Permanent magnet synchronous motor model prediction speed control method using firefly group optimization and controller thereof

A technology of permanent magnet synchronization and model prediction, applied in electric controllers, controllers with specific characteristics, etc., can solve problems such as falling into local optimum, and achieve the effect of good dynamic response ability and robustness

Pending Publication Date: 2021-07-09
HARBIN UNIV OF SCI & TECH
View PDF5 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Benefits of technology

The present invention relates to improving the efficiency or quality of magnetically driven motors by optimizing their weights based on factors like temperature and loadings during operation. This results in better speeds with less energy consumption compared to traditional methods that use fixed constants such as resistance wires. Additionally, this technology allows for more flexible and adaptable solutions when needed without requiring complicated modifications from other components.

Problems solved by technology

Technologies described in these technical solutions involve developing faster and smarter field-orientated PM Synchronous Motor(PM/FSMC)-based Non Linear Dynamo Magnet Synchronization (NLDMSSM) controler systems called STARISMASCAN®, where advanced mathematical models like Fuzzy Logic Model Predictions (FML) and Generalised Error Vector Magnitude Tensor Interpolation (GEMI)). They aim to address issues related to conventional PID controls due to their lack of linearity and stability under heavy loads. To achieve higher static stiffness and dampening characteristics while maintaining desired dynamic behavior, researches focus on implementing learning rules directly onto neural networks instead of relying upon traditional simulations.

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
  • Permanent magnet synchronous motor model prediction speed control method using firefly group optimization and controller thereof
  • Permanent magnet synchronous motor model prediction speed control method using firefly group optimization and controller thereof
  • Permanent magnet synchronous motor model prediction speed control method using firefly group optimization and controller thereof

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0042] Embodiments of the present invention are described below through specific examples, and those skilled in the art can easily understand other advantages and effects of the present invention from the content disclosed in this specification. The present invention can also be implemented or applied through other different specific implementation modes, and various modifications or changes can be made to the details in this specification based on different viewpoints and applications without departing from the spirit of the present invention. It should be noted that, in the case of no conflict, the following embodiments and features in the embodiments can be combined with each other.

[0043] It should be noted that the diagrams provided in the following embodiments are only schematically illustrating the basic ideas of the present invention, and only the components related to the present invention are shown in the diagrams rather than the number, shape and number of components

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 a permanent magnet synchronous motor model prediction speed control method using firefly group optimization, which comprises the following steps: updating fluorescein, finding a better position in a decision radius, calculating the probability that each position is selected, salculating a moving step, updating the position of the firefly, setting the maximum number of iterations, and updating the decision domain range. The invention further discloses a permanent magnet synchronous motor model prediction speed controller using firefly group optimization, and the controller comprises a reference track module, a rolling optimization module, a feedback correction module and a prediction model module. The optimal weight coefficient can be obtained under different working conditions, so that high-performance speed control is obtained. Simulation and experiments show that the problem that the weight coefficient of the controller is difficult to adjust and the problem that the performance of the controller is poor due to fixed parameters are solved, and the controller has good dynamic response capability and robustness due to the real-time change of the weight coefficient.

Description

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

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
Owner HARBIN UNIV OF SCI & TECH
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products