Neuro-Fuzzy Control Applied on a 2DOF Structure Using Electromagnetic Actuators

被引:5
作者
Pereira Repinaldo, Joana [1 ]
Hideki Koroishi, Edson [1 ]
Lara-Molina, Fabian Andres [1 ]
机构
[1] Univ Tecnol Fed Parana, Dept Mech Engn, BR-86300000 Cornelio Procopio, PR, Brazil
关键词
Electromagnetics; Actuators; Mathematical model; Vibrations; IEEE transactions; Vibration control; Matlab; Active vibration control; Neuro-fuzzy control; Electromagnetic actuators; Parameter identification; PASSIVE VIBRATION CONTROL; SUSPENSION SYSTEM; LOGIC; OPTIMIZATION;
D O I
10.1109/TLA.2021.9423849
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes the parameter identification and the application of active vibration control technique within a structure of two degrees of freedom using electromagnetic actuators. In the identification of the unknown stiffness and damping coefficients, the heuristic optimization technique Differential Evolution was used. By identifying the system parameters, it was possible to design the controllers and together with the electromagnetic actuators applied on the active vibration control of the structure. The neuro-fuzzy control theory was used to reduce the amplitude of vibration of the structure when submitted to an impulsive force. Moreover, the Fuzzy controller was used for comparison purposes. The results that were obtained numerically and experimentally demonstrate the efficiency of the proposed neuro-fuzzy control.
引用
收藏
页码:75 / 82
页数:8
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