Function optimization method, device and system

A function optimization and objective function technology, which is applied in the direction of instruments, computing models, artificial life, etc., can solve the problems of poor convergence and low optimization speed in the function optimization process, and achieve the effect of improving optimization efficiency and convergence

Pending Publication Date: 2020-04-17
STATE GRID JIBEI ELECTRIC POWER COMPANY LIMITED CHENGDE POWER SUPPLY +1
View PDF0 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

In the case that the moving step size is randomly changed, it is possible to move from the original position closer to the attractant to a

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
  • Function optimization method, device and system
  • Function optimization method, device and system
  • Function optimization method, device and system

Examples

Experimental program
Comparison scheme
Effect test

Example Embodiment

[0066] In many technical fields such as power system technology, automation technology, industrial control technology, and smart home technology, the function optimization algorithm of bacterial chemotaxis can be used for function optimization, and the optimal solution based on function optimization can be used to guide practical applications. produced or used in the scene.

[0067] Taking the field of industrial control technology as an example, in the application scenario of coal-fired power generation, when the cost of coal consumption is high, the corresponding carbon emission is small, and when the cost of coal consumption is low, the corresponding carbon emission is large; function and the minimum carbon emission function to optimize the function in order to obtain the optimal solution with lower coal consumption cost and lower carbon emission.

[0068] Taking the field of smart home technology as an example, in the application scenario of heating with electricity, when ...

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 provides a function optimization method, device and system. The method comprises the steps of determining a target function and a decision variable corresponding to an actual applicationscene; based on the target function and the decision variable corresponding to the actual application scene, constructing a system model of a matched bacterial chemotaxis function optimization algorithm; executing a function optimization operation on the system model of the bacterial chemotaxis function optimization algorithm to obtain a decision variable optimal solution for optimizing the target function, wherein the moving step length of the decision variable in the function optimization operation is in a decreasing trend along with the increase of the number of iterations; and outputtingthe optimal solution of the decision variable for an actual application scene. The invention provides a scheme for realizing the trend of the moving step length from large to small in the function optimization process of the bacterial chemotaxis function optimization algorithm, so that the convergence and the optimization rate of the bacterial chemotaxis function optimization algorithm are improved. In addition, a directed mutation strategy is provided for the system model of the multi-target bacterial population chemotaxis algorithm to improve the distribution of bacterial populations.

Description

technical field [0001] The invention relates to the technical field of automatic decision-making, in particular to a function optimization method, device and system. Background technique [0002] Among the many function optimization algorithms, many are inspired by natural biological processes. For example, the bacterial chemotaxis function optimization algorithm is derived from the movement behavior of bacteria towards attractants. According to the number of objective functions and the number of bacteria in the decision space, the bacterial chemotaxis function optimization algorithm can be divided into: [0003] A bacterial chemotaxis algorithm using a single bacterium to optimize a single objective function, a bacterial swarm chemotaxis algorithm using a bacterial swarm to optimize a single objective function, and, a multi-objective bacterium using a bacterial swarm to optimize multiple objective functions Population chemotaxis algorithm. The optimization speed of the ba...

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
IPC IPC(8): G06N3/00
CPCG06N3/006
Inventor 夏革非庞博卢志刚袁绍军乞胜静蔡瑶于宝鑫李文龙张华东李佳骥张磊张岩张衡阳黄伟光
Owner STATE GRID JIBEI ELECTRIC POWER COMPANY LIMITED CHENGDE POWER SUPPLY
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

Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic.

© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap