Phytoplankton

浮游植物
  • 文章类型: Journal Article
    全球气温变暖会对生物速率产生影响。喂食率反映了为生存提供燃料的能量的摄入,生长和繁殖。然而,温度也会影响食物的丰度和质量,以及喂养行为,这些都会影响喂食率,这使得很难理解温度影响能量摄入的途径。因此,我们通过实验评估了滤食殖民地海洋无脊椎动物(苔藓虫Bugulaneritina)的清除率在热梯度上的变化。我们还评估了温度如何影响浮游植物作为食物来源,和群体内的动物状态,影响能量预算和进食行为。清除率从18°C线性增加到32°C,人口一年中大部分时间经历的温度范围。然而,温度增加藻类细胞大小,并减少了进食动物的比例,表明温度对清除率的间接影响。温度升高,息肉消退,可能是一种应激反应,因为饱腹感发生得更快,或者是因为浮游植物质量下降。温度对每个进食动物的清除率的影响大于对总动物的清除率。一起,这些结果表明,温度对菌落水平清除率的影响不仅是个体动物对温度的直接反应更多进食的结果,而且还来自温度升高的息肉消退和剩余的动物增加其进食速率的反应。我们的研究强调了理解为什么温度会影响摄食率的一些挑战,特别是对于研究不足的人,但在生态上很重要,海洋殖民地生物。
    Warming global temperatures have consequences for biological rates. Feeding rates reflect the intake of energy that fuels survival, growth and reproduction. However, temperature can also affect food abundance and quality, as well as feeding behavior, which all affect feeding rate, making it challenging to understand the pathways by which temperature affects the intake of energy. Therefore, we experimentally assessed how clearance rate varied across a thermal gradient in a filter-feeding colonial marine invertebrate (the bryozoan Bugula neritina). We also assessed how temperature affects phytoplankton as a food source, and zooid states within a colony that affect energy budgets and feeding behavior. Clearance rate increased linearly from 18°C to 32°C, a temperature range that the population experiences most of the year. However, temperature increased algal cell size, and decreased the proportion of feeding zooids, suggesting indirect effects of temperature on clearance rates. Temperature increased polypide regression, possibly as a stress response because satiation occurred quicker, or because phytoplankton quality declined. Temperature had a greater effect on clearance rate per feeding zooid than it did per total zooids. Together, these results suggest that the effect of temperature on clearance rate at the colony level is not just the outcome of individual zooids feeding more in direct response to temperature but also emerges from temperature increasing polypide regression and the remaining zooids increasing their feeding rates in response. Our study highlights some of the challenges for understanding why temperature affects feeding rates, especially for understudied, yet ecologically important, marine colonial organisms.
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  • 文章类型: Journal Article
    与水生系统中PAHs的生物放大有关的结果存在相当大的不一致。浮游动物在控制食物链上有机污染物的命运和分布方面发挥着重要作用,特别是在大型高原水库。然而,次要因素如何影响浮游动物中有机化合物的放大倍数,目前还不清楚。本研究评估了浮游生物物种和营养物质影响PAHs通过高原水库微食物链的营养转移,中国贵州省。结果表明,可溶性∑PAHs的范围为99.9-147.3ngL-1,浮游动物中∑PAHs的浓度范围为1003.2-22441.3,平均值为4460.7ngg-1dw。营养放大因子(TMF)>1显示PAHs从浮游植物到浮游动物的生物放大。营养放大倍数>1的主要机制是1)小co足类,Cladocera和Rotifera是较大的N.schmackeri和P.tunguidus的猎物,2)浮游动物的δ15N和TLs随着营养元素TN的增加而增加,NO3-和CODMn。因此,浮游动物中的对数PAHs浓度与浮游动物的营养水平(TLs)呈正相关,浮游动物中多环芳烃的对数BAF随着TL和对数Kow的增加而增加。温度进一步增强了TMF和PAHs的生物放大作用,如温度相关的δ15N降低所示。水柱中也有可用的可溶性PAHs,这些PAHs随着分类单元内浮游植物生物量的增加而被同化,硅藻,鞭毛藻和绿藻。贵州高原水库浮游动物中PAHs的显著TMF不受浮游植物和浮游动物生物量稀释的影响。本研究证明了物种选择的重要作用,淡水中多环芳烃环境命运中的营养物质和温度。
    There is considerable inconsistency in results pertaining to the biomagnification of PAHs in aquatic systems. Zooplankton specifically play an important role controlling the fate and distribution of organic contaminants up the food chain, particularly in large plateau reservoirs. However, it remains largely unknown how secondary factors affect the magnification of organic compounds in zooplankton. The present study assessed plankton species and nutrients affecting the trophic transfer of PAHs through the micro-food chain in plateau reservoirs, Guizhou Province China. Results show soluble ∑PAHs range from 99.9 - 147.3 ng L-1, and concentrations of ∑PAHs in zooplankton range from 1003.2 - 22441.3, with a mean of 4460.7 ng g-1 dw. Trophic magnification factors (TMFs) > 1 show biomagnifications of PAHs from phytoplankton to zooplankton. The main mechanisms for trophic magnification > 1 are 1) small Copepoda, Cladocera and Rotifera are prey for larger N. schmackeri and P. tunguidus, and 2) the δ15N and TLs of zooplankton are increasing with the increasing nutrients TN, NO3- and CODMn. As a result, log PAHs concentrations in zooplankton are positively correlated with the trophic levels (TLs) of zooplankton, and log BAFs of the PAHs in zooplankton are increasing with increasing TLs and log Kow. Temperature further enhances TMFs and biomagnifications of PAHs as noted by temperature related reductions in δ15N. There are also available soluble PAHs in the water column which are assimilated with increasing phytoplankton biomass within the taxa groups, diatoms, dinoflagellates and chlorophytes. Notable TMFs of PAHs in zooplankton in Guizhou plateau reservoirs are not significantly affected by phytoplankton and zooplankton biomass dilutions. The present study demonstrates the important roles of species selection, nutrients and temperature in the environmental fate of PAHs in freshwaters.
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  • 文章类型: Journal Article
    预计全球气候变化和人为的寡营养化将重塑水生生态系统中初级生产(PP)的动态;然而,很少有研究探讨其长期影响。理论上,由于气候变暖,琵琶湖浮游植物的PP可能会在几十年内下降,加剧分层,和人为的寡营养。此外,大型浮游植物的PP,浮游动物不能食用,与生物量比生产率(PBc)一起,可以减少。在这项研究中,对1976年至2021年的数据以及2020年和2021年的主动荧光测量进行了评估。定量地,根据固碳率评估了1971-2021年平均季节性PP的时间动态,以研究环境因素之间的关系。定性,浮游植物生物量,PP,在2020年和2021年,以两种大小的分数[浮游动物的可食用(S)或不可食用(L)]测量了PBc,并在1992年(低温/高营养条件)和2020-2021年(高温/低营养条件)之间比较了这三种措施的L:S平衡,以评估季节性动态。结果表明,自1990年代以来,过去30年的气候变化和人为的寡营养化减少了琵琶湖的PP。影响PP动力学的物候。然而,PP和PBC中的L:S平衡在1992年和2020-2021年的数据之间表现出最小的变化。这些发现表明,尽管气候变化和寡营养化可能会降低整体PP,就PP和PBC而言,它们可能不会显着改变不可食用/可食用浮游植物的平衡。相反,随着总PP的下降,小型食用浮游植物的产量可能会按比例下降,可能影响琵琶湖的营养转移效率和物质循环。
    Global climate change and anthropogenic oligotrophication are expected to reshape the dynamics of primary production (PP) in aquatic ecosystems; however, few studies have explored their long-term effects. In theory, the PP of phytoplankton in Lake Biwa may decline over decades due to warming, heightened stratification, and anthropogenic oligotrophication. Furthermore, the PP of large phytoplankton, which are inedible to zooplankton, along with biomass-specific productivity (PBc), could decrease. In this study, data from 1976 to 2021 and active fluorometry measurements taken in 2020 and 2021 were evaluated. Quantitatively, the temporal dynamics of mean seasonal PP during 1971-2021 were assessed according to the carbon fixation rate to investigate relationships among environmental factors. Qualitatively, phytoplankton biomass, PP, and PBc were measured in two size fractions [edible (S) or inedible (L) for zooplankton] in 2020 and 2021, and the L:S balance for these three measures was compared between 1992 (low-temperature/high-nutrient conditions) and 2020-2021 (high-temperature/low-nutrient conditions) to assess seasonal dynamics. The results indicated that climate change and anthropogenic oligotrophication over the past 30 years have diminished Lake Biwa\'s PP since the 1990s, impacting the phenology of PP dynamics. However, the L:S balance in PP and PBc has exhibited minimal change between the data from 1992 and the 2020-2021 period. These findings suggest that, although climate change and oligotrophication may reduce overall PP, they may not markedly alter the inedible/edible phytoplankton balance in terms of PP and PBc. Instead, as total PP declines, the production of small edible phytoplankton may decrease proportionally, potentially affecting trophic transfer efficiency and material cycling in Lake Biwa.
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  • 文章类型: Journal Article
    引水已被广泛用于改善湖泊水质和减轻蓝藻水华。然而,以往的研究主要集中在研究引水对水质或水生生态健康的影响。因此,关于调水对富营养化湖泊水质和生态健康的综合影响的研究有限,以及引水后WQI和浮游植物组合是否表现出相似的模式。在这项研究中,根据NWDP-21和WDP-22期间的WQI指数和浮游植物组合,综合评价了引水对富营养化湖泊生态系统健康的影响。结果表明,引水后,WQI的年平均值从52.02增加到54.36,改善了湖泊的水质,特别是NH3-N和TN下降了58.6%和15.2%,分别。引水前后浮游植物组合发生了显著变化,我们观察到浮游植物的总生物量下降了12.3%,浮游植物多样性指数(Shannon-Wiener多样性,Pielou均匀度,和辛普森指数)调水后增长8.6%-8.9%,浮游植物的连通性和稳定性得到改善。值得注意的是,在引水环境中加强稀有子社区对资源利用的适应性,引水抑制了优势官能团的分散能力,水文扰动对浮游植物组合结构的影响有利于富营养化湖泊的生态健康。VPA分析进一步表明,引水改变了浮游植物官能团生物量和浮游植物多样性的驱动因素。PLS-PM分析的结果阐明,引水主要通过改变光的利用率间接影响浮游植物的总生物量和浮游植物的多样性。在WQI的主要功能群生物量和多样性指数之间观察到显着的相关性。调水后观察到的水质指数和浮游植物的变化趋势与水生态健康评估一致。该研究为宜龙湖引水工程的生态管理提供了有价值的指导,并对其他湖泊的类似工程具有借鉴意义。
    Water diversion has been widely utilized to enhance lake water quality and mitigate cyanobacterial blooms. However, previous studies have mainly focused on investigating the effects of water diversion on water quality or aquatic ecological health. Consequently, there is limited research investigating the combined impact of water diversion on the water quality and the ecological health of eutrophic lakes, and whether the WQI and phytoplankton assemblages demonstrate similar patterns following water diversion. In this study, the effects of water diversion on the ecosystem health of eutrophic lakes were comprehensively evaluated based on the WQI indices and phytoplankton assemblages during the NWDP-21 and WDP-22. The results showed that the annual mean of WQI increased from 52.02 to 54.36 after water diversion, which improved the water quality of the lake, especially NH3-N and TN decreased by 58.6% and 15.2%, respectively. The phytoplankton assemblages changed significantly before and after water diversion, and we observed that the total biomass of phytoplankton decreased by 12.3% and phytoplankton diversity indices (Shannon-Wiener diversity, Pielou evenness, and Simpson index) increased by 8.6%-8.9% after water diversion, with an improvement in the connectivity and stability of the phytoplankton. Notably, enhanced adaptations of rare sub-communities for resource use in water diversion environments, and water diversion inhibited the dispersal ability of dominant functional groups, and the effects of hydrological disturbances on the structure of phytoplankton assemblage favored the ecological health of eutrophic lakes. VPA analysis further reveals that water diversion alters the drivers of phytoplankton functional group biomass and phytoplankton diversity. The results of the PLS-PM analysis clarify that water diversion indirectly impacts the total phytoplankton biomass and phytoplankton diversity primarily by modifying light availability. Significant correlations are observed between the dominant functional groups biomass and diversity indices of WQI. The trends in changes observed in water quality indices and phytoplankton following water diversion align with the evaluation of water ecological health. This study provides valuable guidance for the ecological management of the diversion project in Yilong Lake and serves as a reference for similar projects in other lakes.
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  • 文章类型: Journal Article
    将再生水用于城市河流补给引起了人们对其对水质和水生生态系统的影响的担忧。这项研究旨在揭示在补充再生水后正在进行实际水生态修复的城市河流中看到的改善情况。为期一年的水质监测,浮游植物,东沙河浮游动物在北京进行生态修复,中国。结果表明,与未恢复的河流相比,COD的浓度,NH4+-N,TP,TN下降28.22±7.88%,40.24±11.77%,44.17±17.29%,修复项目区占28.66±10.39%,分别。恢复区叶绿素a的浓度保持在40μg/L以下。在夏天,当藻类生长旺盛时,未恢复河流蓝藻的密度从46.84×104cells/L下降到恢复区域的16.32×104cells/L,绿藻的细胞从41.61×104cells/L降至11.87×104cells/L,分别减少了65.16%和71.47%,分别。优势浮游植物被芽孢杆菌取代,例如Synedrasp.和Nitzschiasp.,表明水生植物的恢复降低了蓝藻开花的风险。浮游动物种类在恢复区也发生了变化,尤其是在夏天。耐污染轮虫和原生动物密度分别下降31.06%和27.22%,而表明Cladocera的清水密度增加了101.19%。我们进一步计算了恢复区内外浮游植物和浮游动物的多样性和均匀度指数。结果表明,恢复区浮游植物和浮游动物的Shannon-Weaver指数分别为2.1和1.91,高于河流(1.84和1.82)。这进一步证实水生植物复原具有积极的感化。该研究可为我国其他再生水河流水生态修复工程的实施提供实践参考和理论依据。
    The use of reclaimed water for urban river replenishment has raised concerns regarding its impact on water quality and aquatic ecosystems. This study aims to reveal the improvements seen in an urban river undergoing a practical water eco-remediation after being replenished with reclaimed water. A one-year monitoring of water quality, phytoplankton, and zooplankton was carried out in Dongsha River undergoing eco-remediation in Beijing, China. The results showed that compared to the unrestored river, the concentrations of COD, NH4+-N, TP, and TN decreased by 28.22 ± 7.88 %, 40.24 ± 11.77 %, 44.17 ± 17.29 %, and 28.66 ± 10.39 % in the restoration project area, respectively. The concentration of Chlorophyll-a in the restoration area was maintained below 40 μg/L. During summer, when algal growth is vigorous, the density of Cyanophyta in the unrestored river decreased from 46.84 × 104cells/L to 16.32 × 104cells/L in the restored area, while that of Chlorophyta decreased from 41.61 × 104cells/L to 11.87 × 104cells/L, a reduction of 65.16 % and 71.47 %, respectively. The dominant phytoplankton species were replaced with Bacillariophyta, such as Synedra sp. and Nitzschia sp., indicating that the restoration of aquatic plants reduces the risk of Cyanophyta blooms. Zooplankton species also changed in the restoration area, especially during summer. The density of pollution-tolerant Rotifer and Protozoa decreased by 31.06 % and 27.22 %, while the density of clean water indicating Cladocera increased by 101.19 %. We further calculated the diversity and evenness index of phytoplankton and zooplankton within and outside the restoration area. The results showed that the Shannon-Weaver index for phytoplankton and zooplankton in the restoration area was 2.1 and 1.91, which was higher than those in the river (1.84 and 1.82). This further confirmed that aquatic plant restoration has positive effects. This study can provide a practical reference and theoretical basis for the implementation of water ecological restoration projects in other reclaimed water rivers in China.
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  • 文章类型: Journal Article
    本文介绍了硒(Se)在各种水生隔室(水,沉积物,浮游生物和大型植物)在德拉瓦河和多瑙河的克罗地亚部分的六个选定地点,在两个采样期(6月洪水和9月干旱期)中进行了连接的河漫滩湖和改良通道系统。此外,水的物理化学性质,浮游生物组成和生物量进行了分析。我们的研究表明,沉积物和水中的平均硒含量较低,表明所研究的淡水系统中硒缺乏。物理化学环境,包括硒的分布,主要受水文学而不是特定地点的生物地球化学和形态特征影响。洪水时期的特点是水中硒含量较高,透明度较高,硝酸盐和总氮浓度高于干旱条件。在河流遗址,沉积物硒含量在洪水期间最高,而在所有其他网站,在干旱期间发现了更高的浓度,在湖中达到最大。尽管硒浓度低于水生生态毒性的阈值,它们按以下顺序增加:水(0.021-0.187μgSeL-1)<沉积物(0.005-0.352mgSekg-1)<大型植物(0.010-0.413mgSekg-1)<浮游生物(0.044-0.518mgSekg-1)表明其可能在食物链底部进行生物放大。以高硒积累潜力而闻名的物种主导了主要浮游生物群的生物量和大型植物群落的组成,可以为淡水生物群落中的硒评估提供更灵敏,更准确的稳态隔室监测器。
    This paper presents the results of the research on the overall distribution of selenium (Se) in various aquatic compartments (water, sediment, plankton and macrophytes) at six selected sites of the Croatian part of the Drava and Danube rivers, the connected floodplain lake and the melioration channel system carried out in two sampling periods (flooding in June and the drought period in September). In addition, the physicochemical water properties, plankton composition and biomass were analysed. Our study revealed low mean Se contents in sediments and water, indicating Se deficiency in the studied freshwater systems. The physicochemical environment, including Se distribution, was primarily influenced by hydrology rather than site-specific biogeochemical and morphological characteristics. The flooding period was characterised by higher Se content in water and higher transparency, nitrate and total nitrogen concentrations than drought conditions. At the river sites, sediment Se content was the highest during the flood period, while at all other sites, higher concentrations were found during the drought, reaching the maximum in the lake. Although Se concentrations were below the threshold for aquatic ecotoxicity, they increased in the following order: water (0.021-0.187 μg Se L-1) < sediments (0.005-0.352 mg Se kg-1) < macrophytes (0.010-0.413 mg Se kg-1) < plankton (0.044-0.518 mg Se kg-1) indicating its possible biomagnification at the bottom of the food chain. Species known for high Se accumulation potential dominated the biomass of the main plankton groups and the composition of the macrophyte community, which may provide a more sensitive and accurate steady-state compartment monitor for Se assessment in freshwater biotopes.
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  • 文章类型: Journal Article
    绽放的红色,欧洲高山湖泊中经常出现丝状蓝藻浮游蓝藻,通常伴随有毒微囊藻毒素(MC)的产生。在双壳类动物中观察到MC的营养转移,鱼,和浮游动物物种,而将MC吸收到双翅目物种中可以促进MC在陆地食物网和栖息地中的分布。在这项研究中,我们在2019年夏季在Mindelsee湖进行了浮游生物开花的特征,并通过浮游植物的分析跟踪了MC可能的营养转移和/或生物积累,浮游动物(水蚤)和新兴水生昆虫(Chaoborus,Chironomidae和毛翅目)。使用16SrRNA基因扩增子测序,我们发现了Planktothrixspp的五个序列变体。负责2019年9月和10月的水华形成,这些产生MC的变体,暂时鉴定为P.isothrix和/或P.serta,仅发生在明德尔湖(德国),而在附近的康斯坦茨湖也检测到其他变异。剩余的蓝藻群落以与康斯坦茨湖高度重叠的蓝藻科物种为主,表明相邻湖泊之间蓝藻物种的良好交换。通过靶向LC-HRMS/MS,我们确定了两个MC同源物,9月湖水中MC-LR和[Asp3]MC-RR的最大浓度为45ng[Asp3]MC-RR/L。两种MC同源物显示出不同的优势模式,表明两种不同的MC产生物种以时间依赖性的方式发生,其中[Asp3]MC-RR与Planktothrixspp明显相关。bloom.我们展示了MC-LR的独家转让,但不是[Asp3]MC-RR,从浮游植物到浮游动物达到10倍的生物富集,但在水生昆虫中完全不存在这些MC同源物或其缀合物。后者证明了MC从浮游动物到浮游动物昆虫幼虫的营养转移有限(例如,Chaoborus),或直接转移到其他水生昆虫中(例如摇蚊科和毛翅目),是否由于较高营养性的水生昆虫对MC的避免或有限的吸收和/或快速排泄。
    Blooms of the red, filamentous cyanobacterium Planktothrix rubescens occur frequently in pre-alpine lakes in Europe, often with concomitant toxic microcystin (MC) production. Trophic transfer of MCs has been observed in bivalves, fish, and zooplankton species, while uptake of MCs into Diptera species could facilitate distribution of MCs into terrestrial food webs and habitats. In this study, we characterized a Planktothrix bloom in summer 2019 in Lake Mindelsee and tracked possible trophic transfer and/or bioaccumulation of MCs via analysis of phytoplankton, zooplankton (Daphnia) and emergent aquatic insects (Chaoborus, Chironomidae and Trichoptera). Using 16 S rRNA gene amplicon sequencing, we found that five sequence variants of Planktothrix spp. were responsible for bloom formation in September and October of 2019, and these MC-producing variants, provisionally identified as P. isothrix and/or P. serta, occurred exclusively in Lake Mindelsee (Germany), while other variants were also detected in nearby Lake Constance. The remaining cyanobacterial community was dominated by Cyanobiaceae species with high species overlap with Lake Constance, suggesting a well-established exchange of cyanobacteria species between the adjacent lakes. With targeted LC-HRMS/MS we identified two MC-congeners, MC-LR and [Asp3]MC-RR with maximum concentrations of 45 ng [Asp3]MC-RR/L in lake water in September. Both MC congeners displayed different predominance patterns, suggesting that two different MC-producing species occurred in a time-dependent manner, whereby [Asp3]MC-RR was clearly associated with the Planktothrix spp. bloom. We demonstrate an exclusive transfer of MC-LR, but not [Asp3]MC-RR, from phytoplankton into zooplankton reaching a 10-fold bioconcentration, yet complete absence of these MC congeners or their conjugates in aquatic insects. The latter demonstrated a limited trophic transfer of MCs from zooplankton to zooplanktivorous insect larvae (e.g., Chaoborus), or direct transfer into other aquatic insects (e.g. Chironomidae and Trichoptera), whether due to avoidance or limited uptake and/or rapid excretion of MCs by higher trophic emergent aquatic insects.
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  • 文章类型: Journal Article
    浮游植物生物量空间分布的准确预测,由叶绿素a(CHL-a)浓度表示,对于评估海洋环境中的生态条件很重要。这项研究开发了基于超参数优化决策树的机器学习(ML)模型,以预测孟加拉湾海洋浮游植物CHL-a的地理分布。为了在很大的空间范围内预测CHL-a,卫星衍生的海洋颜色特征遥感数据(CHL-a,有色溶解的有机物,光合有效辐射,颗粒有机碳)和气候因素(夜间海面温度,表面吸收长波辐射,2003年至2022年的海平面压力)用于训练和测试模型。从这项研究中获得的结果表明,CHL-a的最高浓度发生在海湾的沿海带和河口附近。分析表明,除了光合有效辐射,有机组分与CHL-a表现出比气候特征更强的正相关关系,它们是负相关的。结果表明,所选择的决策树方法都具有较高的R2和较低的均方根误差(RMSE)误差。此外,XGBoost在预测CHL-a的地理分布方面优于所有其他模型。为了在季节性基础上评估模型的有效性,在孟加拉湾地区验证了性能最佳的XGBoost模型,该模型在预测Chl-a的空间分布以及夏季的像素值方面表现出良好的性能,冬季和季风季节。这项研究为研究人员预测孟加拉湾的CHL-a提供了最佳的ML模型。此外,它还有助于提高我们对CHL-a空间动力学的了解,并协助监测孟加拉湾的海洋资源。值得注意的是,印度洋的水质在性质上是非常动态的,因此,需要额外的努力来测试该研究模型在不同季节和空间梯度下的有效性.
    An accurate prediction of the spatial distribution of phytoplankton biomass, as represented by Chlorophyll-a (CHL-a) concentrations, is important for assessing ecological conditions in the marine environment. This study developed a hyperparameter-optimized decision tree-based machine learning (ML) models to predict the geographical distribution of marine phytoplankton CHL-a in the Bay of Bengal. To predict CHL-a over a large spatial extent, satellite-derived remotely sensed data of ocean color features (CHL-a, colored dissolved organic matter, photosynthetically active radiation, particulate organic carbon) and climatic factors (nighttime sea surface temperature, surface absorbed longwave radiation, sea level pressure) from 2003 to 2022 are used to train and test the models. Results obtained from this study have shown the highest concentrations of CHL-a occurred near the Bay\'s coastal belts and river estuaries. Analysis revealed that aside from photosynthetically active radiation, organic components exhibited a stronger positive relationship with CHL-a than climatic features, which are correlated negatively. Results showed the chosen decision tree methods to all possess higher R2 and lower root mean square error (RMSE) errors. Furthermore, XGBoost outperforms all other models in predicting the geographic distribution of CHL-a. To assess the model efficacy on seasonal basis, a best performing XGBoost model was validated in the Bay of Bengal region which has shown a good performance in predicting the spatial distribution of Chl-a as well as the pixel values during the summer, winter and monsoon seasons. This study provides the best ML model to researchers for predicting CHL-a in the Bay of Bengal. Further it helps to improve our knowledge of CHL-a spatial dynamics and assist in monitoring marine resources in the Bay of Bengal. It worth noting that the water quality in the Indian Ocean is very dynamic in nature, therefore, additional efforts are needed to test the efficacy of this study model over different seasons and spatial gradients.
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  • 文章类型: Journal Article
    沿海水域的养分输入是浮游植物大量繁殖的主要原因之一,浮游植物大量繁殖可能破坏沿海生态系统。为了解芭东湾浮游植物开花的主要原因和时机,在过去的十年里,浮游植物经常开花,浮游植物丰度和溶解的无机养分(氮(DIN),磷(DIP),和溶解二氧化硅(DSi))从2021年12月至2022年12月每周监测一次。结果表明,在Chaetoceros和Eunotogramma开花之前的大约1-7天内,海水中DIP和DSi与DIN的比率迅速增加。这表明该区域的硅藻花受到DIP和DSi过量的显着控制,在其他适当的环境条件下。我们的研究结果提供了一个全面的了解过量的营养物质对浮游植物在城市沿海水域开花的作用,支持知情的沿海管理行动。
    Nutrient inputs to coastal waters are among the main contributors to phytoplankton blooms that can damage coastal ecosystems. To understand the main causal factors and timing of phytoplankton blooms in Patong Bay, where phytoplankton blooms have frequent occurred for the last decade, variations in phytoplankton abundance and the dissolved inorganic nutrients (nitrogen (DIN), phosphorus (DIP), and dissolved silica (DSi)) were monitored weekly from December 2021 to December 2022. The results revealed that ratios of DIP and DSi to DIN in seawater had increased rapidly in approximately 1-7 days prior to the blooms of Chaetoceros and Eunotogramma. This suggests that the diatom blooms in this area are significantly controlled by an excess of DIP and DSi, in otherwise appropriate environmental conditions. Our findings provide a thorough understanding of the role of excess nutrients on phytoplankton blooms in urban coastal waters, supporting informed coastal management actions.
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  • 文章类型: Journal Article
    浮游植物碳(C)生物量与多样性之间的关系(即,C与H比值)和叶绿素a(即C与Chla的比率)是海洋生态系统功能和稳定性的良好指标。在这里,我们在胶州湾进行了为期2年的四次航行,以探索C与H'和C与Chla比率的动态。结果表明浮游植物C生物量和多样性以硅藻为主,其次是鞭毛藻。平均C与H的比率在84.10至912.17之间,海湾北部地区的值很高。相比之下,C与Chla的平均比值在15.55至89.47之间,高值主要出现在海湾的北部或东北部。此外,冗余分析表明,在大多数情况下,温度和磷酸盐(DIP)与这两个比率显着相关,表明温度和DIP可能是影响C-H'和C-Chla比率动态的关键因素。
    The relationships between phytoplankton carbon (C) biomass and diversity (i.e., C-to-H\' ratio) and chlorophyll a (i.e., C-to-Chl a ratio) are good indicators of marine ecosystem functioning and stability. Here we conducted four cruises spanning 2 years in Jiaozhou Bay to explore the dynamics of C-to-H\' and C-to-Chl a ratios. The results showed that the phytoplankton C biomass and diversity were dominated by diatoms, followed by dinoflagellates. The average C-to-H\' ratio ranged from 84.10 to 912.17, with high values occurring in the northern region of the bay. In contrast, the average C-to-Chl a ratio ranged between 15.55 and 89.47, and high values primarily appeared in the northern or northeastern part of the bay. In addition, the redundancy analysis showed that temperature and phosphate (DIP) were significantly correlated with both ratios in most cases, indicating that temperature and DIP may be key factors affecting the dynamics of C-to-H\' and C-to-Chl a ratios.
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