首页|基于组合代理模型的零件表面形貌构建

基于组合代理模型的零件表面形貌构建

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针对当前零件表面形貌建模存在模型构建准确度低、需要测量点数量多的问题,提出一种基于组合代理模型的零件表面形貌构建方法.在模型构建方面,分别提出基于克里金模型和径向基函数模型的表面形貌构建方法,给出组合两种代理模型的整体思路,并引入交叉验证策略建立组合代理模型权重因子的确定方法.在实验方面,采用组合代理模型分别针对仿真数据和实际测量数据进行拟合,并以均方根误差、均方根标准预测误差为指标对组合代理模型进行评价.实验验证结果表明所提方法相对单一模型在零件表面形貌建模问题上模型精度更高,所需要测量点数更少.
Surface Topography Construction of Parts Based on Combinatorial
The surface topography of a part is an important feature reflecting the machining quality of the part,and its accurate construction is the basis for evaluating the machining error and optimizing the machi-ning process.Aiming at the problems of low accuracy of model construction and high number of measure-ment points in current part surface topography modelling,this paper proposes a method of part surface to-pography construction based on combined agent model.In terms of model construction,the surface topogra-phy construction method based on Kriging model and radial basis function model is proposed respectively,the overall idea of combining two kinds of agent models is given,and the cross-validation strategy is intro-duced to establish the method of determining the weight factor of the combined agent model.In the experi-mental aspect,the combined agent model is fitted to the simulation data and the actual measurement data re-spectively,and the root mean square error and the root mean square standard error are used as the indicators to evaluate the combined agent model.The experimental validation results show that the method proposed in this paper has higher model accuracy and requires fewer measurement points than a single model for the part surface topography modelling problem.

agent modelsurface topographycross-validationprediction accuracy

郑林青、唐文斌、陈永当、吕英豪、卢媛媛

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西安工程大学机电工程学院,西安 710048

代理模型 表面形貌 交叉验证 预测精度

国家自然科学基金航空科学基金西安市科技计划

521055592022Z05011100123GXFW0022

2024

组合机床与自动化加工技术
大连组合机床研究所 中国机械工程学会生产工程分会

组合机床与自动化加工技术

CSTPCD北大核心
影响因子:0.671
ISSN:1001-2265
年,卷(期):2024.(3)
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