Adaptive proportional-integral speed controller for direct torque control of induction motor using neural networks

机译：自适应比例积分速度控制器，用于基于神经网络的感应电动机直接转矩控制

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The design and implementation of an adaptive neural network based proportional-integral controller (NNPIC) were carried out on the direct torque control (DTC) system. The proposed controller consists of neural network and projection algorithm, in order to tune its parameters adaptively online under environmental variations. The experimental results proved that the performance of the proposed controller was quite better than the conventional PI controller by the criterion, root-mean-square-error (RMSE).

机译：在直接转矩控制（DTC）系统上进行了基于自适应神经网络的比例积分控制器（NNPIC）的设计与实现。所提出的控制器由神经网络和投影算法组成，以便在环境变化下自适应地在线调整其参数。实验结果证明，根据均方根误差（RMSE）准则，该控制器的性能要比常规PI控制器好得多。

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《2010 International Symposium on Computer Communication Control and Automation》|2010年|P.145-147|共3页
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Wang Shun-Yuan; Tseng Chwan-Lu; Chang Chaur-Yang; Yeh Chih-Chun; Chou Jen-Hsiang;
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中图分类自动化技术及设备;
关键词
direct torque control; neural network;

机译：直接转矩控制;神经网络;

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1. Direct Torque Control of Induction Motor Based on Artificial Neural Networks with Estimate and Regulation Speed Using the Mras and Neural Pi Controller [J] . My.R.douiri, T.nasser, A.essadki, Journal of Theoretical and Applied Information Technology . 2010,第1期

机译：基于Mras和神经Pi控制器的估计与调节速度的人工神经网络感应电动机直接转矩控制。
2. Artificial Neural Network and Adaptive Neuro Fuzzy Control of Direct Torque Control of Induction Motor for Speed and Torque Ripple Control [J] . V. M. Venkateswara Rao, G. Chandra Sekhar, Y. P. Obulesh WSEAS Transactions on Power Systems . 2018,第Pta2期

机译：感应电动机直接扭矩控制的人工神经网络与自适应神经模糊控制速度和扭矩纹波控制
3. Design of a novel adaptive TSK-fuzzy speed controller for use in direct torque control induction motor drives [J] . Wang Shun-Yuan, Tseng Chwan-Lu, Chiu Chun-Jung Applied Soft Computing . 2015,第Null期

机译：用于直接转矩控制感应电动机驱动器的新型自适应TSK模糊速度控制器的设计
4. Adaptive Proportional-Integral Speed Controller for Direct Torque Control of Induction Motor Using Neural Networks [C] . Shim-Yuan Wang, Chwan-Lu Tseng, Chaur-Yang Chang, International Symposium on Computer, Communication, Control and Automation . 2010

机译：用于使用神经网络的感应电动机直接扭矩控制的自适应比例积分速度控制器
5. Adaptive state filtering with neural networks for sensorless induction motor speed estimation. [D] . Bharadwaj, Raj Mohan. 2000

机译：具有神经网络的自适应状态滤波，用于无传感器感应电动机速度估算。
6. An Adaptive Supervisory Sliding Fuzzy Cerebellar Model Articulation Controller for Sensorless Vector-Controlled Induction Motor Drive Systems [O] . Shun-Yuan Wang, Chwan-Lu Tseng, Shou-Chuang Lin, 2015

机译：无传感器矢量控制感应电动机驱动系统的自适应监督滑模模糊小脑模型关节控制器
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Adaptive proportional-integral speed controller for direct torque control of induction motor using neural networks

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