Enhanced Dual-Comb Underwater Ranging via an Improved VMD Algorithm

IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL IEEE Journal of Oceanic Engineering Pub Date : 2024-03-29 DOI:10.1109/JOE.2024.3384563
Haonan Shi;Haihan Zhao;Zhiwei Zhu;Chao Wang;Haofeng Hu;Jingsheng Zhai;Xiaobo Li
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Abstract

Advanced sensors and signal processing algorithms are significant for the use of remotely-operated vehicles and autonomous underwater vehicles. The distance/length measurement is the basis of many sensing functions, including positioning, tracking, surface reconstruction, and pose determination. Optical-based ranging sensors have been proven as a promising tool and obtain up to micrometer-level accuracy when combined with dual-comb interference. Applying this approach to underwater scenarios is feasible, but one must handle the issue that the ranging signal is significantly affected by environmental disturbances and system noises. However, it has been rarely reported that processing algorithms are tailored to the dual-comb signal to improve the quality of measuring signals. This article presents an enhanced underwater dual-comb ranging (DCR) solution via an improved variational mode decomposition (VMD). Specifically, we design a fitness function considering desired dual-comb interferogram characteristics. Accordingly, we optimize vital parameters and decompose the interested ranging signal to ensure final interferogram quality. Experiments verify that our method is superior to others and can improve the signal-to-noise ratio and restore the Gaussian-like shape of interferograms simultaneously. To the best of the authors knowledge, it is the first time DCR is boosted via VMD, and answers the question about interferogram shaping. The proposed solution may find important applications in ranging and imaging tasks underwater, as well as extend their working range and robustness against non-ideal environments.
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通过改进的 VMD 算法增强双梳水下测距能力
先进的传感器和信号处理算法对遥控潜水器和自主潜水器的使用意义重大。距离/长度测量是许多传感功能的基础,包括定位、跟踪、表面重建和姿态确定。基于光学的测距传感器已被证明是一种很有前途的工具,与双梳状干扰相结合,可获得高达微米级的精度。将这种方法应用于水下场景是可行的,但必须解决测距信号受环境干扰和系统噪声影响较大的问题。然而,针对双梳信号定制处理算法以提高测量信号质量的报道却很少见。本文通过改进的变分模式分解(VMD)提出了一种增强型水下双梳状测距(DCR)解决方案。具体来说,我们设计了一个考虑到所需双梳干涉图特征的拟合函数。因此,我们对重要参数进行了优化,并对感兴趣的测距信号进行了分解,以确保最终干涉图的质量。实验证明,我们的方法优于其他方法,能同时提高信噪比和恢复干涉图的高斯样形状。据作者所知,这是首次通过 VMD 增强 DCR,并回答了干涉图整形的问题。所提出的解决方案可能会在水下测距和成像任务中得到重要应用,并扩大其工作范围和对非理想环境的鲁棒性。
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来源期刊
IEEE Journal of Oceanic Engineering
IEEE Journal of Oceanic Engineering 工程技术-工程:大洋
CiteScore
9.60
自引率
12.20%
发文量
86
审稿时长
12 months
期刊介绍: The IEEE Journal of Oceanic Engineering (ISSN 0364-9059) is the online-only quarterly publication of the IEEE Oceanic Engineering Society (IEEE OES). The scope of the Journal is the field of interest of the IEEE OES, which encompasses all aspects of science, engineering, and technology that address research, development, and operations pertaining to all bodies of water. This includes the creation of new capabilities and technologies from concept design through prototypes, testing, and operational systems to sense, explore, understand, develop, use, and responsibly manage natural resources.
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2024 Index IEEE Journal of Oceanic Engineering Vol. 49 Table of Contents Call for papers: Special Issue on the IEEE UT2025 Symposium Hierarchical Interactive Attention Res-UNet for Inland Water Monitoring With Satellite-Based SAR Imagery Testing High Directional Resolution Sea-Spectrum Estimation Methods in View of the Needs of a National Monitoring System
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