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首页> 外文期刊>IEEE Transactions on Energy Conversion >ANN-Based Soft Starting of Voltage-Controlled-Fed IM Drive System
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ANN-Based Soft Starting of Voltage-Controlled-Fed IM Drive System

机译:基于ANN的电压控制馈电IM驱动系统的软启动

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摘要

Soft starters are used as induction motor controllers in compressors, blowers, fans, pumps, mixers, crushers and grinders, and many other applications. Soft starters use ac voltage controllers to start the induction motor and to adjust its speed. This paper presents a novel artifical neural network (ANN)-based ac voltage controller which generates the appropriate thyristors' firing angle for any given operating torque and speed of the motor and the load. An ANN model was designed for that purpose. The results obtained are very satisfactory and promising. The advantage of such a controller are its simplicity, stability, and high accuracy compared to conventional mathematical calculation of the firing angle which is a very complex and time consuming task especially in online control applications.
机译:软起动器在压缩机,鼓风机,风扇,泵,混合器,破碎机和磨床以及许多其他应用中用作感应电动机控制器。软启动器使用交流电压控制器来启动感应电动机并调整其速度。本文提出了一种新颖的基于人工神经网络(ANN)的交流电压控制器,该控制器针对任何给定的电动机运行转矩,转速和负载,都能产生合适的晶闸管触发角。为此设计了一个人工神经网络模型。获得的结果非常令人满意且很有希望。与常规的点火角数学计算相比,这种控制器的优势在于其简单性,稳定性和高精度,这是一项非常复杂且耗时的任务,尤其是在在线控制应用中。

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