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Artificial intelligence applications in Permanent Magnet Brushless DC motor drives

机译:永磁无刷直流电动机驱动器中的人工智能应用

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摘要

Permanent Magnet Brushless DC (PMBLDC) machines are more popular due its simple structure and low cost. Improvements in permanent magnetic materials and power electronic devices have resulted in reliable, cost effective PMBLDC drives, for many applications. Advances in artificial intelligent applications like neural network, fuzzy logic, Genetic algorithm etc. have made tremendous impact on electric motor drives. The brushless DC motor is a multivariable and non-linear system. In conventional PMBLDC drives speed and position sensing of brushless DC motors require high degree of accuracy. Unfortunately, traditional methods of control require detailed modelling of all the motor parameters to achieve this. The Intelligent control techniques like, fuzzy logic control/Neural network control etc. uses heuristic input–output relations to deal with vague and complex situations. This paper presents a literature survey on the intelligent control techniques for PMBLDC motor drives. Various AI techniques for PMBLDC motor drives are described. Attempt is made to provide a guideline and quick reference for the researchers and practicing engineers those are working in the area of PMBLDC motor drives. Keywords PMBLDC - Artificial intelligent - Intelligent control - Fuzzy - Neural network
机译:永磁无刷直流(PMBLDC)机器由于其结构简单且成本低廉而更加受欢迎。永磁材料和电力电子设备的改进已经为许多应用提供了可靠,经济高效的PMBLDC驱动器。诸如神经网络,模糊逻辑,遗传算法等人工智能应用的进步对电动机驱动产生了巨大影响。无刷直流电动机是一个多变量非线性系统。在传统的PMBLDC驱动器中,无刷直流电动机的速度和位置感测需要高度的准确性。不幸的是,传统的控制方法需要对所有电动机参数进行详细建模才能实现这一目标。模糊控制/神经网络控制等智能控制技术使用启发式输入输出关系处理模糊和复杂的情况。本文介绍了有关PMBLDC电机驱动器智能控制技术的文献综述。描述了用于PMBLDC电机驱动器的各种AI技术。试图为在PMBLDC电动机驱动器领域工作的研究人员和实践工程师提供指南和快速参考。关键词PMBLDC-人工智能-智能控制-模糊-神经网络

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