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Phytoplankton growth and grazing dynamics during anomalous heat wave and suppressed upwelling conditions in the southern California Current 南加州洋流异常热浪和抑制上升流条件下的浮游植物生长和放牧动力学
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-07-03 DOI: 10.1016/j.dsr.2024.104353
Michael R. Landry , Alexandra L. Freibott , Michael R. Stukel , Karen E. Selph , Andrew E. Allen , Ariel Rabines

We investigated phytoplankton dynamics in the southern California Current System (SCCS) in August 2014 during the early phase of the 2014-15 marine heat wave (MHW). Multi-day experiments were conducted at three inshore and two offshore sites, with daily depth profiles of dilution incubations on a drifting array to determine growth and grazing rates and shipboard assessments of nutrient effects. Picophytoplankton populations were analyzed by flow cytometry and eukaryotic phytoplankton by 18 S sequencing. Mixed-layer nutrients were low across the region, but inshore sites had substantial nitrate concentrations and prominent Chla maxima in the lower euphotic zone. Shoreward transport of warm-stratified waters from the offshore suppressed coastal upwelling and shifted picophytoplankton distributions toward increased onshore abundance of Prochlorococcus and decreased Synechococcus and picoeukaryotes. These trends were reinforced by higher-than-average growth of Prochlorococcus at inshore sites and higher grazing of Synechococcus and picoeukaryotes. Prasinophytes (Chlorophyceae) were notably important among eukaryotic taxa, and pennates replaced centric taxa as the dominant diatoms in inshore waters compared to normal upwelling. Despite substantial spatial variability in community composition, offshore and inshore experimental locations both showed growth-grazing balances, with microzooplankton consuming similar percentages (80%) of primary production. We thus confirm expectations that the 2014-15 MHW resulted in greater trophic flow through the microbial food web at the expense of reduced direct phytoplankton (Chla) consumption by mesozooplankton. However, impacts on mesozooplankton energy budgets were partially offset by increased trophic flow through protistan microzooplankton and higher phytoplankton C:Chla.

2014 年 8 月,在 2014-15 年海洋热浪(MHW)的早期阶段,我们调查了南加州洋流系统(SCCS)的浮游植物动态。我们在三个近岸地点和两个离岸地点进行了多天实验,每天在漂流阵列上进行深度剖面稀释培养,以确定生长率和放牧率,并在船上评估营养物质的影响。用流式细胞仪分析了浮游微藻种群,用 18 S 测序分析了浮游真核细胞。整个区域的混合层营养物质含量较低,但近岸地点的硝酸盐浓度较高,且在下极光带有明显的 Chla 最大值。从近海向岸输送的暖分层水抑制了沿岸上升流,并改变了浮游植物的分布,使原绿球藻在岸上的丰度增加,而 Synechococcus 和微小核藻则减少。在近岸地点,原绿球藻的生长量高于平均水平,而Synechococcus和皮浮游动物的摄食量则更高,从而加强了这些趋势。与正常上升流相比,真核生物类群中明显重要的是叶绿藻类(Prasinophytes),而在近岸水域,纤毛虫类取代了中心类群,成为主要的硅藻类群。尽管群落组成在空间上存在很大差异,但近海和近岸实验地点都显示出生长-掠夺平衡,微型浮游动物消耗了初级生产的相似百分比(80%)。因此,我们证实了以下预期:2014-15 年的 MHW 导致微生物食物网中的营养流增加,而中浮游动物对浮游植物(Chla)的直接消耗减少。然而,通过原生动物微浮游生物的营养流增加以及浮游植物 C:Chla 增加,部分抵消了对中浮游动物能量预算的影响。
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引用次数: 0
Effects of internal waves on bottom thermal structures and turbulent mixing in the Xisha Islands 内波对西沙群岛海底热结构和湍流混合的影响
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-07-01 DOI: 10.1016/j.dsr.2024.104327
Ming-Quan Zhu , Xian-Rong Cen , Sheng-Qi Zhou , Yuan-Zheng Lu , Shuang-Xi Guo , Peng-Qi Huang , Ling Qu
<div><p>Using velocity and high-resolution temperature mooring data from the fore-reef slope of Yongxing Island in the northwest South China Sea (water depth of 69 m), we examine the effects of internal waves on the temporal variations in temperature, bottom mixed layer (BML) and turbulent mixing. The diurnal tide is found to be the dominant tidal force and the baroclinic tide is highly active, which would account for the 11 d abnormal spring-neap cycle in the barotropic tidal current. During the ebb period (tidal elevation decreases), the bottom diurnal baroclinic current transports cold water upslope, resulting in a decrease in temperature, and vice versa during the flood period. The BML thickness <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>b</mi><mi>m</mi><mi>l</mi></mrow></msub></math></span> widely varies around <span><math><mrow><mn>1</mn><mo>.</mo><mn>5</mn><mspace></mspace><mi>m</mi></mrow></math></span>, approximately 2% of the water depth. The bottom turbulent mixing is not so active, indicated by the bulk dissipation <span><math><msub><mrow><mi>E</mi></mrow><mrow><mi>ɛ</mi></mrow></msub></math></span> of 10 <span><math><mrow><mi>mW</mi><mspace></mspace><msup><mrow><mi>m</mi></mrow><mrow><mo>−</mo><mn>2</mn></mrow></msup></mrow></math></span> and turbulent diffusivity <span><math><msub><mrow><mi>κ</mi></mrow><mrow><mi>z</mi></mrow></msub></math></span> of <span><math><mrow><mn>2</mn><mo>×</mo><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>4</mn></mrow></msup></mrow></math></span> <span><math><mrow><msup><mrow><mi>m</mi></mrow><mrow><mn>2</mn></mrow></msup><mspace></mspace><msup><mrow><mi>s</mi></mrow><mrow><mo>−</mo><mn>1</mn></mrow></msup></mrow></math></span>. Both <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>b</mi><mi>m</mi><mi>l</mi></mrow></msub></math></span> and <span><math><msub><mrow><mi>E</mi></mrow><mrow><mi>ɛ</mi></mrow></msub></math></span> approximate a log-normal distribution, demonstrating strong intermittency. The high-frequency <span><math><mrow><mo>(</mo><mi>ω</mi><mo>)</mo></mrow></math></span> internal bores can increase <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>b</mi><mi>m</mi><mi>l</mi></mrow></msub></math></span> by four times and enhance the turbulent mixing by one order, which should be responsible for the slow cascade of <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>b</mi><mi>m</mi><mi>l</mi></mrow></msub></math></span> <span><math><mrow><mo>(</mo><mo>∼</mo><msup><mrow><mi>ω</mi></mrow><mrow><mo>−</mo><mn>1</mn><mo>.</mo><mn>5</mn></mrow></msup><mo>)</mo></mrow></math></span> and <span><math><msub><mrow><mi>E</mi></mrow><mrow><mi>ɛ</mi></mrow></msub></math></span> <span><math><mrow><mo>(</mo><mo>∼</mo><msup><mrow><mi>ω</mi></mrow><mrow><mo>−</mo><mn>1</mn><mo>.</mo><mn>0</mn></mrow></msup><mo>)</mo></mrow></math></span>. In the downslope phase, <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>b</mi><mi>m</mi><mi>l</mi></mrow></msub></math></span> is about 30% thicker, a
利用南海西北部永兴岛(水深 69 米)前滩斜坡的速度和高分辨率温度锚系数据,研究了内波对温度、海底混合层(BML)和湍流混合的时变影响。研究发现,昼潮是主要的潮汐力,而气压潮非常活跃,这也是气压潮汐流出现 11 天异常春-夏周期的原因。在退潮期(潮位降低),底层日向气压流将冷水输送到上坡,导致温度降低,在洪水期则相反。BML 厚度 Hbml 变化很大,约为 1.5 米,约为水深的 2%。底部湍流混合并不活跃,这体现在体积耗散 Eɛ 为 10 mWm-2,湍流扩散率 κz 为 2×10-4 m2s-1。Hbml 和 Eɛ 都近似于对数正态分布,显示出很强的间歇性。高频(ω)内孔可使 Hbml 增加四倍,湍流混合增强一个数量级,这应该是 Hbml(∼ω-1.5)和 Eɛ (∼ω-1.0)缓慢级联的原因。在下坡阶段,Hbml 厚了约 30%,湍流混合强度是上坡阶段的 3 倍。结果表明,在内波的作用下,湍流混合对应于厚 BML,Hbml∼〈κz〉0.25,分层(N)与 BML 的发展呈显著负相关,Hbml∼〈N〉-1.8。
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During the ebb period (tidal elevation decreases), the bottom diurnal baroclinic current transports cold water upslope, resulting in a decrease in temperature, and vice versa during the flood period. The BML thickness &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;H&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;b&lt;/mi&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;l&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; widely varies around &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo&gt;.&lt;/mo&gt;&lt;mn&gt;5&lt;/mn&gt;&lt;mspace&gt;&lt;/mspace&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;, approximately 2% of the water depth. The bottom turbulent mixing is not so active, indicated by the bulk dissipation &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;E&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;ɛ&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; of 10 &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mi&gt;mW&lt;/mi&gt;&lt;mspace&gt;&lt;/mspace&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and turbulent diffusivity &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;κ&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;z&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; of &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;mo&gt;×&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;4&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;mspace&gt;&lt;/mspace&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;. Both &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;H&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;b&lt;/mi&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;l&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;E&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;ɛ&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; approximate a log-normal distribution, demonstrating strong intermittency. The high-frequency &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mi&gt;ω&lt;/mi&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; internal bores can increase &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;H&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;b&lt;/mi&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;l&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; by four times and enhance the turbulent mixing by one order, which should be responsible for the slow cascade of &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;H&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;b&lt;/mi&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;l&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mo&gt;∼&lt;/mo&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;ω&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo&gt;.&lt;/mo&gt;&lt;mn&gt;5&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; and &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;E&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;ɛ&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;/mo&gt;&lt;mo&gt;∼&lt;/mo&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mi&gt;ω&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo&gt;.&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;mo&gt;)&lt;/mo&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt;. In the downslope phase, &lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;H&lt;/mi&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mi&gt;b&lt;/mi&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mi&gt;l&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; is about 30% thicker, a","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"209 ","pages":"Article 104327"},"PeriodicalIF":2.3,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141132860","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mesoscale variability of phosphorus stocks, hydrological and biological processes in the mixed layer in the Eastern Mediterranean Sea in autumn and during an unusually dense winter phytoplankton bloom 秋季和冬季浮游植物异常密集繁殖期间东地中海混合层磷储量、水文和生物过程的中尺度变化
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-07-01 DOI: 10.1016/j.dsr.2024.104348
France Van Wambeke , Vincent Taillandier , Xavier Durrieu de Madron , Pascal Conan , Mireille Pujo-Pay , Stella Psarra , Sophie Rabouille , Chloé Baumas , Elvira Pulido-Villena

We investigated spatiotemporal variations of nutrients, dissolved organic pools (C, N, P), phosphomonoesterase (PME) and phosphodiesterase (PDE) activities, heterotrophic prokaryotic production and planktonic microorganisms within the mixed layer (ML) in the Eastern Mediterranean Sea. We characterized two contrasted situations: autumn 2018 (highly stratified period, deep chlorophyll maximum within 100 m depth) and winter 2019 (including a bloom period). We compared the distribution of biogeochemical variables within the mixed layer and hydrological vertical structure between the different stations using a principal component analysis. Six groups of stations were identified (one group in autumn, 5 in winter), based on variable physical descriptors but also environmental biogeochemical conditions related to i) the seasonal aspect (for instance, all stations sampled within the Ierapetra anticyclone in autumn clustered in one, single group); ii) transitions between cyclonic and anticyclonic structures with a large range of ML depths (18–269 m) and indications of intense, preceding winter convection events: iii) progression of a high phytoplankton bloom during the winter cruise inferred from a series of observations: a strong nitrate drawdown, important growth of Synechococcus, pico and nano eukaryotes, accumulation of chlorophyll a (>60 mg m−2), primary production rates up to 509 mg C m−2 d−1, changes in the pigments’ diversity, increase in biomass-specific ectoenzymatic activities and of heterotrophic prokaryotic production, all in conjunction with the vicinity of the Rhodes gyre. Here, we studied the distribution of biological and biogeochemical properties within the mixed layer, in particular by employing sensitive methods for the detection of low phosphate concentrations and of the labile dissolved organic phosphorus pool. From this data set, we demonstrate that the surface mixed layer classically considered as a P-depleted and uniform layer in the Eastern Mediterranean Sea was highly biologically dynamic, and prone to rapid spatio-temporal changes in phosphatase activities and phytoplankton dynamics. Altogether, these data reveal a strong short-term population dynamics. The results highlight the role of mixing episodes in winter, which provide pulsed supplies of phosphate and/or nitrate from the deeper layer to the euphotic zone, triggering transient blooms that often go undetected by satellites.

我们研究了地中海东部混合层(ML)内营养物质、溶解有机物库(C、N、P)、磷单质酶(PME)和磷酯酶(PDE)活性、异养原核生物产量和浮游微生物的时空变化。我们描述了两种截然不同的情况:2018 年秋季(高度分层期,100 米深度内的深层叶绿素最大值)和 2019 年冬季(包括水华期)。我们利用主成分分析比较了不同站点之间混合层内生物地球化学变量的分布和水文垂直结构。根据不同的物理特征以及与以下方面相关的环境生物地球化学条件,确定了 6 组站点(秋季 1 组,冬季 5 组):i) 季节方面(例如,所有在秋季 Ierapetra 反气旋内采样的站点都集中在一个单一的组);ii) 气旋结构和反气旋结构之间的过渡,混合层深度范围较大(18-269 米),以及冬季对流事件前的强烈迹象:iii) 根据一系列观测结果推断,冬季巡航期间浮游植物大量繁殖:硝酸盐大量减少,Synechococcus、微微型和纳米型真核生物大量生长,叶绿素 a 累积(60 毫克/米-2),初级生产率高达 509 毫克碳米-2/天-1,色素多样性发生变化,生物质特异性外酶活动和异养原核生物生产增加,所有这些都与罗兹涡旋附近有关。在这里,我们研究了混合层中生物和生物地球化学特性的分布,特别是采用灵敏的方法检测低磷酸盐浓度和易溶有机磷池。从这组数据中,我们证明了在东地中海,通常被认为是缺磷层和均匀层的表层混合层具有很强的生物动态性,容易发生磷酸酶活性和浮游植物动态的快速时空变化。总之,这些数据揭示了强烈的短期种群动态。这些结果突显了冬季混合事件的作用,它从深层向透光层提供磷酸盐和/或硝酸盐的脉冲供应,引发瞬时水华,而卫星往往无法发现这些水华。
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引用次数: 0
High trophic specialization structures the epi- to bathypelagic fish community in the Bay of Biscay 比斯开湾表层至深海鱼类群落的高度营养专业化结构
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-07-01 DOI: 10.1016/j.dsr.2024.104347
Liz Loutrage , Anik Brind'Amour , Tiphaine Chouvelon , Jérôme Spitz

The deep-pelagic ecosystem is characterized by significant environmental gradients, particularly in food resources. The absence of primary production below the epipelagic zone leads to a decrease in food resources with depth. Two opposite feeding strategies have been described for this community in response to this decline in food resources: stochasticity, with species adopting opportunistic feeding strategies with a generalist diet, and determinism, with species segregating and specializing to mitigate strong interspecific competition through niche partitioning. To test these aspects, we analyzed the isotopic niches of 16 fish species using stable isotope analysis of carbon and nitrogen carried out on muscle samples. The data were collected in canyons of the Bay of Biscay between 25 and 1335 m. Our primary objective was to identify isotopic niche segregation or overlap and determine whether species sharing similar isotopic niches show depth-based segregation by grouping them into trophic guilds and comparing their depth distribution with trawl data. We then used null model comparisons to test whether competition resulted in smaller values of isotopic niche size and overlap within each depth assemblage compared to those obtained by chance. We found that several species with similar isotopic niches were segregated based on depth. The comparison with null models showed that competition drove species to reduce niche size and specialize to avoid strong interspecific competition in the epi- to bathypelagic layers. Utilizing isotopic diversity indices weighted by biomass, our calculation showed significant divergence within the community, indicating that species with the highest biomass had extreme isotopic values. The high degree of specialization of species raises concerns about their vulnerability to various pressures, including climate change and exploitation. At the community level, this vulnerability is also a concern in maintaining the integrity of ecological processes.

深海生态系统具有明显的环境梯度,尤其是在食物资源方面。上深海区以下缺乏初级生产,导致食物资源随深度增加而减少。针对食物资源的减少,该群落有两种截然相反的摄食策略:一种是随机性策略,即物种采取机会主义摄食策略,以通才为食;另一种是决定性策略,即物种通过生态位分区进行隔离和专化,以缓解强烈的种间竞争。为了检验这些方面,我们利用对肌肉样本进行的碳和氮稳定同位素分析,分析了 16 种鱼类的同位素生态位。我们的主要目标是识别同位素生态位的隔离或重叠,并通过将物种划分为营养行会并将其深度分布与拖网数据进行比较,确定具有相似同位素生态位的物种是否表现出基于深度的隔离。然后,我们使用无效模型比较法来检验竞争是否会导致每个深度集合内的同位素生态位大小和重叠值小于偶然得到的数值。我们发现,一些具有相似同位素生态位的物种根据深度被分隔开来。与空模型的比较结果表明,竞争促使物种缩小生态位大小并进行专化,以避免在上深海层至深海层出现强烈的种间竞争。利用按生物量加权的同位素多样性指数,我们的计算显示群落内部存在显著的分化,表明生物量最高的物种具有极端的同位素值。物种的高度专业化使人们担心它们在气候变化和开发等各种压力下的脆弱性。在群落层面,这种脆弱性也是维持生态过程完整性的一个问题。
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引用次数: 0
Insights into ovarian maturation and reproductive traits of the deep-water penaeid shrimp Metapenaeopsis andamanensis (Wood-Mason in Wood-Mason and Alcock, 1891) from southwestern India 对印度西南部深水对虾 Metapenaeopsis andamanensis (Wood-Mason in Wood-Mason and Alcock, 1891) 卵巢成熟和生殖特征的认识
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-07-01 DOI: 10.1016/j.dsr.2024.104345
Aghana Muralidharan , Rekha Devi Chakraborty

The present study delves into the reproductive characteristics of Metapenaeopsis andamanensis, a commercially significant deep-water shrimp collected from Sakthikulangara, off Kollam, India (8°56′60.78″ N/76°32′34.27″ E) during September 2019 to May 2022. Despite its economic importance, the reproductive traits of this species remain elusive. This research comprehensively examines macroscopic and microscopic features associated with gonadal maturity stages, including determination of size at first maturity (CL50), gonadosomatic index, and fecundity of M. andamanensis. Male-to-female sex ratio was noted as 1:1.03 using chi-square analysis. The smallest mature individuals were observed at 12 mm and 16 mm carapace length for males and females, respectively. Macroscopic observation categorized females into five groups based on gonadal coloration, while microscopic examination identified seven stages using histological characteristics. Notably, the absence of cortical crypts in the periphery of oocyte cytoplasm, a characteristic feature of the genus Metapenaeopsis, was observed in this species. Males were classified into two categories based on macroscopic and microscopic observation. The gonadosomatic index ranged from 4.25 to 10.13 for mature female individuals, exhibiting a significant increase until stage IV. Continuous spawning was observed, with a peak in May and November. The size at first maturity for females and males was determined as carapace length (CL) 23.05 mm and 17.53 mm, respectively. The average absolute fecundity was calculated as 53,889 with an average relative fecundity of 9934 oocytes. This investigation contributes valuable insights into the reproductive traits of the deep-water penaeid shrimp M. andamanensis, facilitating the development of effective management strategies for sustainable fisheries.

本研究深入探讨了Metapenaeopsis andamanensis的生殖特征,这是一种具有重要商业价值的深水虾,于2019年9月至2022年5月期间在印度科拉姆(Kollam)近海的Sakthikulangara(北纬8°56′60.78″/东经76°32′34.27″)采集。尽管该物种具有重要的经济价值,但其繁殖特征仍然难以捉摸。本研究全面考察了与安达曼鲑性腺成熟阶段相关的宏观和微观特征,包括初熟个体大小(CL50)、性腺指数和繁殖力的测定。雌雄性别比为 1:1.03。雄性和雌性最小的成熟个体体长分别为 12 毫米和 16 毫米。宏观观察根据性腺颜色将雌性分为五组,而显微镜检查则根据组织学特征确定了七个阶段。值得注意的是,该物种的卵母细胞胞质外围没有皮质隐窝,这是 Metapenaeopsis 属的一个特征。根据宏观和微观观察,雄性个体被分为两类。成熟雌性个体的性腺指数从 4.25 到 10.13 不等,在第四阶段前有显著增加。产卵持续不断,在 5 月和 11 月达到高峰。雌性和雄性初熟个体的体长分别为 23.05 毫米和 17.53 毫米。计算得出的平均绝对受精率为 53 889 个卵母细胞,平均相对受精率为 9934 个卵母细胞。这项调查有助于深入了解深水对虾的繁殖特征,从而为制定可持续渔业的有效管理策略提供帮助。
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引用次数: 0
Biomass mapping of fjordic cold-water coral reefs reveals distinct functional role of vertical wall habitat 峡湾冷水珊瑚礁生物量分布图揭示了垂直壁生境的独特功能作用
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-06-28 DOI: 10.1016/j.dsr.2024.104350
Luis Greiffenhagen , Tina Kutti , Sandra R. Maier , Laurence H. De Clippele

Fjords provide unique habitats for large cold-water coral (CWC) reefs, typically growing on sills and vertical walls. Fjord reefs are among the most thriving CWC reefs in Norway. Yet, these reefs, especially the wall reefs, are notoriously understudied. Here, we mapped the biomass, total carbon (C) stocks and C turnover (as respiration) of the reef-building coral Lophelia pertusa (syn. Desmophyllum pertusum), and dominant, large CWC reef-associated suspension feeders (the sponges Geodia barretti and Mycale lingua, the CWC Madrepora oculata and the bivalve Acesta excavata) within the Hardangerfjord, Norway. Remotely Operated Vehicle (ROV) recorded videos from wall and sill reefs were used to estimate species-specific biomass. Coupled with high resolution terrain data (2 × 2 m), predictive maps of species biomass were produced using a random forest (RF) model. The resulting biomass data were integrated with species-specific C content and C respiration rates from literature to estimate C stocks and C turnover of wall versus sill reefs. Area-specific results from the RF models reveal that wall reefs had a higher habitat suitability for all species except L. pertusa, which was more dominant on the sills. Accordingly, the wall reefs supported an up to 11 times higher biomass, C stock, and turnover for all species, except for L. pertusa, which had two-fold higher values on the sill reef. As a result, the wall reefs showed a 1.5 to 4.8 times higher total mean C turnover by dominant suspension feeders (all studied species) compared to the sill reefs. With their high C turnover and their presumably wide distribution in Norwegian fjords and globally, benthic wall reef megafauna may have a substantial, but overlooked biomass and functional role within CWC reef systems.

峡湾为大型冷水珊瑚礁(CWC)提供了独特的栖息地,这些珊瑚礁通常生长在山坡和垂直岩壁上。峡湾珊瑚礁是挪威最繁荣的冷水珊瑚礁之一。然而,对这些珊瑚礁,尤其是壁礁的研究却明显不足。在这里,我们绘制了挪威哈当厄尔峡湾内造礁珊瑚Lophelia pertusa(同义为Desmophyllum pertusum)和主要的大型CWC礁相关悬浮觅食动物(海绵Geodia barretti和Mycale lingua、CWC Madrepora oculata和双壳贝Acesta excavata)的生物量、总碳储量和碳周转(作为呼吸作用)图。遥控潜水器(ROV)记录的壁礁和礁石视频被用来估算特定物种的生物量。结合高分辨率地形数据(2 × 2 米),使用随机森林(RF)模型制作了物种生物量预测图。由此得出的生物量数据与文献中物种特有的碳含量和碳呼吸速率相结合,估算出壁礁与岩礁的碳储量和碳周转率。射频模型的特定区域结果显示,壁礁对所有物种都具有较高的栖息地适宜性,但孔雀鱼除外,因为孔雀鱼在壁礁上更占优势。因此,壁礁对所有物种的生物量、碳储量和周转率的支持都比台阶礁高出 11 倍,但孔雀鱼除外,其生物量、碳储量和周转率是台阶礁的两倍。因此,壁礁上主要悬浮取食动物(所有研究物种)的总平均碳周转率是基礁的 1.5 至 4.8 倍。底栖壁礁巨型动物的碳周转率很高,而且可能广泛分布于挪威峡湾和全球各地,因此它们在化学武器公约珊瑚礁系统中的生物量和功能作用可能很大,但却被忽视了。
{"title":"Biomass mapping of fjordic cold-water coral reefs reveals distinct functional role of vertical wall habitat","authors":"Luis Greiffenhagen ,&nbsp;Tina Kutti ,&nbsp;Sandra R. Maier ,&nbsp;Laurence H. De Clippele","doi":"10.1016/j.dsr.2024.104350","DOIUrl":"10.1016/j.dsr.2024.104350","url":null,"abstract":"<div><p>Fjords provide unique habitats for large cold-water coral (CWC) reefs, typically growing on sills and vertical walls. Fjord reefs are among the most thriving CWC reefs in Norway. Yet, these reefs, especially the wall reefs, are notoriously understudied. Here, we mapped the biomass, total carbon (C) stocks and C turnover (as respiration) of the reef-building coral <em>Lophelia pertusa (syn. Desmophyllum pertusum),</em> and dominant, large CWC reef-associated suspension feeders (the sponges <em>Geodia barretti</em> and <em>Mycale lingua</em>, the CWC <em>Madrepora oculata</em> and the bivalve <em>Acesta excavata)</em> within the Hardangerfjord, Norway. Remotely Operated Vehicle (ROV) recorded videos from wall and sill reefs were used to estimate species-specific biomass. Coupled with high resolution terrain data (2 × 2 m), predictive maps of species biomass were produced using a random forest (RF) model. The resulting biomass data were integrated with species-specific C content and C respiration rates from literature to estimate C stocks and C turnover of wall versus sill reefs. Area-specific results from the RF models reveal that wall reefs had a higher habitat suitability for all species except <em>L. pertusa</em>, which was more dominant on the sills. Accordingly, the wall reefs supported an up to 11 times higher biomass, C stock, and turnover for all species, except for <em>L. pertusa</em>, which had two-fold higher values on the sill reef. As a result, the wall reefs showed a 1.5 to 4.8 times higher total mean C turnover by dominant suspension feeders (all studied species) compared to the sill reefs. With their high C turnover and their presumably wide distribution in Norwegian fjords and globally, benthic wall reef megafauna may have a substantial, but overlooked biomass and functional role within CWC reef systems.</p></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"211 ","pages":"Article 104350"},"PeriodicalIF":2.3,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141984626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Community structure of whole pelagic copepods along the Kuroshio: Increase in the abundance and size in the north frontal area of the Kuroshio axis near the Japanese archipelago 黑潮沿岸整个浮游桡足类的群落结构:日本列岛附近黑潮轴线北锋区的丰度和大小增加
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-06-27 DOI: 10.1016/j.dsr.2024.104346
Hiroomi Miyamoto , Yuji Okazaki , Hiroshi Itoh , Kiyotaka Hidaka , Hiroaki Saito

The Kuroshio ecosystem is an important nursery ground for various fish species. Because the prey biomass and composition influence the recruitment of larval and juvenile fish, we investigated the variation in the abundance, carbon biomass, and community structure of copepods, which are the main prey for larval and juvenile fish, along the Kuroshio from the eastern coast of Taiwan to the Boso Peninsula, Japan from 8–November 24, 2015, using 100 μm-meshed plankton net samples. We identified two groups of stations (A and B) by the cluster analysis based on the composition and abundance for adult copepods (Q-mode). The total copepod abundance and carbon biomass were higher in Group A than in Group B. Of the dominant species assemblages classified by cluster analysis (R-mode), the abundance of species assemblages S2b and S3, which were composed of small-sized species (e.g., Oithona and Oncaea species), did not differ between Groups A and B, indicating that they were distributed abundantly throughout the Kuroshio region. On the other hand, the species assemblages (S1 and S2a) including the medium-sized calanoid copepods of coastal species and subtropical species (e.g., Paracalanus aculeatus and Clausocalanus furcatus) contributed to the high abundance and biomass of Group A. Group A occurred in the north-frontal area of the Kuroshio axis near the Japanese archipelago where chlorophyll a was high. This indicates that the community was changed by the bottom-up processes driven by nutrient supply from the subsurface layer in the north-frontal area. These results show that although the small-sized copepods were usually dominant in numerical abundance in the Kuroshio region as well as other oligotrophic oceans, the medium-sized copepods were an important component in the copepod community in water with high primary production. We concluded that the ecosystem in the north-frontal area downstream of the Kuroshio might provide optimal prey environments for diverse fish larvae and juveniles.

黑潮生态系统是各种鱼类的重要育苗场。由于猎物的生物量和组成会影响幼鱼和稚鱼的招募,因此我们于 2015 年 8-11 月 24 日在台湾东海岸至日本房总半岛的黑潮沿岸,利用 100 μm 分格的浮游生物网样,研究了幼鱼和稚鱼的主要猎物桡足类的丰度、碳生物量和群落结构的变化。根据成体桡足类(Q-mode)的组成和丰度,我们通过聚类分析确定了两组站点(A 和 B)。在聚类分析(R-模式)划分的优势物种群中,由小型物种(如和种)组成的物种群 S2b 和 S3 的丰度在 A 组和 B 组之间没有差异,表明它们在整个黑潮区域分布丰富。另一方面,包括沿岸种和亚热带种(如 和 )在内的中型桡足类(S1 和 S2a)的物种组合使 A 组的丰度和生物量较高。这表明该群落是在北锋区表层下营养物质供应驱动的自下而上过程中发生变化的。这些结果表明,虽然在黑潮地区以及其他低营养海洋中,小型桡足类通常在数量上占优势,但在初级生产力较高的水域中,中型桡足类是桡足类群落的重要组成部分。我们的结论是,黑潮下游北岸地区的生态系统可能为多种鱼类幼体和幼鱼提供了最佳的捕食环境。
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引用次数: 0
The mesophotic zone of the marine protected area Espíritu Santo, Gulf of California, can function as a refuge for the ichthyofauna 加利福尼亚湾圣埃斯皮里图海洋保护区的中嗜水区可作为鱼类的避难所
IF 2.3 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-06-21 DOI: 10.1016/j.dsr.2024.104340
Patricia Silva-Montoya , Georgina Ramírez-Ortiz , Luis Eduardo Calderon-Aguilera

Research on mesophotic reefs has increased thanks to technological advances such as remotely operated vehicles (ROV). The aim of this study was to evaluate differences in ichthyofaunal assemblages between shallow (<30 m) and mesophotic (>30 m) reef zones in three sites of the Parque Nacional zona marina del Archipiélago de Espíritu Santo (PNZMAES), a Marine protected area from the Gulf of California. To accomplish this objective, we used 14 video transects recorded with an ROV in October 2019 between 13 and 72 m depth. From these recordings, we determined species richness and abundance to analyze community structure and estimate biomass. A permutational multivariate analysis of variance was used to analyze differences between zones, sites, and their interaction. The abundance and estimated biomass of trophic groups were plotted to describe the trophic structure of the depth zones at PNZMAES. We also analyzed functional structure, functional richness (FRic), functional evenness (FEve), functional divergence (FDiv), functional specialization (FSpe), and functional originality (FOri) by depth zone and video transect based on six biological traits and estimated biomass. The taxonomic and functional indices were the response variables of linear models, while the explanatory variables were in situ temperature, light, and dissolved oxygen. At PNZMAES, 61 species were registered: 42 species in the shallow zone (high abundance and estimated biomass of planktivorous) and 40 species in the mesophotic zone (high abundance of planktivorous and high estimated biomass of piscivores). When comparing the ichthyofaunal community structure, differences were observed in richness, abundance, and estimated biomass associated with the depth zone, site, and the interaction of these variables. An overlap of more than 60% in the functional volume between zones was observed. Higher values of FRic, FDiv, and FSpe in the deep zone indicated that ecological functions were equivalent to those in the shallow zone. Finally, the linear models indicated an effect of environmental variables on the ecological indicators. The mesophotic reefs of PNZMAES are potential refuges for certain species (some of them endangered) and should be considered in the proposal of management strategies to protect them from future anthropogenic threats.

由于遥控潜水器(ROV)等技术的进步,对中生珊瑚礁的研究有所增加。本研究的目的是评估加利福尼亚湾海洋保护区圣埃斯皮里图群岛国家公园(PNZMAES)三个地点的浅礁(30 米)和中层礁(30 米)之间鱼类组合的差异。为了实现这一目标,我们在 2019 年 10 月使用遥控潜水器在 13 米至 72 米深度之间记录了 14 个视频横断面。通过这些记录,我们确定了物种丰富度和丰度,以分析群落结构和估算生物量。我们采用 permutational 多元方差分析来分析不同区域、地点之间的差异以及它们之间的相互作用。我们绘制了营养群丰度和生物量估算图,以描述 PNZMAES 深度区的营养结构。我们还根据六种生物特征和估计生物量分析了各深度区和视频剖面的功能结构、功能丰富度(FRic)、功能均匀度(FEve)、功能分化(FDiv)、功能特化(FSpe)和功能原始性(FOri)。分类指数和功能指数是线性模型的响应变量,而解释变量是现场温度、光照和溶解氧。在 PNZMAES,登记了 61 个物种:浅水区有 42 个物种(板食性鱼类丰度高,估计生物量大),中层水区有 40 个物种(板食性鱼类丰度高,估计食鱼生物量大)。在比较鱼类群落结构时,观察到丰富度、丰度和估计生物量的差异与深度区、地点以及这些变量的相互作用有关。各区之间的功能区重叠率超过 60%。深海区的 FRic、FDiv 和 FSpe 值较高,表明其生态功能与浅海区相当。最后,线性模型显示了环境变量对生态指标的影响。PNZMAES 的中生代珊瑚礁是某些物种(其中一些为濒危物种)的潜在庇护所,在提出 管理战略时应考虑保护它们免受未来人类活动的威胁。
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引用次数: 0
Macrobenthic community structure and diversity across a bathymetric gradient within and below the oxygen minimum zone in central Peru 秘鲁中部最低含氧区内和低于最低含氧区的水深梯度上的大型底栖生物群落结构和多样性
IF 2.4 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-06-14 DOI: 10.1016/j.dsr.2024.104341
Edson Gómez , Leonardo Romero , Luis Quipúzcoa , Aldo S. Pacheco

Oxygen minimum zones (OMZs) are characteristic of highly productive upwelling ecosystems and create unique conditions for benthic organisms that can adapt to hypoxic conditions and high quantities of organic material. Community structure, macrobenthic organism diversity, and biomass of giant filamentous bacteria (Candidatus Marithioploca) were studied along a bathymetric gradient from 79 to 935 m, including depths within and below the OMZ. Sediment samples were taken in both Huacho (11°S) and Callao (12°S) on the central coast of Peru using a van Veen grab sampler and multi-corers in October and November 2008. In addition to the biomass of Candidatus Marithioploca, the abundance, biomass, species richness, and structure of the macrobenthos were estimated on the surface as well as in the sediment column (i.e., 0–1, 1–2, 2–5, and 5–10 cm). The results indicate that, within the OMZ, there was a lower abundance and biomass of the macrobenthos but higher biomass of Candidatus Marithioploca. Within the OMZ, polychaetes were the dominant group, whereas below the OMZ, a diversity of taxonomic groups was recorded. The community structure reflects the gradient at depth as dissimilarity increases with depth. Diversity and evenness were lower within the OMZ and higher below the OMZ. The consistency of this pattern stands when compared to macrobenthos in the OMZ of other regions. The results of the present study highlight the importance of the OMZ as a modifying factor of benthic composition along depth gradients, particularly in diversity patterns.

最小含氧区(OMZ)是高产上升流生态系统的特征,为能够适应缺氧条件和大量有机物质的底栖生物创造了独特的条件。我们沿 79 米至 935 米的水深梯度研究了群落结构、大型底栖生物多样性和巨丝状细菌(Candidatus Marithioploca)的生物量,包括 OMZ 内和 OMZ 下的深度。2008 年 10 月和 11 月,在秘鲁中部海岸的瓦乔(南纬 11°)和卡亚俄(南纬 12°),使用 van Veen 抓斗取样器和多芯取样器采集了沉积物样本。除海洋褐藻生物量外,还估算了表层和沉积柱(即 0-1、1-2、2-5 和 5-10 厘米)大型底栖生物的丰度、生物量、物种丰富度和结构。结果表明,在 OMZ 内,大型底栖生物的丰度和生物量较低,但 Candidatus Marithioploca 的生物量较高。在 OMZ 内,多毛类是主要的群落,而在 OMZ 以下,则记录到多种多样的分类群落。群落结构反映了深度上的梯度,因为随着深度的增加,差异也在增加。OMZ 内的多样性和均匀度较低,而 OMZ 以下则较高。与其他地区海洋管理区内的大型底栖生物相比,这种模式具有一致性。本研究的结果突出表明,OMZ 是沿深度梯度改变底栖生物组成的一个重要因素,特别是在多样性模式方面。
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引用次数: 0
Sea surface temperature prediction by stacked generalization ensemble of deep learning 通过深度学习的堆叠泛化集合预测海面温度
IF 2.4 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2024-06-13 DOI: 10.1016/j.dsr.2024.104343
Hao Dai , Famei Lei , Guomei Wei , Xining Zhang , Rui Lin , Weijie Zhang , Shaoping Shang

Accurate sea surface temperature (SST) prediction is of great significance for fishery farming, marine ecological protection, and planning of maritime activities. In this paper, the stacked generalization ensemble is demonstrated for SST prediction to improve every single deep-learning model. Long-term high-resolution satellite-derived SST is used with the sub-regions of the Taiwan Strait and East China Sea taken as the study area. We select the Multilayer Perceptron, Long short-term memory (LSTM), Convolutional Neural Networks (CNN), CNN-LSTM as individual learners, and Convolutional LSTM as the meta-learner. The individual learners are trained and validated on the retained data subset I, while the meta-learner is trained and validated by constructing the samples with the predictions of validated individual learners on the retained data subset II. The two types of models are evaluated on the same test dataset with root-mean-square error and coefficient of efficiency as the scoring criteria. We find that the meta-model outperforms any individual model and other baselines for the one-day-/three-day-ahead forecasts in the Taiwan Strait and one-day-/three-day-/five-day-ahead predictions in the East China Sea. Furthermore, when the lead time is 1 day and 3 days, the meta-model has a better spatial distribution of prediction metrics across all grid points in the Taiwan Strait sub-area. For the East China Sea sub-region, the meta-model advantage is extended to the lead time of 5 days. Probably due to the higher quality of offshore satellite data, the prediction ability enhancement of the stacked ensemble applied in the East China Sea is better than that in the Taiwan Strait. The better-performing meta-model prediction suggests that the stacked generalization ensemble is encouraging and promising for improving the short-term prediction of the daily SST field.

准确的海面温度(SST)预测对渔业养殖、海洋生态保护和海洋活动规划具有重要意义。本文展示了用于 SST 预测的堆叠泛化集合,以改进每个单一的深度学习模型。本文以台湾海峡和东海为研究区域,使用长期高分辨率卫星衍生 SST。我们选择多层感知器、长短期记忆(LSTM)、卷积神经网络(CNN)、CNN-LSTM 作为单个学习器,卷积 LSTM 作为元学习器。单个学习器在保留数据子集 I 上进行训练和验证,而元学习器则通过在保留数据子集 II 上用已验证的单个学习器的预测构建样本来进行训练和验证。以均方根误差和效率系数作为评分标准,在同一测试数据集上对这两种模型进行评估。我们发现,在台湾海峡提前一天/三天的预测和东海提前一天/三天/五天的预测中,元模型优于任何单个模型和其他基线。此外,当提前期为 1 天和 3 天时,元模式在台湾海峡次区域所有网格点的预测指标空间分布更好。在东海子区域,元模型的优势扩大到了 5 天前。可能是由于近海卫星数据质量较高,在东海应用的叠加集合的预报能力增强效果优于台湾海峡。更好的元模式预测结果表明,叠加广义集合在改善日海温场的短期预测方面是令人鼓舞和充满希望的。
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Deep-Sea Research Part I-Oceanographic Research Papers
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