Internal model control method, system and readable storage medium of asymmetric electro-hydraulic servo system based on neural network model switching

A technology of electro-hydraulic servo system and neural network model, which is applied in the field of machinery and electronics, can solve problems such as control system performance degradation, and achieve the effect of solving asymmetric response problems, reducing system order, and improving response accuracy.

Active Publication Date: 2022-03-29
CHANGSHA AERONAUTICAL VACATIONAL AND TECHNICAL COLLEGE
View PDF0 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

In addition, the change of the internal flow state of the servo valve is also one of the reasons for the nonlinearity of the system. However, most of the control research, such as feedback linearization control, ignores the influence of the overlapping amount and the flow state, and establishes a nearly linear servo valve model, which will lead to poor performance of the control system. decline

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Internal model control method, system and readable storage medium of asymmetric electro-hydraulic servo system based on neural network model switching
  • Internal model control method, system and readable storage medium of asymmetric electro-hydraulic servo system based on neural network model switching
  • Internal model control method, system and readable storage medium of asymmetric electro-hydraulic servo system based on neural network model switching

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0050] The present invention will be further described below in conjunction with the accompanying drawings and embodiments.

[0051] An internal model control method of an asymmetric electro-hydraulic servo system based on neural network switching of multiple inverse system models, the internal structure diagram of the asymmetric electro-hydraulic servo system, as shown in figure 1 As shown, there is a certain amount of negative overlap in the servo valve, and the zero-zone flow characteristics of the servo valve are complex, which affects the control accuracy of the system.

[0052] Step 1: Establish the state model of the asymmetric electro-hydraulic servo system, analyze the reversibility, and reduce the order of the system; use the asymmetric electro-hydraulic servo system in (y 0 , u) Reversible in the neighborhood, solve the relative order of the asymmetric electro-hydraulic servo system, and obtain the model of the inverse system of the asymmetric electro-hydraulic serv...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention discloses an internal model control method, system and readable storage medium of an asymmetric electro-hydraulic servo system based on neural network model switching, and proposes a neural network inverse system method to transform a nonlinear and asymmetrical system into a linear system, realizing the The control problem of nonlinear system is transformed into the control problem of linear system. In view of the fact that there are two flow states of the servo valve when the opening is different, in order to improve the accuracy of the inverse system model, the inverse system is solved through the neural network for the small opening state and the large opening state respectively, and the principle of switching between the small opening and the large opening is realized by using the principle of switching based on the reference speed. The opening state model is switched, and the second-order pseudo-linear system is formed by connecting the inverse system model and the original system model in series. And for the neural network to solve the inverse model, there is a certain error problem, and the internal model control strategy is adopted for the pseudo-linear system, which eliminates the influence of the servo valve negative overlapping amount on the accuracy, eliminates the asymmetric response characteristics of the system, and realizes the asymmetric electro-hydraulic High-precision control of the servo system.

Description

technical field [0001] The invention belongs to the technical field of machinery and electronics, and in particular relates to an internal model control method, system and readable storage medium of an asymmetric electro-hydraulic servo system based on neural network model switching. Background technique [0002] In order to improve the response performance of the valve-controlled asymmetric cylinder system and eliminate the asymmetric response caused by load and structure, scholars design a differential pressure compensation control strategy, which can reduce the influence of load disturbance to a certain extent, improve the control accuracy of the system, and the method is simple to implement. The processing error of the shoulder of the servo valve port leads to different degrees of negative overlap in the servo valve, which has a certain impact on the system control performance, especially the precision. In addition, the change of the internal flow state of the servo valv...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & AuthorityPatents(China)
IPC IPC(8): G05B13/04
CPCG05B13/042G05B13/027
Inventor曾乐许文斌谭建平杨俊
OwnerCHANGSHA AERONAUTICAL VACATIONAL AND TECHNICAL COLLEGE