%,静压降至69.32%。基于对流场和粒子轨迹的分析,解释了性能变化的原因。基于静压降和分离效率之间的折衷获得优化的设计。

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