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Model-based predictive force control in milling: determination of reference trajectory

机译:基于模型的预测力控制铣削:参考轨迹的测定

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摘要

Today, powerful process simulation tools allow an offline process planning and optimization of metal cutting processes. The quality of the optimization strongly depends on the model and its parameters. Real cutting processes are influenced by uncertainties such as tool wear status or material properties, which are both unknown. To overcome this limitation, sensors and process control systems are used. Model-based Predictive Control (MPC) was developed in the 1970s for the chemical process industry. This control method was found to be very suitable to control complex manufacturing processes such as milling processes. Using MPC in metal cutting processes allows considering technological boundary conditions explicitly. Adapting the feed velocity and thus the process force increases the productivity and process stability in milling. A core element of the MPC is the use of a reference trajectory representing the time-dependent set point value in the optimization procedure. The tool path information, however, is given position-based. Thus, calculating the reference trajectory is not trivial and strongly influences the control quality. This paper presents two methods for determining the reference trajectory. The first method is based on an adaptive signal filter. For the second method the MPC is extended to a two-layer MPC: the first layer calculates an optimal reference trajectory; the second layer controls the machine tool.
机译:如今,强大的流程仿真工具允许离线流程规划和优化金属切割过程。优化的质量强烈取决于模型及其参数。实际切削过程受不确定性的影响,例如工具磨损状态或材料特性,这两者都是未知的。为了克服这种限制,使用传感器和过程控制系统。基于模型的预测控制(MPC)是在20世纪70年代开发的化学工艺行业。发现该控制方法非常适合于控制诸如铣削过程的复杂制造过程。在金属切割过程中使用MPC允许明确考虑技术边界条件。采用进料速度,因此加工力增加了研磨中的生产率和工艺稳定性。 MPC的核心元素是在优化过程中使用表示时间相关的设定点值的参考轨迹。然而,刀具路径信息是基于位置的。因此,计算参考轨迹并不琐碎,强烈影响控制质量。本文呈现了两种确定参考轨迹的方法。第一种方法基于自适应信号滤波器。对于第二种方法,MPC扩展到两层MPC:第一层计算最佳参考轨迹;第二层控制机床。

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