本发明公开了一种基于TPOT的铣槽机施工设定参数推荐方法，包括以下步骤：S1：获取铣槽机铣削作业时的施工参数；S2：对所述步骤S1中的所述施工参数进行预处理，得到铣槽机施工特征数据样本；S3：利用TPOT方法，优化所述步骤S2中的所述特征数据样本，获得用于对铣槽机施工设定参数的预测模型；S4：将铣槽机实时工作的工况数据输入步骤S3中的所述预测模型，得到铣槽机当前推荐设定参数数值，辅助人工调整铣槽机施工设定参数。本发明具有工作状态下，达到实时生成铣槽机施工设定参数的技术效果，能广泛应用于铣槽机施工技术领域。

The invention discloses a TPOT-based slot milling machine construction setting parameter recommendation method. The method comprises the following steps that S1, construction parameters during millingoperation of a slot milling machine are obtained; S2, the construction parameters in the step S1 are pre-processed to obtain a construction characteristic data sample of the slot milling machine; S3,the characteristic data sample in the step S2 is optimized by using a TPOT method to obtain a prediction model used for construction setting parameters of the slot milling machine; and S4, the real-time work working condition data of the slot milling machine are input into the prediction model in the step S3 to obtain the current recommendation setting parameter value of the slot milling machine,and manpower is assisted in adjusting the construction setting parameters of the slot milling machine. The method has the technical effect of generating the construction setting parameters of the slot milling machine in real time in the working state, and can be widely applied to the technical field of slot milling machine construction.