| Citation: | XU Huachao, ZHU Haojie, HAN Zhenhua, et al. Vibration reduction optimization for helicopter’s main gearbox based on surrogate model and sensitivity analysis[J]. Journal of Aerospace Power, 2024, 39(11):20220884 doi: 10.13224/j.cnki.jasp.20220884 |
In view of the problems of large amount of calculation and many parameters in the vibration reduction optimization for helicopter’s main gearbox, an optimal design method for vibration reduction of helicopter’s main gearbox based on surrogate model and global sensitivity analysis was proposed. The evaluation index of the vibration performance was defined. The optimal Latin hypercube sampling method was used to evenly extract the sample data, which were brought into the dynamic model of the helicopter’s main gearbox to obtain the evaluation index samples. The surrogate model was used to construct and replace the time-consuming dynamic model of main gearbox to improve the optimization efficiency. Subsequently, parameter sensitivity analysis was conducted to determine the optimization variables, and genetic algorithms were used to search for the optimal parameter values within the range of optimization parameters. The results showed that the surrogate model can effectively replace the dynamics model of the helicopter’s main gearbox. The meshing stiffness served as an important parameter affecting the system vibration. After optimization, the maximum and minimum reductions in the effective value of vibration acceleration at each measuring point of the main reducer were 18.01% and 4.28%, respectively.
| [1] |
许华超,秦大同,刘长钊,等. 考虑结构柔性的多级齿轮箱变速过程动态特性研究[J]. 振动工程学报,2021,34(1): 99-107. XU Huachao,QIN Datong,LIU Changzhao,et al. Dynamic characteristics of the multi-stage gearbox considering structural flexibility during the variable speed process[J]. Journal of Vibration Engineering,2021,34(1): 99-107. (in Chinese
XU Huachao, QIN Datong, LIU Changzhao, et al. Dynamic characteristics of the multi-stage gearbox considering structural flexibility during the variable speed process[J]. Journal of Vibration Engineering, 2021, 34(1): 99-107. (in Chinese)
|
| [2] |
许华超,秦大同,刘长钊,等. 计入结构柔性的直升机主减速器振动特性分析[J]. 航空动力学报,2019,34(5): 1020-1028. XU Huachao,QIN Datong,LIU Changzhao,et al. Vibration characteristics analysis for helicopter main gearbox considering strutural flexibility[J]. Journal of Aerospace Power,2019,34(5): 1020-1028. (in Chinese
XU Huachao, QIN Datong, LIU Changzhao, et al. Vibration characteristics analysis for helicopter main gearbox considering strutural flexibility[J]. Journal of Aerospace Power, 2019, 34(5): 1020-1028. (in Chinese)
|
| [3] |
蒋函成,魏静,张爱强,等. 某直升机主减传动系统振动能量传递特性研究[J]. 振动与冲击,2021,40(7): 95-104,170. JIANG Hancheng,WEI Jing,ZHANG Aiqiang,et al. Vibration energy transfer characteristics of main reducer transmission system of a helicopter[J]. Journal of Vibration and Shock,2021,40(7): 95-104,170. (in Chinese
JIANG Hancheng, WEI Jing, ZHANG Aiqiang, et al. Vibration energy transfer characteristics of main reducer transmission system of a helicopter[J]. Journal of Vibration and Shock, 2021, 40(7): 95-104, 170. (in Chinese)
|
| [4] |
王英鹏,徐义华,孙海俊,等. 基于响应面法的火箭发动机喷管型面优化设计[J]. 航空动力学报,2022,37(1): 214-224. WANG Yingpeng,XU Yihua,SUN Haijun,et al. Optimization design for nozzle contour of rocket engine based on response surface method[J]. Journal of Aerospace Power,2022,37(1): 214-224. (in Chinese
WANG Yingpeng, XU Yihua, SUN Haijun, et al. Optimization design for nozzle contour of rocket engine based on response surface method[J]. Journal of Aerospace Power, 2022, 37(1): 214-224. (in Chinese)
|
| [5] |
ZHOU Shengtao,LI Chao,XIAO Yiqing,et al. Importance of platform mounting orientation of Y-shaped semi-submersible floating wind turbines: a case study by using surrogate models[J]. Renewable Energy,2020,156: 260-278. doi: 10.1016/j.renene.2020.04.014
|
| [6] |
TAO Jun,SUN Gang,GUO Liqiang,et al. Application of a PCA-DBN-based surrogate model to robust aerodynamic design optimization[J]. Chinese Journal of Aeronautics,2020,33(6): 1573-1588. doi: 10.1016/j.cja.2020.01.015
|
| [7] |
王文竹,李杰,刘刚,等. 基于Kriging代理模型鼓式制动器稳定性的优化设计[J]. 振动与冲击,2021,40(11): 134-138,162. WANG Wenzhu,LI Jie,LIU Gang,et al. Optimization design of drum brake stability based on Kriging surrogate model[J]. Journal of Vibration and Shock,2021,40(11): 134-138,162. (in Chinese
WANG Wenzhu, LI Jie, LIU Gang, et al. Optimization design of drum brake stability based on Kriging surrogate model[J]. Journal of Vibration and Shock, 2021, 40(11): 134-138, 162. (in Chinese)
|
| [8] |
杨丽丽,孔祥龙,李文龙,等. 基于高保真度代理模型的卫星结构优化[J]. 振动与冲击,2021,40(23): 208-215,222. YANG Lili,KONG Xianglong,LI Wenlong,et al. Satellite structure optimization based on high fidelity surrogate model[J]. Journal of Vibration and Shock,2021,40(23): 208-215,222. (in Chinese
YANG Lili, KONG Xianglong, LI Wenlong, et al. Satellite structure optimization based on high fidelity surrogate model[J]. Journal of Vibration and Shock, 2021, 40(23): 208-215, 222. (in Chinese)
|
| [9] |
尹泽勇,米栋,张立章,等. 航空动力系统整机多学科设计优化方法[J]. 航空动力学报,2022,37(10): 2025-2045. YIN Zeyong,MI Dong,ZHANG Lizhang,et al. Multidisciplinary design optimization method of overall aircraft power system[J]. Journal of Aerospace Power,2022,37(10): 2025-2045. (in Chinese
YIN Zeyong, MI Dong, ZHANG Lizhang, et al. Multidisciplinary design optimization method of overall aircraft power system[J]. Journal of Aerospace Power, 2022, 37(10): 2025-2045. (in Chinese)
|
| [10] |
GUO Ning,YANG Zhichun,WANG Le,et al. Dynamic model updating based on strain mode shape and natural frequency using hybrid pattern search technique[J]. Journal of Sound Vibration,2018,422: 112-130. doi: 10.1016/j.jsv.2018.02.013
|
| [11] |
SHAO Qian,GAO Enlai,MARA T,et al. Global sensitivity analysis of solid oxide fuel cells with Bayesian sparse polynomial chaos expansions[J]. Applied Energy,2020,260: 114318. doi: 10.1016/j.apenergy.2019.114318
|
| [12] |
LIU Fuchao,WEI Pengfei,ZHOU Changcong,et al. Reliability and reliability sensitivity analysis of structure by combining adaptive linked importance sampling and Kriging reliability method[J]. Chinese Journal of Aeronautics,2020,33(4): 1218-1227. doi: 10.1016/j.cja.2019.12.032
|
| [13] |
赵鸿华,宋双文,王志凯. 基于NSGA-Ⅱ算法的小弯管冲击冷却多目标优化[J]. 航空动力学报,2022,37(1): 1-12. ZHAO Honghua,SONG Shuangwen,WANG Zhikai. Multi-objective optimization of impingement cooling of concave wall based on NSGA-Ⅱ algorithm[J]. Journal of Aerospace Power,2022,37(1): 1-12. (in Chinese
ZHAO Honghua, SONG Shuangwen, WANG Zhikai. Multi-objective optimization of impingement cooling of concave wall based on NSGA-Ⅱ algorithm[J]. Journal of Aerospace Power, 2022, 37(1): 1-12. (in Chinese)
|
| [14] |
XU Yanwu,ZHANG Zhuoran,YU Li,et al. Behavior and functional modeling methods of doubly salient electromagnetic generators for aircraft electrical power system applications[J]. Chinese Journal of Aeronautics,2019,32(2): 477-488. doi: 10.1016/j.cja.2018.12.028
|
| [15] |
Sobol I M. Sensitivity analysis for nonlinear mathematical models[J]. Mathematical Modeling and Computational Experiment,1993(1): 407-414.
|
| [16] |
GUO Jinghui,LIN Guiping,BU Xueqin,et al. Sensitivity analysis of flowfield modeling parameters upon the flow structure and aerodynamics of an opposing jet over a hypersonic blunt body[J]. Chinese Journal of Aeronautics,2020,33(1): 161-175. doi: 10.1016/j.cja.2019.08.025
|
| [17] |
KUBUR M,KAHRAMAN A,ZINI D M,et al. Dynamic analysis of a multi-shaft helical gear transmission by finite elements: model and experiment[J]. Journal of Vibration and Acoustics,2004,126(3): 398-406. doi: 10.1115/1.1760561
|
| [18] |
YI Yuanyuan,QIN Datong,LIU Changzhao. Investigation of electromechanical coupling vibration characteristics of an electric drive multistage gear system[J]. Mechanism and Machine Theory,2018,121: 446-459. doi: 10.1016/j.mechmachtheory.2017.11.011
|