Ziyin Wu

Ziyin Wu
  • Ph.D
  • Managing Director at Second Institute of Oceanography

About

111
Publications
60,094
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1,540
Citations
Current institution
Second Institute of Oceanography
Current position
  • Managing Director
Additional affiliations
July 1995 - present
State Oceanic Administration
Position
  • Professor

Publications

Publications (111)
Article
Marine researchers rely heavily on ocean sound velocity, a crucial hydroacoustic environmental metric that exhibits large geographical and temporal changes. Nowadays, spatio-temporal series prediction algorithms are emerging, but their prediction accuracy requires improvement. Moreover, in terms of ocean sound speed, most of these models predict an...
Article
Full-text available
The recognition and segmentation of seafloor topography play a crucial role in marine science research and engineering applications. However, traditional methods for seafloor topography recognition and segmentation face several issues, such as poor capability in analyzing complex terrains and limited generalization ability. To address these challen...
Article
Full-text available
Seafloor topography data are fundamental for marine resource development, oceanographic research, and maritime rights protection. However, approximately 75% of the ocean remains unsurveyed for bathymetry. Sole reliance on shipborne measurements is insufficient for constructing a global bathymetric model within a short timeframe; consequently, satel...
Article
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The seabed sediment classification plays an im-portant part in marine ecological environment protection and other related fields. To fully explore the application ability of marine geographic information in seabed sediment classification, the paper makes a contribution to overcome the low accuracy and reliability shortcomings of using single data s...
Article
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台湾海峡是我国最大的海峡,也是东海和南海进行物质和能量交换的主要通道。海峡内地形变化剧烈,海洋动力环境复杂,加上两侧众多山溪性河流携带大量泥沙流入海洋,是研究动力沉积作用的理想场所。目前,由于缺乏海峡整体的高分辨率地形以及相关实测水文数据,以整个台湾海峡为研究区域的动力沉积模拟尚不多见。本文基于高分辨率地形和相关水文数据,建立了台湾海峡水动力数值模型,耦合泥沙输运模块,模拟台湾海峡的动力沉积过程,并用现场观测资料对模型进行了验证。动力模拟结果表明,台湾海峡的潮流流场由南、北两个潮波控制,具有明显的时间和空间特征,潮流流速夏季大于冬季,海峡中部小于南北两侧,北侧小于南侧。基于冲淤模拟结果,将台湾海峡划分为淤积区、侵蚀区、冲淤平衡区三大类共计7个沉积分区,淤积区沉积速率最大可达5 cm/a,主要...
Article
Understanding the topographic patterns of the seafloor is a very important part of understanding our planet. Although the science involved in bathymetric surveying has advanced much over the decades, less than 20% of the seafloor has been precisely modeled to date, and there is an urgent need to improve the accuracy and reduce the uncertainty of un...
Article
Full-text available
Polymetallic nodules are spherical or ellipsoidal mineral aggregates formed naturally in deep-sea environments. They contain a variety of metallic elements and are important solid mineral resources on the seabed. How best to quickly and accurately identify polymetallic nodules is one of the key questions of marine development and deep-sea-mineral-r...
Article
海底麻坑是地层中流体沿着运移通道溢出海底,侵蚀海底沉积物形成的凹陷地貌。本文利用最新获取的船测高分辨率水深数据和浅地层剖面数据,对南海日积礁南侧海底麻坑分布及其发育规律进行了研究。基于高分辨率地貌学特征和浅地层剖面规律识别并统计了区内219个总体规模较大的麻坑,经分析发现,海水水深和麻坑规模具有较弱相关性:水深与麻坑直径、坑深呈不明显正相关,与内壁坡度呈不明显负相关。揭示了区内特殊地貌和麻坑的分布、形态、变化之间的内在关系:圆形和椭圆形普通麻坑多分布于海丘丘顶部位;半月型大型麻坑多分布于海丘中下部;而串珠状拉长型巨型麻坑则主要分布于深海丘间峡谷。本区麻坑形态和规模从丘顶到峡谷的变化直接对应了麻坑不同阶段的发育过程,其本质受区内构造和动力学控制。
Article
Full-text available
Sea ice is a significant factor in influencing environmental change on Earth. Monitoring sea ice is of major importance, and one of the main objectives of this monitoring is sea ice classification. Currently, synthetic aperture radar (SAR) data are primarily used for sea ice classification, with a single polarization band or simple combinations of...
Article
Full-text available
The near-trench coseismic rupture behaviour of the 2011 Tohoku–Oki earthquake remains poorly understood due to the scarcity of near-field observations. Differential bathymetry offers a unique approach to studying offshore coseismic seafloor deformation but has a limited horizontal resolution. Here we use differential bathymetry estimates with impro...
Article
Full-text available
Shallow bathymetry is important for ocean exploration, and the development of high-precision bathymetry inversion methods, especially for shallow waters with poor quality, is a major research aim. Synthetic aperture radar (SAR) image data benefit from a wide coverage, high measurement density, rapidity, and low consumption but are limited by low ac...
Article
Full-text available
The delimitation and naming of seabed geographic entities is one of the hot research issues in the field of international maritime rights and interests. However, due to the lack of quantitative definition technology for the boundaries of seabed geographic entities, the determination of the boundaries is inevitably artificial. For this reason, this...
Article
Full-text available
Precision bottom tracking is a core step in the data processing of side scan sonar (SSS), which is of critical value for the quality of the final SSS production. Currently, the automatic precision SSS bottom tracking remains challenging due to the complex noise caused by the measuring environment, especially the existing methods did not fully explo...
Article
The coastal zone is connected to the hinterland of the basin and the wide sea, which is not only affected by complex natural factors, but also by human activities. The study of sediment classification in this area will help to further explain topographic evolution and dynamic mechanism. Aiming at the complex mixed sediment environment in the ancien...
Article
Full-text available
Only approximately 20% of the global seafloor topography has been finely modeled. The rest either lacks data or its data are not accurate enough to meet practical requirements. On the one hand, the satellite altimeter has the advantages of large-scale and real-time observation. Therefore, it is widely used to measure bathymetry, the core of seafloo...
Preprint
Full-text available
At present, only approximately 10 % of the global seafloor topography has been finely modeled, and the rest are either lacking in data or not accurate enough to meet practical requirements. On the one hand, satellite altimeter has the advantages of large-scale and real-time observation, thus is widely used in the measurement of bathymetry, the core...
Article
Full-text available
海海床发育着不同尺度的活动性砂体,在大型活动性砂体上常叠加发育着大量小尺度沙波(纹),分析这些小尺度沙波(纹)有助于揭示活动性砂体的成因机制。但它们的尺度较小,常规分析方法往往将其作为高频噪声滤除,难以对该尺度海底沙波(纹)进行分离量化研究。为了解决这个问题,本文设计并实现了一种基于小波分析的小尺度海底沙波地形分解方法,并以台湾浅滩典型区域的高精度近底原位观测数据为例,实现了小尺度海底沙波地形的分解和定量分析,分解出背景地形、小型沙波和沙波纹(波长小于0.6 m)3种地貌类型。本文提出的小尺度海底沙波地形分解量化方法,可广泛应用于浅海高活动性地貌发育演化和海底边界层沉积动力过程研究,对评估海洋工程的稳定性也具有一定的实用价值。
Article
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基于自适应增强算法(AdaBoost)结合极限学习机(ELM),通过迭代、调整、优化ELM分类器之间的权值,从而构建了具有强鲁棒性、高精度的ELM-AdaBoost强分类器,增强了现有的ELM分类器的稳定性。以珠江口海区侧扫声呐图像为实验数据,对礁石、砂、泥3类典型底质进行分类识别,该方法的平均分类精度超过90%,优于单一ELM分类器的平均分类精度85.95%,也优于LVQ、BP等传统分类器,且在分类所耗时间上也远少于传统分类器。实验结果表明,本文构建的ELM-AdaBoost方法可有效应用于海底声学底质分类,可满足实时底质分类的需求。
Article
Observational analysis has revealed an apparent immobility of giant sand waves on the Taiwan Banks, while sand waves on the eastern Taiwan Banks show distinct dynamics influenced by the underlying larger-scale sand ridge bedforms. In this study, the effects of these sand ridge bedforms on sand wave migration and the local hydrodynamic environment w...
Article
Turbidity currents can be characterized as net-erosive, net-depositional or net-bypassing. Whether a flow is erosive, depositional or bypasses depends on the flow velocity, concentration and size but these can also be impacted by external controls such as the degree of confinement, slope gradient and substrate type and erodibility. Our understandin...
Article
Full-text available
Ground-based GNSS (Global Navigation Satellite System) reference stations lack the capacity to provide data for ocean regions with sufficient spatial-temporal resolution, limiting the detailed study of the equatorial ionization anomaly (EIA). Thus, this study collected kinematic multi-GNSS data on the ionospheric Total Electron Content (TEC) during...
Article
The ability to accurately map the seabed sediments plays an important role in seabed habitat development and stakeholder decision-making. In conventional seabed sediment classification methods, maps of seabed sediment are provided in categorical form (sediment classes). Therefore, the prediction of the sediment compositions in multibeam observation...
Article
The bottom tracking is to confirm the first bottom return signal in each ping to divide the data into the seabed area and the water column area, which is an essential part of side-scan sonar (SSS) data processing. More than that, SSS is usually affected by water flow or suspended solids, resulting in serious noises, which make the bottom tracking m...
Article
For mapping the near-shore seafloor bathymetry, retrieving depth information using multispectral satellite image is highly cost-effective. To effectively detect and characterize the bathymetry variation, accurate and reliable information about the uncertainty of the derived depths is critical. In estimating the uncertainty of the resulted satellite...
Article
Multibeam backscatter strength can be used to characterize seafloor acoustic characteristics, and classify seabed substrate types. Herein, we use acoustic reflectance data to examine the distribution of manganese nodules in deep-sea substrates in a seamount region of the Western Pacific Ocean. Based on the multibeam backscatter strength, the backsc...
Article
Full-text available
Multi-beam echo sounders (MBESs) are characterized by the high resolution and high density of the sounding data. The processing of MBES bathymetry data is of special interest currently in marine surveying. The Combined Uncertainty and Bathymetry Estimator (CUBE) and surface filtering are the main MBES-processing algorithms for outliers. These algor...
Article
Overflows through oceanic gateways govern the exchange of water masses in the world's ocean basins. These exchanges also involve energy, salinity, nutrients, and carbon. As such, the physical features that control overflow can exert a strong influence on regional and global climate. Here, we present the first description of sedimentary processes ge...
Article
Full-text available
Acoustic seabed classification (ASC) is a fast and large-scale seabed sediment survey method. In particular, combining it with an automated classifier can theoretically achieve fast automatic seabed sediment classification. However, owing to the cost of sampling, a lack of labeled data for sediment classification based on seabed acoustic images imp...
Book
Full-text available
This book focuses on the survey technology, post-processing technology, mapping technology and scientific application of the submarine topography and geomorphology in detail.High-resolution submarine geomorphology is a frontier branch of marine geology and marine surveying and mapping, which provides a direct basis to study the seabed surface, to u...
Chapter
Full-text available
The multi-beam echo sounder (MBES) system is a high-tech product for application to modern marine surveys and is a complex system composed of multiple sensors. This chapter outlines the classification and the principles of an MBES and presents representative instruments and equipment along with marine survey workflows. In the installation, calibrat...
Article
Full-text available
海底峡谷在全球陆缘广泛分布,是浅海沉积物向深海运移的主要通道,对于理解深海浊流触发机制、深海沉积物的搬运模式、深海扇的发育历史和深海油气资源勘探等均具有重要意义。本文基于高分辨率高精度的多波束测深数据,首次对南海东北部海底峡谷体系进行了研究,精细刻画了高屏海底峡谷、澎湖海底峡谷、台湾浅滩南海底峡谷和东沙海底峡谷等4条大型海底峡谷的地貌特征并分析其发育控制因素。海底坡度、构造运动、海山与海丘是影响南海东北部峡谷群走向与特征的重要因素,其中,海底坡度对于峡谷上游多分支与“V”字特征有显著的控制作用;构造运动是控制高屏海底峡谷走向的因素,澎湖海底峡谷的走向则与菲律宾海板块与欧亚板块碰撞有关,东沙海底峡谷的走向则与东沙运动相关,台湾浅滩南海底峡谷上段受NW向断裂构造的控制;海山的阻挡作用造成峡谷局部...
Article
Shallow water multi-beam echo sounders (MBESs) are characterized by their high resolution and high density, and MBES data processing is a hotspot in modern marine surveying. The Combined Uncertainty and Bathymetry Estimator (CUBE) is the mainstream MBES data processing algorithm, although little is known about its core theories and parameters. In t...
Preprint
Full-text available
Due to the influence of human activity and changes in natural conditions, the Pearl River Estuary (PRE) has emerged as a large-scale area of land subsidence, which represents a serious threat to the quality of human life and sustainable socio-economic development. In response to the problems associated with the lack of man-made targets of tradition...
Article
Current filtering methods of airborne LiDAR bathymetry (ALB) point clouds cannot identify negative anomalies or avoid over-filtering of the data. To overcome these problems, we propose a bidirectional cloth simulation filtering (BCSF) method and verify it using captured data. First, a transfer iterative trend surface is established to eliminate the...
Article
Full-text available
Current filtering methods of airborne LiDAR bathymetry (ALB) point clouds cannot identify negative anomalies or avoid over-filtering of the data. To overcome these problems, we propose a bidirectional cloth simulation filtering (BCSF) method and verify it using captured data. First, a transfer iterative trend surface is established to eliminate the...
Article
Full-text available
Sidescan sonars are increasingly used in underwater search and rescue for drowning victims, wrecks and airplanes. Automatic object classification or detection methods can help a lot in case of long searches, where sonar operators may feel exhausted and therefore miss the possible object. However, most of the existing underwater object detection met...
Article
Full-text available
单波束测深技术在近海及河口水深测量中被广泛应用,但受动态海洋环境的影响,很难有效获取不同时期同一位置的水深数据,这给快速变化的近海地形的准确对比与分析造成很大困难。针对该技术问题,本文提出了一种联合不确定度的多期水深剖面分析方法。通过初始不确定度计算、水深及不确定度传递、卡尔曼滤波更新等步骤构建时序地形剖面,并基于假设检验完成剖面地形演变分析。用两期次河口区单波束数据对算法进行了验证。结果表明,本文方法获取了可与实际地形剖面有效对比的水深剖面,并可对地形骤变区域作出准确评估,对于快速变化的河口水下三角洲尤其是航道区域的演变分析具有实际的应用价值。
Article
An algorithm is described and tested to provide accurate and robust deep-sea seafloor classification based on the backscatter data derived from a multibeam bathymetry system. This article focuses on significant heterogeneity in the deep-sea backscatter strength (BS) data. The angular response curve information is decomposed into different units, an...
Article
Full-text available
Access to reliable and accurate bathymetric data is fundamental to many marine activities. This paper proposes a merge-normalization (MN) method that is suitable for multi-source bathymetric data fusion in deep ocean areas, to solve the problem of difficult to integrate high-precision digital bathymetric model (DBM) for complex sources and various...
Article
Full-text available
The global ionospheric model built by the International Global Navigation Satellite System (GNSS) Service (IGS) using GNSS reference stations all over the world is currently the most widely used ionospheric product on a global scale. Therefore, analysis and evaluation of this ionospheric product’s accuracy and reliability are essential for the prac...
Article
Sand waves are widely distributed in the world and have complex genesis. And multi-scale complex sand waves often overlap to form a complex sand wave geomorphology system, which makes it difficult to conduct quantitative research. To solve this problem, a practical Fourier analysis method is proposed in this paper, and Butterworth filter is designe...
Article
Full-text available
Seabed acoustic images are image data mosaics derived from seafloor acoustic backscattering intensity data, which is related to the type of sediment covering the seabed. Therefore, submarine sediment classification can be realized using seabed acoustic images, and has been studied extensively. Recently, deep learning has also rapidly advanced, in p...
Article
Full-text available
This paper systematically identified the submarine pockmarks in the southern depression of the Reed Basin in the South China Sea for the first time, based on high-resolution multi-beam bathymetric data and sub-bottom profiles. A total of 81 pockmarks have been identified, and the maximum diameter of them reaches almost 2.4 km, and the maximum depth...
Article
Full-text available
CUBE (combined uncertainty and bathymetry estimator) is a widespread algorithm in the world, to automatically detect and process multi-beam sounding outliers. While, little is known about its core algorithms and parameters, which is not good for the localization of this technology. In this paper, the basic principle, mathematical model, key paramet...
Article
In recent years, the sparsity-promoting reconstruction method based on the compressed sensing theory has been rapidly developed and applied to seismic data reconstruction. Many achievements have been made toward providing high-quality reconstruction by using undersampled data. However, the problem of insufficient reconstruction in null traces still...
Article
Full-text available
Airborne light detection and ranging (LiDAR) full waveforms and multibeam echo sounding (MBES) backscatter data contain rich information about seafloor features and are important data sources representing seafloor topography and geomorphology. Currently, to classify seafloor types using MBES, curve features are extracted from backscatter angle resp...
Article
Full-text available
To better solve the problem of target detection in marine environment and to deal with the difficulty of 3D reconstruction of underwater target, a binocular vision-based underwater target detection and 3D reconstruction system is proposed in this paper. Two optical sensors are used as the vision of the system. Firstly, denoising and color restorati...
Article
Full-text available
Based on approximately 11,000 km of seismic reflection data collected across the South China Sea oceanic basin, we describe the sedimentary filling characteristics of the basin since its Oligocene opening, as well as connections between this history and contemporaneous regional tectonic events. The seismic lines are spaced ~50 km apart, and the dat...
Article
Full-text available
Understanding sand wave dynamics is of importance in marine science and also has relevance in engineering. Giant sand wave fields (wave heights up to 10 m) are not common and thus have been relatively rarely studied. This paper presents the first study on bedform changes related to giant sand wave geomorphology on the Taiwan Banks. Using data from...
Poster
Full-text available
We use 165 years of navigational and bathymetric data and 60 years of sediment discharge data to document and explain geomorphic changes in the Pearl River Delta (PRD) and its estuary, which in recent years has experienced rapid urbanization and explosive economic growth. A series of British and Chinese navigation charts dating back to 1850 show th...
Article
Environmental uncertainty represents the limiting factor in matched-field localization. Within a Bayesian framework, both the environmental parameters, and the source parameters are considered to be unknown variables. However, including environmental parameters in multiple-source localization greatly increases the complexity and computational deman...
Article
Full-text available
We use 165 years of navigational and bathymetric data and 60 years of sediment discharge data to document and explain geomorphic changes in the Pearl River Delta (PRD) and its estuary, which in recent years has experienced rapid urbanization and explosive economic growth. A series of British and Chinese navigation charts dating back to 1850 show th...
Article
Full-text available
Multibeam echosounder system is a dynamic measurement under the continuous motion of measurement platform. Contaminated sporadic outliers are inevitably generated during bathymetric data acquisition due to the interference of underwater environmental effects, such as ocean waves, wind, and tides. A filtering model of robust multi-quadric method bas...
Article
Full-text available
Abnormal value of the multibeam echosounder system is the main influencing factor of accuracy of hydrographic survey and mapping accuracy of seabed topography. Good functional and stochastic models for multibeam bathymetric data processing are necessary to protect accurate display of multibeam bathymetric data in seabed and safety navigation of shi...
Article
Full-text available
The short-time signal anomaly of Global Positioning System (GPS) often occurs in the process of multi-beam bathymetry, which leads to the poor accuracy of multi-beam acoustic emission of instantaneous position datum and affects the underwater topographic survey accuracy to a large extent. This study proposes a novel method to reconstruct multi-beam...
Article
Full-text available
By combining Particle Swarm Optimization (PSO) with BP neural network, the initial weights and thresholds of BP neural network classification are optimized by utilizing PSO with strong robustness and global searching ability. Extracting six main feature vectors of sandy, rocks and mud in the seabed sonar images based on the data of side scan sonar...
Article
Full-text available
A new method is proposed to identify automatically the foot of the continental slope (FOS) based on the integrated analysis of topographic profiles. Based on the extremum points of the second derivative and the Douglas–Peucker algorithm, it simplifies the topographic profiles, then calculates the second derivative of the original profiles and the D...
Article
Full-text available
Based on multi-beam echo soundings and high-resolution single-channel seismic profiles, linear sand ridges in U14 and U2 on the East China Sea (ECS) shelf are identified and compared in detail. Linear sand ridges in U14 are buried sand ridges, which are 90 m below the seafloor. It is presumed that these buried sand ridges belong to the transgressiv...
Poster
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Estuaries have been the site of intensive human activities during the past century. The decadal time-scale evolution of subaqueous topography in estuaries enables us to understand the effects of human activities on estuaries. The Pearl River is one of the 25 largest rivers in the world and the third- largest river in China in terms of sediment disc...
Article
Full-text available
Estuaries have been sites of intensive human activities during the past century. Tracing the evolution of subaqueous topography in estuaries on a decadal timescale enables us to understand the effects of human activities on estuaries. Bathymetric data from 1955 to 2010 show that land reclamation decreased the subaqueous area of Lingding Bay, in the...
Article
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Based on 4 530 km high resolution seismic data and core data, we divide the sequence stratigraphy in the Taiwan Strait since late Pleistocene, using the method of high resolution seismic stratigraphy. The main reflective interfaces R0,R1,R2,R3 and R4 correspond to the seafloor, the high sea level at 3 ka BP, the maximum flooding surface, the transg...
Article
Real-time observations in the field and numerical simulations (with Delft3D) were combined to study the formation, distribution and the relevant influencing factors of turbidity maximum (TM) in the Zhujiang (Pearl River) Estuary (ZE). The spatial distribution pattern of the TM varies with the longitudinal distributions of salinity and suspended sed...
Article
Full-text available
Lack of accurate multi-beam bathymetric data,publications on meticulous characteristics of sand wave on Taiwan bank are rare. For this reason,the paper presents an approach to objectively analyze large number of sand waves on their meticulous shape characteristics and distribution using multi-beam bathymetric data. The results show that the average...
Article
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We applied the maximum offset of sound velocity algorithm to sound velocity profile streamlining and optimization to overcome multi-beam survey and data processing efficiency problems. The impact of sound velocity profile streamlining on sounding data accuracy is evaluated. By automatically optimizing the threshold, the reduction rate of sound velo...
Article
Full-text available
Sand wave is a widely occurring submarine bedform which exists on the sea floor of shallow seas due to the complex interaction between waves, tides and sediments. Knowledge of sand wave characteristics and behavior has scientific import and engineering application value. Crest lines and trough lines are basic topographic characteristics of sand wav...
Patent
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The invention discloses a multi-beam bathymetric chart construction method based on submarine digital depth model feature extraction. The method comprises the steps of: constructing a DDM (Digital Depth Model) based on raw multi-beam echo soundings; establishing a slope and second derivative composite model based on the DDM; extracting feature poin...
Article
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Decreased fluvial water and sediment discharge, increasing land reclamation, changing climate, and rising sea level have had an ever-increasing impact on river deltas, particularly those deltas bordering Southeast Asia. Utilizing 100 years of navigational and bathymetric data, together with more than 50 years of fluvial discharge data, we here docu...
Article
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This paper establishes techniques and methods to determine a variety of boundaries associated with 200 nautical miles beyond the continental shelf. The methods, based on topography, slope and second-derivative profile integrated analysis, are now able to identify automatically the foot of the continental slope (FOS). By analyzing the sedimentary pr...
Article
Full-text available
Based on multiple types of data, the topographical features of the Okinawa Trough (OT) have been characterized and a computation method has been proposed to determine the break point of continental shelf (BOS), foot point of the continental slope (FOS), the central axial point, and the maximum depth point. A total of 48 topographical profiles that...
Article
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声速剖面(SVP)在多波束测深中不可或缺.为解决原始测量的声速剖面数据量大而影响工作效率的问题,本文进行了声速剖面的精简与优化研究.提出一种适用声速剖面数据精简运算的改进D-P算法,通过射线追踪法和误差百分比分析法评估精简前后的声速剖面对测深精度的影响,并利用实测声速剖面数据对该算法进行了验证.结果表明,通过优选算法阈值,声速剖面数据的简化率在90%以上,可控制水深标准差百分比在0.1%以内,优化后的声速剖面可大幅提升多波束勘测与数据处理工作效率,具有重要的工程实际应用价值.
Article
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