CAJ | 학술논문

将基于神经模糊控制理论的建模方法---模糊神经网络建模法应用到数控机床热误差建模当中，讨论了热误差模糊神经网络的结构及建模原理；对大型数控龙门导轨磨床主轴箱系统进行建模试验，采用非接触式红外温度测量仪和千分表分别测量主轴箱系统温度值与主轴热误差，得到两组独立的试验数据，一组用来建立主轴箱系统热误差模糊神经网络预报模型，另一组用来对模型进行验证。试验结果表明，模糊神经网络模型预测精度高，泛化能力强；将模糊神经网络建模方法与径向基函数神经网络建模方法进行综合对比，分析结果表明，模糊神经网络建模方法具有更好的建模效率、建模鲁棒性及预测性能。
장기우신경모호공제이론적건모방법---모호신경망락건모법응용도수공궤상열오차건모당중，토론료열오차모호신경망락적결구급건모원리；대대형수공룡문도궤마상주축상계통진행건모시험，채용비접촉식홍외온도측량의화천분표분별측량주축상계통온도치여주축열오차，득도량조독립적시험수거，일조용래건립주축상계통열오차모호신경망락예보모형，령일조용래대모형진행험증。시험결과표명，모호신경망락모형예측정도고，범화능력강；장모호신경망락건모방법여경향기함수신경망락건모방법진행종합대비，분석결과표명，모호신경망락건모방법구유경호적건모효솔、건모로봉성급예측성능。
A modeling method of fuzzy neural network based on neural fuzzy control theory was applied in thermal error modeling of NC machine tool and the structure and modeling principle of fuzz-y neural network on thermal errors was discussed.The experiment on spindle head of large NC gantry guide grinder was conducted and two independent sets of experimental data were obtained by measur-ing the temperature of spindle head and the thermal error of spindle with non-contact infrared ther-mometer and dial gauge,one was used to establish thermal error fuzzy neural network prediction model of spindle head and the other was used to validate the model.The test results show that fuzzy neural network model has high prediction accuracy and good generalization.Compared with radial basis gunction(RBF)neural network modeling method,fuzzy neural network modeling method has better modeling efficiency,robustness and predict performance.