| 李宜霖,孙兴伟,杨赫然,王海燕,刘 寅,董祉序.基于响应面和人群搜索算法的固井泥浆流量计
叶轮结构参数优化[J].电子测量与仪器学报,2022,36(5):12-20 |
| 基于响应面和人群搜索算法的固井泥浆流量计
叶轮结构参数优化 |
| Optimization of impeller structure parameters of cementing mudflowmeter based on response surface and crowd search algorithm |
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| DOI： |
| 中文关键词: 响应面法 人群搜索算法 线性度误差 结构参数优化 固井泥浆流量计 |
| 英文关键词:response surface method crowd search algorithm linearity error structural parameter optimization cementing mud
flow meter |
| 基金项目:中央引导地方科技发展专项资金（2020JH6/10500048）项目资助 |
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| Author | Institution |
| Li Yilin | 1. College of Mechanical Engineering, Shenyang University of Technology,2. Key Laboratory of Numerical Control Manufacturing Technology for Complex Surfaces of Liaoning Province |
| Sun Xingwei | 1. College of Mechanical Engineering, Shenyang University of Technology,2. Key Laboratory of Numerical Control Manufacturing Technology for Complex Surfaces of Liaoning Province |
| Yang Heran | 1. College of Mechanical Engineering, Shenyang University of Technology,2. Key Laboratory of Numerical Control Manufacturing Technology for Complex Surfaces of Liaoning Province |
| Wang Haiyan | 3. Shenyang Baiyun Machinery Co. , Ltd. |
| Liu Yin | 1. College of Mechanical Engineering, Shenyang University of Technology,2. Key Laboratory of Numerical Control Manufacturing Technology for Complex Surfaces of Liaoning Province |
| Dong Zhixu | 1. College of Mechanical Engineering, Shenyang University of Technology,2. Key Laboratory of Numerical Control Manufacturing Technology for Complex Surfaces of Liaoning Province |
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| 中文摘要: |
| 切向式涡轮流量计应用于油田固井工程,叶片结构会对计量的效果产生直接影响。 为了提升流量计计量的精度以及叶
片结构的可靠性,对叶轮结构参数进行优化。 将响应面与人群搜索算法相结合,设计三因素四水平正交实验,通过响应面法建
立出流量计仪表系数 K 的线性度误差 δ 和流量计叶轮叶片半径、边缘厚度、倾斜角度的二次回归模型,以线性度误差最小为优
化目标,基于人群搜索算法对叶片结构参数进行寻优求解,得到叶片结构最优的参数组合。 优化后仪表系数线性度误差由
3. 106 0%减小为 0. 445 2%,提升了固井泥浆流量计的计量精度以及稳定性,为后续优化设计提供理论支撑。 |
| 英文摘要: |
| Tangential turbine flowmeter is applied to oilfield cementing engineering, the impeller structure will have a direct impact on
the metering effect. In order to improve the measurement accuracy of flowmeter and the reliability of impeller structure, the impeller
structure parameters are optimized. Combining response surface with crowd search algorithm, a three factor four level orthogonal test is
designed, and the linearity error of flowmeter instrument coefficient K is established by response surface method δ and the quadratic
regression model of flowmeter impeller radius, impeller edge thickness and impeller inclination angle. Taking the minimum linearity error
as the optimization objective, the impeller structure parameters are optimized based on crowd search algorithm. The optimal parameter
combination of impeller structure is obtained. After optimization, the linearity error of instrument coefficient is reduced from 3. 106 0% to
0. 445 2%. The measurement accuracy and stability of cementing mud flowmeter are improved, which provides theoretical support for
subsequent optimization design. |
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