吉林大学学报(工学版) ›› 2017, Vol. 47 ›› Issue (4): 1130-1137.doi: 10.13229/j.cnki.jdxbgxb201704017

• 论文 • 上一篇    下一篇

基于代理模型的中空轴式大型静压轴承多目标优化

刘颖1, 张凯1, 于向军2   

  1. 1.吉林大学 机械科学与工程学院, 长春 130022;
    2.昆明学院 自动控制与机械工程学院,昆明 650214
  • 收稿日期:2016-06-20 出版日期:2017-07-20 发布日期:2017-07-20
  • 作者简介:刘颖(1976-),女,副教授.研究方向:现代机械设计及理论.E-mail:liuying99@jlu.edu.cn
  • 基金资助:
    国家自然科学基金项目(51265020).

Multi-objective optimization of hydrostatic bearing of hollow shaft based on surrogate model

LIU Ying1, ZHANG Kai1, YU Xiang-jun2   

  1. 1.School of Mechanical Science and Engineering, Jilin University, Changchun 130022, China;
    2.School of Automatic control and Mechanical Engineering, Kunming University, Kunming 650214, China
  • Received:2016-06-20 Online:2017-07-20 Published:2017-07-20

摘要: 建立了中空轴式静压轴承的油膜仿真模型,分析了油腔包角、偏位角、油腔宽等设计参数对其承载力和液压功耗的影响规律。以主电机功率为8000 kW的大型球磨机静压轴承的承载力和液压功耗为优化目标,以静压轴承所需提供的最小载荷和轴瓦的许用应力为约束条件,提出了基于RBF(径向基函数)代理模型和多目标粒子群优化算法相结合的多目标优化设计方法,得到了Pareto最优解集,应用基于灰色关联度的TOPSIS方法选取出了最优妥协解。优化结果表明:优化后的静压轴承承载力提升了2.99 %,液压功耗降低了3.87 %,所承受工作介质重力提升了8.74 %。

关键词: 机械设计, 中空轴式静压轴承, 代理模型, 多目标优化, TOPSIS, 粒子群优化算法

Abstract: A simulation model of oil film of hollow shaft hydrostatic bearing is established. Simulations are carried out to analyze the effects of the oil cavity angle, deflection angle and oil cavity width on the bearing capacity and hydraulic power consumption of the hydrostatic bearing. The bearing capacity and hydraulic power consumption of a large-scale ball mill with motor power of 8000 kW are taken as the optimization objects. The constraint conditions are the minimum load provided by the hydrostatic bearing and the allowable stress of the bearing bush. A multi-objective optimization design method of the hydrostatic bearing is proposed based on the radial basis function(RBF) surrogate model and the multi-objective Particle Swarm Optimization (PSO) algorithm. The Pareto optimal solution set is obtained, and the optimal compromise solution is selected using TOPSIS method based on grey relational degree. Optimization results show that the optimized capacity of the hydrostatic bearing is increased by 2.99%, the hydraulic power consumption is reduced by 3.87%, and the weight of the working medium in the shell of the ball mill is reduced by 8.74%.

Key words: mechanical design, hollow shaft hydrostatic bearing, surrogate model, multi-objective optimization, technique for order preference by similarity to an ideal solution(TOPSIS), particle swarm optimization(PSO) algorithm

中图分类号: 

  • TD453
[1] 邵俊鹏,张艳芹,韩桂华,等. 重型静压轴承油腔结构优化与流场仿真[J]. 系统仿真学报, 2010,22: 1093-1096.
Shao Jun-peng, Zhang Yan-qin, Han Gui-hua, et al. Oil recess structure optimization and flow simulation for heavy hydrostatic bearing[J]. Journal of System Simulation,2010,22: 1093-1096.
[2] 朱希玲. 基于ANSYS的静压轴承油腔结构优化设计[J]. 轴承,2009(7):12-15.
Zhu Xi-ling. Optimum design of oil recess used in hydrostatic bearing based on ANSYS[J]. Bearing, 2009(7):12-15.
[3] 朱希玲. 球磨机静压轴承轴瓦结构优化设计[J]. 润滑与密封,2009,34(7):88-90.
Zhu Xi-ling. Optimum design of hydrostatic bearing bushing structure used in ball-grinding mil[J]. Lubrication and Seal, 2009, 34(7):88-90.
[4] Kumar V, Sharma S C, Jain S C. On the restrictor design parameter of hybrid journal bearing for optimum rotordynamic coefficients[J]. Tribology International, 2006, 39(4):356-368.
[5] Dwivedi V K, Chand S, Pandey K N. Effect of number and size of recess on the performance of hybrid (hydrostatic/hydrodynamic) journal bearing[J]. Procedia Engineering, 2013, 51:810-817.
[6] Yadav S K, Sharma S C. Performance of hydrostatic tilted thrust pad bearings of various recess shapes operating with non-Newtonian lubricant[J]. Finite Elements in Analysis & Design, 2014, 87:43-55.
[7] Sharma S C, Rajput A K. Effect of geometric imperfections of journal on the performance of micropolar lubricated 4-pocket hybrid journal bearing[J]. Tribology International, 2013, 60(7):156-168.
[8] 张凯. 基于代理模型的大型球磨机静压轴承结构优化[D]. 长春:吉林大学机械科学与工程学院,2016.
Zhang Kai. Structural optimization of hydrostatic bearing of large-type ball mill based on surrogate model[D]. Changchun: College of Mechnical Science and Engineering,Jilin University, 2016.
[9] Fang J, Gao Y, Sun G, et al. Multi-objective robust design optimization of fatigue life for a truck cab[J]. Reliability Engineering & System Safety, 2015, 135:1-8.
[10] 左曙光,蒋维旭,吴旭东,等. 基于ISIGHT的电动汽车扭杆梁悬架振动传递特性优化[J]. 吉林大学学报:工学版,2015,45(5):1381-1387.
Zuo Shu-guang, Jiang Wei-xu, Wu Xu-dong, et al. Vibration transfer characteristics optimization of an electric vehicle's twist beam suspension based on ISIGHT[J]. Journal of Jilin University (Engineering and Technology Edition), 2015, 45(5):1381-1387.
[11] 蒋荣超,王登峰,秦民,等. 基于疲劳寿命的轿车后悬架扭转梁轻量化设计[J]. 吉林大学学报:工学版,2016,46(1):35-42.
Jiang Rong-chao, Wang Deng-feng, Qin Min, et al. Lightweight design of twist beam of rear suspension of passenger car based on fatigue life[J]. Journal of Jilin University (Engineering and Technology Edition), 2016, 46(1):35-42.
[12] Cooren Y, Clerc M, Siarry P. MO-TRIBES, an adaptive multiobjective particle swarm optimization algorithm[J]. Computational Optimization & Applications, 2011, 49(2):379-400.
[1] 毕秋实,王国强,黄婷婷,毛瑞,鲁艳鹏. 基于DEM-FEM耦合的双齿辊破碎机辊齿强度分析[J]. 吉林大学学报(工学版), 2018, 48(6): 1770-1776.
[2] 朱伟,王传伟,顾开荣,沈惠平,许可,汪源. 一种新型张拉整体并联机构刚度及动力学分析[J]. 吉林大学学报(工学版), 2018, 48(6): 1777-1786.
[3] 刘建芳, 王记波, 刘国君, 李新波, 梁实海, 杨志刚. 基于PMMA内嵌三维流道的压电驱动微混合器[J]. 吉林大学学报(工学版), 2018, 48(5): 1500-1507.
[4] 毛宇泽, 王黎钦. 鼠笼支撑一体化结构对薄壁球轴承承载性能的影响[J]. 吉林大学学报(工学版), 2018, 48(5): 1508-1514.
[5] 夏利红, 邓兆祥. 电子机械制动执行器的整体最优匹配设计[J]. 吉林大学学报(工学版), 2018, 48(4): 998-1007.
[6] 王涛, 伞晓刚, 高世杰, 王惠先, 王晶, 倪迎雪. 光电跟踪转台垂直轴系动态特性[J]. 吉林大学学报(工学版), 2018, 48(4): 1099-1105.
[7] 贺继林, 陈毅龙, 吴钪, 赵喻明, 汪志杰, 陈志伟. 起重机卷扬系统能量流动分析及势能回收系统实验[J]. 吉林大学学报(工学版), 2018, 48(4): 1106-1113.
[8] 谢传流, 汤方平, 孙丹丹, 张文鹏, 夏烨, 段小汇. 立式混流泵装置压力脉动的模型试验分析[J]. 吉林大学学报(工学版), 2018, 48(4): 1114-1123.
[9] 孙秀荣, 董世民, 王宏博, 李伟成, 孙亮. 整体抽油杆柱在油管内空间屈曲的多段式仿真模型对比[J]. 吉林大学学报(工学版), 2018, 48(4): 1124-1132.
[10] 吉野辰萌, 樊璐璐, 闫磊, 徐涛, 林烨, 郭桂凯. 基于MBNWS算法的假人胸部结构多目标优化设计[J]. 吉林大学学报(工学版), 2018, 48(4): 1133-1139.
[11] 刘坤, 刘勇, 闫建超, 吉硕, 孙震源, 徐洪伟. 基于体外传感检测的人体站起动力学分析[J]. 吉林大学学报(工学版), 2018, 48(4): 1140-1146.
[12] 邱小明, 王银雪, 姚汉伟, 房雪晴, 邢飞. 基于灰色关联的DP1180/DP590异质点焊接头工艺参数优化[J]. 吉林大学学报(工学版), 2018, 48(4): 1147-1152.
[13] 刘志峰, 赵代红, 王语莫, 浑连明, 赵永胜, 董湘敏. 重载静压转台承载力与油垫温度场分布的关系[J]. 吉林大学学报(工学版), 2018, 48(3): 773-780.
[14] 曹婧华, 孔繁森, 冉彦中, 宋蕊辰. 基于模糊自适应PID控制的空压机背压控制器设计[J]. 吉林大学学报(工学版), 2018, 48(3): 781-786.
[15] 李锐, 张路阳, 刘琳, 武粤元, 陈世嵬. 基于相似理论的三跨桥梁磁流变隔振[J]. 吉林大学学报(工学版), 2018, 48(3): 787-795.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!