Implementation of Levenberg-Marquadrt Algorithm for Control of Induction Motor Drive

机译：levenberg-marquadrt算法控制感应电动机驱动

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This paper presents the implementation of an Artificial Neural Network (ANN) based algorithm for the control of an indirect vector-controlled induction motor (IVCIM) drive for different modes of operation. Backpropagation algorithm is used for the training of ANN and performance of the drive is analysed through simulation studies and through real time implementation using DS-1104, on a 3HP induction motor (IM) drive. The operation of the drive under forward motoring, speed reversal and breaking modes are demonstrated through simulation and experimental studies. A comparative study of ANN and conventional PI controller under different operating conditions, based on simulation results and experimental outcomes is carried out and the dynamic behaviour of the IVCIM is analysed.

机译：本文介绍了用于控制不同操作模式的间接矢量控制感应电动机（IVCIM）驱动的基于人工神经网络（ANN）的算法。 BackPropagation算法用于ANN的训练，通过模拟研究和使用DS-1104的实时实现分析驱动器的性能，在3HP感应电动机（IM）驱动器上。通过模拟和实验研究证明了在正向电动机，速度反转和破碎模式下的驱动器的操作。基于仿真结果和实验结果的不同操作条件下的ANN和传统PI控制器的比较研究，分析了IVCIM的动态行为。

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《IEEE International Conference on Recent Trends in Electronics, Information and Communication Technology》|2018年|1 v.|共5页
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Madhusudan Singh; Mini Sreejeth; Shoeb Hussain;
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中图分类 TP391.76;
关键词
Torque; Steady-state; Rotors; Control systems; Stators; Artificial neural networks; Load modeling;

机译：扭矩;稳态;转子;控制系统;定子;人工神经网络;负载建模;

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1. Hardware implementation of Predictive Torque Controlled Open-end winding induction motor drive with self-tuning algorithm [J] . Kunisetti V. Praveen Kumar, K.M. Ravi Eswar, Thippiripati Vinay Kumar Cogent Engineering . 2017,第1期

机译：带有自整定算法的预测转矩控制开放式绕组感应电动机驱动器的硬件实现
2. Hardware implementation of Predictive Torque Controlled Open-end winding induction motor drive with self-tuning algorithm [J] . Kunisetti V. Praveen Kumar, K.M. Ravi Eswar, Thippiripati Vinay Kumar Cogent Engineering . 2017,第1期

机译：带有自整定算法的预测转矩控制开放式绕组感应电动机驱动器的硬件实现
3. FPGA Implementation of Neural Learning Algorithm Based MRAS Rotor Resistance Estimator Using Reactive Power for Vector Controlled Induction Motor Drive [J] . M. Nandhini Gayathri, S. Himavathi, R. Sankaran International review of electrical engineering . 2012,第6PTaA期

机译：矢量控制感应电动机驱动的无功功率基于神经学习算法的MRAS转子电阻估计器的FPGA实现
4. Implementation of Levenberg-Marquadrt Algorithm for Control of Induction Motor Drive [C] . Madhusudan Singh, Mini Sreejeth, Shoeb Hussain IEEE International Conference on Recent Trends in Electronics, Information and Communication Technology . 2018

机译：Levenberg-Marquadrt算法在异步电动机驱动控制中的实现
5. Design and implementation of a DSP-based induction motor drive using a model reference adaptive control technique. [D] . Chen, Liyong. 1994

机译：使用模型参考自适应控制技术设计和实现基于DSP的感应电动机驱动器。
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

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7. Implementation of genetic algorithm in control structure of induction motor AC drive [O] . Brandštetter, Pavel, Dobrovský, Marek, Kuchař, Martin 2014

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Implementation of Levenberg-Marquadrt Algorithm for Control of Induction Motor Drive

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