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基于线性回归理论的数控机床精度检测及误差补偿分析
引用本文:杨秀芝,蒋宇辉,王兴东,王子涵.基于线性回归理论的数控机床精度检测及误差补偿分析[J].制造技术与机床,2022(1):171-176.
作者姓名:杨秀芝  蒋宇辉  王兴东  王子涵
作者单位:湖北理工学院智能输送技术与装备湖北省重点实验室;武汉科技大学冶金装备及其控制教育部重点实验室
基金项目:国家自然科学基金资助项目(51875418);武汉科技大学国防预研基金(GF201906);湖北省高价值专利培养,转化和产业化项目(201941)。
摘    要:为提高数控机床定位精度,需对精度的误差源进行分析及补偿.基于线性回归理论,采用激光干涉仪为检测工具,建立了 BF-850B数控机床数据检测的精度检测与补偿模型,并根据各个测量点位误差特性进行分析,确定采用一次性线性补偿和多段式线性补偿方法;最后,结合具体的数控机床实例,根据得到的实验数据验证实现误差补偿,对定位精度的补...

关 键 词:数控机床  线性回归  一次性线性补偿  多段式线性补偿  激光干涉仪

Accuracy detection and error compensation analysis of NC machine tools based on linear regression theory
YANG Xiuzhi,JIANG Yuhui,WANG Xingdong,WANG Zihan.Accuracy detection and error compensation analysis of NC machine tools based on linear regression theory[J].Manufacturing Technology & Machine Tool,2022(1):171-176.
Authors:YANG Xiuzhi  JIANG Yuhui  WANG Xingdong  WANG Zihan
Affiliation:(Key Laboratory of Intelligent Transportation Technology and Equipment of Hubei Province,Hubei Polytechnic University,Huangshi 435003,CHN;Key Laboratory of Metallurgical Equipment and Control,Ministry of Education,Wuhan University of Science and Technology,Wuhan 430081,CHN)
Abstract:In order to improve the positioning accuracy of NC machine tool,the error source of machine tool precision should be analyzed and compensated.The principle of precision detection and compensation of numerical control machine tool based on linear regression theory with laser interferometer is discussed.The model of data detection is established.The characteristics of each error point are analyzed.The methods of one-time linear compensation and multistage linear compensation are determined and verified by comparison.Based on the analysis of a numerical control machine tool,the error compensation is realized according to the experimental data.Finally,the compensation effect of positioning accuracy is analyzed.The results show that the accuracy of X axis is increased from 4.8531~35.0250μm to-2.4721~0.7363μm by linear compensation.The precision of Y-axis was improved from-14.4250~-4.1325μm to-2.4812~0.7529μm.The accuracy of Z-axis was improved from-4.1280~17.2271μm to-0.5015~1.3245μm.The precision of X axis was improved to-1.3641~0.4840μm by multi-stage linear compensation.The precision of Y-axis was improved to-1.3641~0.5510μm.The accuracy of Z-axis is improved to-0.4120~0.4952μm.Before compensation,according to the main characteristics of data distribution,the linear or segmented compensation for the system error of CNC machine tools has a good compensation effect.
Keywords:NC machine tool  linear regression  one-time linear compensation  multistage linear compensation  laser interferometer
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