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Resource Allocation for RSMA-Aided Multibeam Satellite Communications 被引量:1
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作者 Cui Huanxi Xiao Zhenyu Zhu Lipeng 《China Communications》 2025年第2期241-255,共15页
This paper investigates the resource allocation for rate-splitting multiple access(RSMA)enabled multibeam satellite communication systems.Specifically,we minimize the total unmet user rate,which denotes the difference... This paper investigates the resource allocation for rate-splitting multiple access(RSMA)enabled multibeam satellite communication systems.Specifically,we minimize the total unmet user rate,which denotes the difference between the users’rate requirement and the practical achievable rate,as well as the total transmit power of the satellite by optimizing the precoding,power allocation,and rate allocation,under the per-feed power and rate constraints.To solve the non-convex optimization problem,a twostage scheme is proposed.In particular,in the first stage,we present a precoding scheme by maximizing the signal-to-leakage-plus-noise ratio of each beam to eliminate the inter-beam interference.In the second stage,we introduce auxiliary variables to obtain an upper bound on the objective function under the given precoding matrix and transform the rate constraints of the original problem into second-order cones(SOC)and linear matrix inequations(LMI).Then,the successive convex approximation(SCA)technique is used to obtain suboptimal power and rate allocation solutions.Moreover,the initial feasible solution for power allocation is provided by using the standard interior point method.Finally,numerical results verify the superiority of our proposed solution compared to the benchmark methods in terms of objective function values. 展开更多
关键词 multibeam satellite power allocation PRECODING rate allocation rate-splitting multiple access(RSMA)
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Multibeam water column data research in the Taixinan Basin:Implications for the potential occurrence of natural gas hydrate 被引量:5
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作者 Yilan Chen Jisheng Ding +3 位作者 Haiquan Zhang Qiuhua Tang Xinghua Zhou Xiaoyu Liu 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2019年第5期129-133,共5页
A multi beam sonar survey is carried out in the continental slope of the Taixinan Basin to obtain submarine topographic and water column data. The data are processed to obtain water column images. Anomalous water colu... A multi beam sonar survey is carried out in the continental slope of the Taixinan Basin to obtain submarine topographic and water column data. The data are processed to obtain water column images. Anomalous water column images, displaying plume characteristics, are found in gas hydrate enriched areas in the Taixinan Basin.This indicates the presence of natural gas resources in the Taixinan Basin. The multibeam sonar system is shown to provide an accurate and effective approach for detecting sub-sea gas hydrate. 展开更多
关键词 multibeam SONAR water COLUMN image PLUME flow Taixinan Basin gas HYDRATE
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Correction for Depth Biases to Shallow Water Multibeam Bathymetric Data 被引量:4
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作者 阳凡林 李家彪 +1 位作者 刘智敏 韩李涛 《China Ocean Engineering》 SCIE EI CSCD 2013年第2期245-254,共10页
Vertical errors often present in multibeam swath bathymetric data. They are mainly sourced by sound refraction, internal wave disturbance, imperfect tide correction, transducer mounting, long period heave, static draf... Vertical errors often present in multibeam swath bathymetric data. They are mainly sourced by sound refraction, internal wave disturbance, imperfect tide correction, transducer mounting, long period heave, static draft change, dynamic squat and dynamic motion residuals, etc. Although they can be partly removed or reduced by specific algorithms, the synthesized depth biases are unavoidable and sometimes have an important influence on high precise utilization of the final bathymetric data. In order to. confidently identify the decimeter-level changes in seabed morphology by MBES, we must remove or weaken depth biases and improve the precision of multibeam bathymetry further. The fixed-interval profiles that are perpendicular to the vessel track are generated to adjust depth biases between swaths. We present a kind of postprocessing method to minimize the depth biases by the histogram of cumulative depth biases. The datum line in each profile can be obtained by the maximum value of histogram. The corrections of depth biases can be calculated according to the datum line. And then the quality of final bathymetry can be improved by the corrections. The method is verified by a field test. 展开更多
关键词 multibeam Echosounder System depth biases CORRECTION shallow water
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Determination of Precise Instantaneous Height at Multibeam Transducer 被引量:6
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作者 ZHAO Jianhu ZHANG Hongmei John E. Hughes Clarke 《Geo-Spatial Information Science》 2007年第4期250-254,共5页
To overcome the shortcomings of the traditional multibeam survey and data processing, a new method is presented for the precise determination of the instantaneous height at the multibeam transducer by the blend of GPS... To overcome the shortcomings of the traditional multibeam survey and data processing, a new method is presented for the precise determination of the instantaneous height at the multibeam transducer by the blend of GPS height and heave signals. Before signal blend, GPS height and heave signals need to be corrected first to the transducer center by attitude correction. Second, the GPS height needs to be checked and modified by heave check and modification itself. Butterworth and FFT (fast Fourier transformation) were used in the signal blend. Finally, FFT is thought to be appropriate in signal processing. The new method efficiently overcomes the shortcomings of the traditional method, and this is proven well by the MBS (multibeam bathymetric system) experiment. 展开更多
关键词 multibeam digital signal processing GPS HEAVE
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Data Fusion Technique for Multibeam Echosoundings 被引量:2
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作者 HUANG Motao ZHAI Guojun OUYANG Yongzhong LIU Yanchunsenior engineer,Tianjin Institute of Hydrographic Surveying and Charting,40 Youyi Road,Tianjin 300061,China. 《Geo-Spatial Information Science》 2002年第3期11-18,共8页
On the basis of an analysis of the error sources in multibeam echosounding system,a data processing method for compensating systematic errors in multibeam survey is proposed.In order to improve the accuracy of overall... On the basis of an analysis of the error sources in multibeam echosounding system,a data processing method for compensating systematic errors in multibeam survey is proposed.In order to improve the accuracy of overall swath,a data fusion technique using single beam survey data as control information for single beam and multibeam echosounding is then presented.Some questions involved in solving the adjustment problem,such as its feasibility and the numerical stability,are discussed in detail,and a two_step adjustment method is suggested.Finally,a practical survey data set is used as a case study to prove the efficiency and reliability of the proposed methods. 展开更多
关键词 multibeam echosounding ERROR COMPENSATION DATA FUSION
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Design and Implementation of An Active Multibeam Antenna System with 64 RF Channels and 256 Antenna Elements for Massive MIMO Application in 5G Wireless Communications 被引量:4
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作者 PANG Xingdong HONG Wei YANG Tianyang LI Linsheng 《China Communications》 SCIE CSCD 2014年第11期16-23,共8页
This paper focuses on the design and implementation of an active multibeam antenna system for massive MIMO applications in 5G wireless communications.The highly integrated active multibeam antenna system is designed a... This paper focuses on the design and implementation of an active multibeam antenna system for massive MIMO applications in 5G wireless communications.The highly integrated active multibeam antenna system is designed and implemented at 5.8 GHz with 64 RF Channels and 256 antenna elements.The 64-channel highly integrated active multibeam antenna system provides a verification platform for digital beamforming algorithm and massive MIMO channel estimation for next generation wireless communications. 展开更多
关键词 5G active multibeam antenna system digital beamforming Massive MIMO 5G wireless communications
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Automatic segmentation of gas plumes from multibeam water column images using a U-shape network 被引量:3
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作者 Fanlin YANG Feng WANG +4 位作者 Zhendong LUAN Xianhai BU Sai MEI Jianxing ZHANG Hongxia LIU 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2023年第5期1753-1764,共12页
Cold seeps are widely developed on the seabed of continental margins and can form gas plumes due to the upward migration of methane-rich fluids.The detection and automatic segmentation of gas plumes are of great signi... Cold seeps are widely developed on the seabed of continental margins and can form gas plumes due to the upward migration of methane-rich fluids.The detection and automatic segmentation of gas plumes are of great significance in locating and studying the cold seep system that is usually accompanied by hydrate layers in the subsurface.A multibeam echo-sounder system(MBES)can record the complete backscatter intensity of the water column,and it is one of the most effective means for detecting cold seeps.However,the gas plumes recorded in multibeam water column images(WCI)are usually blurred due to the interference of the complicated water environment and the sidelobes of the MBES,making it difficult to obtain the effective segmentation.Therefore,based on the existing UNet semantic segmentation network,this paper proposes an AP-UNet network combining the convolutional block attention module and the pyramid pooling module for the automatic segmentation and extraction of gas plumes.Comparative experiments are conducted among three traditional segmentation methods and two deep learning methods.The results show that the AP-UNet segmentation model can effectively suppress complicated water column noise interference.The segmentation precision,the Dice coefficient,and the recall rate of this model are 92.09%,92.00%,and 92.49%,respectively,which are 1.17%,2.10%,and 2.07%higher than the results of the UNet. 展开更多
关键词 multibeam water column image(WCI) gas plumes UNet automatic segmentation
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Development of Method in Precise Multibeam Acoustic Bathymetry 被引量:4
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作者 ZHAO Jianhu LIU Jingnan 《Geo-Spatial Information Science》 2003年第3期71-74,共4页
The sound ray tracing method can achieve higher accuracy in determining depths and plan positions with multibeam echo sounding system.In data processing,actual sound speed profile must be used in the method.However,th... The sound ray tracing method can achieve higher accuracy in determining depths and plan positions with multibeam echo sounding system.In data processing,actual sound speed profile must be used in the method.However,the method is too complicated.In order to overcome the shortcoming,this paper presents a new method,the position correction method.Two situations are considered in the new method,namely,change of sound velocity keeps constant gradient in whole water column(including N layers)or in different water layer. 展开更多
关键词 multibeam echo sounder(MES) position correction method relative deptherror area difference
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Underwater Terrain-Aided Navigation Based on Multibeam Bathymetric Sonar Images 被引量:3
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作者 Ziqi Song Hongyu Bian Adam Zielinski 《Journal of Marine Science and Application》 CSCD 2015年第4期425-433,共9页
Underwater terrain-aided navigation is used to complement the traditional inertial navigation employed by autonomous underwater vehicles during lengthy missions. It can provide fixed estimations by matching real-time ... Underwater terrain-aided navigation is used to complement the traditional inertial navigation employed by autonomous underwater vehicles during lengthy missions. It can provide fixed estimations by matching real-time depth data with a digital terrain map, This study presents the concept of using image processing techniques in the underwater terrain matching process. A traditional gray-scale histogram of an image is enriched by incorporation with spatial information in pixels. Edge comer pixels are then defined and used to construct an edge comer histogram, which employs as a template to scan the digital terrain map and estimate the fixes of the vehicle by searching the correlation peak. Simulations are performed to investigate the robustness of the proposed method, particularly in relation to its sensitivity to background noise, the scale of real-time images, and the travel direction of the vehicle. At an image resolution of 1 m2/pixel, the accuracy of localization is more than 10 meters. 展开更多
关键词 underwater acoustics terrain-aided navigation sonar images HISTOGRAM autonomous underwater vehicle multibeam bathymetric sonar
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Fuzzy ARTMAP neural network for seafloor classification from multibeam sonar data 被引量:2
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作者 周兴华 Chen Yongqi +1 位作者 Nick Emerson Du Dewen 《High Technology Letters》 EI CAS 2006年第2期219-224,共6页
This paper presents a seafloor classification method of multibeam sonar data, based on the use of Adaptive Resonance Theory (ART) neural networks. A general ART-based neural network, Fuzzy ARTMAP, has been proposed ... This paper presents a seafloor classification method of multibeam sonar data, based on the use of Adaptive Resonance Theory (ART) neural networks. A general ART-based neural network, Fuzzy ARTMAP, has been proposed for seafloor classification of multibeam sonar data. An evolutionary strategy was used to generate new training samples near the cluster boundaries of the neural network, therefore the weights can be revised and refined by supervised learning. The proposed method resolves the training problem for Fuzzy ARTMAP neural networks, which are applied to seafloor classification of multibeam sonar data when there are less than adequate ground-troth samples. The results were synthetically analyzed in comparison with the standard Fuzzy ARTMAP network and a conventional Bayesian classifier. The conclusion can be drawn that Fuzzy ARTMAP neural networks combining with GA algorithms can be alternative powerful tools for seafloor classification of multibeam sonar data. 展开更多
关键词 Fuzzy ARTMAP neural network genetic algorithms seafloor classification multibeam sonar
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Seafloor Sediment Classification Based on Multibeam Sonar Data 被引量:1
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作者 ZHOUXinghua CHENYongqi 《Geo-Spatial Information Science》 2004年第4期290-296,共7页
The multibeam sonars can provide hydrographic quality depth data as well as hold the potential to provide calibrated measurements of the seafloor acoustic backscattering strength. There has been much interest in utili... The multibeam sonars can provide hydrographic quality depth data as well as hold the potential to provide calibrated measurements of the seafloor acoustic backscattering strength. There has been much interest in utilizing backscatters and images from multibeam sonar for seabed type identification and most results are obtained. This paper has presented a focused review of several main methods and recent developments of seafloor classification utilizing multibeam sonar data or/and images. These are including the power spectral analysis methods, the texture analysis, traditional Bayesian classification theory and the most active neural network approaches. 展开更多
关键词 seafloor classification multibeam sonar backscattering strength sonarimages
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Multibeam Raman amplification of a finite-duration seed in a short distance 被引量:1
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作者 Y G Chen Y Chen +3 位作者 S X Xie N Peng J Q Yu C Z Xiao 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第10期428-435,共8页
A new scheme of multibeam Raman amplification(MRA)is proposed in virtue of the collective mode by sharing a common scattered light.Multiple laser beams can provide a higher growth rate,but the overlapping region limit... A new scheme of multibeam Raman amplification(MRA)is proposed in virtue of the collective mode by sharing a common scattered light.Multiple laser beams can provide a higher growth rate,but the overlapping region limits the amplification length.We suggest to use a finite-duration seed to facilitate MRA in a short distance.Through two-dimensional particle-in-cell simulations,we find that two-beam Raman amplification has a much higher growth rate than that of singlebeam one.This growth rate depends on the initial seed amplitude,electron temperature,and seed duration.An empirical criterion,γ0τc=1,whereγ0 is the theoretical growth rate of MRA,is used to choose a proper duration for a higher growth rate.After a total amplification length of 320µm,the two-beam Raman amplification shows nonlinear features of pulse compression and a bow-shape wave front,indicating that the amplification has finally entered the self-similar regime. 展开更多
关键词 multibeam Raman amplification growth rate finite-duration
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AMP Dual-Turbo Iterative Detection and Decoding for LDPC Coded Multibeam MSC Uplink 被引量:1
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作者 Yang Yang Wenjing Wang Xiqi Gao 《China Communications》 SCIE CSCD 2018年第6期178-186,共9页
The uplink of mobile satellite communication(MSC) system with hundreds of spot beams is essentially a multiple-input multiple-output(MIMO) channel. Dual-turbo iterative detection and decoding as a kind of MIMO receive... The uplink of mobile satellite communication(MSC) system with hundreds of spot beams is essentially a multiple-input multiple-output(MIMO) channel. Dual-turbo iterative detection and decoding as a kind of MIMO receiver, which exchanges soft extrinsic information between a soft-in soft-out(SISO) detector and an SISO decoder in an iterative fashion, is an efficient method to reduce the uplink inter-beam-interference(IBI),and so the receiving bit error rate(BER).We propose to replace the linear SISO detector of traditional dual-turbo iterative detection and decoding with the AMP detector for the low-density parity-check(LDPC) coded multibeam MSC uplink. This improvement can reduce the computational complexity and achieve much lower BER. 展开更多
关键词 multibeam mobile satellite communication approximate message passing turbo iterative detection and decoding
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High-resolution bottom detection algorithm for a multibeam echo-sounder system with a U-shaped array
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作者 JIANG Ying YANG Zhiguo +1 位作者 LIU Zongwei YANG Chunmei 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2018年第7期78-84,共7页
High-resolution approaches such as multiple signal classification and estimation of signal parameters via rotational invariance techniques(ESPRIT) are currently employed widely in multibeam echo-sounder(MBES)syste... High-resolution approaches such as multiple signal classification and estimation of signal parameters via rotational invariance techniques(ESPRIT) are currently employed widely in multibeam echo-sounder(MBES)systems for sea floor bathymetry,where a uniform line array is also required.However,due to the requirements in terms of the system coverage/resolution and installation space constraints,an MBES system usually employs a receiving array with a special shape,which means that high-resolution algorithms cannot be applied directly.In addition,the short-term stationary echo signals make it difficult to estimate the covariance matrix required by the high-resolution approaches,which further increases the complexity when applying the high-resolution algorithms in the MBES systems.The ESPRIT with multiple-angle subarray beamforming is employed to reduce the requirements in terms of the signal-to-noise ratio,number of snapshots,and computational effort.The simulations show that the new processing method can provide better fine-structure resolution.Then a highresolution bottom detection(HRBD) algorithm is developed by combining the new processing method with virtual array transformation.The application of the HRBD algorithm to a U-shaped array is also discuss.The computer simulations and experimental data processing results verify the effectiveness of the proposed algorithm. 展开更多
关键词 high-resolution bottom detection multibeam echo-sounder subarray beamforming virtual array transformation
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Automatic calibration for wobble errors in shallow water multibeam bathymetries
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作者 Tianyu YUN Xianhai BU +3 位作者 Zhe XING Zhendong LUAN Miao FAN Fanlin YANG 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2022年第5期1937-1949,共13页
The wobble errors caused by the imperfect integration of motion sensors and transducers in multibeam echo-sounder systems(MBES)manifest as high-frequency wobbles in swaths and hinder the accurate expression of high-re... The wobble errors caused by the imperfect integration of motion sensors and transducers in multibeam echo-sounder systems(MBES)manifest as high-frequency wobbles in swaths and hinder the accurate expression of high-resolution seabed micro-topography under a dynamic marine environment.There are many types of wobble errors with certain coupling among them.However,those current calibration methods ignore the coupling and are mainly manual adjustments.Therefore,we proposed an automatic calibration method with the coupling.First,given the independence of the transmitter and the receiver,the traditional georeferenced model is modified to improve the accuracy of footprint reduction.Secondly,based on the improved georeferenced model,the calibration model associated with motion scale,time delay,yaw misalignment,lever arm errors,and soundings is constructed.Finally,the genetic algorithm(GA)is used to search dynamically for the optimal estimation of the corresponding error parameters to realize the automatic calibration of wobble errors.The simulated data show that the accuracy of the calibrated data can be controlled within 0.2%of the water depth.The measured data show that after calibration,the maximum standard deviation of the depth is reduced by about 5.9%,and the mean standard deviation of the depth is reduced by about 11.2%.The proposed method has significance in the precise calibration of dynamic errors in shallow water multibeam bathymetrie s. 展开更多
关键词 multibeam echo-sounder systems footprint reduction wobble errors genetic algorithm automatic calibration
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Real-time programmable coding metasurface antenna for multibeam switching and scanning
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作者 Jia-Yu Yu Qiu-Rong Zheng +3 位作者 Bin Zhang Jie He Xiang-Ming Hu Jie Liu 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第9期260-267,共8页
Novel electromagnetic wave modulation by programmable dynamic metasurface promotes the device design freedom,while multibeam antennas have sparked tremendous interest in wireless communications.A programmable coding a... Novel electromagnetic wave modulation by programmable dynamic metasurface promotes the device design freedom,while multibeam antennas have sparked tremendous interest in wireless communications.A programmable coding antenna based on active metasurface elements(AMSEs)is proposed in this study,allowing scanning and state switching of multiple beams in real time.To obtain the planar array phase distribution in quick response,the aperture field superposition and discretization procedures are investigated.Without the need for a massive algorithm or elaborate design,this electronically controlled antenna with integrated radiation and phase-shift functions can flexibly manipulate the scattering state of multiple beams under field-programmable gate array(FPGA)control.Simulation and experimental results show that the multiple directional beams dynamically generated in the metasurface upper half space have good radiation performance,with the main lobe directions closely matching the predesigned angles.This metasurface antenna has great potential for future applications in multitarget radar,satellite navigation,and reconfigurable intelligent metasurfaces. 展开更多
关键词 programmable coding metasurface multibeam modulation real-time control ANTENNA
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Application of modified multiple subarrays detection method to multibeam bathymetry system
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作者 ZHOU Tian LI Hai-sen +1 位作者 ZHU Zhi-de YUAN Yan-yi 《Journal of Marine Science and Application》 2005年第2期39-43,共5页
Either amplitude based methods or phase based methods are usually used in multibeam bathymetry system and chosen in practical measurement by ad hoc criteria. The errors of the detection are often caused by choosing wr... Either amplitude based methods or phase based methods are usually used in multibeam bathymetry system and chosen in practical measurement by ad hoc criteria. The errors of the detection are often caused by choosing wrong detection method. In this paper a modified multiple subarrays amplitude-phase united detection method is proposed , which uses both the amplitude and phase of echo from bottom.This new method not only realizes the super-wide swath coverage, but also improves the detection performance by using the phase differences among subarrays in place of phases of subarrays to estimate the phase slope image. Experimental results are also analyzed and discussed to demonstrate the effectivity of the proposed approach. 展开更多
关键词 multibeam bathymetry multiple subarrays phase slope image Detection performance
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A Method for the Removal of Ray Refraction Effects in Multibeam Echo Sounder Systems
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作者 DING Jisheng ZHOU Xinghua TANG Qiuhua 《Journal of Ocean University of China》 SCIE CAS 2008年第2期233-236,共4页
To a multibeam echo sounder system (MBES), under water sound refraction plays an important role in depth measure- ment accuracy, and errors in sound velocity profile lead to inaccuracies in the measured depth (especia... To a multibeam echo sounder system (MBES), under water sound refraction plays an important role in depth measure- ment accuracy, and errors in sound velocity profile lead to inaccuracies in the measured depth (especially for outer beams). A method is developed to estimate the sound velocity profile based on the depth measured by vertical beam. Using this depth and other pa- rameters, such as t (sound pulse propagation time), θ (beam inclination angle), etc. We can estimate a simple sound velocity profile with which the depth error has been reduced. This method has been tested with a real dataset acquired in the East China Sea. 展开更多
关键词 multibeam echo sounder system acoustic ray refraction equivalent sound velocity profile
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多波束声呐图像中央异常频率分解改正方法
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作者 张杰 樊妙 +2 位作者 孙月文 卜宪海 阳凡林 《山东科技大学学报(自然科学版)》 北大核心 2025年第5期41-51,共11页
多波束反向散射数据的中央异常会对声呐图像造成显著影响,现有方法在处理多波束强度数据时,通过频率实现精细化操作的研究不足。因此,本研究提出一种基于频率多尺度分解与自适应滤波组合处理方法。首先,对多波束强度数据进行预处理,选... 多波束反向散射数据的中央异常会对声呐图像造成显著影响,现有方法在处理多波束强度数据时,通过频率实现精细化操作的研究不足。因此,本研究提出一种基于频率多尺度分解与自适应滤波组合处理方法。首先,对多波束强度数据进行预处理,选择适当的小波基函数对反向散射强度数据进行多尺度分解,获得高低频分量;其次,基于多Ping强度统计分析,明确中央异常区域范围;然后对低频分量进行双滤波策略,对高频分量采用自适应阈值进行细节增强;最后,通过重构高低频分量实现高质量声呐图像。实验结果表明,本方法将多波束中央区域强度标准差从7.8 dB降为1.8 dB,全区域标准差从23.1 dB降为19.4 dB。本方法通过高低频分量协同优化处理,在削弱中央异常的同时,有效保留细节信息,大幅提升了声呐图像质量,为多波束声呐图像的进一步应用提供了可靠的数据支撑。 展开更多
关键词 多波束声呐 反向散射强度 多尺度分解 高低频分量 最小均方滤波器
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基于多波束反向散射统计分布的海底底质分类
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作者 罗进华 冯湘子 《地球物理学进展》 北大核心 2025年第2期798-805,共8页
前人及本文的研究均表明,单一类型海底底质对应的多波束反向散射强度呈高斯分布,且随着平均粒径增加,反向散射强度均值呈递增趋势.根据该趋势,本文基于实测数据中得到4种典型底质(中到粗砂、粉质细砂、粉土和黏土)反向散射强度的高斯分... 前人及本文的研究均表明,单一类型海底底质对应的多波束反向散射强度呈高斯分布,且随着平均粒径增加,反向散射强度均值呈递增趋势.根据该趋势,本文基于实测数据中得到4种典型底质(中到粗砂、粉质细砂、粉土和黏土)反向散射强度的高斯分布参数,在其间构造了5种中间类型的底质,并估算了其分布参数;在此基础上,基于拟合优度检验中的单样本K-S检验对全区海底底质进行了分类实践,即通过比较未知类型底质的海底反向散射强度分布与9种典型底质高斯分布的偏离度来,推断该未知样本是否“足够接近”已知类型的分布.经实验,选取了最佳窗口尺寸30 m×30 m,并将分类置信度设为90%,得到实验分类总体识别率(识别出的面积与总面积之比)为92%,分类结果也与取样结果全部吻合,取得了良好实验结果.该方法除了对海底样本需求量小、分类自动程度高、分类精度高外,更重要的是给出了分类的置信度,尤其适用于典型底质大片分布的区域. 展开更多
关键词 多波束 海底反向散射强度 海底底质分类 高斯分布 K-S检验
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