关键词: 复杂曲面, 数控加工规划, 工艺重用, 随机森林算法

Abstract: To effectively reduce the complexity of CNC milling process planning for complex surfaces and achieve its automatic generation,a recommendation model for CNC milling process planning based on the random forest algorithm was proposed. First,surface features and process information of CNC operations from existing machining instances were extracted,and a CNC process knowledge base was constructed by integrating CNC machining theory. Then,a recommendation model for CNC milling process planning based on the random forest algorithm was designed,which takes the extracted surface features of the part to be machined and the machining requirements as inputs,and outputs the CNC machining planning parameters with the highest score,thereby generating an appropriate CNC milling process planning recommendation scheme. The validity of this model was verified using corresponding CAD/CAM software.

Key words: complex surface, CNC machining planning, process reuse, random forest algorithm