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Forecasting of surface current velocities using ensemble machine learning algorithms for the Guangdong−Hong Kong−Macao Greater Bay area based on the high frequency radar data
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作者 Lei Ren Lingna Yang +4 位作者 Yaqi Wang Peng Yao Jun Wei Fan Yang Fearghal O’Donncha 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2024年第10期1-15,共15页
Forecasting of ocean currents is critical for both marine meteorological research and ocean engineering and construction.Timely and accurate forecasting of coastal current velocities offers a scientific foundation and... Forecasting of ocean currents is critical for both marine meteorological research and ocean engineering and construction.Timely and accurate forecasting of coastal current velocities offers a scientific foundation and decision support for multiple practices such as search and rescue,disaster avoidance and remediation,and offshore construction.This research established a framework to generate short-term surface current forecasts based on ensemble machine learning trained on high frequency radar observation.Results indicate that an ensemble algorithm that used random forests to filter forecasting features by weighting them,and then used the AdaBoost method to forecast can significantly reduce the model training time,while ensuring the model forecasting effectiveness,with great economic benefits.Model accuracy is a function of surface current variability and the forecasting horizon.In order to improve the forecasting capability and accuracy of the model,the model structure of the ensemble algorithm was optimized,and the random forest algorithm was used to dynamically select model features.The results show that the error variation of the optimized surface current forecasting model has a more regular error variation,and the importance of the features varies with the forecasting time-step.At ten-step ahead forecasting horizon the model reported root mean square error,mean absolute error,and correlation coefficient by 2.84 cm/s,2.02 cm/s,and 0.96,respectively.The model error is affected by factors such as topography,boundaries,and geometric accuracy of the observation system.This paper demonstrates the potential of ensemble-based machine learning algorithm to improve forecasting of ocean currents. 展开更多
关键词 forecasting surface currents ensemble machine learning high frequency radar random forest AdaBoost
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Wave height measurement in the Taiwan Strait with a portable high frequency surface wave radar 被引量:5
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作者 ZHOU Hao ROARTY Hugh WEN Biyang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2015年第1期73-78,共6页
As an important equipment for sea state remote sensing, high frequency surface wave radar (HFSWR) has received more and more attention. The conventional method for wave height inversion is based on the ratio of the ... As an important equipment for sea state remote sensing, high frequency surface wave radar (HFSWR) has received more and more attention. The conventional method for wave height inversion is based on the ratio of the integration of the second-order spectral continuum to that of the first-order region, where the strong external noise and the incorrect delineation of the first- and second-order Doppler spectral regions due to spectral aliasing are two major sources of errors in the wave height. To account for these factors, two more indices are introduced to the wave height estimation, i.e., the ratio of the maximum power of the second-or- der continuum to that of the Bragg spectral region (RSCB) and the ratio of the power of the second harmonic peak to that of the Bragg peak (RSHB). Both indices also have a strong correlation with the underlying wave height. On the basis of all these indices an empirical model is proposed to estimate the wave height. This method has been used in a three-months long experiment of the ocean state measuring and analyzing ra- dar, type S (OSMAR-S), which is a portable HFSWR with compact cross-loop/monopole receive antennas developed by Wuhan University since 2006. During the experiment in the Taiwan Strait, the significant wave height varied from 0 to 5 m. The significant wave heights estimated by the OSMAR-S correlate well with the data provided by the Oceanweather Inc. for comparison, with a correlation coefficient of 0.74 and a root mean square error (RMSE) of 0.77 m. The proposed method has made an effective improvement to the wave height estimation and thus a further step toward operational use of the OSMAR-S in the wave height extraction. 展开更多
关键词 wave height high frequency surface wave radar field experiment COMPARISON Taiwan Strait
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Surface tidal currents in the open sea area to the east of the Zhoushan Islands measured with high frequency surface wave radar 被引量:4
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作者 SHEN Zhiben WU Xiongbin +2 位作者 FEI Yuejun XU Xing'an CHEN Xiaofeng 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2013年第10期5-10,共6页
Based on the quasi-harmonic analysis of 11 d vector ocean currents obtained from two high frequency sur- face wave radars located at Zhujiajian Island and Shengshan Island, the spatial distribution characteristics of ... Based on the quasi-harmonic analysis of 11 d vector ocean currents obtained from two high frequency sur- face wave radars located at Zhujiajian Island and Shengshan Island, the spatial distribution characteristics of surface tidal currents in the open sea area to the east of the Zhoushan Islands of Zhejiang Province, China are studied. The following conclusions are drawn from the analysis: the tidal current pattern in the open sea area to the east of Zhoushan Islands is primarily regular semidiurnal, which is significantly affected by the shallow water constituents. The directions of the major axes of tidal current ellipses of M2 lie approx- imately in the NW-SE direction. With the increasing of distance away from the coast, the directions of the tidal current ellipses gradually shift toward the E-W direction. The tidal currents are mainly reversing cur- rents. The spatial distribution of probable maximum current velocities decreases gradually from northeast to southwest which is basically in accordance with the spatial distribution of measured maximum current velocities. The residual currents near the coast are larger than those far away from the coast. The directions of the residual currents are basically north by east, and the angle to the due north increases gradually with the increasing distance away from the coast. The topography shows a certain impact on the spatial distri- bution of shallow water constituents, the rotation of tidal currents, the probable maximum currents and the residual currents. 展开更多
关键词 high frequency surface wave radar quasi-harmonic analysis Zhoushan Islands of Zhejiang Province of China spatial distribution characteristics surface tidal currents
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Vessel fusion tracking with a dual-frequency high-frequency surface wave radar and calibrated by an automatic identification system 被引量:3
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作者 ZHANG Hui LIU Yongxin +1 位作者 JI Yonggang WANG Linglin 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2018年第7期131-140,共10页
High-frequency surface wave radar(HFSWR) and automatic identification system(AIS) are the two most important sensors used for vessel tracking.The HFSWR can be applied to tracking all vessels in a detection area,wh... High-frequency surface wave radar(HFSWR) and automatic identification system(AIS) are the two most important sensors used for vessel tracking.The HFSWR can be applied to tracking all vessels in a detection area,while the AIS is usually used to verify the information of cooperative vessels.Because of interference from sea clutter,employing single-frequency HFSWR for vessel tracking may obscure vessels located in the blind zones of Bragg peaks.Analyzing changes in the detection frequencies constitutes an effective method for addressing this deficiency.A solution consisting of vessel fusion tracking is proposed using dual-frequency HFSWR data calibrated by the AIS.Since different systematic biases exist between HFSWR frequency measurements and AIS measurements,AIS information is used to estimate and correct the HFSWR systematic biases at each frequency.First,AIS point measurements for cooperative vessels are associated with the HFSWR measurements using a JVC assignment algorithm.From the association results of the cooperative vessels,the systematic biases in the dualfrequency HFSWR data are estimated and corrected.Then,based on the corrected dual-frequency HFSWR data,the vessels are tracked using a dual-frequency fusion joint probabilistic data association(JPDA)-unscented Kalman filter(UKF) algorithm.Experimental results using real-life detection data show that the proposed method is efficient at tracking vessels in real time and can improve the tracking capability and accuracy compared with tracking processes involving single-frequency data. 展开更多
关键词 vessel tracking high-frequency surface wave radar automatic identification system joint probabilistic data association unscented Kalman filter
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Wave height estimation using the singular peaks in the sea echoes of high frequency radar 被引量:1
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作者 ZHOU Hao WEN Biyang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2018年第1期108-114,共7页
The popular methods to estimate wave height with high-frequency(HF) radar depend on the integration over the second-order spectral region and thus may come under from even not strong external interference. To improv... The popular methods to estimate wave height with high-frequency(HF) radar depend on the integration over the second-order spectral region and thus may come under from even not strong external interference. To improve the accuracy and increase the valid detection range of the wave height measurement, particularly by the smallaperture radar, it is turned to singular peaks which often exceed the power of other frequency components. The power of three kinds of singular peaks, i.e., those around ±1,±√2 and ±1√2 times the Bragg frequency, are retrieved from a one-month-long radar data set collected by an ocean state monitoring and analyzing radar,model S(OSMAR-S), and in situ buoy records are used to make some comparisons. The power response to a wave height is found to be described with a new model quite well, by which obvious improvement on the wave height estimation is achieved. With the buoy measurements as reference, a correlation coefficient is increased to 0.90 and a root mean square error(RMSE) is decreased to 0.35 m at the range of 7.5 km compared with the results by the second-order method. The further analysis of the fitting performance across range suggests that the peak has the best fit and maintains a good performance as far as 40 km. The correlation coefficient is 0.78 and the RMSE is 0.62 m at 40 km. These results show the effectiveness of the new empirical method, which opens a new way for the wave height estimation with the HF radar. 展开更多
关键词 high frequency radar wave height Bragg peak singular peak ocean state monitoring and analyzing radar
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Imposing Active Sources during High-Frequency Passive Surface-Wave Measurement 被引量:8
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作者 Feng Cheng Jianghai Xia +3 位作者 Chao Shen Yue Hu Zongbo Xu Binbin Mi 《Engineering》 2018年第5期685-693,共9页
Passive surface-wave utilization has been intensively studied as a means of compensating for the short-age of low-frequency information in active surface-wave measurement, In general, passive surface-wave methods cann... Passive surface-wave utilization has been intensively studied as a means of compensating for the short-age of low-frequency information in active surface-wave measurement, In general, passive surface-wave methods cannot provide phase velocities up to several tens of hertz; thus, active surface-wave methods are often required in order to increase the frequency range, To reduce the amount of field work, we pro-pose a strategy for a high-frequency passive surface-wave survey that imposes active sources during con-tinuous passive surface-wave observation; we call our strategy "mixed-source surface-wave (MSW) measurement," Short-duration (within 10 min) passive surface waves and mixed-source surface waves were recorded at three sites with different noise levels: namely, inside a school, along a road, and along a railway, Spectral analysis indicates that the high-frequency energy is improved by imposing active sources during continuous passive surface-wave observation, The spatial autocorrelation (SPAC) method and the multichannel analysis of passive surface waves (MAPS) method based on cross-correlations were performed on the recorded time sequences, The results demonstrate the flexibility and applicability of the proposed method for high-frequency phase velocity analysis, We suggest that it will be constructive to perform MSW measurement in a seismic investigation, rather than exclusively performing either active surface-wave measurement or passive surface-wave measurement, 展开更多
关键词 Passive surface wave Active surface wave high frequency Mixed-source surface wave Spatial autocorrelation Multichannel analysis of passive surface waveS
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Contrast validation test for retrieval method of high frequency ground wave radar
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作者 王海龙 郭佩芳 +2 位作者 韩树宗 谢强 周良明 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2005年第1期22-28,共7页
In this paper, on the basis of the working principles of high frequency ground wave radar for retrieval of ocean wave and sea wind elements were used to systematically study the data obtained from contrast validation ... In this paper, on the basis of the working principles of high frequency ground wave radar for retrieval of ocean wave and sea wind elements were used to systematically study the data obtained from contrast validation test in Zhoushan sea area of Zhejiang Province on Oct. 2000, to validate the accuracy of OSMAR2000 for wave and wind parameters, and to analyze the possible error caused when using OSMAR2000 to retrieve ocean parameters. 展开更多
关键词 high frequency ground wave radar ocean wave sea wind contrast validation
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Hierarchical microstructures with high spatial frequency laser induced periodic surface structures possessing different orientations created by femtosecond laser ablation of silicon in liquids 被引量:17
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作者 Dongshi Zhang Koji Sugioka 《Opto-Electronic Advances》 2019年第3期1-18,共18页
High spatial frequency laser induced periodic surface structures(HSFLs)on silicon substrates are often developed on flat surfaces at low fluences near ablation threshold of 0.1 J/cm2,seldom on microstructures or micro... High spatial frequency laser induced periodic surface structures(HSFLs)on silicon substrates are often developed on flat surfaces at low fluences near ablation threshold of 0.1 J/cm2,seldom on microstructures or microgrooves at relatively higher fluences above 1 J/cm^2.This work aims to enrich the variety of HSFLs-containing hierarchical microstructures,by femtosecond laser(pulse duration:457 fs,wavelength:1045 nm,and repetition rate:100 kHz)in liquids(water and acetone)at laser fluence of 1.7 J/cm^2.The period of Si-HSFLs in the range of 110–200 nm is independent of the scanning speeds(0.1,0.5,1 and 2 mm/s),line intervals(5,15 and 20μm)of scanning lines and scanning directions(perpendicular or parallel to light polarization direction).It is interestingly found that besides normal HSFLs whose orientations are perpendicular to the direction of light polarization,both clockwise or anticlockwise randomly tilted HSFLs with a maximal deviation angle of 50°as compared to those of normal HSFLSs are found on the microstructures with height gradients.Raman spectra and SEM characterization jointly clarify that surface melting and nanocapillary waves play important roles in the formation of Si-HSFLs.The fact that no HSFLs are produced by laser ablation in air indicates that moderate melting facilitated with ultrafast liquid cooling is beneficial for the formation of HSFLs by LALs.On the basis of our findings and previous reports,a synergistic formation mechanism for HSFLs at high fluence was proposed and discussed,including thermal melting with the concomitance of ultrafast cooling in liquids,transformation of the molten layers into ripples and nanotips by surface plasmon polaritons(SPP)and second-harmonic generation(SHG),and modulation of Si-HSFLs direction by both nanocapillary waves and the localized electric field coming from the excited large Si particles. 展开更多
关键词 high spatial frequency LASER induced periodic surface structures SILICON LASER ablation in liquids HIERARCHICAL MICROSTRUCTURES femtosecond LASER high fluence formation mechanism surface melting nanocapillary wave surface plasmon polaritons second-harmonic generation
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基于多帧聚类的紧凑型HFSWR虚假点迹识别方法 被引量:1
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作者 孙伟峰 赵林林 +1 位作者 纪永刚 戴永寿 《系统工程与电子技术》 EI CSCD 北大核心 2024年第2期419-427,共9页
紧凑型高频地波雷达发射功率低,目标检测时信噪比低、虚警率高,会产生大量虚假点迹,影响后续目标跟踪性能。为了滤除虚假点迹,利用目标的运动特性,提出了一种多帧聚类与极限学习机分类两级级联的虚假点迹识别方法。首先,利用基于最优邻... 紧凑型高频地波雷达发射功率低,目标检测时信噪比低、虚警率高,会产生大量虚假点迹,影响后续目标跟踪性能。为了滤除虚假点迹,利用目标的运动特性,提出了一种多帧聚类与极限学习机分类两级级联的虚假点迹识别方法。首先,利用基于最优邻域尺寸的多帧聚类方法,将连续多帧中与待识别点迹属于同一潜在目标的点迹聚类成簇。然后,计算簇内待识别点迹与其相邻帧内点迹的距离-多普勒速度的差分值,以其为特征利用极限学习机辨识虚假点迹。实验结果表明,所提方法能够准确将属于同一目标的点迹聚类,虚假点迹识别率达到95%。 展开更多
关键词 紧凑型地波雷达 虚假点迹识别 多帧聚类 极限学习机
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Surface motion of a semi-elliptical hill for incident plane SH waves 被引量:9
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作者 Jianwen Liang Jia Fu 《Earthquake Science》 CSCD 2011年第5期447-462,共16页
A closed-form analytical solution of surface motion of a semi-elliptical cylindrical hill for incident plane SH waves is presented. Although some previous analytical work had already dealt with hill topography of semi... A closed-form analytical solution of surface motion of a semi-elliptical cylindrical hill for incident plane SH waves is presented. Although some previous analytical work had already dealt with hill topography of semi-circular and shallow circular, our work aims at calculating surface motion of very prolate hill for high incident frequency, and explaining the special vibrating is checked by boundary conditions, numerical results for and some conclusions are obtained. properties of very prolate hill. Accuracy of the solution surface motion of oblate and prolate hills are calculated, 展开更多
关键词 semi-elliptical hill analytical solution plane SH wave surface motion oblate hill prolate hill Mathieu function high frequency
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基于改进DeeplabV 3+的HFSWR电离层杂波及海杂波自动识别
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作者 申家维 易建新 +1 位作者 万显荣 程丰 《太赫兹科学与电子信息学报》 2024年第2期152-159,共8页
针对高频地波雷达(HFSWR)回波谱中背景噪声复杂、杂波占比较小且电离层杂波形态位置各异,难以自动识别的问题,以DeeplabV3+深度学习算法为基础架构并加以改进,提出一种HFSWR电离层杂波及海杂波自动识别方法。选用轻量级MobileNetV2作为... 针对高频地波雷达(HFSWR)回波谱中背景噪声复杂、杂波占比较小且电离层杂波形态位置各异,难以自动识别的问题,以DeeplabV3+深度学习算法为基础架构并加以改进,提出一种HFSWR电离层杂波及海杂波自动识别方法。选用轻量级MobileNetV2作为主干特征网络,加入通道注意力机制模块SENet,实现对杂波标签的侧重学习,优化训练集中各类标签的损失权重;采用模型预训练迁移法对网络进行预训练,解决样本空间过小的问题。实测数据集上的实验结果表明,本方法可以实现HFSWR电离层杂波及海杂波的自动识别。相比原DeeplabV3+算法,杂波识别结果更为准确和精细,海杂波识别结果的平均交并比(mIoU)和准确率(ACC)分别提升2.9%和5.1%;电离层杂波识别结果的mIoU和ACC分别提升3.0%和4.9%。 展开更多
关键词 高频地波雷达 DeeplabV3+算法 通道注意力机制 迁移学习 电离层杂波 海杂波 杂波自动识别
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HFSWR海洋-电离层一体化探测实验与数据分析
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作者 吕哲 于长军 +4 位作者 王霖玮 王榕 陈学坤 崔娜 宋圳 《海洋信息技术与应用》 2024年第2期87-97,共11页
高频地波雷达(High-frequency Surface Wave Radar,HFSWR)凭借其全天时、全天候和超视距探测等方面的能力,在海洋遥感与电离层探测应用方面均取得了阶段性进展,然而当前在海洋-电离层回波联合方面的研究还十分有限。本文基于哈尔滨工业... 高频地波雷达(High-frequency Surface Wave Radar,HFSWR)凭借其全天时、全天候和超视距探测等方面的能力,在海洋遥感与电离层探测应用方面均取得了阶段性进展,然而当前在海洋-电离层回波联合方面的研究还十分有限。本文基于哈尔滨工业大学(威海)HFSWR一体化探测系统,对台风“梅花”过境渤海湾期间的海洋回波与电离层回波进行了数据分析。首先对HFSWR一体化探测系统的整体构成进行了介绍,之后基于Bragg原理对海洋回波进行了海洋径向流速分析,并采用经验模态分解以及HHT变换方法对电离层回波进行能量谱分析。实验结果表明,在台风“梅花”过境期间,海洋回波与电离层回波均出现了明显的特征变化,两者之间存在一定的联动机制。本文提出了进一步研究海洋与电离层之间动力学关系的需要,并强调了HFSWR一体化探测系统的独特体制在海洋-电离层联合研究方面的优势。 展开更多
关键词 高频地波雷达 海洋-电离层一体化探测 台风“梅花” 数据分析
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结合分形维数与跟踪连续性指标的紧凑型地波雷达航迹质量评价方法
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作者 孙伟峰 陈晓雪 《现代雷达》 北大核心 2025年第2期37-44,共8页
准确性和连续性是衡量目标航迹质量的两个重要指标,紧凑型高频地波雷达目标定位精度低,跟踪得到的航迹波动大、易断裂。为了评价紧凑型高频地波雷达跟踪得到的航迹质量,提出了一种结合分形维数与跟踪连续性指标的紧凑型高频地波雷达航... 准确性和连续性是衡量目标航迹质量的两个重要指标,紧凑型高频地波雷达目标定位精度低,跟踪得到的航迹波动大、易断裂。为了评价紧凑型高频地波雷达跟踪得到的航迹质量,提出了一种结合分形维数与跟踪连续性指标的紧凑型高频地波雷达航迹质量评价方法。引入分形维数衡量航迹的波动性,估计雷达航迹与真实航迹之间的波动差异以评价目标航迹的准确性;结合航迹跟踪时长和丢点率评价目标跟踪的连续性,并将三个指标加权形成了航迹综合质量指标。利用仿真和实测地波雷达航迹数据开展了航迹质量评价实验,其结果表明:提出的综合质量指标能够有效地反映航迹质量变化,无需目标状态真实值作为先验信息。分形维数指标与现有利用目标运动参数的归一化质量指标相比,分形维数指标结果的均值标准差减少了67.8%,评价结果更稳定。 展开更多
关键词 紧凑型高频地波雷达 目标跟踪 航迹质量评价 分形维数 层次分析法
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基于CycleGAN网络的高频地波雷达海洋回波去噪研究
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作者 周浩 李炳阳 《现代电子技术》 北大核心 2025年第3期56-60,共5页
高频地波雷达在对海面进行监控和目标跟踪时,必定会受到海杂波及各种噪声的干扰,这些噪声的存在是对船只目标检测的一个重大挑战。为了克服此难题,文中采用循环一致性产生式对抗网络(CycleGAN)对高频地波雷达图像进行降噪处理。在该方法... 高频地波雷达在对海面进行监控和目标跟踪时,必定会受到海杂波及各种噪声的干扰,这些噪声的存在是对船只目标检测的一个重大挑战。为了克服此难题,文中采用循环一致性产生式对抗网络(CycleGAN)对高频地波雷达图像进行降噪处理。在该方法中,将传统的杂波抑制问题转化为杂波抑制前后距离多普勒频谱图像的转换问题。在此基础上,利用海上实验获得的高频雷达回波资料进行实验验证,并与其他组网进行量化比较。实验表明,CycleGAN网络可以有效地对高频雷达回波信号进行去噪处理,在保持目标的前提下,有效地消除了相关干扰。 展开更多
关键词 高频地波雷达 图像去噪 深度学习 杂波抑制 生成对抗网络 距离多普勒
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基于自适应α-β滤波的HFSWR海上目标航迹跟踪 被引量:3
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作者 孙伟峰 纪永刚 +2 位作者 张晓莹 于长军 戴永寿 《海洋科学进展》 CAS CSCD 北大核心 2015年第3期394-402,共9页
针对基于α-β滤波的高频地波雷达海上目标航迹跟踪方法跟踪精度较低、工程适用性较差的问题,提出了一种极坐标下α-β滤波自适应系数选取方法,该方法有效利用了高频地波雷达目标量测参数的特点,能够在跟踪过程中根据实际量测对滤波系... 针对基于α-β滤波的高频地波雷达海上目标航迹跟踪方法跟踪精度较低、工程适用性较差的问题,提出了一种极坐标下α-β滤波自适应系数选取方法,该方法有效利用了高频地波雷达目标量测参数的特点,能够在跟踪过程中根据实际量测对滤波系数进行自适应调整。利用仿真及实测地波雷达数据以及同步AIS航迹对提出方法的航迹跟踪性能进行了实验验证,并与现有自适应系数选取方法的跟踪性能进行了对比,结果表明,本文方法能够得到平滑、持续的航迹输出,跟踪距离远,跟踪率及跟踪精度高。 展开更多
关键词 高频地波雷达 航迹跟踪 Α-Β滤波 自适应系数选取 AIS
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基于Wave Mesh的煤仓煤位监测系统 被引量:2
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作者 杨雪 吴仁宗 +2 位作者 马越豪 张养律 孟凡猛 《煤矿安全》 CAS 北大核心 2020年第12期116-119,共4页
设计了一种基于Wave Mesh的无线测量系统。系统采用26 GHz高频雷达式物位传感器采集煤位数据,雷达传感器将微波信号通过自身的电子线路部分自动转换成煤位信号,并将输出的煤位信号送入STM32F104单片机微处理器进行转换、存储,通过Wave M... 设计了一种基于Wave Mesh的无线测量系统。系统采用26 GHz高频雷达式物位传感器采集煤位数据,雷达传感器将微波信号通过自身的电子线路部分自动转换成煤位信号,并将输出的煤位信号送入STM32F104单片机微处理器进行转换、存储,通过Wave Mesh无线自组网技术实现测量装置与上位机的远距离无线传输。系统的应用情况表明:设计的煤仓煤位测量系统能够方便工作人员实时监测煤位的变化,及时调节输煤机的开关,控制煤位在一个正常的范围内,确保矿井工作的安全正常运行。 展开更多
关键词 监控系统 煤仓煤位 高频雷达物位传感器 wave Mesh STM32F104
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高频毫米波雷达PCB天线方焊盘矩阵精度控制
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作者 黄英海 徐北水 +2 位作者 段李权 陈洋 柯彬彬 《印制电路信息》 2025年第3期22-26,共5页
高频毫米波雷达印制电路板(PCB)天线方焊盘矩阵精度(EA)决定了雷达辐射效率和接收信号的质量及相位,而其EA整体受天线方焊盘内角和外角设计及加工的直接影响。对PCB毫米波雷达天线方焊盘内角与外角图形进行补偿设计和蚀刻处理,并对处理... 高频毫米波雷达印制电路板(PCB)天线方焊盘矩阵精度(EA)决定了雷达辐射效率和接收信号的质量及相位,而其EA整体受天线方焊盘内角和外角设计及加工的直接影响。对PCB毫米波雷达天线方焊盘内角与外角图形进行补偿设计和蚀刻处理,并对处理过程中的相关现象展开研究。利用不同的天线方焊盘矩阵补偿设计模型(内角与外角)与经蚀刻后形成的天线方焊盘矩阵精度数据,制定最佳天线方焊盘矩阵设计补偿方案,以期为高频毫米波雷达PCB板制作提供有力的工程EA设计指导。 展开更多
关键词 高频PCB 毫米波雷达 图形设计 蚀刻
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Adaptive modified hough transform track initiator forHFSWR tracking of fast and small targets 被引量:3
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作者 GuoRujiang YuanYeshu QuanTaifan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第2期316-320,共5页
High frequency surface wave radar (HFSWR) is well proved to have over the horizon (OTH) detection capability to weak aerial targets, such as concealed airplanes or cruise missiles. The most important problem of detect... High frequency surface wave radar (HFSWR) is well proved to have over the horizon (OTH) detection capability to weak aerial targets, such as concealed airplanes or cruise missiles. The most important problem of detection of fast and small targets using HFSWR is earlier warning, i.e. enlargement of detection range oftargets. Therefore, the detection threshold should be decreased as low as possible, but numerous false alarms are brought about at the same time. On this condition, conventional track initiation techniques, which normally require the probability of false alarm to be at the level of 10-6, will initiate enormous false tracks and lead to abnormal operation of tracking system. An adaptive modified hough transform (AMHT) track initiator is proposed accordingly and the relation of detection range to the performance of track initiator is analyzed in this paper. Simulations are performed to confirm the capability of track initiation to fast and small targets in dense clutter by AMHT track initiator. The tolerable probability of false alarm of detector can reach the level of 10 -3 . And it performs better than track initiator based on modified hough transform (MHT). 展开更多
关键词 high frequency surface wave radar track initiation modified hough transform fast targets small targets.
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First order sea clutter cross section for bistatic shipborne HFSWR 被引量:1
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作者 Yongpeng Zhu Yinsheng Wei Peng Tong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第4期681-689,共9页
This paper studies the development on the first order sea clutter cross section for bistatic high frequency surface wave radar (HFSWR). Based on the received first order electric field expression, a closed-form of cro... This paper studies the development on the first order sea clutter cross section for bistatic high frequency surface wave radar (HFSWR). Based on the received first order electric field expression, a closed-form of cross sections is derived to account for the case of receiving antenna array being mounted on the shipborne platform. The uniform linear motion and sway motion components are assumed to be responsible for the observed differences in comparison with the bistatic fixed antenna case. Correspondingly, simulations are conducted to study the sea clutter spectral characteristics for these two cases versus different system parameters and sea state conditions. It is shown numerically that the forward motion component will spread the Bragg lines severely and the influence triggered by the sway motion can be explained as the Bessel function modulation of the ordinary sea clutter spectra. The obtained results have important implications in the application of shipborne HFSWR technology to ocean remote sensing and target detection. 展开更多
关键词 radar cross section (RCS) remote sensing by radar sea clutter high frequency surface wave radar (hfswr)
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Effective Sea Clutter Spectrum Extraction Method for HFSWR in Adverse Conditions 被引量:1
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作者 Yiming Wang Xingpeng Mao +1 位作者 Jie Zhang Yonggang Ji 《Journal of Beijing Institute of Technology》 EI CAS 2017年第3期367-374,共8页
An effective approach in solving the sea clutter spectrum extraction problem is studied in the paper.Different from the conventional signal to noise ratio(SNR)method based on Doppler frequency or range domain inform... An effective approach in solving the sea clutter spectrum extraction problem is studied in the paper.Different from the conventional signal to noise ratio(SNR)method based on Doppler frequency or range domain information,a method is developed to characterize the differences between the sea echo and those interferences are by signal to interference plus noise ratio(SINR)which jointly utilizing the range,Doppler frequency and azimuth domain information.Furthermore,these differences can be adaptable to adverse conditions by forming the necessary boundaries and constraints in searching of the maximum SINR,which greatly promotes the extraction of sea clutter spectrum.The real high frequency surface wave radar(HFSWR)data demonstrate that the proposed method is less influenced by those interferences and can effectively extract the sea clutter spectrum even under the adverse conditions.Furthermore,it has been shown as an effective method for ship detection and sea state remote sensing of HFSWR. 展开更多
关键词 sea clutter spectrum INTERFERENCE high frequency surface wave radar hfswr
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