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An Accuracy-Efficiency-Power Consumption Hybrid Optimization Method for CNC Milling Process

机译:数控铣削加工的效率-效率-功耗混合优化方法

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This study proposes a hybrid optimization method which can help users to find optimal cutting parameters which will provide better efficiency and lower power consumption for a milling process. Empirical models including performance-power consumption characteristic curves of servo motors were built, and an optimization algorithm adopting the empirical models with procedure guiding function was developed. The empirical models were built based on the measurements from planned machining experiments with different combination of machining parameters including spindle speed, feedrate, and chip load, etc. After integrating the models and algorithm, an optimization system with human machine interface, which has procedure guiding function, was developed. The system can recommend optimal machining parameters for a milling process for shorter machining time and lower electricity costs based on the original machining parameters. Finally, cutting experiments were conducted to verify the proposed system, and the results showed that the proposed method can effectively enhance efficiency by 42.06% and save 34.74% in machining costs through reducing machining time and electrical power consumption.
机译:这项研究提出了一种混合优化方法,可以帮助用户找到最佳的切削参数,从而为铣削过程提供更高的效率和更低的功耗。建立了包括伺服电机性能-功耗特性曲线在内的经验模型,并开发了一种具有过程指导功能的经验模型的优化算法。基于计划加工实验的测量结果建立了经验模型,并结合了主轴转速,进给速度和切屑载荷等加工参数的不同组合。将模型和算法整合后,具有人机界面的优化系统具有程序指导功能,被开发出来。系统可以根据原始加工参数为铣削过程推荐最佳加工参数,以缩短加工时间并降低电费。最后,通过切削实验验证了该系统的有效性,结果表明,该方法可有效减少加工时间和减少电耗,有效提高效率42.06%,节省加工成本34.74%。

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