基于深度强化学习的数控铣削加工参数优化方法
|
|
邓齐林,鲁娟,陈勇辉,冯健,廖小平,马俊燕
|
Optimization method of CNC milling parameters based on deep reinforcement learning
|
|
Qi-lin DENG,Juan LU,Yong-hui CHEN,Jian FENG,Xiao-ping LIAO,Jun-yan MA
|
|
| 表 3 测试集样本数据 |
| Tab.3 Test set sample data |
|
| 组数 | n/( ${\rm{r}} \cdot {\rm{mi}}{{\rm{n}}^{ - 1} }$) | f/( ${{\rm{mm}}} \cdot {{\rm{r}}^{ - 1} }$) | ae/ ${{\rm{mm}}}$ | ap / ${{\rm{mm}}}$ | $ F_{\rm{c}}^\& $/N | | 1 | 1 500 | 0.12 | 5 | 0.60 | 56.809 | | 2 | 1 800 | 0.10 | 3 | 0.60 | 61.264 | | 3 | 2 000 | 0.08 | 3 | 0.20 | 27.541 | | 4 | 1 600 | 0.10 | 5 | 0.20 | 22.172 | | 5 | 2 000 | 0.09 | 4 | 0.20 | 31.305 | | 6 | 1 600 | 0.08 | 3 | 0.21 | 15.546 | | 7 | 1 400 | 0.10 | 4 | 0.21 | 14.013 | | 8 | 1 800 | 0.08 | 3 | 0.21 | 18.663 |
|
|
|