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1.
针对数值预报和人工经验预报在近岸定点表层海温(sea surface temperature, SST)预报中预报准确度不高,将近岸台站定点SST预报转换为多元时间序列预测任务,应用卷积神经网络(convolutional neural networks, CNN)构建近岸台站定点SST时间序列变化模型,对近岸台站每日最高海温、最低海温、平均海温进行预报,并与人工经验方法和长短期记忆网络(long short-termmemory,LSTM)方法进行对比试验。结果显示,在测试数据中相比人工经验预报,CNN方法全年日最高海温预报平均绝对误差(mean absolute error, MAE)为0.36℃,平均下降0.14℃,均方根误差(root mean squared error, RMSE)为0.49℃,平均下降0.21℃,日最低海温预报MAE为0.36℃,平均下降0.17℃, RMSE为0.63℃,平均下降0.24℃,日平均海温预报MAE为0.30℃, RMSE为0.47℃,预报性能和LSTM模型预报性能相当。研究表明CNN应用于近岸SST预报具有可行性,能够有效地提高SST预报准...  相似文献   

2.
基于MM5的青岛近海风速精细化预报   总被引:1,自引:0,他引:1  
本文采用每天发布预报前两个小时的实况信息以及青岛近海风速日变化特征对中尺度模式MM5输出的定点逐时风速预报进行了订正.实践证明,此种数值产品释用方法行之有效.总体而言,可以较大程度地提高风速预报准确率,为实现风速定点、定时、定量的精细化预报提供了较为理想的客观预报方法.2006年8月,通过该方法获得的风速客观预报产品在"青岛国际帆船赛"中发挥了重要作用.  相似文献   

3.
尝试利用卫星遥感高分辨率海表温度资料GHRSST (Group for High Resolution Sea Surface Temperature) 与海表温度(sea surface temperature, SST)数值预报产品之间的误差, 建立一种南海SST模式预报订正方法。首先, 利用南海的Argo浮标上层海温数据对GHRSST 海温数据进行验证, 结果表明两者之间均方根误差约为0.3℃, 相关系数为0.98, GHRSST 海温数据可用于南海业务化数值预报SST的订正。预报订正后的SST与Argo浮标海温数据相比, 24h、48h和72h的均方根误差均由0.8℃左右下降到0.5℃以内。与GHRSST 海温数据相比, 南海北部海域(110°E—121°E, 13°N—23°N)订正后的24h、48h和72h的SST预报空间误差均显著减小, 在冷空气影响南海期间或中尺度涡存在的过程中, SST预报订正效果也较为显著。因此, 该方法可考虑在南海业务化SST数值预报系统中应用。  相似文献   

4.
数值模式与统计模型相耦合的近岸海浪预报方法   总被引:2,自引:2,他引:0  
针对数值模式和统计模型预报近岸海浪存在的局限性,构建了数值模式和统计模型相耦合的近岸海浪预报框架,在模式计算格点和近岸预报目标点之间定义一个海浪能量密度谱传递系数,通过经验正交函数分解和卡尔曼滤波方法建立传递系数的统计预报模型并与数值模式进行耦合。经过对近岸波浪观测站1a的预报试验表明:该方法能够提高近岸海浪有效波高预报精度,有效波高的均方根误差降低了约0.16m,平均相对误差降低约9%。进一步试验和分析发现,该方法的预报有效时间小于24h,将海浪能量密度谱经过分解后得到的基本模态反映了近岸波侯的主要特征,海浪能量密度谱传递系数的变化体现了波侯的季节变化特点。  相似文献   

5.
《海洋通报》2003,22(5):50-57
以一维水温垂直分布数值模型为例,探索 Kalman 滤波法在海温观测数据同化中的应用。文中给出了在 165°E 赤道海域将连续观测的海温资料同化到模型中的 Kalman 滤波法试验,计算结果表明该同化方法对改进海温数值计算是十分有效的。  相似文献   

6.
变分伴随数据同化方法在断面海温数值计算中的应用研究   总被引:3,自引:0,他引:3  
以二维断面海温分布模型为例,利用海温实际观测数据,将变分伴随方法应用于断面海温初始场的优化。讨论了变分伴随方法的基本思想,分别从模型方程的连续和离散形式出发推导伴随模型系统,并对这两种途径建立的伴随系统之间的相互关系进行了分析。数值试验的结果表明了变分伴随数据同化方法在海温数值计算和数值预报业务中的良好的应用前景。  相似文献   

7.
王兆毅  李云  王旭 《海洋预报》2020,37(4):59-65
基于海温数值预报系统和偏差订正释用方法,开发了中国近岸海域基础预报单元海温预报指导产品,并对2018年7月—2019年9月长时间序列的预报结果进行了检验评估。结果表明:该产品对未来3 d预报的日平均绝对误差分别达到了0.17℃、0.30℃和0.38℃,预报准确度良好,能够为我国县级海域提供较为准确的海温预报产品。  相似文献   

8.
基于Stacking(ET-ET)的机器学习算法,利用美国国家环境预报中心再分析数据和MGDSST海温融合数据,建立了一套高效的海温长期预报方法,并在南海北部海域开展了1 a的表层海温长期预报实验。结果表明:基于Stacking(ET-ET)机器学习模型的表层海温长期预报的均方根误差降至0.52℃,平均绝对百分比误差降至1.58%,明显优于基于支持向量机、人工神经网络和长短期记忆模型的预报结果。  相似文献   

9.
海表温度是表征海洋表层热力状况的重要海洋参数,日均全天候覆盖的海温观测数据可为服务台风监测及其他海洋灾害时空演变的精细化预报提供数据支撑。可见光红外扫描辐射计和中分辨率光谱成像仪反演的海温产品具有较高的空间分辨率,但是红外遥感反演的海温产品受到云、雾和霾的影响,在云下存在大面积、无规律的缺值;微波辐射计反演的海温产品空间分辨率低,但可穿透云层,实现全天候海温观测。本文基于风云三号B、C、D三颗极轨气象卫星红外和微波遥感仪器反演的海温资料,利用经验正交函数插值法(DINEOF)重构得到全球海表温度产品。与全球分析场日平均海温OISST数据进行比较可知:原始海温资料的均方根误差为0.59~0.70℃,DINEOF重构后海温资料均方根误差降至0.10~0.34℃;相关系数从0.33~0.48提升到0.78~0.98。多传感器重构海温数据空间分布上连续可信,能够监测不同季节的海温变化特征及暖池空间模态。风云三号气象卫星微波遥感的加入显著提升了重构海温的空间连续覆盖率和时间分辨率。  相似文献   

10.
根据钓鱼岛海域海监巡航执法保障预报、重点海洋安全保障目标精细化预报等海浪业务化预报工作的新需求,基于 WRF 海面风场预报模型,利用结构网格海浪模型WaveWatch 芋和非结构网格海浪模型SWAN (Simulating Waves Nearshore) 的嵌套计算,建立一套适用于东海区和上海近海的海浪数值预报系统。通过不同数值实验,证明此系统的稳定性和时效性。 利用观测数据对连续2 个月的有效波高值的预报结果进行检验,结果表明:24小时预报平均绝对误差在0.3 m以下;48 小时 预报平均绝对误差在0.5 m以下;72 小时预报平均绝对误差在0.7 m以下,且误差极值主要是由台风过程引起,但预报趋势 仍值得参考。对2次台风过程采用不同风场源数据进行对比试验,结果显示采用实况路径的后报风场,海浪预报精度明显改 善。对于近岸区域采用嵌套计算的SWAN模型预报结果比WaveWatch III 模型预报结果精度显著提高,证明建立的海浪数值 预报系统在满足“稳定性”和“时效性”的基础上,各尺度和分辨率的预报产品“准确性”也能得到保证。  相似文献   

11.
The interdependence between the seismo-acoustic properties of a marine sediment and its geotechnical/physical parameters has been known for many years, and it has been postulated that this should allow the extraction of geotechnical information from seismic data. Though in the literature many correlations have been published for the surficial layer, there is a lack of information for greater sediment depths. In this article, a desktop study on a synthetic seafloor model illustrates how the application of published near-surface prediction equations to subsurface sediments (up to several tens of meters burial depth) can lead to spurious predictions. To test this further, acoustic and geotechnical properties were measured on a number of sediment core samples, some of which were subjected to loading in acoustically-equipped consolidation cells (oedometers) to simulate greater burial depth conditions. For low effective pressures (representing small burial depths extending to around 10 meters subsurface), the general applicability of established relationships was confirmed: the prediction of porosity, bulk density, and mean grain size from acoustic velocity and impedance appears generally possible for the investigated sedimentary environments. As effective pressure increases through, the observed relationships deviate more and more from the established ones for the near-surface area. For the samples tested in this study, in some instances increasing pressure even resulted in decreasing velocities. There are several possible explanations for this abnormal behavior, including the presence of gas, overconsolidation, or bimodal grain size distribution. The results indicate that an appropriate depth correction must be introduced into the published prediction equations in order to obtain reliable estimates of physical sediment properties for greater subsurface depths.  相似文献   

12.
Specific properties of the interannual sea level variations and annual tides in the Northwestern Pacific were studied. Several tide stations were monitored. The monthly mean sea level for the year of 1995 was analyzed at each tide station. A seismic event in 1995, some tectonic activity around the subject area, and the Kuroshio (the oceanic western boundary current) may possibly contaminate results which would have occurred from the astronomical annual tide alone.  相似文献   

13.
The effect of different fixation and storage protocols on the flow cytometric (FCM) simultaneous analysis of bacterioplankton and phytoplankton in coastal seawater samples (Mediterranean coastal lagoons) was investigated. FCM measurements (cell number, fluorescence and scatter characteristics) were obtained through DAPI staining. Three fixatives [glutaraldehyde (GA), formaldehyde (FA) and paraformaldehyde (PFA)] and two storage (3 months duration) methods (5 °C and −196 °C) were tested. Two dominant populations were detected in studied samples: bacteria and eukaryotic picophytoplankton. Adding fixatives (2% final concentration) appears necessary to obtain FCM exhaustive counts of all the bacteria and phytoplanktonic cells. This was related to the permeation effect of fixatives which allowed a better DAPI staining of the cells. Maximum fluorescence, i.e. optimal staining of the cells was obtained with FA or PFA, and significant lower fluorescences with GA. Fixed samples stored at 5 °C induced rapid cell loss. Only storage in liquid nitrogen of samples fixed with FA or PFA, allows mid-term (≥4 months) preservation of bacteria or picophytoplankton cell numbers, and limited evolution of DAPI-induced fluorescence and scatter characteristics.  相似文献   

14.
15.
《海洋学报(英文版)》2014,(9):F0003-F0003
<正>Acta Oceanologica Sinica(AOS)is a comprehensive academic journal edited by the Editorial Committee of Acta Oceanologica Sinica and is designed to provide a forum for important research papers of the marine scientific community which reflect the information on a worldwide basis.The journal publishes scholarly papers on marine science and technology,including physics,chemistry,biology,  相似文献   

16.
The relationship between the flux of exotic benthic foraminiferal tests (i.e. tests which are supplied from open-sea sources alone) in a tidal inlet and that of bulk sediment was analysed, which can be expressed as two first-order linear equations. According to this relationship, in order to determine net sediment transport directions in the entrance, the test concentration in surficial sediments of the tidal basin can be compared against a ‘ critical level ’. The critical level is determined for the conditions that no net transport of bulk sediment is present within the entrance. If the observed concentration (averaged over the tidal basin) is higher than the simulated critical level, then the net sediment transport is directed to landward. This method is applied to the analysis of net sand transport at Christchurch Harbour, a tidal inlet system located in southern England. In this investigation, concentrations of exotic foraminiferal tests in the surficial sediments of the tidal basin and ebb tidal delta area were obtained from the analysis of sea-bed sediment samples. A series of probable critical levels were calculated based upon the data sets with regard to: (1) sediment discharge from the rivers; (2) magnitude of sediment discharge within the entrance during the ebb; (3) the test concentration outside the harbour; (4) the thickness of the moving layer; and (5) two parameters associated with dispersive processes. The results show that the concentration in the tidal basin sediment is higher than a number of simulated critical concentrations for representative cases. Consequently, the high level of the concentration of exotic benthic foraminiferal tests within the harbour should be explained as a result of landward net transport of sands within the entrance.  相似文献   

17.
18.
The behaviour of an axially pre-loaded cylindrical member of an offshore structure, hit by a supply ship, has been investigated. The effects of axial pre-loading on the dynamic properties of members, the extent of damage and propagation of dynamic instability in the tubular members have also been investigated. Numerical models have been validated using available experimental data from the literature although these are mostly static with no pre-loading. Axial pre-loading was found to change the dynamic characteristics of some cylindrical members quite dramatically while it had no significant effect on others. The study examined whether there was any change in the behaviour between local and global modes when the loading was dynamic rather than static. The effect of damping on the dynamic instability of axially pre-loaded tubes under lateral dynamic loads was also studied. It was observed that for some geometries the quasi-static response can be used to define the boundary between bounded and unbounded dynamic responses. The main contribution of this study, compared with previous investigations reported in the literature, is that both pre-loading and dynamic effects have been included.  相似文献   

19.
Observations on seafloor features from subbottom profiling and seabed photography data show that the undisturbed and natural conditions before the benthic disturbance undergo a substantial change after operation of the disturber. The effects can be seen in the form of deep trenches and grooves, formed by the action of the sleds and the pumping of the sediment along its path, as well as sediment piles on either side of the track. Biological traces such as fecal coils, casts, tubes, burrows, and trails get obliterated in the areas of disturbance and resedimentation. The smooth, uniform nature of the seafloor observed in predisturbance phase shows microtopographic changes in and around the disturbed area as a result of sediment excavation and resettlement. Vertical mixing as well as lateral transport of sediment alter the geological, biological, physical, and chemical conditions on the seafloor, which need to be monitored over time to assess the process and the time taken for restoration of environmental conditions.  相似文献   

20.
Abstract. Long-term changes in the distributional patterns of commercial sponges ( Spongia spp. and Hippospongia spp.) within the West Indian Region indicates that: 1) commercial sponges had a widespread distribution throughout the whole West Indian Region and were ubiquitous in very shallow water until about the first half of the present century; 2) they were fished commercially not only in the traditional northern Caribbean sites (Florida, Gulf of Mexico, Bahamas) but also in the Greater ( e. g. , Hispaniola, Jamaica) and Lesser Antilles; and 3) they became extinct throughout most of the Lesser Antilles ( e. g. , Puerto Rico, Vieques, St. Thomas) sometime during the first half of this century. Mortalities of spongiids within the Antilles were found to differ from other marine mortalities in that: 1) species disappeared from a large region; 2) species vanished from different habitats and depths; and 3) natural populations never recovered. Species richness patterns suggest that commercial sponge genera ( Spongia and Hippospongia ) evolved under slightly cooler elimatic conditions than those found at present, and that these extinctions occurred as a direct or indirect effect of positive thermal anomalies in sea surface and atmospheric temperatures between 1900–1950. The concept that species diversity is stable on a regional scale is questioned.  相似文献   

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