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 4 三个模型的预测指标

Tab.4 Predictors of three models

模型 MSE MAPE/% R2 GA-BPNN 12.417 8.854 0.932 SVR 33.903 16.129 0.884 GBRT 44.887 21.249 0.847