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Electromagnetic vibration table harmonic control system and method based on neural network inverse model

A neural network inverse, electromagnetic vibration technology, applied in general control systems, control/regulation systems, adaptive control and other directions, can solve the problems of low efficiency, cumbersome operation process, limited application scope, etc., to achieve simple operation process, composition Simple structure and wide range of applicable frequencies

Active Publication Date: 2022-07-22
TAIYUAN UNIV OF TECH
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Problems solved by technology

[0005] Aiming at the problems of cumbersome operation process, low efficiency and limited scope of application in the traditional control and adjustment system of the output vibration acceleration signal harmonic of the electromagnetic vibrating table, in order to realize the open-loop intelligent control of the electromagnetic vibrating table with load parameter changes, the present invention proposes A Harmonic Control System and Method for Electromagnetic Vibrating Table Based on Neural Network Inverse Model

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  • Electromagnetic vibration table harmonic control system and method based on neural network inverse model
  • Electromagnetic vibration table harmonic control system and method based on neural network inverse model

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Embodiment Construction

[0025] Taking the vibration acceleration sensor in the vibration detection unit to detect the output vibration acceleration signal of the electromagnetic vibration table as an example, the harmonic control system of the electromagnetic vibration table based on the neural network inverse model is as follows. figure 2 As shown, it includes a program-controlled signal source, an electromagnetic shaking table system, a vibration detection unit, a data acquisition unit and a neural network inverse model; the neural network inverse model is identified by MATLAB based on the training sample set; the electromagnetic shaking table system includes a power amplifier and an electromagnetic vibration The vibration detection unit includes a vibration acceleration sensor and an amplifier or an adapter; the data acquisition unit includes a data acquisition card and a computer.

[0026] The program-controlled signal source generates the desired output vibration acceleration signal, and the des...

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Abstract

The invention relates to the technical field of vibration harmonic control, in particular to an electromagnetic vibration table harmonic control system and method based on a neural network inverse model, and the system comprises a program control signal source, the neural network inverse model, an electromagnetic vibration table system, a vibration detection unit, a data collection unit, data processing software and harmonic analysis software. The system is based on a neural network inverse model, an electromagnetic vibration table is excited by setting an input quantity, an input voltage signal and an output vibration signal are processed to obtain a neural network inverse system training sample, and the output of the trained neural network inverse model is connected with the input of the electromagnetic vibration table in series. Accurate tracking of vibration signals output by the electromagnetic vibration table on expected signals input into the neural network inverse model is achieved. The control system disclosed by the invention is simple in composition structure, simple and convenient in operation process and wide in applicable frequency range, and has relatively high control precision on harmonic waves of vibration signals output by the electromagnetic vibration table.

Description

technical field [0001] The invention relates to the technical field of vibration and harmonic control, in particular to an electromagnetic vibration table harmonic control system and method based on a neural network inverse model. Background technique [0002] Usually, by constructing a closed-loop feedback control system or an amplitude precision adjustment system based on successive approximation, the harmonic control of the output vibration acceleration signal of the electromagnetic shaking table used for the calibration of the vibration sensor or the simulation test of the product vibration environment can be realized. [0003] The implementation process of the closed-loop feedback control system usually needs to be equipped with expensive high-precision vibration signal detection sensors, and the closed-loop control system also has technical problems such as high stability requirements and difficult parameter adjustment. The vibration signal amplitude adjustment system ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G05B13/04
CPCG05B13/042Y02E40/40
Inventor 张旭飞刘欣超冯凌华吴灵凯姜文琦黄斌
Owner TAIYUAN UNIV OF TECH
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