Sensorless Speed Estimation of Induction Motors through Signal Analysis Based on Chaos Using Density of Maxima

被引:2
|
作者
Silva, Marlio Antonio [1 ]
Lucena-Junior, Jose Anselmo [1 ]
da Silva, Julio Cesar [1 ]
Belo, Francisco Antonio [1 ]
Lima-Filho, Abel Cavalcante [1 ]
Ramos, Jorge Gabriel Gomes de Souza [2 ]
Camara, Romulo [3 ]
Brito, Alisson [3 ]
机构
[1] Fed Univ Paraiba UFPB, Grad Program Mech Engn PPGEM, BR-58051900 Joao Pessoa, Paraiba, Brazil
[2] Fed Univ Paraiba UFPB, Grad Program Phys, BR-58051900 Joao Pessoa, Brazil
[3] Fed Univ Paraiba UFPB, Grad Program Informat, BR-58051900 Joao Pessoa, Brazil
关键词
chaos; stochastic process; time series; three-phase induction motors; DRIVES;
D O I
10.3390/e26050361
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Three-phase induction motors are widely used in various industrial sectors and are responsible for a significant portion of the total electrical energy consumed. To ensure their efficient operation, it is necessary to apply control systems with specific algorithms able to estimate rotation speed accurately and with an adequate response time. However, the angular speed sensors used in induction motors are generally expensive and unreliable, and they may be unsuitable for use in hostile environments. This paper presents an algorithm for speed estimation in three-phase induction motors using the chaotic variable of maximum density. The technique used in this work analyzes the current signals from the motor power supply without invasive sensors on its structure. The results show that speed estimation is achieved with a response time lower than that obtained by classical techniques based on the Fourier Transform. This technique allows for the provision of motor shaft speed values when operated under variable load.
引用
收藏
页数:22
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