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Development issues of a Neural observer-based and fault-adaptive sensorless strategy for a multiphase BLDC motor

机译:基于神经观测器和故障自适应的多相BLDC电机无传感器策略的发展问题

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In this paper there will be presented basically two main subjects: the development procedure of a particular fault-adaptive multiphase sensorless strategy, based on Neural techniques, and the design issues involved by the fault-detection and isolation stages included in the proposed sensorless method. The proposed strategy is particularly suitable to be applied for the implementation of a cheap additional redundancy feature in order to augment the still existing fault-tolerant capabilities of some multiphase drives employed in safety-critical applications. In particular this unusual sensorless strategy is based on a back-EMF observer plus a proper set of coordinate transformations and possesses reconfiguration capabilities with respect to the occurrence of some certain classes of phase faults, gained through the use of a specific fault-adaptation mechanism. At first, the developmental steps of the fault-adaptive strategy will be described in detail after a preliminary motor modeling section, while, in a second step, the design issues linked with the fault-detection and remedial stages will be deeper investigated. Detailed simulation results will be shown at the end to validate the fault-adaptive properties of the proposed multiphase sensorless strategy.
机译:本文将主要介绍两个主要主题:基于神经技术的特定故障自适应多相无传感器策略的开发过程,以及所提出的无传感器方法中包含的故障检测和隔离阶段所涉及的设计问题。所提出的策略特别适用于实施廉价的附加冗余功能,以增强在安全关键型应用中使用的某些多相驱动器仍然存在的容错能力。尤其是,这种非常规的无传感器策略基于反电动势观察者加上适当的坐标转换集,并且通过使用特定的故障适应机制而获得了针对某些特定类别的相故障的重新配置功能。首先,将在初步的电动机建模部分之后详细描述故障自适应策略的开发步骤,而在第二步中,将对与故障检测和补救阶段相关的设计问题进行更深入的研究。最后将显示详细的仿真结果,以验证所提出的多相无传感器策略的故障自适应特性。

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