亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

A new denoising method based on decomposition mixing of hydro-acoustic signal

希尔伯特-黄变换 降噪 能量(信号处理) 平滑的 数学 算法 信号(编程语言) 计算机科学 人工智能 模式识别(心理学) 统计 程序设计语言
作者
Guohui Li,Haoran Yan,Hong Yang
出处
期刊:Ocean Engineering [Elsevier]
卷期号:292: 116311-116311 被引量:10
标识
DOI:10.1016/j.oceaneng.2023.116311
摘要

Hydro-acoustic signal (HAS) contains abundant information. HAS denoising is of great significance for accurate identification of underwater targets, research of military detection equipment and monitoring of ocean ecological environment, and has good civil value and military application value. Because of complex characteristic of ocean circumstance and the temporal change characteristic of hydro-acoustic channel, HAS denoising faces great challenges. To denoise HAS effectively, a new denoising method based on improved variational mode decomposition by jumping spider optimization algorithm (JVMD), weighted fractional order slope entropy (WFrSlEn), dynamic adjacent threshold of correlation coefficient (DATC), improved one dimension (1-D) Gaussian-Laplacian smoothing (IGLS) and adaptive interval correlation wavelet transform (AICWT), named JVMD-WFrSlEn-DATC-IGLS-AICWT, is proposed. JVMD is proposed for the problem that the number of decomposition layer K and penalty factor α cannot be selected adaptively in variational mode decomposition (VMD). WFrSlEn is proposed for the problem that decomposition components are difficult to divide precisely. DATC is proposed for the problem that threshold of correlation coefficient (CC) is selected. IGLS is proposed to preserve more signal details. AICWT is proposed to solve the problem that wavelet transform cannot automatically select appropriate parameters. Firstly, the original signal is decomposed to many intrinsic mode functions (IMFs) with JVMD. Secondly, WFrSlEn and DATC distinguish pure IMFs, mixed IMFs and noisy IMFs. IGLS is performed on mixed IMFs and AICWT is performed on noisy IMFs. Finally, two processed IMFs are reconstructed with pure IMFs to obtain final denoised signal. The results show that the proposed denoising method can improve signal-to-noise ratio by 8∼10 dB for chaotic signal, make phase diagram clearer and smoother, and can effectively suppress noise for HAS.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
jfc完成签到 ,获得积分10
1秒前
Fairy完成签到,获得积分10
8秒前
千里草完成签到,获得积分10
26秒前
BowieHuang应助科研通管家采纳,获得10
1分钟前
科研通AI2S应助科研通管家采纳,获得30
1分钟前
小李老博完成签到,获得积分10
1分钟前
lt完成签到 ,获得积分10
3分钟前
BowieHuang应助科研通管家采纳,获得10
3分钟前
BowieHuang应助科研通管家采纳,获得10
3分钟前
BowieHuang应助科研通管家采纳,获得10
3分钟前
3分钟前
4分钟前
KINGAZX发布了新的文献求助10
4分钟前
5分钟前
纯真的柔发布了新的文献求助10
5分钟前
科研通AI6应助纯真的柔采纳,获得10
5分钟前
BowieHuang应助科研通管家采纳,获得10
5分钟前
科研通AI2S应助科研通管家采纳,获得10
5分钟前
科研通AI2S应助科研通管家采纳,获得10
5分钟前
BowieHuang应助科研通管家采纳,获得10
5分钟前
BowieHuang应助阿里采纳,获得10
5分钟前
6分钟前
令狐凝阳发布了新的文献求助10
6分钟前
6分钟前
RC发布了新的文献求助10
6分钟前
CR7应助令狐凝阳采纳,获得20
7分钟前
BowieHuang应助科研通管家采纳,获得10
7分钟前
7分钟前
李爱国应助npknpk采纳,获得10
7分钟前
8分钟前
8分钟前
ding应助陈文学采纳,获得10
8分钟前
8分钟前
9分钟前
无风风给无风风的求助进行了留言
9分钟前
npknpk发布了新的文献求助10
9分钟前
9分钟前
npknpk完成签到,获得积分10
9分钟前
隐形曼青应助长情洙采纳,获得10
9分钟前
FashionBoy应助科研通管家采纳,获得30
9分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Clinical Microbiology Procedures Handbook, Multi-Volume, 5th Edition 临床微生物学程序手册,多卷,第5版 2000
List of 1,091 Public Pension Profiles by Region 1621
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] | NHBS Field Guides & Natural History 1500
The Victim–Offender Overlap During the Global Pandemic: A Comparative Study Across Western and Non-Western Countries 1000
King Tyrant 720
T/CIET 1631—2025《构网型柔性直流输电技术应用指南》 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5590542
求助须知:如何正确求助?哪些是违规求助? 4674809
关于积分的说明 14795346
捐赠科研通 4633096
什么是DOI,文献DOI怎么找? 2532808
邀请新用户注册赠送积分活动 1501315
关于科研通互助平台的介绍 1468707