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1.
人工神经网络技术在海浪预报中的应用   总被引:1,自引:0,他引:1  
陈希  沙文钰  李妍  张韧 《海洋通报》2002,21(2):11-15
利用人工神经网络中的BP算法,建立了南海硇洲岛海区风浪的预报方案。结果表明,人工神经网络方法在海浪的定性及定量预报上,均有较好的拟合历史风浪浪高的能力。该方案对风浪浪高的预报也达到一定的精度。文中还针对BP网络容易产生振荡,易发生不收敛的情况,建立了不同的预报方案并进行了对比分析,达到了较好的预报效果。  相似文献   

2.
以5°S以北印度洋海域为目标区域,基于区域大气模式WRF、海浪模式SWAN和海流模式ROMS,建立了北印度洋风浪流数值预报系统。该系统具有运行稳定、针对性强和产品定制灵活等特点,为海洋环境预报、舰艇航行保障、军事行动准备等提供准确及时的常规和定制风浪流数值预报产品。  相似文献   

3.
一种台风浪的数值预报方法   总被引:13,自引:2,他引:13  
本文介绍由台风实时预报气压场资料、海上风的数值模式和台风浪数值模式三者构成的一种台风浪数值预报方法.在西北太平洋-中国近海20m以上深水区采用1°×1°网格“新型混合型海浪数值模式”[1,2],而在南海和东海近海台风浪多发区内(含浅水区),分成若干小区块,采用(1/4)°×(1/4)°细网格,分别嵌套浅水WAM模式[3].小区域的边界条件由大区域得到的计算结果提供.该方法经过1990、1991、1992年的试报[4]、改进和完善后,于1993年6月开始进入国家海洋预报台的海浪预报业务.已对22个台风过程的台风浪进行模式跟踪预报,即准业务化预报.该方法运行稳定、预报结果也令人满意.1994年7月10日该方法的数值预报产品已在中央电视台午间新闻播出.  相似文献   

4.
以西北太平洋一次"双台风"共同影响下的台风浪为例,针对模式中风摄入和白帽耗散、底摩擦、波破碎、波-波非线性相互作用等海浪物理过程对台风浪预报的影响进行了敏感性试验分析。在此基础上,基于各物理过程最优参数化方案探讨了耦合模式和单独海浪模式的海浪预报性能,分析了耦合模式的海浪预报场分布特征。结果表明:不同海浪物理过程参数化对于波高预报的准确性是有所差异的。在相对最优的海浪各参数化方案组合下,无论耦合模式还是单独海浪模式都能较好地反映波高的变化和分布趋势。相比而言,耦合模式对于台风浪大值区的浪高预报要比单独海浪模式的更接近观测,且可以很好地刻画出双台风影响下浪的分布演变特征,对于西太平洋台风浪的预报具有很好的适用性。  相似文献   

5.
近岸台风浪的嵌套数值模式   总被引:2,自引:0,他引:2  
程展  戴明瑞 《海洋预报》1994,11(4):6-12
本文将混合数值海浪模式与第三代海浪模式结合起来研究近岸台风浪。在西北太平洋及中国海域采用混合数值海浪模式预报海浪,而在近岸台风区域采用包括海底绕射项的WAM模式,该小区域的浪边界条件由大区域上得到的计算结果提供。我们建立的数值近岸台风浪预报系统既利用了混合海模式节省计算机时的优点,又用细网格的WAM模式抓住了近岸海底地形对海浪的作用,该模式的后报结果表明,模式计算的近岸台风浪台站的实测资料符 合料  相似文献   

6.
基于系统构建工作[1],开展北印度洋风浪流数值预报系统后报和准业务化预报,并利用2013年9月—2014年3月共6个月的资料对预报结果进行了统计检验。结果显示北印度洋风浪流数值预报业务运行稳定可靠,大气模式(WRF)72 h预报的500 hPa位势高度距平相关系数达到89%,海浪模式(SWAN)的72 h有效波高预报的相对误差低于20%,海流模式(ROMS)的72 h海表温度预报的均方根误差在0.5℃左右;同时对2013年10月期间孟加拉湾的超级气旋风暴"PHAILIN"的预报结果进行了分析。该风、浪、流预报系统能够较好地预报"PHAILIN"的移动路径、最低气压及相应的海浪和海流过程。该系统的试运行和检验分析结果,对建立新一代海洋环境数值预报系统具有一定借鉴意义。  相似文献   

7.
为了分析中尺度海气浪耦合模式对西北太平洋双台风影响下的海浪预报效果,采用GFS全球预报系统和西北太平洋海洋预报系统预报场驱动区域中尺度海气浪耦合模式,针对西北太平洋一次"双台风"共同影响下的台风浪进行了连续5 d逐日72 h预报,并分析了海浪场预报分布特征,检验了耦合模式的海浪预报性。结果表明,耦合模式能较好地预报出双台风移动路径,以及双台影响下的海浪分布、演变特征。台风浪的最大有效波高与近中心最大风速成正比、中心最低气压成反比的演变规律与模式预报的较为一致,波高的整体预报效果与卫星高度计观测值较为吻合。但台风浪的预报效果受台风强度、所处海域等影响,远海期间海浪的预报效果要优于近海和台风强度明显变化期的。研究结果可为后续耦合模式的台风浪业务化定量预报发展提供有益参考。  相似文献   

8.
随着海南深水网箱养殖规模的不断扩大,海浪精细化预报的需求越来越紧迫。以海南岛周边海域为目标区域,基于近岸海洋模式ADCIRC(Advancedcirculationmodel)和海浪模式SWAN(Simulating WavesNearshore),建立了海南岛近岸养殖区台风浪数值预报系统。该系统采用非结构高分辨率网格,近岸分辨率达到了100m。选取2014年第9号超强台风"威马逊"(RAMMASUN)进行针对海南岛近岸养殖区的台风浪数值模拟后报。模拟结果与实测数据较为吻合。采用全球预报系统GFS(Global Forecast System)风场和气压场数据作为驱动场对2018年7月的一次热带风暴过程进行预报,48小时、24小时预报的有效波高和实测结果比较平均相对误差分别为20.75%和17.0%。总体来说,该模型的预报精度可以满足近岸养殖区台风浪预报业务的需求。  相似文献   

9.
海浪是海洋工程的重要外力之一。本文的目的在探讨莱州湾西部海域的海浪,为该区将要兴建的海洋工程提供有关数据。 文中选用了浅水风浪预报中较重要而常用的五种方法对20、15和10米三条等深线上的七个预报点进行后报。鉴于无风浪的实测资料可资验证,于是我们采取多方面的比较,从中选取较合理的数据作为各预报点附近海域的五十年一遇的海浪要素。  相似文献   

10.
本文介绍海浪预报产品数据库管理系统,包括数据库管理系统的总体设计,硬软件的配置,数据库管理系统的主要内容和解决的关键技术。该数据库管理系统的建成,提供了我国近海和西北太平洋海浪预报的系统性资料,不仅对提高海浪预报准确率提供基础资料,也给海浪中长期预测预报方法研究和区域海洋学研究带来极大帮助。  相似文献   

11.
In order to assess the impact of deep-sea mining on the in situ benthic life, we measured the microbial standing stock and concentration of organic nutrients in the deep-sea sediments of the Central Indian Ocean Basin in the Indian pioneer area. Sediments were collected using box core and grab samples during September 1996. The total bacterial numbers ranged from 10 10 -10 11 cells per g -1 dry weight sediment. There was a marginal decrease in the number of bacteria from surface to 30 cm depth, though the subsurface section registered a higher number than did the surface. The highest numbers were encountered at depths of 4-8 cm. The retrievable number of bacteria were two orders less in comparison with the direct total counts of bacteria. An almost homogeneous distribution of bacteria, total organic carbon, living biomass, and lipids throughout the depth of cores indicates active microbial and benthic processes in the deep sea sediments. On the other hand, a uniform distribution of total counts of bacteria, carbohydrates, and total organic carbon in all the cores indicates their stable nature and suggests that they can serve as useful parameters for long-term monitoring of the area after the benthic disturbance. Further studies on temporal variability in this region would not only verify the observed norms of distribution of these variables but would also help to understand restabilization processes after the simulated benthic disturbance.  相似文献   

12.
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   

13.
This article reviews information recently available from existing marine and coastal mining for responses to environmental issues affecting marine mining at different depths. It is particularly but not exclusively concerned with those issues affecting seabed biodiversity impact and recovery. Much information has been gathered in the past 10 years from shallow mining operations for construction aggregate, diamonds, and gold, from coastal mines discharging tailings to shallow and deep water, and from experimental deep mining tests. The responses to issues identified are summarized in a series of eight tables intended to facilitate site-specific consideration. Since impacts can spread widely in the surface mixing layer SML, and can affect the biologically productive euphotic zone, the main issues considered arise from the depth of mining relative to the SML of the sea. Where mining is below the SML, the issue is whether it is environmentally better to bring the extraction products to the surface vessel for processing (and waste discharge), or to process the extraction products as much as possible on the seabed. Responses to the issues need to be sitespecific, and dependent on adequate preoperational environmental impact and recovery prediction. For deep tailings disposal from a surface vessel, there are four important environmental unknowns: (1) the possible growth of "marine snow" (bacterial flocs) utilizing the enormous quantities of fine tailings particles (hundreds or thousands of metric tons per day) as nuclei for growth, (2) the possibility that local keystone plankton and nekton species may migrate diurnally down to and beyond the depth of deep discharge and hence be subjected to tailings impact at depth, (3) the burrow-up capability of deep benthos and their ability to survive high rates of tailings deposition, and (4) the pattern and rate of dispersion of a tailings density current through the deep water column from discharge point to seabed. Actions to obtain relevant information in general and site-specifically are suggested.  相似文献   

14.
Particle fluxes were measured 7 m above the sea bottom during the predisturbance, disturbance, and postdisturbance periods by using time series sediment traps attached to seven deep-sea moorings deployed in the INDEX experiment site in the Central Indian Basin. The predisturbance particle fluxes varied between 22.3 to 55.1 mg m -2 day -1 . Increased and variable particle fluxes were recorded by the sediment traps during the disturbance period. The increase observed was 0.5 to 4 times more than the background predisturbance fluxes. The increases in particle fluxes (~4 times) recorded by the sediment trap located in the southwestern direction (DMS-1) were the greatest, which could be the result of preferential movement of resuspended particles generated during the deep-sea benthic disturbance along the general current direction prevailing in this area during the experimental period. Also, the traps located closer to the disturbance area recorded greater fluxes than did the traps far away, across the Deep Sea Sediment Resuspension System path. This variability in recorded particle fluxes by the traps around the disturbance area clearly indicates that physical characteristics such as grain size and density of the resuspended particles produced during the disturbance had an important effect on particle movement. The postdisturbance measurements during ~5 days showed a reduction in particle fluxes of ~50%, indicating rapid particle settlement.  相似文献   

15.
海上大直径钢管桩打桩过程中,桩周土体受到强烈扰动而发生强度弱化,掌握桩周土体强度弱化规律对于准确预测打桩过程、保证工程安全具有重要意义。为研究土体强度弱化规律,开展了环剪试验模拟打桩对桩周土体的扰动,测试土体强度随剪切速率的变化规律,建立了描述土体强度弱化规律的拟合公式,引入到打桩分析软件中。研究结果表明:土体的强度折减程度不仅与土体本身的性质有关还受到土体的埋深和剪切速率的影响,埋深越深土体强度折减程度越低,剪切速率越高土体强度折减越高,在打桩分析中可采用这里推荐的线性折减方法来模拟不同深度处土体强度的折减规律。  相似文献   

16.
An acoustic inversion method using a wide-band signal and two near field receivers is proposed and applied to multiple layered seabed models including a manganese sediment. The inversion problem can be formulated into a probabilistic model comprised of signals, a forward model, and additive noise. The forward model simulates wide-band signals, such as chirp signals, and is chosen to be the source-waveletconvolution plane wave modeling method. The wavelet matching technique, using weighted least-squares fitting, estimates the sediment sound-speed and thickness on which determination of the possible numerical ranges for a priori uniform distribution is based. The genetic algorithm is applied to a global optimization problem to find a maximum a posteriori solution for determined a priori search space. Here the object function is defined by an L 2 norm of the difference between measured and modeled signals. Not only the marginal pdf but also its statistics are calculated by numerical evaluation of integrals using the samples selected during importance sampling process of the genetic algorithm.  相似文献   

17.
The advanced piston corer (APC) has been used by the Ocean Drilling Program since 1985 for recovering soft sediments from the ocean floor. The pullout force measured on extracting the core barrel from the sediment is shown to correlate with the average shear strength of the sediment core measured in the ship's laboratory. A simple rule of thumb is derived relating the shear strength of the sediment to the pullout force. Multiple APC holes at individual sites allow the consistency of the pullout measurements to be assessed. The effects of different operational procedures during APC coring are also explored. Although generally applicable, the correlation between pullout force and laboratory measurements of shear strength breaks down for some APC holes, possibly because of the disturbance of some sediment types during the APC coring process. A better understanding of the physical process of APC coring, and its effect on the properties of the sediment both inside and immediately outside the core barrel, would indicate what confidence can be put on the measurement of pullout force as a way of evaluating the in situ shear strength of deep sea sediments.  相似文献   

18.
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   

19.
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   

20.
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