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 7 不同算法在铣削工艺参数多目标优化问题上的优化性能比较

Tab.7 Comparison of the optimization performance of different algorithms for multi-objective optimization problems with milling machining parameters

方法 N MID RAS U/s Dueling DQN 173 26.014 0.013 1 063 DDPG 92 39.161 0.025 1 052 DQN 123 29.589 0.018 1 065 NSGA-II 140 28.713 0.018 501