基于改进鲸鱼优化算法的潜艇多维磁场补偿系统

Kaiwen Jiang, Yixin Su, Zhiwen Leng, Zhen Wang, Lan Chen, Gang Li
{"title":"基于改进鲸鱼优化算法的潜艇多维磁场补偿系统","authors":"Kaiwen Jiang, Yixin Su, Zhiwen Leng, Zhen Wang, Lan Chen, Gang Li","doi":"10.1109/YAC53711.2021.9486483","DOIUrl":null,"url":null,"abstract":"In order to avoid the spatial magnetic field distortion caused by the submarine induced magnetic field, the real-time degaussing current is input in the longitudinal, transverse and vertical directions inside the submarine, and the nine components of Ziz, Yiz, Xiz, etc. on the x, y and z three-direction windings are magnetically applied Compensation to improve the magnetic protection capability of the submarine. Aiming at the high coupling problem when the unidirectional winding is used to compensate the unidirectional component of the magnetic field, this paper proposes a new whale optimization algorithm based on adaptive weighting and simulated annealing strategy. The algorithm uses a time-varying function to control the inertia weight coefficient, and adjusts the adaptive weight to improve the convergence speed of the algorithm; The simulated annealing strategy is introduced to accept poor solutions with a certain probability, and the algorithm's global optimization capability is enhanced. Flux 3D is used to perform high-precision finite element simulation on the three-dimensional space model of the submarine, and the magnetic field distribution and change law of the three-component submarine space are studied, and the three-component magnetic field compensation curve of the submarine's longitudinal, transverse and vertical windings is obtained. Building a real-scale simulation platform to verify the accuracy of the multi-dimensional magnetic field compensation results. The results show that the improved whale optimization algorithm has a magnetic field compensation effect of more than 90% on the Ziz, Yiz, and Xiz components of the vertical winding, and it has a strong global search ability and fast convergence speed, which proves the effectiveness of the algorithm in the submarine magnetic field compensation.","PeriodicalId":107254,"journal":{"name":"2021 36th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","volume":"75 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Submarine Multi-dimensional Magnetic Field Compensation System Based on Improved Whale Optimization Algorithm\",\"authors\":\"Kaiwen Jiang, Yixin Su, Zhiwen Leng, Zhen Wang, Lan Chen, Gang Li\",\"doi\":\"10.1109/YAC53711.2021.9486483\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In order to avoid the spatial magnetic field distortion caused by the submarine induced magnetic field, the real-time degaussing current is input in the longitudinal, transverse and vertical directions inside the submarine, and the nine components of Ziz, Yiz, Xiz, etc. on the x, y and z three-direction windings are magnetically applied Compensation to improve the magnetic protection capability of the submarine. Aiming at the high coupling problem when the unidirectional winding is used to compensate the unidirectional component of the magnetic field, this paper proposes a new whale optimization algorithm based on adaptive weighting and simulated annealing strategy. The algorithm uses a time-varying function to control the inertia weight coefficient, and adjusts the adaptive weight to improve the convergence speed of the algorithm; The simulated annealing strategy is introduced to accept poor solutions with a certain probability, and the algorithm's global optimization capability is enhanced. Flux 3D is used to perform high-precision finite element simulation on the three-dimensional space model of the submarine, and the magnetic field distribution and change law of the three-component submarine space are studied, and the three-component magnetic field compensation curve of the submarine's longitudinal, transverse and vertical windings is obtained. Building a real-scale simulation platform to verify the accuracy of the multi-dimensional magnetic field compensation results. The results show that the improved whale optimization algorithm has a magnetic field compensation effect of more than 90% on the Ziz, Yiz, and Xiz components of the vertical winding, and it has a strong global search ability and fast convergence speed, which proves the effectiveness of the algorithm in the submarine magnetic field compensation.\",\"PeriodicalId\":107254,\"journal\":{\"name\":\"2021 36th Youth Academic Annual Conference of Chinese Association of Automation (YAC)\",\"volume\":\"75 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-05-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 36th Youth Academic Annual Conference of Chinese Association of Automation (YAC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/YAC53711.2021.9486483\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 36th Youth Academic Annual Conference of Chinese Association of Automation (YAC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/YAC53711.2021.9486483","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

为了避免潜艇感应磁场造成的空间磁场畸变,在潜艇内部纵向、横向和垂直方向输入实时消磁电流,并对x、y、z三方向绕组上的Ziz、yz、Xiz等九个分量进行磁补偿,提高潜艇的磁保护能力。针对单向绕组补偿磁场单向分量时存在的高耦合问题,提出了一种基于自适应加权和模拟退火策略的鲸鱼优化算法。该算法采用时变函数控制惯性权重系数,并通过调整自适应权重来提高算法的收敛速度;引入模拟退火策略,接受具有一定概率的差解,增强了算法的全局寻优能力。利用Flux 3D对潜艇的三维空间模型进行高精度有限元仿真,研究了三分量潜艇空间的磁场分布和变化规律,得到了潜艇纵向、横向和垂直绕组的三分量磁场补偿曲线。建立了实尺度仿真平台,验证了多维磁场补偿结果的准确性。结果表明,改进的鲸鱼优化算法对垂直绕组的Ziz、yz、Xiz分量的磁场补偿效果达到90%以上,且具有较强的全局搜索能力和较快的收敛速度,证明了该算法在潜艇磁场补偿中的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Submarine Multi-dimensional Magnetic Field Compensation System Based on Improved Whale Optimization Algorithm
In order to avoid the spatial magnetic field distortion caused by the submarine induced magnetic field, the real-time degaussing current is input in the longitudinal, transverse and vertical directions inside the submarine, and the nine components of Ziz, Yiz, Xiz, etc. on the x, y and z three-direction windings are magnetically applied Compensation to improve the magnetic protection capability of the submarine. Aiming at the high coupling problem when the unidirectional winding is used to compensate the unidirectional component of the magnetic field, this paper proposes a new whale optimization algorithm based on adaptive weighting and simulated annealing strategy. The algorithm uses a time-varying function to control the inertia weight coefficient, and adjusts the adaptive weight to improve the convergence speed of the algorithm; The simulated annealing strategy is introduced to accept poor solutions with a certain probability, and the algorithm's global optimization capability is enhanced. Flux 3D is used to perform high-precision finite element simulation on the three-dimensional space model of the submarine, and the magnetic field distribution and change law of the three-component submarine space are studied, and the three-component magnetic field compensation curve of the submarine's longitudinal, transverse and vertical windings is obtained. Building a real-scale simulation platform to verify the accuracy of the multi-dimensional magnetic field compensation results. The results show that the improved whale optimization algorithm has a magnetic field compensation effect of more than 90% on the Ziz, Yiz, and Xiz components of the vertical winding, and it has a strong global search ability and fast convergence speed, which proves the effectiveness of the algorithm in the submarine magnetic field compensation.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信