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在Preisach模型框架下的似对角动态神经网络压电陶瓷迟滞模型的研究 被引量:7

STUDY ON SIMILAR DIAGNAL DYNAMIC NEURAL NETWORK HYSTERESIS MODEL FOR PIEZOCERAMIC ACTUATOR BASED ON PREISACH MODEL
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摘要 在Preisach模型的结构下,用一阶微分方程代替relay迟滞元,借鉴对角动态神经网络模型,提出压电陶瓷迟滞特性的一种新的数学模型。该模型既有Preissach模型的结构思想,又能反映其动态特性。在输入信号是周期性衰减信号的激励下,由Preisach模型产生的数据和压电陶瓷产生的数据分别进行建模和预测仿真,结果表明该模型用于压电陶瓷迟滞特性建模是有效的,并具有较高的模型精度。 The dynamic neural network hysteresis model of the piezoceramic actuator is presented by using the similar diagonal current neural network. This model is of structure of the Preisach model of which hysteresis cell is replaced by first-order differential equation. Simulation and experimental results performed on the two kinds of decayed rectangular input signals show that this new approach of identification and prediction for the piezoceramic actuator is effective and can achieve high accuracy.
出处 《机械工程学报》 EI CAS CSCD 北大核心 2005年第4期7-12,共6页 Journal of Mechanical Engineering
基金 国家自然科学基金(50265001)广西区教委科研(桂教科研[2003]22号)资助项目
关键词 PREISACH模型 一阶微分方程 压电陶瓷迟滞特性 似对角动态神经网络模型 Preisach model First-order differential equation Hysteresis behavior of the piezoceramic actuator Similar diagonal recurrent neural network
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参考文献14

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同被引文献53

  • 1杨柳,陈艳萍.一种新的Levenberg-Marquardt算法的收敛性[J].计算数学,2005,27(1):55-62. 被引量:41
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  • 3张大卫,冯晓梅.音圈电机的技术原理[J].中北大学学报(自然科学版),2006,27(3):224-228. 被引量:66
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