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精密机械热动态误差模糊神经网络建模研究 被引量:37
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作者 傅建中 陈子辰 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2004年第6期742-746,共5页
结合模糊逻辑与人工神经网络的优点,提出精密机械热动态误差的模糊神经网络模型,并在多变量模糊模型后件结构与参数辨识中提出了主分量分析建模的新方法.基于语言控制规则的模糊模型,采用模糊推理方法,建模的关键在于结构辨识和参数辨识... 结合模糊逻辑与人工神经网络的优点,提出精密机械热动态误差的模糊神经网络模型,并在多变量模糊模型后件结构与参数辨识中提出了主分量分析建模的新方法.基于语言控制规则的模糊模型,采用模糊推理方法,建模的关键在于结构辨识和参数辨识.采用主分量分析方法可有效地辨识模型后件的结构与参数.为克服建模用的有效数据量少于后件参数,而无法建立相应的模糊模型这一问题,采用一种多变量系统的模糊神经网络建模方法,利用神经网络具有学习的能力,通过使用适当数量的具有充分激励信息的优选数据组作为学习样本对神经网络进行训练,从而建立起模糊神经网络模型.当辨识的模型精度达不到要求时,可应用模糊神经网络的多次训练获取更高的模型精度.实测数据建模表明,模糊神经网络模型能有效地描述热动态误差. 展开更多
关键词 精密机械 热动态误差 模糊神经网络 模糊逻辑 人工神经网络 主分量分析 误差补偿
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Research on dynamic error compensation for an armored K type thermocouple 被引量:3
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作者 郝晓剑 邢恩普 +2 位作者 昝清波 王恒飞 周汉昌 《Journal of Measurement Science and Instrumentation》 CAS 2014年第4期10-15,共6页
A new method was proposed, in which a high-power CO2 laser modulated by high frequency was used as the driv- ing source to heat up a surface-temperature sensor. The continual beam and the pulsed beam sent out by the s... A new method was proposed, in which a high-power CO2 laser modulated by high frequency was used as the driv- ing source to heat up a surface-temperature sensor. The continual beam and the pulsed beam sent out by the same laser could be used in the same system to carry on the static calibration of the radiation thermometer and the dynamic calibration of the temperature sensor to be checked. The frequency-response characteristics of high-speed radiation thermometer surpassed that of the temperature sensor, therefore it could be used as the reference value to calibrate the latter and let system error be cor- rected. Differences in the environment of the sensor installing and the error caused by the change of thermo-physical proper- ty could be avoided. Thus, the difficult problem of traceable dynamic calibration of temperature was solved. In experiment, to obtain the frequency characteristics of the thermocouple and the dynamic performance of the K type thermocouple, which could compensate the dynamic characteristics of the sensor, the sensor was dynamically corrected by using the method, and then the mathematical model was established. 展开更多
关键词 THERMOCOUPLE SURFACE-TEMPERATURE dynamic calibration error compensation TRACEABILITY
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