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1.
基于分类回归树算法的东南太平洋智利竹筴鱼渔场预报   总被引:4,自引:0,他引:4  
为了提高智利竹筴鱼渔场预报水平和满足渔业捕捞生产的需要,利用2002—2008年的东南太平洋公海海域捕捞的中国大型拖网渔船共计15艘的生产统计资料,以及海洋环境数据(包括海表温度、叶绿素a浓度、表温距平、叶绿素a浓度距平、海表温度梯度强度和海面高度异常等数据),基于CART的算法,构建了智利竹筴鱼渔场决策树预报模型。用含1 114条记录的数据集对模型进行训练,并采用ROC方法对该模型诊断中心渔场的准确性进行了分析。最后将该模型应用于2009年各月份的智利竹筴鱼中心渔场预报,并与实际渔场位置进行了对比,结果显示预报渔场与实际生产位置基本一致,表明利用CART决策树方法建立智利竹筴鱼渔场预报模型是可行的。  相似文献   

2.
本文利用1998-2016年西北太平洋柔鱼渔业数据及其渔场(35°~45°N,140°~165°E)的海洋遥感环境数据,包括海表温度、海面高度异常和叶绿素浓度,采用基于渔场环境的方法标准化西北太平洋柔鱼单位捕捞努力量渔获量(catch per unit effort,CPUE)。结果表明:柔鱼高频次作业的海表温度范围为10.2~22.2℃(96.05%),海面高度异常范围为-15.9~28.2 cm(97.91%),叶绿素浓度范围为0.0~1.0 mg/m3(96.69%)。名义CPUE和基于环境因子的标准化CPUE年际变化趋势基本一致。但由于柔鱼作业方式高度集中,有效捕捞努力量远低于名义捕捞努力量,以及考虑环境因子影响效应,名义CPUE均低于标准化CPUE。在深入理解鱿钓渔业和其生物学特性的基础上,基于渔场环境因子准化后的CPUE更具代表性,建议在以后的柔鱼资源评估与管理中使用基于渔场环境因子的标准化CPUE。  相似文献   

3.
鲐鱼(Scomber japonicus)是西北太平洋的重要捕捞对象,其分布易受环境变化的影响。为定量分析海表温度和叶绿素浓度等影响因子对渔场分布的作用,文章采用产量重心、地统计插值和广义加性模型等方法,结合2017年西北太平洋2艘灯光敷网渔船的渔捞日志和海洋环境数据,探究该海域的渔场分布变化。研究结果表明:鲐鱼产量和单位捕捞努力量渔获量(CPUE)呈先上升后下降的趋势,其中7月的产量最高,9月的CPUE最高;产量重心于4-9月由SW方向向NE方向移动,并于9-12月返回SW方向;鲐鱼渔场的最适海表温度为14℃~16℃,最适叶绿素a浓度为0.4~1.0 mg/m3;叶绿素a浓度对渔场分布无显著影响,可能与鲐鱼摄食对象的特性有关。  相似文献   

4.
基于水温垂直结构的西北太平洋柔鱼栖息地模型构建   总被引:4,自引:0,他引:4  
根据1998-2004年8~10月中国大陆西北太平洋柔鱼生产数据,结合对柔鱼渔场与各水层水温的分析,以作业次数为基础建立各水层水温的适应性指数(Suitability Index,SI)模型,采用算术平均法(Arithmetic Mean Model,AMM)和几何平均法(Geometric Mean Model,GMM)建立综合栖息地指数(Habitat Suitability Index,HSI)模型;并对1998-2004年8~10月的HSI值与实际作业次数、产量和单船日产量(CPUE)作比较.结果表明,8~10月,HSI>0.6时,AMM的产量和作业次数比重分别占83.4%和80.9%,CPUE均2.1 t/d以上;GMM的产量和作业次数比重分别占73.5%和69.6%,CPUE均2.3 t/d以上.2种模型比较认为,AMM模型稍优于GMM模型.同时,利用2005年8~10月生产数据及水温资料对HSI模型进行验证.结果表明,基于水温垂直结构的栖息地指数模型能较好地预测西北太平洋中心渔场和潜在渔场.  相似文献   

5.
西北太平洋柔鱼渔场分布与涡动能变化的相关关系   总被引:1,自引:0,他引:1  
本研究利用卫星高度计数据计算海洋涡动能(Eddy Kinetic Energy,EKE),根据2010–2016年中国远洋渔业协会鱿钓组提供的西北太平洋柔鱼(Ommastrephes bartramii)渔业生产数据,分析柔鱼渔场的EKE分布特征以及黑潮延伸体EKE的时空变化对柔鱼渔场分布的影响。结果显示,柔鱼渔场的EKE与单位捕捞努力量渔获量(Catch Per Unit Effort,CPUE)呈显著负相关(P <0.01),EKE对CPUE的有效影响范围为0~1 500 cm^2/s^2,最适宜EKE范围为25~150 cm^2/s^2。黑潮延伸体EKE强度由西向东递减,与CPUE年平均呈负相关,相关系数为0.81(P <0.05)。按黑潮延伸体经度范围分为4个子区域,CPUE月平均纬度重心响应该月EKE强度最高的子区域。盛渔期8–10月渔场距离黑潮延伸体在800~1 000 km范围内时,CPUE随距离增加而增大,其中最适宜的距离范围为850~950 km。研究表明,当黑潮延伸体路径弯曲多变时,EKE增大,而柔鱼CPUE变低,渔场位置越偏北。  相似文献   

6.
余为  陈新军 《海洋学报》2017,39(11):97-105
光合有效辐射(PAR)是海洋初级生产力的重要驱动因素之一,因此对海洋鱼类的资源丰度和空间分布产生潜在影响。本文根据2006-2015年1-12月中国鱿钓科学技术组提供的秘鲁外海茎柔鱼捕捞数据和光合有效辐射卫星遥感数据,以单位捕捞努力量渔获量(CPUE)表征资源丰度,以CPUE的纬度重心表征渔场空间分布,评估了东南太平洋秘鲁海域光合有效辐射对茎柔鱼资源变动的影响。结果发现,茎柔鱼渔场的产量、捕捞努力量、CPUE和PAR呈现明显的月间变化,其中CPUE和PAR月间变化规律表现为1-6月降低,7-12月增加的趋势。相关分析法表明,CPUE与PAR呈正相关关系,7月和8月相关性显著,而其余月份相关性不显著。依据频率分布法估算了各月适宜和最适PAR范围,各月最适PAR范围占渔场总面积比例与CPUE呈显著正相关关系,推测茎柔鱼资源丰度可能由各月适宜PAR面积大小决定;同时,最适PAR纬度与CPUE纬度重心呈显著正相关,说明茎柔鱼渔场的空间分布受最适PAR纬度的显著影响。此外,拉尼娜年份茎柔鱼适宜PAR面积要显著高于厄尔尼诺年份。研究表明,茎柔鱼资源丰度和空间分布受光合有效辐射的显著影响,其调控作用在不同气候条件下呈现不同的变化规律。  相似文献   

7.
高雪  陈新军  余为 《海洋学报》2017,39(6):55-61
柔鱼(Ommastrephes bartramii)是西北太平洋重要的经济头足类之一,科学预测柔鱼资源丰度有利于其合理的开发和利用。研究结合1998-2008年北太平洋柔鱼生产统计数据和产卵场环境及其气候因子,使用灰色关联分析和灰色预测建模的方法,对产卵期内(1-4月)影响柔鱼冬春生群体资源丰度(CPUE)的产卵场环境以及气候指标进行分析,并建立柔鱼冬春生群体资源丰度的预报模型。结果表明,产卵期内影响柔鱼冬春生群体资源丰度的因子依次是:3月份产卵场平均海表面温度SST(average sea surface temperature)、1月份太平洋年代际震荡指数PDO(Pacific Decadal Oscillatio index),4月份Niño3.4指标和4月份平均叶绿素浓度Chl a(average chlorophyll a concentration)。灰色预报模型分析表明,基于3月份SST、1月份PDO和4月份Chl a的GM(1,4)模型有着较好的预测效果,其预测准确率在80%以上,可用于西北太平洋柔鱼冬春群体资源丰度的预测。  相似文献   

8.
基于栖息地指数的西北太平洋日本鲭渔情预报模型构建   总被引:2,自引:0,他引:2  
根据2014?2017年5?11月西北太平洋公海灯光围网日本鲭(Scomber japonicus)生产数据,结合同期的环境遥感数据,分别基于捕捞量和作业次数,构建日本鲭栖息地适宜性指数(Habitat Suitability Index,HSI)模型。选取海表水温、海面高度异常和叶绿素a浓度,采用一元指数回归拟合,建立各个环境变量的适应性指数模型,并利用线性规划方法确定各环境因子的权重,从而提高日本鲭HSI模型对渔场的预报精度。利用2018年5?11月的实际捕捞数据对模型进行预报准确率验证,在基于渔获量和作业次数构建的HSI模型中,HSI大于0.7的海域,渔获量平均占比分别为77.29%、76.79%,这表明基于不同权重环境因子的HSI模型能够较好地预测西北太平洋公海日本鲭中心渔场。  相似文献   

9.
基于Schaefer模型的东南太平洋茎柔鱼资源评估和管理   总被引:2,自引:0,他引:2  
东南太平洋茎柔鱼(Dosidicus gigas)是世界范围内最重要的经济头足类之一,也是我国鱿钓渔船的重要捕捞对象。本文根据2003—2012年中国大陆的渔业数据和FAO统计的东南太平洋茎柔鱼产量数据,利用Schaefer模型,基于贝叶斯统计方法,分基准方案和敏感性分析方案对东南太平洋茎柔鱼资源进行评估,并对其管理策略做了风险分析。结果表明,年渔获量和CPUE数据为贝叶斯资源评估模型提供了足够多的信息。2003—2012年捕捞死亡率低于目标参考点F0.1,渔获量小于最大可持续产量,资源量大于目标参考点Bmsy,资源状况良好,未遭受过度捕捞。在基准方案下,最大可持续产量为142.9万吨,维持最大可持续产量的资源量为214.7万吨,此时的捕捞死亡率为0.682;在敏感性分析方案下,最大的可持续产量为152.5万吨,维持最大可持续产量的资源量为229.6万吨,此时的捕捞死亡率为0.691。决策分析和风险分析表明,当捕获率设定为0.3以下时,资源能够得到较好的养护,资源崩溃的可能性很低。将捕获率设定在0.3左右是最适的管理策略,此时的持续产量为99万吨左右。  相似文献   

10.
西北太平洋柔鱼丰度的灰色灾变预测   总被引:1,自引:0,他引:1  
柔鱼(Ommastrephes bartramii)为短生命周期的头足类,其资源丰度极易受海洋环境变化影响,年间波动较大。根据1995?2017年西北太平洋柔鱼渔业生产统计数据,以单位捕捞努力量渔获量(CPUE)作为资源丰度指数,运用灰色灾变预测方法对上、下限灾变年份建立GM(1, 1)模型,预测未来灾变年份。结果显示,以GLM模型标准化CPUE建立的下限灾变预测模型的平均相对误差为15.32%,上限灾变预测模型的平均相对误差为8.19%,模型精度检验等级均为Ⅰ级。研究认为,下一个资源丰年(CPUE大于2.39 t/(船·a))将出现在2021年,资源歉年(CPUE小于2.13 t/(船·a))将出现在2027年;太平洋年代际涛动与El Ni?o-La Ni?a事件是驱使柔鱼丰度大幅度波动的重要因素。该预测结果可为西北太平洋鱿钓生产企业和管理部门提供参考。  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.
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   

13.
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   

14.
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   

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《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   

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A set of 27 marine planktonic bacteria isolated from the polar regions was characterized by 16S rDNA sequencing and physiological and biochemical testing. More than half of these bacteria were positive for caseinase, gelatinase and 13-glucosidase, and could utilize glucose, maltose or malic acid as carbon source for cell growth. Twelve isolates expressed nitrate reduction activities. Except for one antarctic isolate BSwlO175 belonging to Actinobacteria phylum, these isolates were classified as γ-Proteobacteria, suggesting that γ-Proteobacteria dominated in cultivable marine bacterioplankton at both poles. Genus Pseudoalteromonas was the predominant group in the Chukchi Sea and the Bering Sea, and genus ShewaneUa dominated in cultivable bacterioplankton in the Prydz Bay. With sequence similarities above 97%, genus Psychrobacter was found at both poles. These 27 isolates were psychrotolerant, and significant 16S rDNA sequence similarities were found not only between arctic and antarctic marine bacteria ( 〉 99% ), but also between polar marine bacteria and bacteria from other aquatic environments ( ≥ 98.8% ), including temperate ocean, deep sea, pond and lake, suggesting that in the polar oceans less temperature-sensitive bacteria may be cosmopolitan and have a bipolar, even global, distribution at the species level.  相似文献   

20.
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   

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