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NC codes optimization for geometric error compensation of five-axis machine tools with one novel mathematical model

机译:一种新型数学模型对五轴机床几何误差补偿的NC代码优化

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This paper presents the optimization compensation based on the mathematical expressions of geometric error model for the accuracy enhancement of five-axis machine tools. This method belongs to mathematical optimization. At first, optimal polynomials of basic error components of each axis are established by fitting the measured data of errors. The constant term is set as zero based on the properties of error components. The appropriate degree of polynomials is determined by introducing F value in statistics. Second, the bi-directional transformation between tool poses and NC codes is built with the forward and inverse kinematics of machine tools. More specifically, the postprocessor of SmartCNC500_DRTD five-axis machine tool is proposed for the calculation of NC codes. The obtained NC codes reflect the real movements of all axes relative to their zero positions. Then, one novel geometric error model is established with mathematical expressions. The model contains the ideal tool pose with the input of nominal NC code. It can evaluate the effect of compensation. It lays the foundation for the optimization. Next, the particle swarm optimization (PSO) is used to seek the optimal NC code. Particles are defined as tool poses to accord with the physical meanings of integrated geometric errors. The initial particles are generated around the ideal tool pose. New moving of particles is proposed to avoid the local optimum. The postprocessor is used to transform particles to NC codes to calculate their fitness. Finally, the experiments are conducted on this SmartCNC500_DRTD five-axis machine tool to testify the effectiveness of optimization compensation.
机译:本文提出了基于几何误差模型数学表达式的优化补偿,以提高五轴机床的精度。该方法属于数学优化。首先,通过拟合误差的测量数据来建立每个轴的基本误差分量的最佳多项式。根据误差分量的属性,将常数项设置为零。多项式的适当程度通过在统计中引入F值来确定。其次,利用机床的正向运动学和逆向运动学,在刀具位姿和NC代码之间进行双向转换。更具体地说,提出了SmartCNC500_DRTD五轴机床的后处理器,用于计算NC代码。所获得的NC代码反映了所有轴相对于其零位置的实际运动。然后,用数学表达式建立了一个新颖的几何误差模型。该模型包含理想的刀具姿态以及标称NC代码的输入。它可以评估补偿的效果。它为优化奠定了基础。接下来,使用粒子群优化(PSO)来寻找最佳NC代码。粒子被定义为符合整体几何误差的物理含义的工具姿态。初始粒子围绕理想的刀具姿态生成。为了避免局部最优,提出了新的粒子运动。后处理器用于将粒子转换为NC代码以计算其适合度。最后,在此SmartCNC500_DRTD五轴机床上进行了实验,以证明优化补偿的有效性。

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