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Optimization design method of product general tolerance system

机译:产品通用公差系统的优化设计方法

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摘要

A product manufacturing process starts from parts processing, then assembles parts into components, and forms the product finally. To obtain an expected product quality, the quality characteristics in the part level, component level, and product level must be controlled, and the deviations between their actual and target values are required to keep in specified tolerances. All these tolerances form a product tolerance system, and the quality characteristics of product levels contain the geometric and the non-geometric parameters, which are interrelated and form a complex system. General tolerance is the total amount the actual parameters are permitted to vary, which not only include the geometric parameters in machining, but also includes physical, chemical, electrical, and other parameters. What most concerns the product users is whether product quality characteristics meet their requirements, rather than a component quality characteristic or part quality characteristic, and the product quality characteristics are generally not only geometric quantities but also include many non-geometric quantities. The product tolerance system optimization design from part level to product level cannot be achieved, as it includes geometric and non-geometric quantities. In this paper, a product tolerance system model is developed on the basis of determining the quality characteristics of product levels, and the information of the product levels quality characteristics is excavated from data recorded in the product testing process using data mining methods through the support vector nonlinear regression relational model between parts quality characteristics deviations and product quality characteristics deviations. Then, the product manufacturing cost model is set up, which includes the machining dimensional tolerances and non-geometric tolerances, and the product tolerance system optimization model is developed by minimizing the product manufacturing costs as the objective function and the quality characteristics tolerances of product levels as constraint conditions. Finally, a micro-motor product is used as an example to optimize its tolerance system, and its manufacturing costs are decreased by 13.14%. The results show that the developed method is effective and provides a new way for the product tolerance system optimization.
机译:产品制造过程从零件加工开始,然后将零件组装成组件,最后形成产品。为了获得预期的产品质量,必须控制零件级别,组件级别和产品级别的质量特性,并且要求其实际值与目标值之间的偏差以保持指定的公差。所有这些公差构成一个产品公差系统,并且产品级别的质量特征包含相互关联并形成复杂系统的几何参数和非几何参数。一般公差是允许实际参数变化的总量,不仅包括加工中的几何参数,还包括物理,化学,电气和其他参数。产品用户最关心的是产品质量特征是否满足他们的要求,而不是部件质量特征或零件质量特征,并且产品质量特征通常不仅是几何量,而且还包括许多非几何量。无法实现从零件级别到产品级别的产品公差系统优化设计,因为它包括几何和非几何数量。本文在确定产品等级质量特征的基础上,建立了产品公差系统模型,利用支持向量机的数据挖掘方法,从产品测试过程中记录的数据中挖掘出产品等级质量特征的信息。零件质量特性偏差与产品质量特性偏差之间的非线性回归关系模型。然后,建立包括加工尺寸公差和非几何公差的产品制造成本模型,并通过最小化作为目标函数的产品制造成本和产品水平的质量特征公差来开发产品公差系统优化模型。作为约束条件。最后,以微电机产品为例来优化其公差系统,并将其制造成本降低了13.14%。结果表明,该方法是有效的,为产品公差系统的优化提供了新的途径。

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