Oceanography

海洋学
  • 文章类型: Journal Article
    美国墨西哥湾包含一个复杂的现有网络,退役,废弃的石油和天然气管道,在自然设计的海上系统中容易受到许多压力源的影响,包括腐蚀,环境危害,人为错误。这些结构的年龄,再加上极端天气事件的强度和发生因气候变化而增加,已导致有害的环境和运营影响,如碳氢化合物释放事件和管道损坏。为了支持管道基础设施完整性的可重用性评估,补救,和风险预防,开发并发布了美国墨西哥湾管道和报告的事件数据集。这些数据集,除了支持高级分析,是为了通知监管机构,工业,和研究利益相关者。它们包含超过490个与结构信息相关的属性,事件报告,环境负荷统计,海底因素,和潜在的地质灾害,所有这些都是空间上的,在某些情况下,暂时与超过89,000个石油和天然气管道位置相匹配。属性是从公开获取或派生的,可靠的资源,并使用手动操作和自定义脚本的组合进行处理,包括使用超级计算资源的大数据处理。生成的数据集包括空间地理数据库,表格文件,和元数据。这些数据集可通过EnergyDataeXchange®公开获得,由美国能源部国家能源技术实验室开发的精选在线数据和研究图书馆和实验室。本文介绍了数据集的内容,详细说明处理和策展中涉及的方法,并建议应用数据来告知和减轻与墨西哥湾海上管道基础设施相关的风险。
    The U.S. Gulf of Mexico contains a complex network of existing, decommissioned, and abandoned oil and gas pipelines, which are susceptible to a number of stressors in the natural-engineered offshore system including corrosion, environmental hazards, and human error. The age of these structures, coupled with extreme weather events increasing in intensity and occurrence from climate change, have resulted in detrimental environmental and operational impacts such as hydrocarbon release events and pipeline damage. To support the evaluation of pipeline infrastructure integrity for reusability, remediation, and risk prevention, the U.S. Gulf of Mexico Pipeline and Reported Incident Datasets were developed and published. These datasets, in addition to supporting advanced analytics, were constructed to inform regulatory, industry, and research stakeholders. They encompass more than 490 attributes relating to structural information, incident reports, environmental loading statistics, seafloor factors, and potential geohazards, all of which have been spatially, and in some cases temporally matched to more than 89,000 oil and gas pipeline locations. Attributes were acquired or derived from publicly available, credible resources, and were processed using a combination of manual efforts and customized scripts, including big data processing using supercomputing resources. The resulting datasets comprise a spatial geodatabase, tabular files, and metadata. These datasets are publicly available through the Energy Data eXchange®, a curated online data and research library and laboratory developed by the U.S. Department of Energy\'s National Energy Technology Laboratory. This article describes the contents of the datasets, details the methods involved in processing and curation, and suggests application of the data to inform and mitigate risk associated with offshore pipeline infrastructure in the Gulf of Mexico.
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  • 文章类型: Journal Article
    随着北极变暖,海冰覆盖的减少有助于通过大大缩短的运输路线进行运输。自动识别系统(AIS)是监测北冰洋航运的强大数据源。基于在线平台的AIS数据,我们量化了这个地区航运的空间分布,其强度,和季节性变化。航运是异质分布的,幂律指数取决于船舶类别。我们在一维和二维中将估计的指数与公交模型的分析分布进行了上下文化。渔船的空间分布最大,而与货船和油轮相关的较窄运输路线的宽度与海冰面积相关。这些路线的时间演变表明,全年的航运活动时间延长。我们使用AIS数据来量化最近的北极航运,这给更短的路线带来了机会,但可能会影响北极生态系统。
    The reduction in sea ice cover with Arctic warming facilitates shipping through remarkably shorter shipping routes. Automatic identification system (AIS) is a powerful data source to monitor Arctic Ocean shipping. Based on the AIS data from an online platform, we quantified the spatial distribution of shipping through this area, its intensity, and the seasonal variation. Shipping was heterogeneously distributed with power-law exponents that depended on the vessel category. We contextualized the estimated exponents with the analytical distribution of a transit model in one and two dimensions. Fishing vessels had the largest spatial spread, while narrower shipping routes associated with cargo and tanker vessels had a width correlated with the sea ice area. The time evolution of these routes showed extended periods of shipping activity through the year. We used AIS data to quantify recent Arctic shipping, which brings an opportunity for shorter routes, but likely impacting the Arctic ecosystem.
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  • 文章类型: Journal Article
    尽管在伊比利亚半岛海岸报告的第一次赤潮是由于多林格洛丁,了解他们的频率和,特别是,关于促成开花的环境条件仍然很少。出于这个原因,根据1993-2008年记录数据库期间,在夏季的三个加利西亚rias中观察和研究了L.polyedra开花事件;此外,样本于2008年夏季收集。6月和8月,在阿瑞斯和巴奎罗的rias中发生了Polyedra的增殖,分别,在科鲁尼亚的Ria,他们从六月底坚持到九月初。当地表温度达到17℃时,出现了赤潮,具有“季节性热窗”条件,当盐度≥30时,即,“最佳盐度窗口”;当这些参数低于这些阈值时,囊肿萌发减少。还必须存在从沉积物到表面的囊肿运输机制;在Barqueiro的ria中发现这种机制是自然的(潮流),或者在Ares和Coruña的rias中是人为的(疏浚)。在1993-2008年期间,夏季的表面温度通常有利于囊肿萌发(85%至100%);但是,低于10m深度的水温很少达到17°C的阈值(2%至18%)。在这16年期间,疏浚活动可以解释记录的开花事件的71%(Coruña)和44%(Ares)。当盛开在初夏时,有利条件没有导致新的赤潮,可能是由于囊肿发芽所需的滞后期。此外,由于特定年份的夏季上升流脉冲,当水柱中仍有高密度的硅藻(>1,000,000个细胞·L-1)时,不会出现水华。在这项研究中发现的温度-沉积物干扰模式为预防这种鞭毛藻赤潮导致的最终风险提供了有用的工具。
    Despite the fact that the first red tide reported on the coasts of the Iberian Peninsula was due to Lingulodinium polyedra, knowledge about their frequency and, particularly, about the environmental conditions contributing to bloom initiation is still scarce. For this reason, L. polyedra bloom episodes were observed and studied in three Galician rias during the summer season based on the 1993-2008 record database period; additionally, samples were collected in summer 2008. Proliferations of L. polyedra occurred in the rias of Ares and Barqueiro in June and August, respectively, while in the Ria of Coruña, they persisted from the end of June to early September. Red tides developed when the surface temperature reached 17 °C, with \"seasonal thermal window\" conditions, and when salinities were ≥30, i.e., an \"optimal salinity window\"; when these parameters were lower than these thresholds, cyst germination decreased. A cyst transport mechanism from sediments to the surface must also exist; this mechanism was found to be natural (tidal currents) in the ria of Barqueiro or anthropogenic (dredging) in the rias of Ares and Coruña. Surface temperatures during summer were usually favorable for cyst germination (85 to 100%) during the 1993-2008 period; however, water temperatures below 10 m depth only rarely reached the 17 °C threshold (2 to 18%). During this 16-year period, dredging activities could explain 71% (Coruña) and 44% (Ares) of the recorded bloom events. When a bloom episode developed in early summer, favorable conditions did not lead to a new red tide, probably due to the lag period required by cysts for germination. Moreover, blooms did not develop when high densities of diatoms (>1,000,000 cells·L-1) remained in the water column as a result of summer upwelling pulses occurring in specific years. The temperature-sediment disturbance pattern found in this study provides a useful tool for the prevention of eventual risks resulting from red tides of this dinoflagellate.
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  • 文章类型: Journal Article
    动物标签是收集海洋数据的有效工具,可用于填补观测网络中的空间空白。我们部署了第一个电导率,温度,鲑鱼鲨(Lamnaditropis)背鳍上的深度(CTD)卫星标签,以证明鲨鱼监测阿拉斯加湾基本海洋变量和海洋学特征的潜力。2015年夏天,超过1360公里和36天,鲑鱼鲨收集了56个地理定位,温度-盐度曲线。鲨鱼游过一束来自“斑点”的异常咸水,遇到了几个中尺度的漩涡,其地下属性被海洋热浪改变。我们证明,鲑鱼鲨具有充当亚中尺度解析海洋学平台的潜力,并大大增加了阿拉斯加湾观测的空间覆盖范围。
    Animal-borne tags are effective instruments for collecting ocean data and can be used to fill spatial gaps in the observing network. We deployed the first conductivity, temperature, and depth (CTD) satellite tags on the dorsal fin of salmon sharks (Lamna ditropis) to demonstrate the potential of sharks to monitor essential ocean variables and oceanographic features in the Gulf of Alaska. Over 1360 km and 36 days in the summer of 2015, the salmon shark collected 56 geolocated, temperature-salinity profiles. The shark swam through a plume of anomalously salty water that originated from the \"Blob\" and encountered several mesoscale eddies, whose subsurface properties were altered by the marine heatwave. We demonstrate that salmon sharks have the potential to serve as submesoscale-resolving oceanographic platforms and substantially increase the spatial coverage of observations in the Gulf of Alaska.
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  • 文章类型: Journal Article
    亚热带海洋对全球初级生产做出了重大贡献,但是在这些低营养地区占主导地位的浮游植物的命运却知之甚少。在亚热带地中海工作,我们证明了海洋前沿的水俯冲会产生具有异常高碳的3D侵入,叶绿素,和氧气延伸到阳光照射下的光区域进入黑暗的海洋。这些包含新鲜的浮游植物组合,类似于水起源的光带区域。侵入将微生物组合中与深度相关的季节性变化传播到海洋内部。引人注目的是,入侵包括来自非光合细菌的优势生物量贡献和神秘的异养细菌谱系的富集。因此,侵入物不仅提供成分和营养特性与下沉的碎屑颗粒不同的材料,但也推动细菌群落组成的变化,有机物处理,以及表层和深层群落之间的相互作用。与全球观测结果配对的建模工作表明,俯冲作用可以使颗粒有机碳的数量与下沉出口相似,但在目前的出口估计和碳循环模型中没有考虑到。俯冲形成的侵入是在由于气候变暖而扩大的分层亚热带海洋环境中增强地表和中上层生态系统之间连通性的特别重要的机制。
    Subtropical oceans contribute significantly to global primary production, but the fate of the picophytoplankton that dominate in these low-nutrient regions is poorly understood. Working in the subtropical Mediterranean, we demonstrate that subduction of water at ocean fronts generates 3D intrusions with uncharacteristically high carbon, chlorophyll, and oxygen that extend below the sunlit photic zone into the dark ocean. These contain fresh picophytoplankton assemblages that resemble the photic-zone regions where the water originated. Intrusions propagate depth-dependent seasonal variations in microbial assemblages into the ocean interior. Strikingly, the intrusions included dominant biomass contributions from nonphotosynthetic bacteria and enrichment of enigmatic heterotrophic bacterial lineages. Thus, the intrusions not only deliver material that differs in composition and nutritional character from sinking detrital particles, but also drive shifts in bacterial community composition, organic matter processing, and interactions between surface and deep communities. Modeling efforts paired with global observations demonstrate that subduction can flux similar magnitudes of particulate organic carbon as sinking export, but is not accounted for in current export estimates and carbon cycle models. Intrusions formed by subduction are a particularly important mechanism for enhancing connectivity between surface and upper mesopelagic ecosystems in stratified subtropical ocean environments that are expanding due to the warming climate.
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  • 文章类型: Journal Article
    配备传感器的海洋动物为了解其生态生理学提供了重要信息,并收集了有关气候变化和资源管理的海洋学数据。现有的将传感器附着到海洋动物上的方法大多依赖于侵入性物理锚,吸盘,和刚性胶水。这些方法可能会受到限制,特别是粘附到软脆弱的海洋物种,如鱿鱼和水母,包括缓慢的复杂操作,不可靠的固定,组织创伤,和动物的行为变化。然而,软脆弱的海洋物种构成了海洋生物量(>38.3万亿碳)和全球商业渔业的重要部分。在这里,我们介绍了一种用于海洋传感器的基于软水凝胶的生物粘附界面,该界面可以提供快速(时间<22s),坚固(界面韧性>160Jm-2),以及对各种海洋动物的非侵入性粘附。可靠和快速的粘附使大规模,多动物传感器部署以研究生物力学,集体行为,种间相互作用,和并发的多物种活动。这些发现提供了一种有希望的方法,将海洋生物传感的新兴研究领域从大型海洋哺乳动物和鱼类扩展到小型,软,脆弱的海洋动物
    Marine animals equipped with sensors provide vital information for understanding their ecophysiology and collect oceanographic data on climate change and for resource management. Existing methods for attaching sensors to marine animals mostly rely on invasive physical anchors, suction cups, and rigid glues. These methods can suffer from limitations, particularly for adhering to soft fragile marine species such as squid and jellyfish, including slow complex operations, unreliable fixation, tissue trauma, and behavior changes of the animals. However, soft fragile marine species constitute a significant portion of ocean biomass (>38.3 teragrams of carbon) and global commercial fisheries. Here we introduce a soft hydrogel-based bioadhesive interface for marine sensors that can provide rapid (time <22 s), robust (interfacial toughness >160 J m-2), and non-invasive adhesion on various marine animals. Reliable and rapid adhesion enables large-scale, multi-animal sensor deployments to study biomechanics, collective behaviors, interspecific interactions, and concurrent multi-species activity. These findings provide a promising method to expand a burgeoning research field of marine bio-sensing from large marine mammals and fishes to small, soft, and fragile marine animals.
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  • 文章类型: Journal Article
    藻类生物光伏(BPV)技术的成功商业化取决于多方面的方法,包括诸如开发具有成本效益和高导电性的阳极材料等因素。为了解决这个问题,我们开发了一种生产还原氧化石墨烯(rGO)的环境友好方法,使用浓缩小球藻sp。UMACC313悬浮液作为还原剂。随后将所产生的rGO涂布在碳纸(rGO-CP)上并用作BPV装置的阳极。因此,小球藻的最大功率密度增加了950%。UMACC258(0.210mWm-2)和神经球菌的781%。UMACC371(0.555mWm-2)与裸CP相比。通过有效去除氧官能团带来的改善的微藻对阳极的粘附和改善的rGO电导率可能是造成这种情况的原因。这项研究证明了减少微藻的GO如何提高藻类BPV产生生物电的效率。
    The successful commercialization of algal biophotovoltaics (BPV) technology hinges upon a multifaceted approach, encompassing factors such as the development of a cost-efficient and highly conductive anode material. To address this issue, we developed an environmentally benign method of producing reduced graphene oxide (rGO), using concentrated Chlorella sp. UMACC 313 suspensions as the reducing agent. The produced rGO was subsequently coated on the carbon paper (rGO-CP) and used as the BPV device\'s anode. As a result, maximum power density was increased by 950% for Chlorella sp. UMACC 258 (0.210 mW m-2) and 781% for Synechococcus sp. UMACC 371 (0.555 mW m-2) compared to bare CP. The improved microalgae adhesion to the anode and improved electrical conductivity of rGO brought on by the effective removal of oxygen functional groups may be the causes of this. This study has demonstrated how microalgal-reduced GO may improve the efficiency of algal BPV for producing bioelectricity.
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  • 文章类型: Journal Article
    在这项研究中,我们首次使用了一系列全面的采样技术来检查伊兹米特湾有机微污染物造成的污染。我们的方法包括点海水取样,半透膜设备(SPMD)时间加权平均(TWA)的被动采样器,和沉积物采样,用于伊兹米特湾的长期污染检测,together.此外,本研究对这三种抽样方法的分析结果进行了比较。在2020年和2021年的两个赛季中,我们在第一个赛季部署了21天的SPMD,在第二个赛季部署了30天。这种创新的方法使我们能够收集海水样品并分析它们是否存在多环芳烃(Σ15PAHs),多氯联苯(Σ7多氯联苯),和有机氯农药(Σ11OCPs)。使用基于SPMD的被动采样,我们测量了微污染物浓度:PAHs的范围为1963年至2020年的10342pg/L,2021年的1338至6373pg/L;PCB的范围为2020年的17.46至61.90pg/L,2021年的8.37至78.10pg/L;OCPs的范围为2020年的269.2至8868pg/L,2021年的141.7至1662pg/L。我们的发现揭示了PAHs浓度之间的相似之处,多氯联苯,SPMD和沉积物样品中的OCP,提供这些污染物在海洋生态系统中的分布模式的见解。然而,值得注意的是,由于数据采集有限,与瞬时采样相比,现场采样的适用性仍然没有定论,强调需要进一步调查和数据收集。
    In this study, we used a comprehensive array of sampling techniques to examine the pollution caused by organic micropollutants in İzmit Bay for the first time. Our methodology contains spot seawater sampling, semi-permeable membrane devices (SPMDs) passive samplers for time-weighted average (TWA), and sediment sampling for long-term pollution detection in İzmit Bay, together. Additionally, the analysis results obtained with these three sampling methods were compared in this study. Over the course of two seasons in 2020 and 2021, we deployed SPMDs for 21 days in the first season and for 30 days in the second season. This innovative approach allowed us to gather sea water samples and analyze them for the presence of polycyclic aromatic hydrocarbons (Σ15 PAHs), polychlorinated biphenyls (Σ7 PCBs), and organochlorine pesticides (Σ11 OCPs). Using SPMD-based passive sampling, we measured micropollutant concentrations: PAHs ranged from 1963 to 10342 pg/L in 2020 and 1338 to 6373 pg/L in 2021; PCBs from 17.46 to 61.90 pg/L in 2020 and 8.37 to 78.10 pg/L in 2021; and OCPs from 269.2 to 8868 pg/L in 2020 and 141.7 to 1662 pg/L in 2021. Our findings revealed parallels between the concentrations of PAHs, PCBs, and OCPs in both SPMDs and sediment samples, providing insights into the distribution patterns of these pollutants in the marine ecosystem. However, it is worth noting that due to limited data acquisition, the suitability of spot sampling in comparison to instantaneous sampling remains inconclusive, highlighting the need for further investigation and data collection.
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  • 文章类型: Journal Article
    南极半岛西部大陆架(WAP)是一个高度可变的系统,其特征是强烈的跨架梯度,快速的区域变化,大量的浮游植物,尤其是硅藻。快速的环境变化与浮游生物群落组成和生产力的变化相吻合,食物网动态,和生物地球化学。尽管在WAP中确定影响浮游生物群落组成的重要环境因素方面取得了进展,它们在这个海洋区域生存的分子基础,以及物种丰度的变化,新陈代谢,和分配,基本上没有解决。在物理化学参数的梯度中,我们分析了浮游植物的代谢谱,如通过代谢组学测序所评估的.不同的浮游植物群落和代谢紧密地反映了从沿海到近海地区存在的海洋学参数的强梯度。沿海的硅藻很丰富,南部地区,更冷更新鲜的海水有利于中心硅藻的开花,放线菌。该属的成员在生长和能源生产上投入了大量资金;碳水化合物,氨基酸,和核苷酸生物合成途径;以及应对氧化应激,与其他硅藻相比,产生独特表达的代谢谱。我们在WAP的架子和斜坡区域观察到铁限制的强有力的分子证据,这些地区的硅藻使用铁饥饿诱导的蛋白质,一种香叶基香叶酰还原酶,水通道蛋白,和脲酶,在其他策略中,同时限制含铁蛋白质的使用。此处进行的超转录组学调查揭示了硅藻群落的功能差异,并进一步了解了影响硅藻生长的环境因素及其对海洋条件变化的预测反应。在南大洋的重要性,浮游植物必须应对恶劣的环境条件,例如弱光和微量营养素铁的生长限制浓度。使用metratranscriptomics,我们评估了海洋学变量对浮游植物群落组成的多样性以及对西南极半岛硅藻代谢策略的影响,正在经历快速气候变化的地区。我们发现,海洋学参数的跨架差异,例如温度和可变的养分浓度,是浮游植物群落组成和代谢差异的主要原因。我们机会性地描述了WAP沿海水域中心硅藻放线菌的大量繁殖的代谢基础。我们的结果表明,从陆上到海上的物理化学差异比WAP的南部和北部地区之间的差异更强;但是,这些趋势在未来可能会改变,导致硅藻群落和浮游植物水华的功能差异发生极移。
    The continental shelf of the Western Antarctic Peninsula (WAP) is a highly variable system characterized by strong cross-shelf gradients, rapid regional change, and large blooms of phytoplankton, notably diatoms. Rapid environmental changes coincide with shifts in plankton community composition and productivity, food web dynamics, and biogeochemistry. Despite the progress in identifying important environmental factors influencing plankton community composition in the WAP, the molecular basis for their survival in this oceanic region, as well as variations in species abundance, metabolism, and distribution, remains largely unresolved. Across a gradient of physicochemical parameters, we analyzed the metabolic profiles of phytoplankton as assessed through metatranscriptomic sequencing. Distinct phytoplankton communities and metabolisms closely mirrored the strong gradients in oceanographic parameters that existed from coastal to offshore regions. Diatoms were abundant in coastal, southern regions, where colder and fresher waters were conducive to a bloom of the centric diatom, Actinocyclus. Members of this genus invested heavily in growth and energy production; carbohydrate, amino acid, and nucleotide biosynthesis pathways; and coping with oxidative stress, resulting in uniquely expressed metabolic profiles compared to other diatoms. We observed strong molecular evidence for iron limitation in shelf and slope regions of the WAP, where diatoms in these regions employed iron-starvation induced proteins, a geranylgeranyl reductase, aquaporins, and urease, among other strategies, while limiting the use of iron-containing proteins. The metatranscriptomic survey performed here reveals functional differences in diatom communities and provides further insight into the environmental factors influencing the growth of diatoms and their predicted response to changes in ocean conditions.
    OBJECTIVE: In the Southern Ocean, phytoplankton must cope with harsh environmental conditions such as low light and growth-limiting concentrations of the micronutrient iron. Using metratranscriptomics, we assessed the influence of oceanographic variables on the diversity of the phytoplankton community composition and on the metabolic strategies of diatoms along the Western Antarctic Peninsula, a region undergoing rapid climate change. We found that cross-shelf differences in oceanographic parameters such as temperature and variable nutrient concentrations account for most of the differences in phytoplankton community composition and metabolism. We opportunistically characterized the metabolic underpinnings of a large bloom of the centric diatom Actinocyclus in coastal waters of the WAP. Our results indicate that physicochemical differences from onshore to offshore are stronger than between southern and northern regions of the WAP; however, these trends could change in the future, resulting in poleward shifts in functional differences in diatom communities and phytoplankton blooms.
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  • 文章类型: Journal Article
    背景:由于这些环境的动态和短暂性质,在与海洋捕食者运动相关的尺度上测量沿海中上层猎物场具有挑战性。由于季节性增加的觅食机会,人们认为鲸鲨(Rhincodontypus)在近岸热带水域聚集。这意味着这些动物的三维运动可能与增强猎物可用性的生物物理性质有关。迄今为止,很少有研究验证了这一假设。
    方法:这里,我们进行了船基声学测量,净丝束和水柱剖面(盐度,温度,叶绿素荧光)来确定体积密度,中浮游动物(主要是euphausiids和co足类)的分布和群落组成以及鲸鲨附近水柱的海洋学特性,同时在Ningaloo礁使用卫星链接标签进行跟踪,西澳大利亚。广义线性混合效应模型用于在〜1km的空间尺度上探索追踪鲨鱼的三维运动行为与周围猎物场之间的关系。
    结果:我们确定猎物密度是水平空间使用的重要驱动因素,鲨鱼占据了珊瑚礁边缘密度最高的区域。这些区域的特征是复杂的测深法,例如礁石沟和石峰。温度和盐度曲线显示,在测深高度(水柱的顶部40m)上方有一个充分混合的水柱。分层较强的区域与将猎物集中在海床附近的礁石沟和石峰有关,并在局部尺度(约1公里)上夹带生产力。我们发现鲨鱼的深度使用与水平平均猎物密度的垂直分布之间没有定量关系。鲸鲨反复潜入空间平均猎物浓度最高的深度,但并未延长在这些深度层花费的时间。
    结论:我们的工作揭示了鲸鲨与其浮游动物猎物之间相互作用的复杂性。
    BACKGROUND: Measuring coastal-pelagic prey fields at scales relevant to the movements of marine predators is challenging due to the dynamic and ephemeral nature of these environments. Whale sharks (Rhincodon typus) are thought to aggregate in nearshore tropical waters due to seasonally enhanced foraging opportunities. This implies that the three-dimensional movements of these animals may be associated with bio-physical properties that enhance prey availability. To date, few studies have tested this hypothesis.
    METHODS: Here, we conducted ship-based acoustic surveys, net tows and water column profiling (salinity, temperature, chlorophyll fluorescence) to determine the volumetric density, distribution and community composition of mesozooplankton (predominantly euphausiids and copepods) and oceanographic properties of the water column in the vicinity of whale sharks that were tracked simultaneously using satellite-linked tags at Ningaloo Reef, Western Australia. Generalised linear mixed effect models were used to explore relationships between the 3-dimensional movement behaviours of tracked sharks and surrounding prey fields at a spatial scale of ~ 1 km.
    RESULTS: We identified prey density as a significant driver of horizontal space use, with sharks occupying areas along the reef edge where densities were highest. These areas were characterised by complex bathymetry such as reef gutters and pinnacles. Temperature and salinity profiles revealed a well-mixed water column above the height of the bathymetry (top 40 m of the water column). Regions of stronger stratification were associated with reef gutters and pinnacles that concentrated prey near the seabed, and entrained productivity at local scales (~ 1 km). We found no quantitative relationship between the depth use of sharks and vertical distributions of horizontally averaged prey density. Whale sharks repeatedly dove to depths where spatially averaged prey concentration was highest but did not extend the time spent at these depth layers.
    CONCLUSIONS: Our work reveals previously unrecognized complexity in interactions between whale sharks and their zooplankton prey.
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