超高压旋流除砂器结构响应面优化及数值模拟  被引量:4

Optimization and Numerical Simulation of Response Surface of Ultra-high Pressure Cyclone Desander Structure

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作  者:李美求[1] 赵志远 宋德双 詹良斌 曾云[1] LI Mei-qiu;ZHAO Zhi-yuan;SONG De-shuang;ZHAN Liang-bin;ZENG Yun(School of Mechanical Engineering,Yangtze University,Jingzhou,Hubei 434020;Suzhou Dawson Drilling Equipment Co.,Ltd.,Suzhou,Jiangsu 215000)

机构地区:[1]长江大学机械工程学院,湖北荆州434020 [2]苏州道森钻采设备股份有限公司,江苏苏州215000

出  处:《液压与气动》2023年第6期29-39,共11页Chinese Hydraulics & Pneumatics

基  金:国家自然科学基金(52174018);国家科技重大专项(2016ZX05038-001-LH002)。

摘  要:采用中心组合试验设计(Central Composite Design,CCD)方法和计算流体力学(Computational Fluid Dynamics,CFD)数值模拟方法,对旋流除砂器进行了不同结构设计变量与目标变量之间的响应面实验。选用Kriging模型完成了响应面拟合,并结合混合整数顺序二次规划(Mixed-Integer Sequence Quadratic Programming,MISQP)算法完成了最优解的获取,实现了对旋流除砂器结构参数的优化。数值模拟结果与预测结果在分离效率和压降上的误差不超过1%,验证了模型的准确性。多组粒径的数值模拟结果表明:优化结构在分离效率上从87.17%提高到95.63%,提升8.46%;底流管直径、溢流管直径和溢流管插入深度都会对分离效率造成显著影响,但溢流管插入深度对压降的影响并不显著;12组不同粒径模拟结果的tromp曲线显示,粒径35~80μm区间,优化结构具有较高的分离效率,在30μm以下对分离效率提升并不明显。该研究结果对超高压旋流除砂器的优化设计可提供参考。The central composite design(CCD)method and computational fluid dynamics(CFD)numerical simulation method were used to carry out the response surface experiments between different structural design variables and target variables of the cyclone desander.The response surface fitting was completed by using Kriging model,and the optimal solution was obtained by combining mixed integer sequential quadratic programming(MISQP)algorithm.The structural parameters of the cyclone desander were optimized.The error between the numerical simulation results and the predicted results in the separation efficiency and pressure drop is less than 1%,which verifies the accuracy of the model.The numerical simulation results of several groups of particle sizes show that the separation efficiency of the optimized structure is increased from 87.17%to 95.63%by 8.46%.The bottom tube diameter,overflow tube diameter and overflow tube insertion depth all have significant influence on the separation efficiency,but the overflow tube insertion depth has no significant influence on the pressure drop.Tromp curves of 12 groups of simulation results with different particle sizes show that the optimized structure has a high separation efficiency when the particle size is between 35μm and 80μm,and the improvement of separation efficiency is not obvious when the particle size is below 30μm.The research results can provide a reference for the optimization design of the ultra-high pressure cyclone desander.

关 键 词:旋流除砂器 超高压 数值模拟 响应面法 KRIGING模型 

分 类 号:TH137[机械工程—机械制造及自动化] TE93[石油与天然气工程—石油机械设备]

 

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