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中国农机化学报

中国农机化学报 ›› 2023, Vol. 44 ›› Issue (11): 93-101.DOI: 10.13733/j.jcam.issn.2095-5553.2023.11.015

• 车辆与动力工程 • 上一篇    下一篇

基于Kriging近似模型的果园作业机车架结构参数优化设计

邱绪云,刘佳奇,高琦,宋裕民,冯雪健   

  • 出版日期:2023-11-15 发布日期:2023-12-06
  • 基金资助:
    山东省重大科技创新工程项目(2019JZZY020617)

Optimization design of frame structure parameters of orchard operating machine based on Kriging approximate model

Qiu Xuyun, Liu Jiaqi, Gao Qi, Song Yumin, Feng Xuejian   

  • Online:2023-11-15 Published:2023-12-06

摘要: 针对果园作业机质量较重、强度富余的问题,对某果园作业机车架结构参数进行以减轻质量、改善结构静力特性与模态特性为目标的优化设计。建立车架有限元模型,分析其在典型作业工况下的结构静力特性与结构模态特性,通过灵敏度分析方法选出对车架的质量、结构静力特性和模态特性影响较大的结构参数作为设计变量,采用最优拉丁超立方实验设计法设计样本点,运用Kriging方法构建车架质量、最大应力、低阶固有频率的多目标优化系统的近似模型,综合多目标遗传算法与层次分析法对近似模型进行优化,得到最优解。结果表明:优化后的车架在满足结构静强度的同时,质量减小11.6%,1阶固有频率和2阶固有频率分别提高12.3%和7.2%,有效减小果园作业机自重,改善车架结构模态特性。

关键词: 果园作业机车架, 灵敏度分析, Kriging近似模型, 多目标优化, 层次分析法

Abstract: Aiming at the problem of heavy weight and excess strength of the orchard working machine, the structural parameters of the frame of an orchard operating machine are optimized to reduce the mass and improve the structural static and modal characteristics of the frame. The finite element model of the frame is established, and its structural static characteristics and structural modal characteristics under typical working conditions are analyzed. The structural parameters that have a greater impact on the mass, the structural static characteristics and the structural modal characteristics of the frame are selected as the design variables through the sensitivity analysis method. The sample points are designed using the optimal Latin hypercube experimental design method. Then the approximate models of the multiobjective optimization system of the characteristic parameters, such as the mass, the maximum stress, the loworder natural frequency, etc, are constructed using the Kriging method. The approximate models are optimized by integrating multiobjective genetic algorithm and analytic hierarchy process, and the optimal solution is obtained. The results show that, with the static strength of the structure is met , the mass of the optimized frame is reduced by 11.6%, and the firstorder natural frequency and the secondorder natural frequency of the optimized frame are increased by 12.3% and 7.2%, respectively, which effectively reduces the weight of the orchard operation machine and improves the frame structure modal properties.

Key words: frame of orchard operation machine, sensitivity analysis, Kriging approximate model, multiobjective optimization, analytic hierarchy process

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