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Small-scale measurement of fracture toughness of muddy marine sediments via bubble injection 通过注入气泡小规模测量泥质海洋沉积物的断裂韧性
IF 2.1 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-05-18 DOI: 10.1002/lom3.10625
Anika S. Cho, Kelly M. Dorgan, Grant Lockridge

Muddy marine sediments are elastic materials in which bubbles grow and worms extend their burrows by fracture. Bubble growth and burrowing behavior are dependent on the stiffness and fracture toughness (KIc) of these muds. This article describes a custom laboratory apparatus to measure the fracture toughness of muddy, cohesive sediments using a bubble injection method. The system induces fracture in sediment samples by incrementally injecting air through a needle inserted into the sediment. The increasing pneumatic pressure is monitored until it drops abruptly, indicating bubble formation. Fracture toughness is then calculated from the peak pressure at which fracture occurred, following cavitation rheology methods developed for soft gels. The system has produced measurements that compare well to previous data but with better spatial resolution, allowing for characterization of spatial heterogeneity on small scales.

泥质海洋沉积物是一种弹性材料,气泡在其中生长,蠕虫通过断裂扩展其洞穴。气泡的生长和钻洞行为取决于这些泥浆的硬度和断裂韧性(KIc)。本文介绍了一种定制的实验室仪器,该仪器采用气泡注入法测量泥质粘性沉积物的断裂韧性。该系统通过插入沉积物中的针头逐步注入空气,诱导沉积物样品断裂。监测不断增加的气压,直到气压突然下降,表明气泡形成。然后,按照为软凝胶开发的空化流变学方法,根据发生断裂时的峰值压力计算断裂韧性。该系统的测量结果与以前的数据相比,空间分辨率更高,可以确定小尺度空间异质性的特征。
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引用次数: 0
Using a long-range autonomous underwater vehicle to find and sample harmful algal blooms in Lake Erie 使用远程自动潜航器发现伊利湖中的有害藻华并对其进行采样
IF 2.1 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-26 DOI: 10.1002/lom3.10621
Yanwu Zhang, Brian Kieft, Brett W. Hobson, Ben-Yair Raanan, William Ussler III, Christina M. Preston, Reagan M. Errera, Paul A. Den Uyl, Andrea Vander Woude, Gregory J. Doucette, Steven A. Ruberg, Kelly D. Goodwin, James M. Birch, Christopher A. Scholin

Cyanobacterial harmful algal blooms (CyanoHABs) in the Great Lakes pose risks to residential drinking water use, fisheries, and recreation. Active mitigation of these risks requires rapid detection of CyanoHABs and quantification of the toxins they produce. Here, we present a method of using a long-range autonomous underwater vehicle (LRAUV) equipped with a 3rd-generation Environmental Sample Processor (3G-ESP) to search for and adaptively sample areas of high chlorophyll potentially representative of CyanoHAB biomass. In August 2021, this method was used in western Lake Erie. The experiment highlighted the effectiveness of the LRAUV autonomous search-and-sample methodology, and demonstrated how an interdisciplinary team located in different states virtually coordinated LRAUV operations and directed sampling activities via Internet connectivity using shared, web-based situational awareness tools. The advancements made provide a foundation for future work to increase LRAUV autonomy and adaptiveness for CyanoHAB studies and monitoring in both freshwater and marine settings.

五大湖中的蓝藻有害藻华(CyanoHABs)对居民饮用水、渔业和娱乐活动构成风险。要积极降低这些风险,就必须快速检测蓝藻有害藻华并量化其产生的毒素。在此,我们介绍一种方法,即使用配备第三代环境采样处理器(3G-ESP)的远程自动水下航行器(LRAUV),搜索可能代表 CyanoHAB 生物量的高叶绿素区域,并对其进行自适应采样。2021 年 8 月,在伊利湖西部使用了这种方法。该实验强调了 LRAUV 自主搜索和采样方法的有效性,并展示了位于不同州的跨学科团队如何利用共享的网络态势感知工具,通过互联网连接虚拟协调 LRAUV 的运行并指导采样活动。所取得的进展为今后的工作奠定了基础,以提高 LRAUV 在淡水和海洋环境中进行 CyanoHAB 研究和监测时的自主性和适应性。
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引用次数: 0
A simple method for the quantification of amidic bioavailable dissolved organic nitrogen in seawater 定量海水中酰胺类生物可利用溶解有机氮的简单方法
IF 2.1 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-25 DOI: 10.1002/lom3.10622
Robert T. Letscher, Lihini I. Aluwihare

A targeted method for the quantification of bioavailable amide N found in marine DON (bDON) is presented. The method utilizes mild acid hydrolysis to convert amide N found in proteins and N-acetyl amino polysaccharides to primary amine containing products that are measured using a highly sensitive (nanomolar range and precision) fluorometric technique with addition of O-phthaldialdehyde. We find amidic bDON concentrations ranging from 0.08 to 1.82 μM N within waters from the upper 300 m in the southern California Current, Southern California Bight, and subtropical North Pacific representing 15–33% of bulk DON concentrations. Bioassay experiments from the North Pacific revealed consumption of ~20% of the in situ bDON within 5 days. The method represents a simple and rapid tool for the quantification of bioavailable DON concentrations in seawater with improved analytical precision over traditional estimates of bulk DON concentrations.

本文介绍了一种定量检测海洋 DON(bDON)中生物可利用酰胺 N 的目标方法。该方法利用弱酸水解作用,将蛋白质和 N-乙酰氨基多糖中的酰胺 N 转化为含伯胺的产物,并通过添加邻苯二甲醛的高灵敏度(纳摩尔范围和精度)荧光测定技术进行测量。我们发现,在南加州海流、南加州海湾和亚热带北太平洋上层 300 米水域中,酰胺 bDON 的浓度范围为 0.08 至 1.82 μM N,占 DON 总浓度的 15-33%。来自北太平洋的生物测定实验显示,5 天内原位生物消耗了约 20% 的 DON。该方法是量化海水中生物可利用的 DON 浓度的一种简单而快速的工具,其分析精度比传统的大体积 DON 浓度估算方法更高。
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引用次数: 0
A simple and rapid method for measuring total free sulfides in marine sediments 测量海洋沉积物中总游离硫化物的简单快速方法
IF 2.1 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-24 DOI: 10.1002/lom3.10619
Peter J. Cranford

The quantitatively most important process by which organic matter in marine sediments is mineralized is performed by sulfate-reducing bacteria, resulting in the accumulation of total dissolved (free) sulfide (S2− = H2S + HS + S2−) in porewater. S2− is toxic to benthic animals and vascular plants and measurements serve as a proxy for the deleterious effects of organic enrichment on benthic habitat, biodiversity, and ecosystem function. Methodologies for measuring S2− in water have been pursued for at least a century, and standard approaches employ colorimetry (methylene blue and iodometric titration) and potentiometry. These standard methods require between 1 and 200 mL of porewater, which can be laborious to obtain. The ion-selective electrode method is widely employed as a practical approach for sediment S2− analysis but lacks analytical robustness and is highly prone to measurement biases that misinform research and environmental management decisions. A technically simple method is described, based on direct UV spectrophotometry, for the near real-time field analysis of small porewater samples. The procedure prevents known measurement biases associated with particulate sulfide interference, S2− volatilization and oxidation, and represents a practical approach for monitoring organic enrichment and classifying benthic ecological quality status. Porewater concentrations between 200 and 15,000 μmol L−1 can be measured and instrument calibration is highly stable. The method has the capacity to rapidly process and analyze sediment samples at low cost, which helps resolve the problem of chronic under-sampling associated with the use of traditional S2− methods.

硫酸盐还原菌对海洋沉积物中的有机物进行矿化的最重要定量过程,导致孔隙水中总溶解(游离)硫化物(S2- = H2S + HS- + S2-)的积累。S2- 对底栖生物和维管植物具有毒性,其测量结果可代表有机物富集对底栖生物栖息地、生物多样性和生态系统功能的有害影响。测量水中 S2- 的方法至少已有一个世纪的历史,标准方法采用比色法(亚甲基蓝和碘滴定法)和电位法。这些标准方法需要 1 到 200 毫升的孔隙水,而获取孔隙水非常费力。离子选择电极法作为一种实用的沉积物 S2- 分析方法被广泛采用,但该方法缺乏分析稳定性,极易出现测量偏差,给研究和环境管理决策带来误导。本文介绍了一种技术简单的方法,该方法基于直接紫外分光光度法,可对小型孔隙水样本进行近实时现场分析。该方法可避免与微粒硫化物干扰、S2- 挥发和氧化有关的已知测量偏差,是监测有机富集和划分底栖生物生态质量状况的实用方法。可以测量 200 到 15,000 μmol L-1 的孔隙水浓度,仪器校准高度稳定。该方法能够以较低的成本快速处理和分析沉积物样本,有助于解决与使用传统 S2- 方法相关的长期采样不足的问题。
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引用次数: 0
Comparison of methods for DMSP measurements in dinoflagellate cultures 甲藻培养物中 DMSP 测量方法的比较
IF 2.7 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-23 DOI: 10.1002/lom3.10618
Amandine M. N. Caruana, Eva Bucciarelli, Céline Deleporte, Emilie Le Floc'h, Fabienne Hervé, Manon Le Goff

A comparison of three analytical methods (the indirect GC-FPD and MIMS, and direct LC-MS/MS) for dimethylsulfoniopropionate (DMSP) measurements was conducted to assess their accuracy and reliability. The three methods showed a linear response but are distinguished by their linearity range, the largest being for MIMS. All three methods showed good precision on Alexandrium minutum samples (2–12%). The variability between the three methods when comparing analyses of A. minutum replicates was 11%, with the DMSP measurements by LC-MS/MS being the highest. This result also confirms that indirect DMSP measurement after hydrolysis for GC or MIMS methods does not lead to an overestimation of DMSP values in A. minutum. A special focus was made on the more recent LC-MS/MS method including further assays in sample preparation and storage from cultures of the dinoflagellate A. minutum. Dinoflagellate cells should be harvested by gentle filtration (< 5 cm Hg) or slow centrifugation (500 × g) to retrieve the largest DMSP pool. For the LC-MS/MS method, MeOH used for cell extraction should be added prior to freezing (to prevent DMSP degradation). Samples will then be stable in frozen storage for at least 2 months. Finally, direct and indirect methods are complementary for identifying the exact DMSP fraction among dimethylsulfide-producing compounds that compose total and particulate DMSP pools issued from newly screened organisms or environmental samples.

对测量二甲基硫代丙酸酯(DMSP)的三种分析方法(间接 GC-FPD 和 MIMS,以及直接 LC-MS/MS)进行了比较,以评估其准确性和可靠性。这三种方法都显示出线性响应,但线性范围不同,MIMS 的线性范围最大。这三种方法对小亚历山大藻样本都显示出良好的精确度(2%-12%)。在比较 A. minutum 重复样本的分析结果时,三种方法之间的变异率为 11%,其中以 LC-MS/MS 的 DMSP 测量结果最高。这一结果还证实,采用气相色谱或 MIMS 方法对水解后的 DMSP 进行间接测量不会导致过高估计 A. minutum 中的 DMSP 值。我们特别关注了最新的 LC-MS/MS 方法,其中包括对小型甲藻培养物的样品制备和储存进行进一步检测。应通过轻柔过滤(< 5 cm Hg)或缓慢离心(500 × g)收获甲藻细胞,以获取最大的 DMSP 池。对于 LC-MS/MS 方法,用于提取细胞的 MeOH 应在冷冻前加入(以防止 DMSP 降解)。这样,样本在冷冻储存中至少可以稳定 2 个月。最后,直接法和间接法是互补的,可用于确定从新筛选的生物或环境样本中获得的总DMSP池和微粒DMSP池中二甲基硫化物产生化合物的确切DMSP部分。
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引用次数: 0
Fitting metabolic models to dissolved oxygen data: The estuarine Bayesian single-station estimation method 根据溶解氧数据拟合代谢模型:河口贝叶斯单站估算法
IF 2.1 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-22 DOI: 10.1002/lom3.10620
Marcus W. Beck, Jill M. Arriola, Maria Herrmann, Raymond G. Najjar

Continuous measurements of dissolved oxygen (DO) are useful for quantifying ecosystem metabolism, which is critical for understanding estuarine biogeochemistry and ecology, but current methods applied to these data may lead to estimates that are physically impossible and poorly constrained errors. Here, we present a new approach for estimating estuarine metabolism: Estuarine BAyesian Single-station Estimation (EBASE). EBASE applies a Bayesian framework to a simple process-based model and DO observations, allowing the estimation of critical model parameters, specifically light efficiency and respiration, as informed by a set of prior distributions. EBASE improves upon the stream-based model from which it was derived by accommodating missing DO data and allowing the user to set the time period over which parameters are estimated. We demonstrate that EBASE can recover known metabolic parameters from a synthetic time series, even in the presence of noise (e.g., due to tidal advection) and when prior distributions are uninformed. Optimization periods of 7 and 30 d are more preferable than 1 d. A comparison with the more-conventional method of Odum reveals the ability of EBASE to avoid unphysical results (such as negative photosynthesis and respiration) and improves when the DO data are detided. EBASE is available using open-source software (R) and can be readily applied to multiple years of long-term monitoring data that are available in many estuaries. Overall, EBASE provides an accessible method to parameterize a simple metabolic model appropriate for estuarine systems and will provide additional understanding of processes that influence ecosystem status and condition.

溶解氧(DO)的连续测量有助于量化生态系统的新陈代谢,这对理解河口生物地球化学和生态学至关重要,但目前应用于这些数据的方法可能会导致物理上不可能的估算和误差约束不足。在此,我们提出了一种估算河口新陈代谢的新方法:河口贝叶斯单站估算(EBASE)。EBASE 将贝叶斯框架应用于一个简单的基于过程的模型和溶解氧观测数据,从而可以根据一组先验分布来估算关键的模型参数,特别是光效和呼吸作用。EBASE 通过容纳缺失的溶解氧数据并允许用户设置参数估计的时间段,改进了基于溪流的模型。我们证明了 EBASE 能够从合成时间序列中恢复已知的代谢参数,即使在存在噪声(如潮汐平流引起的噪声)和先验分布不明的情况下也是如此。与传统的 Odum 方法相比,EBASE 能够避免非物理结果(如负的光合作用和呼吸作用),并在溶解氧数据被分离时得到改善。EBASE 使用开源软件 (R),可随时应用于许多河口的多年长期监测数据。总之,EBASE 提供了一种简便的方法,可对适合河口系统的简单代谢模型进行参数化,并将使人们对影响生态系统状态和条件的过程有更多的了解。
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引用次数: 0
Long-term culture system for deep-sea mussels Gigantidas childressi 深海贻贝 Gigantidas childressi 的长期养殖系统
IF 2.7 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-18 DOI: 10.1002/lom3.10612
Claas Hiebenthal, Finn-Ole Gehlert, Mark Schmidt, Thorsten B. H. Reusch, Frank Melzner

The simulation of deep-sea conditions in laboratories is technically challenging but necessary for experiments that aim at a deeper understanding of physiological mechanisms or host-symbiont interactions of deep-sea organisms. In a proof-of-concept study, we designed a recirculating system for long-term culture (>2 yr) of deep-sea mussels Gigantidas childressi (previously Bathymodiolus childressi). Mussels were automatically (and safely) supplied with a maximum stable level of ~60 μmol L−1 methane in seawater using a novel methane–air mixing system. Experimental animals also received daily doses of live microalgae. Condition indices of cultured G. childressi remained high over the years, and low shell growth rates could be detected, too, which is indicative of positive energy budgets. Using stable isotope data, we demonstrate that G. childressi in our culture system gained energy, both, from the digestion of methane-oxidizing endosymbionts and from digesting particulate food (microalgae). Limitations of the system, as well as opportunities for future experimental approaches involving deep-sea mussels, are discussed.

在实验室模拟深海条件在技术上具有挑战性,但对于旨在深入了解深海生物的生理机制或宿主-共生体相互作用的实验来说是必要的。在概念验证研究中,我们设计了一个循环系统,用于长期培养(2 年)深海贻贝 Gigantidas childressi(前身为 Bathymodiolus childressi)。利用新型甲烷-空气混合系统,贻贝可自动(安全)获得海水中最高稳定水平的 ~60 μmol L-1 甲烷。实验动物还每天摄入活的微藻类。养殖的 G. childressi 的状态指数多年来一直保持较高水平,而且还能检测到较低的贝壳生长率,这表明其能量预算为正值。我们利用稳定同位素数据证明,在我们的培养系统中,童子鱼从甲烷氧化内生菌的消化和颗粒食物(微藻)的消化中获得能量。我们讨论了该系统的局限性,以及未来涉及深海贻贝的实验方法的机遇。
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引用次数: 0
Simple and affordable colorimetric sensing strips for quantitative determination of total manganese in porewater samples 用于定量测定孔隙水样本中总锰含量的比色传感条,操作简单、价格低廉
IF 2.1 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-18 DOI: 10.1002/lom3.10615
Ignacio Pedre, Nico Fröhberg, Hannelore Waska, Andrea Koschinsky, Katharina Pahnke

Simple and economical colorimetric strips for measuring manganese (Mn) in natural waters are described. For their construction, leucomalachite green (LMG) embedded in a Nafion® polymeric matrix was immobilized on a polyvinylchloride surface. Upon immersing the strips in the sample, any soluble manganese(II/III) present catalyzed the oxidation of the LMG base to malachite green by adding sodium periodate. The observed color change is related to the manganese concentration and can be quantified using a field device constructed using commercial red–green–blue sensors and an Arduino® board. A linear response from 0.1 to 0.6 μmol L−1 manganese (limit of detection: 0.1 μmol L−1) was observed. The signal for strips prepared on 7 d gave a relative standard deviation equal to 13%. The strips showed good agreement with results obtained by ICP-MS in porewater collected on Spiekeroog Island (North Sea). Therefore, the method is a tool for rapid measurements of manganese in porewater samples offering new possibilities in understanding biogeochemistry for high temporal and spatial resolution manganese surveys and providing an analytical technique that provides field results comparable to laboratory systems.

本文介绍了用于测量天然水体中锰(Mn)含量的简单而经济的比色条。在制作过程中,将嵌入 Nafion® 聚合物基质中的白芒硝绿(LMG)固定在聚氯乙烯表面。将条带浸入样品后,加入高碘酸钠,存在的任何可溶性锰(II/III)都会催化 LMG 碱氧化成孔雀石绿。观察到的颜色变化与锰浓度有关,并可通过使用商用红-绿-蓝传感器和 Arduino® 板构建的现场设备进行量化。观察到从 0.1 到 0.6 μmol L-1 锰的线性响应(检测限:0.1 μmol L-1)。7 d 制备的试纸条信号的相对标准偏差为 13%。在 Spiekeroog 岛(北海)采集的孔隙水中,条带与 ICP-MS 的结果显示出良好的一致性。因此,该方法是一种快速测量孔隙水样本中锰含量的工具,为了解生物地球化学提供了新的可能性,可用于高时间和空间分辨率的锰调查,并提供一种可与实验室系统相媲美的现场结果分析技术。
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引用次数: 0
From seasonal field study to surrogate modeling: Investigating the biomechanical dynamics of Elymus sp. in salt marshes 从季节性实地研究到代用模型:盐沼中岚草的生物力学动态研究
IF 2.7 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-11 DOI: 10.1002/lom3.10616
Kara Keimer, Felix Kind, Inga Prüter, Viktoria Kosmalla, Oliver Lojek, David Schürenkamp, Markus Prinz, Stephan Niewerth, Jochen Aberle, Nils Goseberg

Salt marshes have been studied in the context of ecosystem services they can provide for coastal protection. In this study, monthly field campaigns focusing on Elymus spp. and its biomechanical properties were conducted from December 2021 to December 2022 on the German Barrier Island Spiekeroog. A total of 1390 specimens were investigated to determine their growth length, out of which 418 specimens were investigated mechanically with three-point bending tests to determine their biomechanical properties. To evaluate the interaction of hydraulic loads and vegetation, the challenge of modeling biomechanical plant properties to scale is addressed by using resin 3D printing with flexible material, while focusing on the materials mechanical properties. Based on the field data acquired and additional literature (adding up to 1959 measurements), a cylindrical plant model with an outer diameter of do=1.60mm (scale 1 : 1) was developed. It was manufactured mixing two resin components with varying volume ratios resulting in surrogates with different flexural stiffnesses. The surrogates were characterized using three-point bending tests and image analysis of their bending behavior when subjected to currents between 0.4 and 1.2 m/s. With the average Young's modulus E ranging from 8.45 to 1708.42 MPa, the bending angle varies from 0° to 77.4° displaying the influence of material stiffness and flow velocity. Applying the Cauchy scaling law, this study shows that resin 3D printing can be used to model Elymus sp. with respect to its biomechanical properties allowing for seasonally independent physical laboratory experiments with plant models.

人们从盐沼可为海岸保护提供的生态系统服务角度对其进行了研究。在这项研究中,从 2021 年 12 月到 2022 年 12 月,每月都会在德国斯皮克罗格岛(Spiekeroog)进行实地考察,重点考察岚属植物及其生物力学特性。共调查了 1390 个标本,以确定其生长长度,其中 418 个标本通过三点弯曲试验进行了机械调查,以确定其生物力学特性。为了评估水力负荷与植被之间的相互作用,通过使用树脂三维打印柔性材料,同时关注材料的机械特性,解决了按比例建立植物生物力学特性模型的难题。根据所获得的实地数据和其他文献(共 1959 次测量),开发了一个外径为(比例 1:1)的圆柱形植物模型。在制造过程中,混合了两种不同体积比的树脂成分,形成了具有不同弯曲刚度的代型。在 0.4 至 1.2 米/秒的电流作用下,通过三点弯曲试验和弯曲行为图像分析,对代型进行了表征。平均杨氏模量从 8.45 到 1708.42 兆帕,弯曲角度从 0° 到 77.4° 不等,显示了材料刚度和流速的影响。应用考奇缩放定律,本研究表明,树脂三维打印技术可用于制作岚藻的生物力学模型,从而可在不受季节影响的物理实验室中进行植物模型实验。
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引用次数: 0
First application of one-class support vector machine algorithms for detecting abnormal behavior of marine medaka Oryzias javanicus exposed to the harmful alga Karenia mikimotoi 首次应用单类支持向量机算法检测暴露于有害藻类 Karenia mikimotoi 的海青鱼的异常行为
IF 2.7 3区 地球科学 Q2 LIMNOLOGY Pub Date : 2024-04-11 DOI: 10.1002/lom3.10613
Abrianna Elke Chairil, Yuki Takai, Yosuke Koba, Shinya Kijimoto, Yukinari Tsuruda, Ik-Joon Kang, Yuji Oshima, Yohei Shimasaki

It is empirically known that fish exposed to harmful algal blooms (HABs) exhibit abnormal behavior. This might serve as a method for early detection of HABs. There has been no report of the detection of behavioral abnormalities of fish exposed to harmful algae using machine learning. In this study, the behavior of Oryzias javanicus (Java medaka) exposed in a stepwise manner to the HAB species Karenia mikimotoi at densities of 0 cells mL−1 (control), 1 × 103 cells mL−1 (nonlethal), and 5 × 103 cells mL−1 (sublethal) was recorded for 30 min at each cell density using two digital cameras connected to a software that tracked behavioral metrics of fish. The level of anomaly in the behavior of Java medaka was then analyzed using one-class support vector machines (OC-SVM) to determine whether the behavioral changes could be considered abnormal. The results revealed abnormal swimming behavior evidenced by an increase of swimming speed, a decrease of shoaling behavior, and a greater depth of swimming in Java medaka exposed especially to the sublethal K. mikimotoi density. The medaka exposed to K. mikimotoi also displayed physical deformities of their gills that were thought to have caused their abnormal behavior. This supposition was confirmed by further analysis using OC-SVM because the behavior of groups exposed to nonlethal and sublethal densities of K. mikimotoi were considered abnormal compared with that of the control groups. The results of this study show the possibility of using this system for early and real-time detection of HABs.

经验表明,鱼类接触有害藻华(HABs)后会表现出异常行为。这可以作为一种早期检测有害藻华的方法。目前还没有利用机器学习检测暴露于有害藻类的鱼类行为异常的报道。在这项研究中,使用连接到跟踪鱼类行为指标软件的两台数码相机,记录了爪哇青鳉(Oryzias javanicus)暴露在有害藻类卡伦氏藻(Karenia mikimotoi)中的行为,在每个细胞密度下的时间分别为 0 cells mL-1(对照组)、1 × 103 cells mL-1(非致死组)和 5 × 103 cells mL-1(亚致死组),持续时间为 30 分钟。然后使用单类支持向量机(OC-SVM)分析爪哇鳉行为的异常程度,以确定行为变化是否可被视为异常。结果显示,爪哇鳉的异常游泳行为表现为游泳速度增加、浅滩行为减少以及游泳深度增加,尤其是暴露于亚致死的 K. mikimotoi 密度下的爪哇鳉。暴露于 K. mikimotoi 的青鳉的鳃也出现了畸形,这被认为是导致其行为异常的原因。使用 OC-SVM 进行的进一步分析证实了这一推测,因为与对照组相比,暴露于非致死性和亚致死性 K. mikimotoi 密度下的各组的行为被认为是异常的。这项研究的结果表明,可以使用该系统对 HAB 进行早期和实时检测。
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Limnology and Oceanography: Methods
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