共查询到20条相似文献，搜索用时 156 毫秒
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海洋锋是重要的中尺度海洋现象,具有数据量小、目标小、弱边缘等特性。针对实际检测任务中弱边缘、小目标海洋锋的检测精度低、错检及漏检率高等问题,融合scSE (spatial and channel Squeeze&Excitation)空间注意力模块构建了一种改进的Mask R-CNN海洋锋检测模型。该方法首先对Mask R-CNN骨干网络结构进行改进,采用scSE模块引导的ResNet-50网络作为特征提取网络,通过加权策略对图像通道和空间位置进行特征突出,提升网络对重要特征的提取能力;其次,针对海洋锋目标边缘定位不准确的问题,引入IoU boundary loss构建新的Mask损失函数,提高边界检测精度。最后,为验证方法的有效性,从训练数据和实验模型上,分别设计多组对比实验。实验结果表明,相比传统Mask R-CNN、YOLOv3神经网络及现有Mask R-CNN改进网络,本文方法对SST梯度影像数据集上的强、弱海洋锋检测效果最好,定位准确率（IoU,Intersection-over-union））及检测精度（mAP,Mean Average Precision）均达0.... 相似文献
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《海洋技术学报》2014,(5)
由黑潮形成的海洋锋斜压性强,对海洋中的声传播带来极大影响,从而对各种依赖声学性质的海洋探测设备的使用造成极大影响,确定黑潮斜压性锋的位置和强度对海洋渔业和军事应用具有重要的意义。通过对海表温度梯度数据和地转流数据的分析,将海表温度梯度与地转流进行融合,从而检测黑潮流边缘的大温度梯度海洋锋。通过对实际数据的试验,说明了融合算法的原理、算法步骤和黑潮斜压性锋检测结果。试验数据表明,文中提出的融合算法能够很好地检测黑潮斜压性锋位置,同时提取其强度,与采用海面温度或地转流数据单一数据源检测相比,文中所述的方法检测位置准确,虚警率低,与文献报道的黑潮位置更为吻合。 相似文献
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利用WEBGIS技术，针对海洋监测数据信息的多源异构、多时空和多尺度的特性，进行空间数据格式集成方法的分析和研究。根据相关的海洋监测预报业务的专业需求，充分利用现有的海洋监测资料，进行数据分析和挖掘、系统规划和研究，建立相关数据库模型Geodatabase，并采用ARCSDE和ARCIMS工具软件来构建海洋监测信息WEBGIS平台。 相似文献
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基于海洋锋空间位置、水平分布结构和垂直扩展特征等时空特征参数,结合海洋锋空间结构几何模型,建立了区域海洋锋温盐三维结构快速重构特征模型,对黄海西部沿岸锋和东海黑潮中段锋锋区温度场进行了仿真计算,并与实测数据进行了比较分析,实验结果表明：仿真结果与实测数据符合较好,实验结果验证了特征模型的有效性和可推广性。海洋锋区声速具有明显的水平梯度变化,对声纳的水下探测和反探测产生显著影响,因此,需要建立实时估计获取锋区水下温、盐结构的方法。海洋锋特征模型能够快速有效地重构海洋锋区温度场,为实时获取海洋锋水下结构特征提供了方法。 相似文献
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海底影像存在着对比度低、噪声污染严重、图像质量差等问题，采用传统算子的海底管线边缘图像中含有大量的无用和断裂边缘信息。文中将多尺度边缘检测和匹配跟踪相结合，提出利用平稳小波变换的海底管线边缘检测方法；在提取边缘的同时利用匹配跟踪手段对噪声干扰进行抑制，提高图像目标边缘检测质量。通过对海底管线和测试图像边缘检测实验表明，文中所提出的方法在抑制图像噪声的干扰、提高水下目标边缘完整性方面明显优于传统的边缘提取算子，证明该算法的有效性。 相似文献
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Due to the need of rapid and sustainable development in China’s coastal zones, the high-resolution information theory using data mining technology becomes an urgent research focus. However, the traditional pixel-based image analysis methods cannot meet the needs of this development trend. The paper attempts to present an information extraction approach in terms of image segmentation based on an object-oriented algorithm for high-resolution remote sensing images. An aim of the author’ research is to establis... 相似文献
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珠江口是我国沿海地面沉降灾害较严重地区之一,长期地面沉降威胁着人类生产生活的质量和安全。针对传统InSAR在河口等沿海地区空间采样率不足的现状,采用基于KS检验和特征分解的DS-InSAR时序分析方法,获得了珠江口地区2015—2018年间地面沉降监测数据,并分析了几处沉降严重地区的沉降特征和原因。采用的DS-InSAR方法在沥青路面、裸土等非城市区域提取了较大密度的高相干点,提高了时序InSAR形变反演的精度。研究表明,研究区域总体呈地面沉降趋势且分布不均匀,珠江三角洲西北部和东南部为主要沉降区,最大沉降速率可达25 mm/a,珠江口西岸沉降相对东岸分布更广,沉降量更大。 相似文献
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高质量的海洋自然资源管理离不开数据和信息的支撑。鉴于海洋数据的特殊性，海洋数据处理常涉及长时间序列或大空间范围的处理工作，对于此类密集型计算为主的数据处理，通用型云平台存在效率不高的突出问题。文章在全面分析Hadoop平台原生资源调度算法的基础上，结合海洋数据处理密集型计算的特点，创新性地提出了基于竞争模型的遗传算法任务调度策略(CGA),有效地解决了遗传算法求解速度受初始化种群与种群进化测量影响较大的问题。此外，为加快收敛速度，引入竞争机制，构建基于种群竞争的自适应进化模型。通过实际验证和比对，证明改进后的算法在收敛速度及收敛结果的稳定性上都优于传统算法，有效地改进了海洋云平台资源调度的能力，提升了海洋数据的处理效率。 相似文献
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Takuji Waseda Leland Jameson Humio Mitsudera Max Yaremchuk 《Journal of Oceanography》2003,59(2):187-200
Wavelet Analysis provides a new orthogonal basis set which is localized in both physical space and Fourier transform space.
Empirical Orthogonal Functions (EOFs), on the other hand, provide a global representation of data sets. Here we investigate
the various ways in which one can combine these basis sets for optimal representation of data. EOFs represent the global large
scale information and wavelet analysis are used to supplement this large scale information with local fine scale information.
Here we begin to explore the application of these two basis sets for outputs from an Ocean General Circulation Model and we
explore various applications, including data assimilation.
This revised version was published online in July 2006 with corrections to the Cover Date. 相似文献
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Patterns of Coral Distribution and Benthic Space Partitioning on the Fringing Reefs of Southern Taiwan 总被引：2，自引：0，他引：2
Abstract. The distribution pattern of corals and benthic space partitioning patterns on the fringing reefs of southern Taiwan were studied by the line-transect method. The bathymetric distribution of corals in the study area was basically homogeneous except on the protected reef slopes and the exposed reef fronts and terraces. Corals on protected reef slopes are mainly foliaceous, including Montipora foliosa, Merulina ampliata, Mycedium elephantotus , and Pachyseris speciosa , but the dominant species on a reef slope vary from site to site. The formation of the foliaceous coral community is possibly related to a complex of environmental factors, chance, and biological interactions. The reef fronts and submarine terraces of exposed areas are dominated by alcyonacean corals. The most abundant species are Sarcophyton trocheliophorum, S. crassocaule , and Lobophytum sarcophytoides ; their distributions are relatively homogeneous. The formation of alcyonacean-dominated assemblages can be related to the special adaptive strategies of these corals. In regard to space partitioning patterns, the major space occupiers on those reefs exposed to storm disturbances are alcyonacean soft corals, scleractinian corals, and algae; on reefs protected from storms, scleractinian corals and algae dominate. Two conspicuous features of the study area are the high proportion of space occupied by algae and the abundant unoccupied space. The dense algal cover is possibly caused by sewage pollution and overfishing of the reef area. The unoccupied space is most likely related to the high frequency of typhoon disturbances. 相似文献
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针对固定粒子数PF-TBD算法计算量大、复杂环境下地波雷达海上船只目标检测与跟踪性能不佳的问题,本文将粒子滤波方法应用于地波雷达船只目标检测与跟踪中,提出了基于自适应粒子滤波的地波雷达目标检测与跟踪联合处理方法。该方法结合地波雷达回波谱中目标展宽特性,充分利用了地波雷达回波谱中面目标的粒子权重信息来设置粒子自适应采样策略,提高了目标检测和跟踪联合处理的效果。通过地波雷达实测数据的目标跟踪结果及与同步AIS信息的比对分析,结果表明:提出的检测跟踪联合处理方法在对低信噪比、快速机动等复杂环境下的多目标跟踪时,可提高目标整体跟踪性能。 相似文献
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针对利用传统瞬时水边线提取方法处理高分辨率遥感影像存在提取结果不连续、效率不高和无法同时提取多片水域等问题, 提出了一种顾及轮廓信息和距离正则化水平集演化(distance regularized level set evolution, DRLSE)模型的遥感影像瞬时水边线快速提取方法, 并将其应用于福建泉州附近海域瞬时水边线提取。首先,使用DRLSE模型提取地物轮廓信息, 以解决经典阈值方法水边线提取结果不连续问题; 其次, 利用DRLSE模型的初始矩形轮廓中心位置和周长信息, 对噪声点等轮廓进行自动剔除, 并提取多片水域, 以提高瞬时水边线提取后处理效率。研究结果表明:相较于泛洪算法、Canny算子和CV(Chan-Vese)模型, 应用本方法进行大陆海岸线瞬时水边线提取更高效, 且提取结果连续、精度更高。 相似文献
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针对传统分类方法易受到"同物异谱"和"同谱异物"影响，致使河口湿地覆盖分类精度较低的问题，提出一种基于遗传算法优化BP神经网络分类算法。以江苏省临洪河口湿地为研究区，选用哨兵Sentinel-2影像，经辐射校正、大气校正和图像裁剪等预处理后，构建基于自适应遗传算法优化的BP神经网络算法开展临洪河口湿地土地覆盖分类研究，并与传统BP神经网络、支持向量机和随机森林算法进行精度比较。研究结果表明：遗传算法优化后的BP神经网络算法开展河口湿地土地覆盖分类的总精度为96.162 7%，Kappa系数为0.952 0；与传统BP神经网络、支持向量机和随机森林分类算法的分类总精度相比，分别提高了7.359 7%、11.677 9%和6.042 4%；对应的Kappa系数也相应提高了0.090 8、0.118 0和0.074 8；有效解决了河口湿地土地覆盖分类精度低的问题。遗传算法优化后的BP神经网络可实现河口湿地土地覆盖的高精度分类，促进湿地资源的合理开发和保护，为实现海洋生态文明建设提供技术支撑。 相似文献
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V. A. Davidovich 《Oceanology》2014,54(1):95-101
The recognition of fronts when describing the ocean’s circulation has been long appreciated. The advent of satellite oceanography led to developing methods for automated front detection using satellite composite SST data. In this work, we present an algorithm for front detection based on gradients-isotherms analysis. The algorithm detects a front as a sequence of isotherms having some special characteristics. This approach makes it possible to detect individual fronts (for instance, a slope water edge or the northern edge of the Gulf Stream) directly without preliminary detection of all the fronts in the system. The algorithm combines simplicity of implementation and high computational efficiency with good accuracy and high reliability. 相似文献
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《Oceanic Engineering, IEEE Journal of》1979,4(2):52-59
Estimation of ship rotational motions induced by ocean waves plays a central role in many navigation and fire control applications. Inertial-type instruments are available which give good measurements of the attitude, but some form of signal processing is necessary to obtain angular rates or predict attitudes. Using optimal moving-average (or transversal) filters, we can obtain very good estimates of attitude rates as well as predictions of these values. Filter parameters can be changed adaptively to maintain good performance as the ship changes heading or velocity. The problem of designing these optimal filters is examined in detail and numerical results are given for a particular set of conditions. Two implementations of the adaptive filter are discussed. One is based on a recursive estimation of the process autocorrelations with the filter coefficients being recomputed at periodic intervals or whenever nonstationary conditions are detected. The second implementation is based on Widrow's LMS algorithm. Both alternatives for the adaptive filter implementation are quite reasonable in terms of their computational requirements. The steady-state performance analysis can be considered to be a lower bound on the errors incurred by an adaptive filter. 相似文献