Model-based feed rate optimization for cycle time reduction in milling

被引:2
|
作者
Oh, J. Y. [1 ]
Sim, B. [1 ]
Lee, W. J. [1 ]
Choi, S. J. [1 ]
Lee, W. [1 ]
机构
[1] Chungnam Natl Univ, Sch Mech Engn, 99 Daehak Ro, Daejeon, South Korea
关键词
Cutting force; Intelligence manufacturing; Smart machine tool; Machining condition optimization; ADAPTIVE-CONTROL OPTIMIZATION; CUTTING FORCE; PREDICTION;
D O I
10.1016/j.jmapro.2023.03.033
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Feed rate is an important determinant of the cutting force and cycle time. Selection of an appropriate feed rate can increase the processing quality and production efficiency. To determine an optimized feed rate, many methods have been developed to maintain a constant cutting force by applying a real-time feedback system constructed with data such as the tool condition, temperature, and cutting load of the spindle. However, these methods have low reliability because of difficulty in accurately measuring the spindle load. Moreover, real-time changes in the feed rate alter the cycle time. This study optimized the feed rate to a value that maintains the cutting force based on a cutting force prediction model and an algorithm to extract the cutting conditions from each line of the G-code. The feed rate optimization was applied to a flat end mill and ball end mill. An interpreter for the G-code was configured to calculate the tool center point and cutting condition. A real-time spindle power measurement system was constructed to measure the cutting force in each line of the G-code by identifying the parameters of the cutting force prediction model. The cutting force criterion was selected as the highest value among the predicted cutting forces. The optimized feed rate that maintains the cutting force was extracted based on the cutting conditions in other lines and the cutting force prediction model. The extracted feed rate was applied to the G-code by modifying only the feed rate command. Experimental results obtained with a com-mercial machining tool show that the proposed feed rate optimization significantly reduces the overall cycle time and effectively maintains the cutting force.
引用
收藏
页码:289 / 296
页数:8
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