Field oriented control dataset of a 3-phase permanent magnet synchronous motor

被引:0
|
作者
Nustes, Juan Camilo [1 ,2 ]
Pau, Danilo Pietro [1 ]
Gruosso, Giambattista [2 ]
机构
[1] STMicroelectronics, Via C Olivetti 2, I-20864 Agrate Brianza, Italy
[2] Politecn Milan, Dept Elect Informat & Bioengn, Piazza Leonardo da Vinci 32, I-20133 Milan, Italy
来源
DATA IN BRIEF | 2023年 / 47卷
关键词
Motor control; Simulink; ID control; Neural networks;
D O I
10.1016/j.dib.2023.109002
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper presents a dataset of a 3-phase Permanent Mag-net Synchronous Motor (PMSM) controlled by a Field Ori-ented Control (FOC) scheme. The data set was generated from a simulated FOC motor control environment developed in Simulink; the model is available in the public GitHub repository1. The dataset includes the motor response to vari-ous input signal shapes that are fed to the control scheme to verify the control capabilities when the motor is subjected to real life scenarios and corner conditions. Motor control is one of the most widespread fields in control engineering as it is widely used in machine tools and robots, the FOC scheme is one of the most used control approaches thanks to its performance in speed and torque control, with the drawback of having to handcraft the Proportional -Integrative-Derivative (PID) regulators using Look Up Tables (LUT). The test conditions are designed by setting a motor desired speed. Different input speed variations shapes are proposed as well as extreme scenarios where the linear behaviour of the PID regulator is challenged by applying fast and high magnitude speed variations so that the PID controller is not able to correctly follow the reference. The measured data includes both the outer and inner-loop signals of the FOC, which opens the possibility to develop non-linear con-trol approaches such as Machine Learning (ML) and Neural Networks (NN) with different topologies to replace the linear controllers in the FOC scheme. (c) 2023 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ )
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页数:11
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