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基于改进遗传算法的细纱接头路径指引方法

王庆峰 黄克华 张立杰 李辉 董相杰 曹玉胜 朱伟伟

棉纺织技术2024,Vol.52Issue(1):7-12,6.
棉纺织技术2024,Vol.52Issue(1):7-12,6.

基于改进遗传算法的细纱接头路径指引方法

Path-guiding method for yarn splicing based on improved genetic algorithm

王庆峰 1黄克华 2张立杰 1李辉 3董相杰 1曹玉胜 1朱伟伟1

作者信息

  • 1. 新疆大学,新疆乌鲁木齐,830046
  • 2. 新疆利华纺织有限公司,新疆阿克苏,843013
  • 3. 深圳紫光积阳科技有限公司,广东深圳,518100
  • 折叠

摘要

Abstract

In order to improve splicing efficiency of the whole break in spinning workshop,a spun yarn splicing path guidance model with the optimization of the whole workshop breakage splicing path as the objective function was established under the condition of the single spindle monitoring system of yarn responding to the yarn breakage information.And the splicing path models of greedy algorithm,genetic algorithm and improved genetic algorithm were solved by Python programming language respectively.Combined with the traditional tour splicing path and the simulation tests of three algorithms in the efficiency,running speed and quality,the feasibility of the improved genetic algorithm for spun yarn splicing path guidance method was combined and verified.The experimental results showed that the average efficiency of the improved genetic algorithm was increased by 11.8%compared with the traditional tour path.And the solutions were better than the other two algorithms.Compared with genetic algorithm,the response time of improved genetic algorithm was much shorter with an average of 1.25 s,the fluctuation was small,and the time efficiency was increased by 80.3%.It is considered that the improved genetic algorithm was superior to other algorithms in efficiency,running speed and solution quality.It has higher application advantages in the field of spun yarn splicing,which can significantly improve the splicing efficiency and reduce the cost.

关键词

细纱接头/路径指引/单锭监测/贪心算法/遗传算法

Key words

yarn splicing/path-guiding/single spindle monitoring/greedy algorithm/genetic algorithm

分类

轻工业

引用本文复制引用

王庆峰,黄克华,张立杰,李辉,董相杰,曹玉胜,朱伟伟..基于改进遗传算法的细纱接头路径指引方法[J].棉纺织技术,2024,52(1):7-12,6.

基金项目

新疆维吾尔自治区科技厅重点研发项目(20200029) (20200029)

新疆维吾尔自治区高校科研计划(XJEDU2021S100) (XJEDU2021S100)

棉纺织技术

OACSTPCD

1001-7415

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