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Performance of a data-driven technique applied to changes in wave height and its effect on beach response 被引量:1
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作者 José M.Horrillo-Caraballo Harshinie Karunarathna +1 位作者 Shun-qi Pan Dominic Reeve 《Water Science and Engineering》 EI CAS CSCD 2016年第1期42-51,共10页
In this study the medium-term response of beach profiles was investigated at two sites: a gently sloping sandy beach and a steeper mixed sand and gravel beach. The former is the Duck site in North Carolina, on the ea... In this study the medium-term response of beach profiles was investigated at two sites: a gently sloping sandy beach and a steeper mixed sand and gravel beach. The former is the Duck site in North Carolina, on the east coast of the USA, which is exposed to Atlantic Ocean swells and storm waves, and the latter is the Milford-on-Sea site at Christchurch Bay, on the south coast of England, which is partially sheltered from Atlantic swells but has a directionally bimodal wave exposure. The data sets comprise detailed bathymetric surveys of beach profiles covering a period of more than 25 years for the Duck site and over 18 years for the Milford-on-Sea site. The structure of the data sets and the data-driven methods are described. Canonical correlation analysis (CCA) was used to find linkages between the wave characteristics and beach profiles. The sensitivity of the linkages was investigated by deploying a wave height threshold to filter out the smaller waves incrementally. The results of the analysis indicate that, for the gently sloping sandy beach, waves of all heights are important to the morphological response. For the mixed sand and gravel beach, filtering the smaller waves improves the statistical fit and it suggests that low-height waves do not play a primary role in the medium-term morohological resoonse, which is primarily driven by the intermittent larger storm waves. 展开更多
关键词 Beach profile Canonical correlation analysis Data-driven technique Empirical orthogonal function FORECAST Statistical model wave height threshold
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Non-conventional modeling of extreme significant wave height through random sets 被引量:2
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作者 ZHANG Yi LAM Jasmine Siu Lee 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2014年第7期125-130,共6页
The analysis and design of offshore structures necessitates the consideration of wave loads. Realistic modeling of wave loads is particularly important to ensure reliable performance of these structures. Among the ava... The analysis and design of offshore structures necessitates the consideration of wave loads. Realistic modeling of wave loads is particularly important to ensure reliable performance of these structures. Among the available methods for the modeling of the extreme significant wave height on a statistical basis, the peak over threshold method has attracted most attention. This method employs Poisson process to character- ize time-varying properties in the parameters of an extreme value distribution. In this paper, the peak over threshold method is reviewed and extended to account for subjectivity in the modeling. The freedom in selecting the threshold and the time span to separate extremes from the original time series data is incorpo- rated as imprecision in the model. This leads to an extension from random variables to random sets in the probabilistic model for the extreme significant wave height. The extended model is also applied to different periods of the sampled data to evaluate the significance of the climatic conditions on the uncertainties of the parameters. 展开更多
关键词 offshore engineering extreme value distribution wave height peak over threshold randomset Pareto distribution
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A fuzzy quantification approach of uncertainties in an extreme wave height modeling
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作者 ZHANG Yi CAO Yingyi 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2015年第3期90-98,共9页
A non-traditional fuzzy quantification method is presented in the modeling of an extreme significant wave height. First, a set of parametric models are selected to fit time series data for the significant wave height ... A non-traditional fuzzy quantification method is presented in the modeling of an extreme significant wave height. First, a set of parametric models are selected to fit time series data for the significant wave height and the extrapolation for extremes are obtained based on high quantile estimations. The quality of these results is compared and discussed. Then, the proposed fuzzy model, which combines Poisson process and gener-alized Pareto distribution (GPD) model, is applied to characterizing the wave extremes in the time series data. The estimations for a long-term return value are considered as time-varying as a threshold is regarded as non-stationary. The estimated intervals coupled with the fuzzy theory are then introduced to construct the probability bounds for the return values. This nontraditional model is analyzed in comparison with the traditional model in the degree of conservatism for the long-term estimate. The impact on the fuzzy bounds of extreme estimations from the non stationary effect in the proposed model is also investigated. 展开更多
关键词 offshore engineering extreme value distribution wave height peak over threshold fuzzy set Pareto distribution
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基于图像识别的波面测量方法研究
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作者 陈江南 丁雪滢 +2 位作者 陈松贵 段自豪 有川太郎 《水道港口》 2023年第6期977-984,共8页
针对大比尺波浪水槽波高测量量程大、波浪冲击剧烈的特点,提出基于图像识别的波浪测量方法,并将该方法应用于波浪非线性特征量研究。其测量原理是:在水槽壁上架设摄像机拍摄波面过程,根据给定的采样频率完成对视频的帧提取,通过对图像... 针对大比尺波浪水槽波高测量量程大、波浪冲击剧烈的特点,提出基于图像识别的波浪测量方法,并将该方法应用于波浪非线性特征量研究。其测量原理是:在水槽壁上架设摄像机拍摄波面过程,根据给定的采样频率完成对视频的帧提取,通过对图像畸变校正、图像增强、区域提取、灰度化、二值化、形态学处理和波面识别获得水位数据;在布置连续的摄像机后,可以从空间和时间上观测到波浪形态,进而分析其非线性特征。试验验证表明,运用图像识别的方法测量波高具有大量程、多点位、高精度特点,且实现了波浪非接触测量,对室内波浪观测具有一定的实用价值。 展开更多
关键词 波高 图像处理 阈值分割 非线性特征量
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黄海南部海域的极值波高推算
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作者 王亚欣 梁丙臣 邵珠晓 《河海大学学报(自然科学版)》 CAS CSCD 北大核心 2023年第6期117-122,共6页
以黄海南部海域1979-2018年SWAN模型模拟的海浪后报数据为原始数据集,采用自动化法在原始数据集中提取独立的非热带气旋样本进行极值波高推算研究。选择年N大值法提取极值样本,匹配广义极值分布模型进行拟合,通过分析模型的拟合效果和... 以黄海南部海域1979-2018年SWAN模型模拟的海浪后报数据为原始数据集,采用自动化法在原始数据集中提取独立的非热带气旋样本进行极值波高推算研究。选择年N大值法提取极值样本,匹配广义极值分布模型进行拟合,通过分析模型的拟合效果和外推有效波高的不确定性确定合理的N值范围,并采用阈值法的稳定阈值范围进行了验证。利用这种方法推算得到了黄海南部海域50、100、150、200 a重现期的极值波高,可为黄海南部海域海洋、海岸工程的设计施工提供参考。 展开更多
关键词 极值波高 非热带气旋样本 年N大值法 阈值法 黄海
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基于广义Pareto分布的波高极值序列频率分析 被引量:1
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作者 陈子燊 任杰 《海洋通报》 CAS CSCD 北大核心 2019年第6期656-661,共6页
应用广义Pareto分布(GPD)分析超阈值波高序列的设计值。以位于美国北卡罗来纳州的FRF历时32年连续测量的逐日波高序列为例,检验了不同波高阈值样本的泊松分布,采用多种方法综合确定最佳阈值的拟合优度指标。对最优广义Pareto分布和GEV... 应用广义Pareto分布(GPD)分析超阈值波高序列的设计值。以位于美国北卡罗来纳州的FRF历时32年连续测量的逐日波高序列为例,检验了不同波高阈值样本的泊松分布,采用多种方法综合确定最佳阈值的拟合优度指标。对最优广义Pareto分布和GEV分布及P-Ⅲ分布推算的波高重现水平做了对比分析。得到以下结论:(1)波高的GPD属于短尾型分布;(2)拟合优度指标表明构建的波高GPD模型普遍优于GEV和P-Ⅲ型;(3)GPD的参数估计方法对设计波高的计算结果有较大影响。 展开更多
关键词 广义PARETO分布 广义极值分布 P-Ⅲ型分布 波高阈值 拟合优度指标
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基于U-net卷积神经网络图像分割的波浪测量方法
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作者 任志伟 陈松贵 +1 位作者 王收军 王佳伟 《中国海洋大学学报(自然科学版)》 CAS CSCD 北大核心 2022年第9期125-132,共8页
针对水体运动导致电子传感装置测量结果准确性下降的问题和阈值分割法无法在光照场景下测量波面的问题,文章提出了一种基于U-net卷积神经网络的波浪测量方法。实验过程首先由高清摄像机录制水槽中的波浪运动过程,将视频处理成时间连续... 针对水体运动导致电子传感装置测量结果准确性下降的问题和阈值分割法无法在光照场景下测量波面的问题,文章提出了一种基于U-net卷积神经网络的波浪测量方法。实验过程首先由高清摄像机录制水槽中的波浪运动过程,将视频处理成时间连续的波面图像,其次通过U-net卷积神经网络对波面图像进行图像分割并提取水位线数据信息,最后求出波高和周期。以像素识别结果为基准,将本研究方法的测量结果与波高传感器的测量结果进行误差对比,结果表明U-net卷积神经网络的相对误差最大为2.25%,而传感器误差最大为4.15%,且实验组中U-net卷积神经网络测得平均波高的相对误差均在2.5%以内,平均周期的误差都低于1%。因此,基于U-net卷积神经网络的测量方法可用于实验室的波浪测量。 展开更多
关键词 U-net卷积神经网络 阈值分割 图像分割 波高 周期
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