现代制造工程Issue(5)：27-33,63,8.DOI:10.16731/j.cnki.1671-3133.2025.05.004
基于随机森林算法的复杂曲面数控铣削加工规划推荐系统
CNC milling process planning and recommendation system for complex surface based on random forest algorithm
摘要
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.关键词
复杂曲面/数控加工规划/工艺重用/随机森林算法Key words
complex surface/CNC machining planning/process reuse/random forest algorithm分类
机械工程引用本文复制引用
丁西北,王洪申..基于随机森林算法的复杂曲面数控铣削加工规划推荐系统[J].现代制造工程,2025,(5):27-33,63,8.基金项目
国家自然科学基金项目(61962035) （61962035）
