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Possible evidence of range expansion of the tropical ghost crab Ocypode ceratophthalmus to a temperate region driven by climate change 气候变化驱动下热带鬼蟹向温带扩张的可能证据
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-31 DOI: 10.1016/j.seares.2025.102623
Dain Kim , Sook-Jin Jang , Taewon Kim
Recent rapid climate change caused by global warming has significantly affected marine organisms, and species normally found in tropical zone have been reported in temperate zones. This cryptic range expansion may influence ecosystems due to interspecific competition for habitats, prey, and population reproductive resources with native species. In September 2021 and August 2022, we identified the tropical ghost crab species Ocypode ceratophthalmus in the southern region of the Korean Peninsula. To date, only three species of ghost crabs, O. stimpsoni, O. cordimana, and O. sinensis, had been reported. Morphologically, all specimens of O. ceratophthalmus possess a stridulating ridge composed of two parts of circular and horizontal lines but lack prolonged eyestalks. Species identification was confirmed using a partial sequence of the mitochondrial cytochrome c oxidase subunit I (mtCO1) gene for each individual given their morphological immaturity. Additionally, population genetic analyses using the mtCO1 and nuclear sodium‐potassium ATPase α-subunit (NaK intron) genes revealed the high genetic connectivity between Korean populations and the neighboring populations in Northeast Asia. The results of the neutrality test and mismatch distribution indicated that the Jeju population in South Korea experienced a recent population expansion. Given the oceanic flow of the Kuroshio Current and the smaller currents branching off, the genetic homogeneity of populations is anticipated to be a result of continuous immigration of individuals from more southern localities. These findings provide pivotal insights into the habitat expansion of the tropical crabs into temperate zones. Additionally, they inform conservation strategies for native crabs by enabling effect-based estimation of species range expansion and settlement.
近年来,全球变暖引起的快速气候变化对海洋生物产生了重大影响,热带地区常见的物种已经出现在温带地区。由于与本地物种在栖息地、猎物和种群生殖资源方面的种间竞争,这种隐蔽的范围扩张可能会影响生态系统。在2021年9月和2022年8月,我们在朝鲜半岛南部地区发现了一种热带鬼蟹。迄今为止,只报道过三种鬼蟹,即O. stimpsoni、O. cordimana和O. sinensis。在形态学上,所有的角眼眼标本都有一个由圆线和水平线两部分组成的鸣脊,但没有延长的眼柄。利用线粒体细胞色素c氧化酶亚基I (mtCO1)基因的部分序列对每个个体进行了物种鉴定,因为它们的形态不成熟。此外,使用mtCO1和核钠钾atp酶α-亚基(NaK内含子)基因进行的群体遗传分析显示,韩国人群与东北亚邻近人群之间存在高度的遗传连通性。中性检验和错配分布结果表明,韩国济州岛人口近期经历了一次人口扩张。考虑到黑潮的海洋流动和较小的洋流分支,预计种群的遗传同质性是来自更南部地区的个体不断移民的结果。这些发现为热带螃蟹向温带的栖息地扩张提供了关键的见解。此外,它们通过对物种范围扩展和定居进行基于效应的估计,为本地螃蟹的保护策略提供信息。
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引用次数: 0
Physical mechanisms behind the interhemispheric teleconnection between South Pacific Meridional Mode and Bohai, Yellow and East China Seas during boreal summers of 2001–2019 2001-2019年北方夏季南太平洋经向模态与渤海、黄海和东海半球遥相关的物理机制
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-30 DOI: 10.1016/j.seares.2025.102621
Guandong Gao , Ming Feng , Lin Wang , Zhaoxuan Yang , Xingru Feng , Baoshu Yin
The emergence of SPMM (South Pacific Meridional Mode)-BYECS (Bohai, Yellow and East China Seas) interhemispheric teleconnection after the early 2000s contributed to extreme marine heatwaves in the BYECS, yet the underlying physical mechanism remains poorly understood. We examined this teleconnection comprehensively, utilizing observational data from multiple sources, and proposed a physical mechanism involving SPMM-ITCZ (Intertropical Convergence Zone)-WPSH (western Pacific subtropical high) variabilities. The weakened ITCZ associated with a positive SPMM resulted in a weakened sinking branch to the north, consequently increasing convection and precipitation in the western Pacific (150–180°E; 9–27°N). This weakened the WPSH by stimulating a cyclonic anomaly, which promoted moisture transport and precipitation on the eastern edge, establishing positive feedback. At the western edge of this cyclonic anomaly, strong northerly wind anomalies reduced moisture replenishment and caused descending anomalies over the eastern part of BYECS. High-pressure anomalies on the western side of the northerly wind anomalies also resulted in descending anomalies over the BYECS. The inhibited upward motion and moisture replenishment jointly led to reduced cloud cover and increased shortwave radiation, thereby increasing BYECS sea surface temperature anomalies (SSTa) alongside SPMM-SSTa. This study proposed new physical mechanisms regarding with SPMM-ITCZ-WPSH interhemispheric teleconnection which is crucial to climate prediction in marginal seas.
21世纪初以来,南太平洋经向模态(SPMM)-渤海、黄海和东海半球远相关的出现导致了BYECS地区的极端海洋热浪,但其潜在的物理机制尚不清楚。我们利用多个来源的观测数据,全面分析了这种遥相关,并提出了SPMM-ITCZ(热带辐合带)-WPSH(西太平洋副热带高压)变化的物理机制。东太平洋辐合区减弱与一个正的SPMM相关联,导致北部下沉分支减弱,从而增加了西太平洋(150-180°E; 9-27°N)的对流和降水。这通过刺激气旋异常减弱了副高,而气旋异常促进了东部边缘的水汽输送和降水,形成正反馈。在该气旋异常的西缘,强烈的北风异常减少了水汽补给,造成了BYECS东部的下降异常。北风异常西侧的高压异常也导致了BYECS上空的下降异常。抑制上升运动和水汽补给共同导致云量减少和短波辐射增加,从而增加了BYECS海面温度异常(SSTa)和SPMM-SSTa。本研究提出了SPMM-ITCZ-WPSH半球间远相关的新物理机制,该远相关对边缘海气候预报具有重要意义。
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引用次数: 0
Water color remote sensing models: Inversion mechanisms, optimization, and challenges 水彩遥感模型:反演机制、优化和挑战
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-29 DOI: 10.1016/j.seares.2025.102622
Jiarong Tang , Fei Zhang , Ngai Weng Chan , Verner Carl Johnson , Di Wu , Lifei Wei , Mou Leong Tan , Xu Ma , Ziheng Feng , Zhihui Li
Water color remote sensing plays a vital role in monitoring aquatic environments, yet significant challenges remain in model applicability and data integration. This review presents a comprehensive bibliometric analysis of 577 WCRS-related articles indexed in the Web of Science Core Collection, identifying research hotspots, international collaborations, and model evolution trends. The analysis reveals that China leads in publication count, while the United States holds a dominant position in citation impact and international collaboration, highlighting a gap between research output and influence. Keyword co-occurrence mapping shows that bio-optical modeling, eutrophication monitoring, and high-resolution sensing in optically complex waters are key research frontiers. The main types of models such as empirical, analytical, semi-analytical, and machine learning. Are systematically categorized and assessed based on their application scope, limitations, and optimization strategies through representative case studies. Persistent challenges remain, particularly in data quality, algorithm generalization, and the fusion of multi-source data. To address these issues, five future research directions are proposed, including the development of physics-informed AI models and creation of global data-sharing platforms. This work provides both a knowledge map and practical guidance to advance WCRS theory and applications under increasingly complex water and aquatic conditions.
水色遥感在水生环境监测中发挥着至关重要的作用,但在模型适用性和数据集成方面仍存在重大挑战。本文对Web of Science核心馆藏中收录的577篇wcrs相关文献进行了全面的文献计量分析,确定了研究热点、国际合作和模型演变趋势。分析显示,中国在论文发表数方面领先,而美国在引文影响和国际合作方面占据主导地位,研究产出与影响力之间存在差距。关键词共现图显示,光学复杂水体的生物光学建模、富营养化监测和高分辨率遥感是关键的研究前沿。模型的主要类型有经验、分析、半分析和机器学习。通过有代表性的案例研究,对其应用范围、局限性和优化策略进行了系统的分类和评估。持续的挑战仍然存在,特别是在数据质量、算法泛化和多源数据融合方面。为了解决这些问题,提出了五个未来的研究方向,包括发展物理知情的人工智能模型和创建全球数据共享平台。这项工作为在日益复杂的水和水生条件下推进WCRS理论和应用提供了知识图谱和实践指导。
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引用次数: 0
Artificial tidepools promote marine diversity on Dutch sea-dikes 人工潮汐池促进了荷兰海堤上的海洋多样性
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-28 DOI: 10.1016/j.seares.2025.102620
Britas Klemens Eriksson , Johanna Catharina Rippen , Martje Birker-Wegter , Benja Blaschke , Anne-Mare Branderhorst , Jordis Dörfler , Pieter van Essen , Lars Gehin , Jet Hiltermann , Tolga Finn Kucuk , Aveline Meekhof , Leah Merlijn , Marit Nygård , Sanne Puister , Meander Tijsseling , Denise Vaas , Bente Wittendorp , Lucía Irazábal-González
Marine construction homogenise coastal ecosystems by replacing a diverse array of shoreline habitats with artificial hard structures, such as seawalls and jetties. Climate adaptation will further increase shoreline hardening, posing an additional threat to coastal biodiversity. We therefore addressed the urgent need for practically oriented research on how to best promote marine biodiversity on different types of artificial substrates by testing the effects of enriching a Dutch sea-dike with artificial tidepools. For three years we monitored the development of different functional groups of sessile organisms on three different types of tidepools that were added in six clusters to the existing boulder base of a sea-dike. The artificial tidepools developed diverse sessile communities that included the common groups barnacles, green algae, bladderwrack, mussels and oysters; but also unique species groups, such as anemones, hydroids, red algae and colonial diatoms, that were otherwise absent or very rare on the sea-dike. Consequently, after three years, the taxonomic diversity of benthic organisms were 50 % higher in the artificial tidepools than on comparable rock habitats on the sea-dike, and the tidepool communities were more different from each other than from the other habitats on the dike. We demonstrate that artificial tidepools can play an important role in management interventions to increase habitat heterogeneity and bolster marine biodiversity on artificial substrates.
海洋建设通过用人工硬结构(如海堤和码头)取代各种海岸线栖息地,使沿海生态系统同质化。气候适应将进一步加剧海岸线硬化,对沿海生物多样性构成额外威胁。因此,我们迫切需要以实践为导向的研究,通过测试用人工潮汐池充实荷兰海堤的效果,来最好地促进不同类型人工基质上的海洋生物多样性。三年来,我们在三种不同类型的潮池上监测了不同功能群的无根生物的发展,这些潮池被分成六组添加到现有的海堤巨石基座上。人工潮池形成了多种无根群落,包括常见的藤壶、绿藻、囊藻、贻贝和牡蛎;但也有独特的物种群,如海葵、水螅、红藻和殖民地硅藻,这些在海堤上是不存在的或非常罕见的。结果表明,3年后,人工潮池中底栖生物的分类多样性比类似的海堤岩石生境高50%,潮池群落之间的差异比海堤其他生境之间的差异更大。我们证明了人工潮池可以在管理干预中发挥重要作用,以增加生境异质性和增强人工基质上的海洋生物多样性。
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引用次数: 0
Synergistic effects of ocean acidification and copper on gamete health and fertilization potential of the Pacific oyster Magallana (Crassostrea) gigas 海洋酸化和铜对太平洋长牡蛎配子健康和受精潜力的协同效应
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-18 DOI: 10.1016/j.seares.2025.102617
Jihyuk Kim , Hyun-Ki Hong , Byeong-Gweon Lee
Ocean acidification (OA) and metal pollution pose significant threats to marine ecosystems, particularly in coastal areas. This study investigated the synergistic effects of OA and copper toxicity on Pacific oyster (Magallana gigas) gametes. Spermatozoa and oocytes were exposed to varying pCO2 levels and copper concentrations for 2 h. Flow cytometry was used to assess cell mortality, reactive oxygen species (ROS) production, and fertilization success. Results showed increased mortality in both sperm and oocytes with rising copper and pCO2 levels, with sperm exhibiting higher sensitivity. ROS production in gametes displayed complex patterns, suggesting adaptive responses at lower copper concentrations and potential cell death at higher levels. Fertilization success decreased significantly at lower pH combined with higher copper concentrations (> 10 μg Cu/L). These findings demonstrate that OA exacerbates copper toxicity in M. gigas gametes through interactive effects, highlighting the need to consider multiple stressors when assessing pollutant impacts on coastal ecosystems.
海洋酸化和金属污染对海洋生态系统构成重大威胁,特别是在沿海地区。本研究探讨了OA和铜毒性对太平洋牡蛎配子的协同效应。精子和卵母细胞暴露于不同pCO2水平和铜浓度下2小时。流式细胞术用于评估细胞死亡率、活性氧(ROS)产生和受精成功率。结果显示,随着铜和二氧化碳浓度的升高,精子和卵母细胞的死亡率都增加,精子表现出更高的敏感性。配子中ROS的产生表现出复杂的模式,表明低铜浓度下的适应性反应和高铜浓度下潜在的细胞死亡。在较低pH和较高铜浓度(10 μg Cu/L)下,施肥成功率显著降低。这些研究结果表明,OA通过相互作用加剧了M. gigas配子中的铜毒性,强调在评估污染物对沿海生态系统的影响时需要考虑多种应激源。
{"title":"Synergistic effects of ocean acidification and copper on gamete health and fertilization potential of the Pacific oyster Magallana (Crassostrea) gigas","authors":"Jihyuk Kim ,&nbsp;Hyun-Ki Hong ,&nbsp;Byeong-Gweon Lee","doi":"10.1016/j.seares.2025.102617","DOIUrl":"10.1016/j.seares.2025.102617","url":null,"abstract":"<div><div>Ocean acidification (OA) and metal pollution pose significant threats to marine ecosystems, particularly in coastal areas. This study investigated the synergistic effects of OA and copper toxicity on Pacific oyster (<em>Magallana gigas</em>) gametes. Spermatozoa and oocytes were exposed to varying <em>p</em>CO<sub>2</sub> levels and copper concentrations for 2 h. Flow cytometry was used to assess cell mortality, reactive oxygen species (ROS) production, and fertilization success. Results showed increased mortality in both sperm and oocytes with rising copper and <em>p</em>CO<sub>2</sub> levels, with sperm exhibiting higher sensitivity. ROS production in gametes displayed complex patterns, suggesting adaptive responses at lower copper concentrations and potential cell death at higher levels. Fertilization success decreased significantly at lower pH combined with higher copper concentrations (&gt; 10 μg Cu/L). These findings demonstrate that OA exacerbates copper toxicity in <em>M. gigas</em> gametes through interactive effects, highlighting the need to consider multiple stressors when assessing pollutant impacts on coastal ecosystems.</div></div>","PeriodicalId":50056,"journal":{"name":"Journal of Sea Research","volume":"207 ","pages":"Article 102617"},"PeriodicalIF":2.9,"publicationDate":"2025-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144865616","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Microplastics in the Bay of Bengal: A critical review of bioaccumulation and ecological impacts across Bangladesh 孟加拉湾的微塑料:对孟加拉国生物积累和生态影响的重要回顾
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-18 DOI: 10.1016/j.seares.2025.102615
Abu Hena Muhammad Yousuf, Mosa. Tania Alim Shampa, MD. Niamul Hasan Rifat, Sahadat Habib
Microplastics (MPs) exert a substantial threat to marine ecosystems, including the Bay of Bengal (BoB), due to their widespread presence and high potential for bioaccumulation in marine biota. This review aims to provide a comprehensive analysis of the bioaccumulation of MPs, their prevalence, and the potential pathways for these contaminants in the BoB. By systematically reviewing existing literature, we analyzed relevant studies and identified key findings. MPs were detected in various marine organisms, including finfish, shellfish, and plankton in the BoB. Demersal species were found to ingest more MPs than pelagic species, likely due to their proximity to MP-laden sediments. The concentration of MPs varied with body weight and length, with some species showing a positive correlation, while others exhibited a negative correlation. MP particle sizes ranged from <500 μm to 1000 μm, with black particles, fibers, and fragments being the most common forms. Polyethylene (PE) and polypropylene (PP) were identified as the dominant polymers. Major sources of MP pollution in the BoB include fisheries, industrial and sewage discharge, tourism, and agricultural runoff. The review also highlights the ecological implications of their accumulation and the potential health risks to humans through the consumption of contaminated seafood. Lack of information on deep-sea and cultured species, trophic transfer, and standard methods are some of the most important shortcomings. Researchers should use more advanced methods of discovery in future studies and look into the long-term effects on health and the environment. To reduce MP pollution in the BoB, policymakers should work on reducing the use of plastic, making waste management better, and walking biodegradable alternatives.
微塑料(MPs)由于其广泛存在并在海洋生物群中具有很高的生物积累潜力,对包括孟加拉湾(BoB)在内的海洋生态系统构成了重大威胁。本文旨在全面分析MPs的生物积累、患病率以及这些污染物在BoB中的潜在途径。通过系统地回顾现有文献,我们分析了相关研究并确定了关键发现。在各种海洋生物中检测到MPs,包括鳍鱼,贝类和浮游生物。研究发现,底栖物种比远洋物种摄入更多的多磺酸盐,这可能是由于它们靠近富含多磺酸盐的沉积物。MPs浓度随体重和体长的变化而变化,有的物种呈正相关,有的物种呈负相关。MP颗粒大小从500 μm到1000 μm不等,黑色颗粒、纤维和碎片是最常见的形式。聚乙烯(PE)和聚丙烯(PP)被确定为主要聚合物。西北地区的主要污染源包括渔业、工业和污水排放、旅游业和农业径流。该审查还强调了它们的积累对生态的影响以及通过食用受污染的海产品对人类的潜在健康风险。缺乏关于深海和养殖物种、营养转移和标准方法的信息是一些最重要的缺点。研究人员应该在未来的研究中使用更先进的发现方法,并研究对健康和环境的长期影响。为了减少鲍勃的MP污染,政策制定者应该致力于减少塑料的使用,更好地管理废物,以及行走的可生物降解替代品。
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引用次数: 0
The impact of marine industrial agglomeration on marine economic resilience—A case study of China's coastal areas 海洋产业集聚对海洋经济弹性的影响——以中国沿海地区为例
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-18 DOI: 10.1016/j.seares.2025.102609
Zixin Feng, Qiang Gao, Runping Zhang
In the current complex domestic and international environment, marine economic resilience has become one of the basic guarantees for whether the marine economy can achieve high-quality development. At the same time, the development of the marine industry in coastal areas is undergoing rapid development and showing a trend of agglomeration, providing an unprecedented opportunity to increase marine economic resilience. Thus, the impact of marine industrial agglomeration on marine economic resilience deserves further investigation. This study takes 11 coastal provinces and cities in China as an example. First, marine economic resilience is divided into three subsystems: resistance ability, recovery ability, and evolution ability, and evaluated by several methods. Second, this study uses empirical methods to analyse the impact of marine industrial agglomeration on economic resilience and its influencing mechanism. The results show that: (1) Marine industrial agglomeration can significantly increase marine economic resilience. (2) Marine industrial agglomeration increases marine economic resilience through scale effects and spillover effects, and the impact of division of labor effects on marine economic resilience has a single threshold effect. (3) The impact of marine industrial agglomeration on marine economic resilience has significant spatial heterogeneity. Our study can enrich the research in this field and provide reference for the development of marine industry and marine economy in coastal areas.
在当前复杂的国内外环境下,海洋经济韧性已成为海洋经济能否实现高质量发展的基本保障之一。与此同时,沿海地区海洋产业发展快速发展,呈现集聚趋势,为增强海洋经济韧性提供了前所未有的机遇。因此,海洋产业集聚对海洋经济弹性的影响值得进一步研究。本研究以中国11个沿海省市为例。首先,将海洋经济弹性划分为抵抗能力、恢复能力和进化能力三个子系统,并采用多种方法进行评价。其次,运用实证方法分析了海洋产业集聚对经济弹性的影响及其影响机制。研究结果表明:(1)海洋产业集聚显著增强了海洋经济弹性。(2)海洋产业集聚通过规模效应和溢出效应增强海洋经济弹性,分工效应对海洋经济弹性的影响呈现单一阈值效应。③海洋产业集聚对海洋经济弹性的影响具有显著的空间异质性。本研究可以丰富这一领域的研究内容,为沿海地区海洋产业和海洋经济的发展提供参考。
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引用次数: 0
Prediction of harmful algal blooms in the Persian Gulf using remote sensing and artificial intelligence modeling 利用遥感和人工智能模型预测波斯湾的有害藻华
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-17 DOI: 10.1016/j.seares.2025.102619
Mitra Naeimi , Zahra Azizi , Mohammad Seddiq Mortazavi , Seyedeh Laili Mohebbi Nozar , Mojtaba Ezam
Harmful algal blooms (HABs) represent a significant environmental and socio-economic threat across the Persian Gulf region, impacting marine ecosystems, public health, and coastal economies. This study shows an advanced predictive pipeline that uses satellite remote sensing data with ensemble Artificial intelligence (AI) modeling to forecast HAB events along the coastlines of Bandar Abbas, Qeshm, and Hormuz. Key environmental variables, including chlorophyll-a concentration, sea surface temperature (SST), and remote sensing reflectance (Rrs) at wavelengths of 412, 443, 488, 513, and 555 nm, were extracted from MODIS-Aqua imagery, providing a comprehensive depiction of the spatial and temporal variability in the marine environment. We employed a species distribution modeling approach that integrates an ensemble of five machine learning (ML) algorithms—Random Forest (RF), Boosted Regression Trees (BRT), Support Vector Machines (SVM), Multi-Layer Perceptron (MLP), and Radial Basis Function (RBF)—to mitigate the limitations of single-model predictions and enhance forecast reliability. Our modeling framework utilized 1809 confirmed HAB presence observations alongside 13,396 systematically generated pseudo-absence points, with model performance validated through bootstrapping and cross-validation over 713 daily prediction intervals. The ensemble model, formulated via AUC-weighted aggregation of individual predictions, achieved a robust average Area Under the Curve (AUC) of 0.95 and a peak True Skill Statistic (TSS) of 0.85. Specifically, a case study on November 23, 2008, yielded a sensitivity of 96.67 % and specificity of 74.37 %, highlighting the model's proficiency in correctly identifying HAB events. Variable importance plots pinned SST and certain Rrs bands (particularly at 443 and 555 nm) as key predictors, which concurs with established drivers of algal growth. Further, this coupled method not only yields high-resolution spatial and temporal forecasts of bloom events but also refined insight into environmental mechanisms underlying HAB dynamics, informing effective coastal governance and policy making. Collectively, these findings illustrate the promise of combining remote sensing data with ensemble AI methods to create effective early-warning systems and inform targeted management practices for reducing impacts of HABs in the Persian Gulf.
有害藻华(HABs)对整个波斯湾地区的环境和社会经济构成重大威胁,影响海洋生态系统、公众健康和沿海经济。该研究展示了一种先进的预测管道,该管道使用卫星遥感数据和集成人工智能(AI)建模来预测阿巴斯港、格什姆和霍尔木兹沿岸的赤潮事件。利用MODIS-Aqua遥感影像提取了412、443、488、513和555 nm波段的叶绿素-a浓度、海表温度(SST)和遥感反射率(Rrs)等关键环境变量,提供了海洋环境时空变化的综合描述。我们采用了一种物种分布建模方法,该方法集成了五种机器学习(ML)算法——随机森林(RF)、增强回归树(BRT)、支持向量机(SVM)、多层感知器(MLP)和径向基函数(RBF)——以减轻单模型预测的局限性,提高预测的可靠性。我们的建模框架利用了1809个已确认的赤潮存在观测值和13396个系统生成的伪缺失点,并通过在713个每日预测间隔内的自助和交叉验证验证了模型的性能。集合模型通过AUC加权的个体预测聚合而成,实现了平均曲线下面积(AUC)为0.95,峰值真实技能统计(TSS)为0.85。具体而言,2008年11月23日的一项案例研究显示,该模型的灵敏度为96.67%,特异性为74.37%,表明该模型在正确识别HAB事件方面非常熟练。可变重要性图将海温和某些Rrs波段(特别是443和555nm)作为关键预测因子,这与藻类生长的既定驱动因素一致。此外,这种耦合方法不仅可以对水华事件进行高分辨率的时空预测,还可以深入了解有害藻华动态的环境机制,为有效的沿海治理和政策制定提供信息。总的来说,这些发现表明,将遥感数据与集成人工智能方法相结合,可以创建有效的预警系统,并为有针对性的管理实践提供信息,以减少波斯湾赤潮的影响。
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引用次数: 0
Eutrophication-driven biogeochemical processes influencing dissolved organic matter dynamics in a tropical coastal bay: Insights from Lianzhou Bay, northwestern South China Sea 富营养化驱动的生物地球化学过程对热带沿海海湾溶解有机质动态的影响——来自南海西北部连州湾的观察
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-14 DOI: 10.1016/j.seares.2025.102616
Siyi Xu , Ye Xu , Xin Wang , Renming Jia , Qizhong Su , Chao Wang
The global understanding of coastal carbon cycling is increasingly recognising the disproportionate importance of small estuary-coastal bay systems. This study analysed dissolved organic carbon (DOC) and nitrogen (DON), coloured and fluorescent dissolved organic matter (DOM, CDOM and FDOM), along with environmental parameters in Lianzhou Bay, northwestern South China Sea, during summer 2022. A two-endmember mixing model was applied to quantify the non-conservative (Δ) dissolved inorganic nitrogen (DIN), phosphorus (SRP), and DOM. DIN decreased linearly with salinity, suggesting conservative mixing, while SRP showed no salinity dependence and was elevated nearshore, suggesting anthropogenic inputs. Non-conservative additions of DOC (44 %), CDOM (31–44 %), and protein-like FDOM (FDOMP, 46 %) were accompanied by substantial DON removal (−83 %). ΔDOC and ΔCDOM were negatively correlated with chlorophyll-a, suggesting their origin from the early microbial transformation of phytoplankton-derived particles. Conversely, the positive correlation between ΔDON and chlorophyll-a, together with a negative ΔDON–ΔDIN correlation of differing magnitudes, suggests partial microbial utilisation of N-rich compounds, with nitrogen not fully retained as DIN. Regionally, CDOM accumulated in the middle bay with minimal ΔDOC, driven by microbial processing of biogenic particles; the southern bay showed zero ΔDOC but positive ΔFDOMP, suggesting coupled production and degradation; in the north, excess primary production led to DOC buildup and DON removal, with labile DOM actively utilized. Among Chinese bays, the relatively low FDOMP proportion in Lianzhou Bay, despite high DOM levels, reflects limited direct anthropogenic inputs and substantial microbial humification, highlighting the complex interplay of natural and human-driven processes shaping coastal DOM composition.
全球对沿海碳循环的认识日益认识到小型河口-沿海海湾系统的不成比例的重要性。本研究分析了2022年夏季南海西北部连州湾海域溶解有机碳(DOC)和氮(DON)、彩色和荧光溶解有机质(DOM、CDOM和FDOM)以及环境参数。采用双端元混合模型定量非保守性(Δ)溶解无机氮(DIN)、磷(SRP)和DOM。DIN随盐度线性下降,表明混合较为保守,而SRP不受盐度影响,且在近岸升高,表明人为输入。非保守添加的DOC (44%), CDOM(31 - 44%)和蛋白样FDOM (FDOMP, 46%)伴随着大量的DON去除(- 83%)。ΔDOC和ΔCDOM与叶绿素-a呈负相关,表明它们起源于浮游植物衍生颗粒的早期微生物转化。相反,ΔDON与叶绿素-a之间的正相关,以及不同程度的负相关ΔDON -ΔDIN,表明微生物对富氮化合物的部分利用,氮没有完全保留为DIN。从区域上看,CDOM以极小的ΔDOC聚集在中部海湾,主要受生物成因颗粒的微生物作用驱动;南湾为0 ΔDOC,但为正ΔFDOMP,表明生产和退化耦合;在北方,过量的初级生产导致DOC的积累和DON的去除,不稳定的DOM被积极利用。在中国的海湾中,连州湾的FDOMP比例相对较低,尽管DOM水平很高,但反映了有限的直接人为输入和大量的微生物腐殖化,突出了自然和人为驱动过程形成沿海DOM组成的复杂相互作用。
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引用次数: 0
The diversity and biogeography of macrobenthic fauna in the rocky intertidal zone of islands in the Pearl River estuary: effects of island area, isolation, salinity and human disturbance 珠江口岛屿岩质潮间带大型底栖动物多样性与生物地理:岛屿面积、隔离、盐度和人为干扰的影响
IF 2.9 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2025-08-13 DOI: 10.1016/j.seares.2025.102618
Yafang Li , Quehui Tang , Shuangshuang Liu , Lianggen Wang , Jiajia Ning , Lei Xu , Delian Huang , Feiyan Du
The theory of classical island biogeography alone cannot encapsulate the dynamic pattern of island biodiversity, factors such as salinity, and anthropogenic influence and species traits should be considered. Here, islands of varying sizes, degrees of isolation, salinity, and anthropogenic influence from the inner to the outer waters of the Pearl River estuary in China, were selected as the sampling sites. During January to March 2023 (dry season), macrobenthic fauna, comprising various groups with distinct ecological traits, were collected in the rocky intertidal zones. Environmental gradients were derived from long-term salinity, temperature, depth, and dissolved oxygen (DO) records from the Pearl River Estuary ecosystem field station, field measurements of anthropogenic disturbance, and GIS-calculated isolation distances. Island areas were obtained from the Guangdong Province Department of Natural Resources. The findings revealed that the species richness of the total, Molluscs and Annelids fit the power-function species–area relationship, whereas Arthropods did not. The generalized linear models showed a significant negative correlation between anthropogenic disturbances and Arthropod richness. Principal coordination analysis and beta diversity indicated substantial dissimilarities in the spatial structure similarity of communities among islands in this area. The analysis of generalized dissimilarity modeling indicated both environmental gradients and spatial distance could affect the β diversity of macrobenthic fauna. In the upper tidal zone, β diversity was predominantly influenced by geographic distance, while in the middle and lower zones, community composition was shaped by the salinity gradient. The outcomes of this study supports the role of area and spatial isolation in structuring community composition and diversity. However, environmental gradients such as salinity and anthropogenic disturbances may take precedence over other biogeographical processes. The significance of these gradients varies across different groups.
单纯的经典岛屿生物地理学理论不足以概括岛屿生物多样性的动态格局,需要考虑盐度、人为影响和物种特征等因素。本研究选取了中国珠江口内外水域大小、隔离程度、盐度和人为影响不同的岛屿作为采样点。2023年1 ~ 3月(旱季),在石质潮间带收集了大型底栖动物,它们组成不同的类群,具有不同的生态特征。环境梯度来源于珠江口生态系统站长期盐度、温度、深度和溶解氧(DO)记录、人为干扰的野外测量和gis计算的隔离距离。海岛面积数据来自广东省自然资源厅。结果表明,总软体动物和环节动物的物种丰富度符合幂函数的物种-面积关系,而节肢动物则不符合幂函数关系。广义线性模型显示,人为干扰与节肢动物丰富度呈显著负相关。主协调分析和beta多样性表明,该地区岛屿间群落空间结构相似性存在较大差异。广义不相似模型分析表明,环境梯度和空间距离对大型底栖动物β多样性均有影响。在上潮区,β多样性主要受地理距离的影响,而在中低潮区,群落组成受盐度梯度的影响。本研究结果支持了面积和空间隔离在构建群落组成和多样性中的作用。然而,盐度和人为干扰等环境梯度可能优先于其他生物地理过程。这些梯度的意义在不同的组中有所不同。
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引用次数: 0
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Journal of Sea Research
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