首页 > 最新文献

Frontiers in Marine Science最新文献

英文 中文
The cause of an extreme sea surface warming in the midlatitude western North Pacific during 2012 summer 2012 年夏季北太平洋中纬度西部海面极端变暖的原因
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-08 DOI: 10.3389/fmars.2024.1471446
Zhiyuan Li, Gangfeng Wu, Chang Xu, Jing Zhao, Mengqiao Wang, Jie Sheng, Yi Shen, Xiao-Hua Zhu
This study investigated an extreme sea surface warming in the midlatitude western North Pacific (MLWNP) during the summer of 2012. The 2012 extreme event was characterized by warm sea surface temperature anomaly (SSTA) extending from the East/Japan Sea to central North Pacific. The SSTA box–averaged over the MLWNP (130–180°E, 33–50°N) in 2012 ranked as the third warmest in recent four decades, which has caused intense marine heatwaves in this region. During the summer of 2012, a positive Indian Ocean Dipole event co-occurred with El Niño, favoring anomalous moisture transport between the two basins that caused enhanced convection in the South China and Philippine Seas and western–to–central subtropical Pacific. The enhanced convective activities triggered two meridional atmospheric Rossby wave trains to form strong atmospheric blocking high–pressure systems in the MLWNP. This reduced the total cloud cover and surface wind speed, enhancing insolation and reducing the release of latent heat flux. In addition, the weakened wind strengthened the stratification and shoaled the mixed layer. As a result, the increased net heat flux into the ocean accompanied by a shallower mixed layer contributed to the upper ocean warming in the MLWNP. Meanwhile, the North Pacific was dominated by a negative phase of Pacific Decadal Oscillation (PDO), significantly contributing to warm SSTAs in the MLWNP in 2012. Consequently, the 2012 extreme warming in the MLWNP was the results of the combination of atmospheric Rossby waves and PDO. Our study highlighted the roles of high–frequency atmospheric teleconnection and low–frequency PDO in extreme sea surface warming in the MLWNP.
本研究调查了 2012 年夏季北太平洋中纬度西部(MLWNP)的一次极端海面变暖现象。2012 年极端事件的特点是海面温度异常(SSTA)从东海/日本海延伸至北太平洋中部。2012 年,MLWNP(130-180°E,33-50°N)上空的 SSTA 箱均值为近 40 年来第三暖,导致该地区出现强烈的海洋热浪。2012 年夏季,印度洋偶极子事件与厄尔尼诺现象同时发生,有利于两个盆地之间的异常水汽输送,导致中国南海和菲律宾海以及亚热带太平洋中西部的对流活动增强。对流活动的增强引发了两个经向大气罗斯比波列,在多变西北太平洋形成了强大的大气阻塞高压系统。这降低了总云量和地面风速,增强了日照,减少了潜热通量的释放。此外,减弱的风力加强了分层,并使混合层受阻。因此,进入海洋的净热通量增加,同时混合层变浅,导致了多变西北太平洋上层海洋变暖。与此同时,北太平洋受太平洋十年涛动(PDO)负涛动阶段的影响,大大加剧了 2012 年大西北海域的暖 SSTA。因此,2012 年大西北极端变暖是大气罗斯比波和 PDO 共同作用的结果。我们的研究强调了高频大气远缘联系和低频 PDO 在多伦多-西北太平洋极端海面变暖中的作用。
{"title":"The cause of an extreme sea surface warming in the midlatitude western North Pacific during 2012 summer","authors":"Zhiyuan Li, Gangfeng Wu, Chang Xu, Jing Zhao, Mengqiao Wang, Jie Sheng, Yi Shen, Xiao-Hua Zhu","doi":"10.3389/fmars.2024.1471446","DOIUrl":"https://doi.org/10.3389/fmars.2024.1471446","url":null,"abstract":"This study investigated an extreme sea surface warming in the midlatitude western North Pacific (MLWNP) during the summer of 2012. The 2012 extreme event was characterized by warm sea surface temperature anomaly (SSTA) extending from the East/Japan Sea to central North Pacific. The SSTA box–averaged over the MLWNP (130–180°E, 33–50°N) in 2012 ranked as the third warmest in recent four decades, which has caused intense marine heatwaves in this region. During the summer of 2012, a positive Indian Ocean Dipole event co-occurred with El Niño, favoring anomalous moisture transport between the two basins that caused enhanced convection in the South China and Philippine Seas and western–to–central subtropical Pacific. The enhanced convective activities triggered two meridional atmospheric Rossby wave trains to form strong atmospheric blocking high–pressure systems in the MLWNP. This reduced the total cloud cover and surface wind speed, enhancing insolation and reducing the release of latent heat flux. In addition, the weakened wind strengthened the stratification and shoaled the mixed layer. As a result, the increased net heat flux into the ocean accompanied by a shallower mixed layer contributed to the upper ocean warming in the MLWNP. Meanwhile, the North Pacific was dominated by a negative phase of Pacific Decadal Oscillation (PDO), significantly contributing to warm SSTAs in the MLWNP in 2012. Consequently, the 2012 extreme warming in the MLWNP was the results of the combination of atmospheric Rossby waves and PDO. Our study highlighted the roles of high–frequency atmospheric teleconnection and low–frequency PDO in extreme sea surface warming in the MLWNP.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597458","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comprehensive comparative analysis of reconstructed sea level datasets in the China Seas: insights from tide gauge and satellite altimetry 中国海域重建海平面数据集的综合比较分析:验潮仪和卫星测高的启示
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-08 DOI: 10.3389/fmars.2024.1469173
Shuwei Zhang, Yanxiao Li, Jianlong Feng, Yiyang Jin, Jing Zhang, Liang Zhao
At present, there are many reconstructed datasets at the global scale. To test the applicability of these datasets in the China seas, the study comprehensively analyzes the reliability and accuracy of reconstructed sea level datasets in capturing nuanced temporal patterns of sea level changes in the China Seas. This study applied analysis methods or indicators such as time series, Taylor plots, correlation coefficients, growth rates, and standard deviations. Ocean Data Assimilations (ODAs) outperform Tide Gauge Reconstructions (TGRs) in terms of correlation with measured data in the nearshore, while TGRs exhibit superior capability in capturing oceanic sea level variability. Although the ODAs and TGRs both suffer from the underestimation of sea level variability in China as well as in neighboring seas, the TGRs perform better than the former. ODAs show inconsistency in reflecting the rate of sea level rise, but they, particularly the China Ocean Reanalysis (CORA), demonstrate a better correlation with satellite altimetry datasets. Meanwhile, both of them can reflect the Pacific Decadal Oscillation (PDO) well. TGRs, relying on oceanic tide gauge stations, suffer from poor correlation with tide gauge stations due to limited coverage. Reconstruction discrepancies are attributed to methodological differences and data assimilation techniques. Future studies should explore alternative variables like sea surface temperature and so on to enhance sea-level reconstruction, especially in regions with sparse tide gauge coverage.
目前,全球范围内有许多重建数据集。为了检验这些数据集在中国海域的适用性,本研究全面分析了重建海平面数据集在捕捉中国海域海平面细微时间变化规律方面的可靠性和准确性。该研究采用了时间序列、泰勒图、相关系数、增长率和标准偏差等分析方法或指标。在与近岸实测数据的相关性方面,海洋数据同化(ODA)优于潮位仪重建(TGR),而潮位仪重建在捕捉海洋海平面变化方面表现出更强的能力。虽然 ODA 和 TGR 都存在低估中国及邻近海域海平面变化的问题,但 TGR 的表现优于前者。ODAs 在反映海平面上升速率方面表现出不一致性,但它们,特别是中国海洋再分析(CORA),与卫星测高数据集的相关性较好。同时,它们都能很好地反映太平洋十年涛动(PDO)。依靠海洋验潮站的 TGRs 由于覆盖范围有限,与验潮站的相关性较差。重建差异可归因于方法差异和数据同化技术。未来的研究应探索海面温度等替代变量,以加强海平面重建,特别是在验潮站覆盖稀少的地区。
{"title":"Comprehensive comparative analysis of reconstructed sea level datasets in the China Seas: insights from tide gauge and satellite altimetry","authors":"Shuwei Zhang, Yanxiao Li, Jianlong Feng, Yiyang Jin, Jing Zhang, Liang Zhao","doi":"10.3389/fmars.2024.1469173","DOIUrl":"https://doi.org/10.3389/fmars.2024.1469173","url":null,"abstract":"At present, there are many reconstructed datasets at the global scale. To test the applicability of these datasets in the China seas, the study comprehensively analyzes the reliability and accuracy of reconstructed sea level datasets in capturing nuanced temporal patterns of sea level changes in the China Seas. This study applied analysis methods or indicators such as time series, Taylor plots, correlation coefficients, growth rates, and standard deviations. Ocean Data Assimilations (ODAs) outperform Tide Gauge Reconstructions (TGRs) in terms of correlation with measured data in the nearshore, while TGRs exhibit superior capability in capturing oceanic sea level variability. Although the ODAs and TGRs both suffer from the underestimation of sea level variability in China as well as in neighboring seas, the TGRs perform better than the former. ODAs show inconsistency in reflecting the rate of sea level rise, but they, particularly the China Ocean Reanalysis (CORA), demonstrate a better correlation with satellite altimetry datasets. Meanwhile, both of them can reflect the Pacific Decadal Oscillation (PDO) well. TGRs, relying on oceanic tide gauge stations, suffer from poor correlation with tide gauge stations due to limited coverage. Reconstruction discrepancies are attributed to methodological differences and data assimilation techniques. Future studies should explore alternative variables like sea surface temperature and so on to enhance sea-level reconstruction, especially in regions with sparse tide gauge coverage.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597465","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lag-WALS approach incorporating ENSO-related quantities for altimetric interannual SLA forecasts in the South China Sea 纳入厄尔尼诺/南方涛动相关数量的滞后-WALS方法用于南海测高年际SLA预报
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-08 DOI: 10.3389/fmars.2024.1467164
Pengfei Yang, Hok Sum Fok
A novel approach using lag weighted-average least squares (Lag-WALS) is proposed to forecast the interannual sea level anomaly (SLA) in the South China Sea (SCS) using lagged equatorial Pacific El Niño–Southern Oscillation (ENSO)-related quantities. Through empirical orthogonal function (EOF) and wavelet coherence method, we first investigated the relationships between sea surface temperature (SST) and SLA (both steric sea level (SSL) and non-steric sea level (NSSL)) in the equatorial Pacific, and then explored their cross-correlations with the interannual SCS SLA. A robust alignment was found between the first spatiotemporal mode of EOF (i.e. EOF1 and first principal component (PC1)) from SLA/SSL and SST across the equatorial Pacific, both of which exhibited a typical ENSO horseshoe spatial pattern in EOF1. Good consistency between the SCS SLA and the SST/SLA/SSL PC1 was revealed, with the SCS SLA lagging behind the SST, SLA, and SSL by several months at most grid locations. In contrast, the NSSL exhibited large disparities with the SST PC1 or the interannual SCS SLA. The lag-WALS model performed better at the SCS boundaries than in the central region, with an average STD/MAE/Bias (RMSE/MAE/Bias) for internal (external) accuracies of 1.01/0.80/–0.002 cm (1.39/1.13/–0.08 cm), respectively. The altimetric-observed SLA seasonal patterns agreed with the Lag-WALS model-forecasted SLA. A similar situation applies to regionally-averaged SLA time series. These results underscore the ability of the Lag-WALS model to accurately forecast the SCS SLA at the interannual scale, which is crucial for early warning of abnormal sea level changes in the SCS.
提出了一种利用滞后赤道太平洋厄尔尼诺-南方涛动(ENSO)相关量的滞后加权平均最小二乘法(Lag-WALS)预报南海海平面年际异常(SLA)的新方法。通过经验正交函数(EOF)和小波相干方法,我们首先研究了赤道太平洋海面温度(SST)和SLA(立体海平面(SSL)和非立体海平面(NSSL))之间的关系,然后探讨了它们与SCS SLA年际的交叉相关性。结果发现,SLA/SSL 的 EOF 第一时空模式(即 EOF1 和第一主成分(PC1))与赤道太平洋的 SST 之间具有很强的一致性,两者在 EOF1 中都表现出典型的厄尔尼诺/南方涛动马蹄形空间模式。SCS SLA 与 SST/SLA/SSL PC1 具有良好的一致性,在大多数网格位置,SCS SLA 比 SST、SLA 和 SSL 滞后几个月。相比之下,NSSL 与 SST PC1 或 SCS SLA 的年际差异很大。滞后-WALS模式在SCS边界的表现要好于在中心区域的表现,内部(外部)精度的平均STD/MAE/Bias(RMSE/MAE/Bias)分别为1.01/0.80/-0.002厘米(1.39/1.13/-0.08厘米)。测高观测的 SLA 季节模式与 Lag-WALS 模式预测的 SLA 一致。区域平均 SLA 时间序列也有类似情况。这些结果表明,Lag-WALS 模式有能力在年际尺度上准确预报南中国海的海平面上升斜率,这对南中国海海平面异常变化的早期预警至关重要。
{"title":"Lag-WALS approach incorporating ENSO-related quantities for altimetric interannual SLA forecasts in the South China Sea","authors":"Pengfei Yang, Hok Sum Fok","doi":"10.3389/fmars.2024.1467164","DOIUrl":"https://doi.org/10.3389/fmars.2024.1467164","url":null,"abstract":"A novel approach using lag weighted-average least squares (Lag-WALS) is proposed to forecast the interannual sea level anomaly (SLA) in the South China Sea (SCS) using lagged equatorial Pacific El Niño–Southern Oscillation (ENSO)-related quantities. Through empirical orthogonal function (EOF) and wavelet coherence method, we first investigated the relationships between sea surface temperature (SST) and SLA (both steric sea level (SSL) and non-steric sea level (NSSL)) in the equatorial Pacific, and then explored their cross-correlations with the interannual SCS SLA. A robust alignment was found between the first spatiotemporal mode of EOF (i.e. EOF1 and first principal component (PC1)) from SLA/SSL and SST across the equatorial Pacific, both of which exhibited a typical ENSO horseshoe spatial pattern in EOF1. Good consistency between the SCS SLA and the SST/SLA/SSL PC1 was revealed, with the SCS SLA lagging behind the SST, SLA, and SSL by several months at most grid locations. In contrast, the NSSL exhibited large disparities with the SST PC1 or the interannual SCS SLA. The lag-WALS model performed better at the SCS boundaries than in the central region, with an average STD/MAE/Bias (RMSE/MAE/Bias) for internal (external) accuracies of 1.01/0.80/–0.002 cm (1.39/1.13/–0.08 cm), respectively. The altimetric-observed SLA seasonal patterns agreed with the Lag-WALS model-forecasted SLA. A similar situation applies to regionally-averaged SLA time series. These results underscore the ability of the Lag-WALS model to accurately forecast the SCS SLA at the interannual scale, which is crucial for early warning of abnormal sea level changes in the SCS.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597453","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of climate change on the kelp Laminaria digitata – simulated Arctic winter warming 气候变化对海带--模拟北极冬季变暖的影响
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-08 DOI: 10.3389/fmars.2024.1478238
Moritz Trautmann, Inka Bartsch, Margot Bligh, Hagen Buck-Wiese, Jan-Hendrik Hehemann, Sarina Niedzwiedz, Niklas Plag, Tifeng Shan, Kai Bischof, Nora Diehl
The Arctic is seasonally exposed to long periods of low temperatures and complete darkness. Consequently, perennial primary producers have to apply strategies to maximize energy efficiency. Global warming is occurring in the Arctic faster than the rest of the globe. The highest amplitude of temperature rise occurs during Polar Night. To determine the stress resistance of the ecosystem-engineering kelp Laminaria digitata against Arctic winter warming, non-meristematic discs of adult sporophytes from Porsangerfjorden (Finnmark, Norway) were kept in total darkness at 0°C and 5°C over a period of three months. Physiological variables, namely maximum quantum yield of photosynthesis (Fv/Fm) and dry weight, as well as underlying biochemical variables including pigments, storage carbohydrates, total carbon and total nitrogen were monitored throughout the experiment. Although all samples remained in generally good condition with Fv/Fm values above 0.6, L. digitata performed better at 0°C than at 5°C. Depletion of metabolic products resulted in a constant decrease of dry weight over time. A strong decrease in mannitol and laminarin was observed, with greater reductions at 5°C than at 0°C. However, the total carbon content did not change, indicating that the sporophytes were not suffering from “starvation stress” during the long period of darkness. A decline was also observed in the accessory pigments and the pool of xanthophyll cycle pigments, particularly at 5°C. Our results indicate that L. digitata has a more active metabolism, but a lower physiological and biochemical performance at higher temperatures in the Arctic winter. Obviously, L. digitata is well adapted to Arctic Polar Night conditions, regardless of having its distributional center at lower latitudes. Despite a reduced vitality at higher temperatures, a serious decline in Arctic populations of L. digitata due to winter warming is not expected for the near future.
北极地区季节性地长期处于低温和完全黑暗的环境中。因此,多年生初级生产者必须采取策略,最大限度地提高能源效率。北极地区的全球变暖速度快于全球其他地区。极夜期间的温度上升幅度最大。为了确定生态系统工程海带层带(Laminaria digitata)对北极冬季变暖的抗压性,将来自波桑格峡湾(挪威芬马克)的成孢子体的非聚合圆盘在 0°C 和 5°C 的完全黑暗条件下保存了三个月。在整个实验过程中,对生理变量(即最大光合量子产率(Fv/Fm)和干重)以及基本生化变量(包括色素、储存碳水化合物、总碳和总氮)进行了监测。虽然所有样本的 Fv/Fm 值都在 0.6 以上,总体状况良好,但 L. digitata 在 0°C 时的表现比在 5°C 时更好。随着时间的推移,代谢产物的消耗导致干重持续下降。据观察,甘露醇和层糖苷的降幅很大,在 5°C 时比在 0°C 时降幅更大。不过,总碳含量没有变化,这表明孢子体在长期黑暗条件下没有受到 "饥饿胁迫"。此外,还观察到附属色素和黄绿素循环色素池的下降,尤其是在 5°C 时。我们的研究结果表明,在北极冬季较高的温度下,地肤藻的新陈代谢更加活跃,但生理生化性能较低。很明显,地肤藻能很好地适应北极极夜的条件,尽管其分布中心在低纬度地区。尽管在较高温度下生命力下降,但预计在不久的将来,由于冬季变暖,北极地区的 L. digitata 种群数量不会严重减少。
{"title":"Impact of climate change on the kelp Laminaria digitata – simulated Arctic winter warming","authors":"Moritz Trautmann, Inka Bartsch, Margot Bligh, Hagen Buck-Wiese, Jan-Hendrik Hehemann, Sarina Niedzwiedz, Niklas Plag, Tifeng Shan, Kai Bischof, Nora Diehl","doi":"10.3389/fmars.2024.1478238","DOIUrl":"https://doi.org/10.3389/fmars.2024.1478238","url":null,"abstract":"The Arctic is seasonally exposed to long periods of low temperatures and complete darkness. Consequently, perennial primary producers have to apply strategies to maximize energy efficiency. Global warming is occurring in the Arctic faster than the rest of the globe. The highest amplitude of temperature rise occurs during Polar Night. To determine the stress resistance of the ecosystem-engineering kelp <jats:italic>Laminaria digitata</jats:italic> against Arctic winter warming, non-meristematic discs of adult sporophytes from Porsangerfjorden (Finnmark, Norway) were kept in total darkness at 0°C and 5°C over a period of three months. Physiological variables, namely maximum quantum yield of photosynthesis (F<jats:sub>v</jats:sub>/F<jats:sub>m</jats:sub>) and dry weight, as well as underlying biochemical variables including pigments, storage carbohydrates, total carbon and total nitrogen were monitored throughout the experiment. Although all samples remained in generally good condition with F<jats:sub>v</jats:sub>/F<jats:sub>m</jats:sub> values above 0.6, <jats:italic>L. digitata</jats:italic> performed better at 0°C than at 5°C. Depletion of metabolic products resulted in a constant decrease of dry weight over time. A strong decrease in mannitol and laminarin was observed, with greater reductions at 5°C than at 0°C. However, the total carbon content did not change, indicating that the sporophytes were not suffering from “starvation stress” during the long period of darkness. A decline was also observed in the accessory pigments and the pool of xanthophyll cycle pigments, particularly at 5°C. Our results indicate that <jats:italic>L. digitata</jats:italic> has a more active metabolism, but a lower physiological and biochemical performance at higher temperatures in the Arctic winter. Obviously, <jats:italic>L. digitata</jats:italic> is well adapted to Arctic Polar Night conditions, regardless of having its distributional center at lower latitudes. Despite a reduced vitality at higher temperatures, a serious decline in Arctic populations of <jats:italic>L. digitata</jats:italic> due to winter warming is not expected for the near future.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597397","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental investigation of surface buoyant jet interactions with grid obstructions: implications for aquaculture 表面浮力射流与网格障碍物相互作用的实验研究:对水产养殖的影响
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-08 DOI: 10.3389/fmars.2024.1490890
Manel Grifoll, Alan Cuthbertson, Raquel Peñas-Torramilans, Peter Davies
Freshwater inputs originating from terrestrial streams and gullies that discharge into quiescent, semi-enclosed coastal regions (such as estuaries, tidal inlets or lagoons), typically provide point sources of nutrients (e.g. nitrates, phosphates) and/or contaminants (e.g. pesticides, pathogens) that may have a deleterious impact on water quality. Many of these sheltered coastal regions also increasingly support aquaculture operations (e.g. finfish, shellfish, or seaweed farms), which can therefore be directly impacted by nutrient and contaminant inputs. Dynamically, these terrestrial freshwater inflows behave as surface buoyant jets or plumes within the coastal saline or brackish receiving waters, due to the salinity-induced density gradients. As such, the presence of infrastructure associated with aquaculture operations in sheltered coastal waters can provide obstruction to the propagation characteristics and residence times for these surface freshwater flows. Consequently, an improved physical understanding of the flow-structure interaction is clearly crucial to assessing the potential contamination risk of aquaculture products. The aim of the current study is therefore to explore, through scaled laboratory experiments within a channel-basin facility, the impact of physical obstruction induced by a vertical grid structure on the flow evolution of a 2D – 3D expanding, surface buoyant jet. Two grid obstructions with different solidity ratios are tested, along with surface gravity currents of different density excesses and freshwater inflows to infer the influence of different parametric conditions on the propagation, blockage and mixing characteristics of the surface current in the vicinity of the grid obstruction. Measurements of the velocity structure and thickness of the expanding surface plume are obtained by ultrasonic velocity profilers, while the density excess in the evolving plume is measured by micro-conductivity probes. Dye visualization results also show that, in the presence of the grid obstruction, the generation of shear-induced billows at the lower interface of the expanding surface current is largely blocked and a local deepening of the fresh-salt water interface in the immediate vicinity of the grid obstruction is observed. In this sense, the obstruction imposed by aquaculture infrastructure in coastal domains can have a considerable influence of the local turbulent mixing and vertical transfer of substances (e.g. nutrients and contaminants), but is likely to have relatively minimal impact in the final dispersion of the surface plume.
从陆地溪流和沟谷输入的淡水,排入静止的半封闭沿岸地区(如河口、潮汐入海口 或泻湖),通常是可能对水质产生有害影响的营养盐(如硝酸盐、磷酸盐)和/或污染物(如杀 虫剂、病原体)的点源。许多沿海遮蔽地区也越来越多地支持水产养殖业(如鳍鱼、贝类或海藻养殖场), 因此会直接受到营养物质和污染物输入的影响。由于盐度引起的密度梯度,这些陆地流入的淡水在沿岸盐水或咸水受纳水体中表现为 表面浮力喷流或羽流。因此,沿岸遮蔽水域中与水产养殖作业有关的基础设施的存在,会阻碍这些表层淡 水流的传播特性和停留时间。因此,提高对水流与结构相互作用的物理认识,对于评估水产养殖产品的潜在污染风 险显然至关重要。因此,本研究的目的是通过在水槽-盆地设施内进行的实验室实验,探索垂直网格结构引起的物理障碍物对二维-三维扩展的表面浮力射流的流动演变的影响。测试了两种不同固度比的网格障碍物,以及不同密度过剩度的表层重力流和淡水流入,以推断不同参数条件对网格障碍物附近表层流的传播、阻塞和混合特性的影响。通过超声波速度剖面仪测量了不断扩大的表层卷流的速度结构和厚度,而通过微导探头测量了不断演变的卷流中的密度过剩。染色可视化结果还表明,在网格障碍物存在的情况下,扩展表面水流下部界面的剪切诱导波浪的生成在很大程度上被阻断,并且在网格障碍物附近观察到淡盐水界面的局部加深。从这个意义上说,沿岸地区水产养殖基础设施所造成的阻塞,对当地湍流混合和物质(如营养 物质和污染物)的垂直传输有相当大的影响,但对表层羽流最终扩散的影响可能相对较小。
{"title":"Experimental investigation of surface buoyant jet interactions with grid obstructions: implications for aquaculture","authors":"Manel Grifoll, Alan Cuthbertson, Raquel Peñas-Torramilans, Peter Davies","doi":"10.3389/fmars.2024.1490890","DOIUrl":"https://doi.org/10.3389/fmars.2024.1490890","url":null,"abstract":"Freshwater inputs originating from terrestrial streams and gullies that discharge into quiescent, semi-enclosed coastal regions (such as estuaries, tidal inlets or lagoons), typically provide point sources of nutrients (e.g. nitrates, phosphates) and/or contaminants (e.g. pesticides, pathogens) that may have a deleterious impact on water quality. Many of these sheltered coastal regions also increasingly support aquaculture operations (e.g. finfish, shellfish, or seaweed farms), which can therefore be directly impacted by nutrient and contaminant inputs. Dynamically, these terrestrial freshwater inflows behave as surface buoyant jets or plumes within the coastal saline or brackish receiving waters, due to the salinity-induced density gradients. As such, the presence of infrastructure associated with aquaculture operations in sheltered coastal waters can provide obstruction to the propagation characteristics and residence times for these surface freshwater flows. Consequently, an improved physical understanding of the flow-structure interaction is clearly crucial to assessing the potential contamination risk of aquaculture products. The aim of the current study is therefore to explore, through scaled laboratory experiments within a channel-basin facility, the impact of physical obstruction induced by a vertical grid structure on the flow evolution of a 2D – 3D expanding, surface buoyant jet. Two grid obstructions with different solidity ratios are tested, along with surface gravity currents of different density excesses and freshwater inflows to infer the influence of different parametric conditions on the propagation, blockage and mixing characteristics of the surface current in the vicinity of the grid obstruction. Measurements of the velocity structure and thickness of the expanding surface plume are obtained by ultrasonic velocity profilers, while the density excess in the evolving plume is measured by micro-conductivity probes. Dye visualization results also show that, in the presence of the grid obstruction, the generation of shear-induced billows at the lower interface of the expanding surface current is largely blocked and a local deepening of the fresh-salt water interface in the immediate vicinity of the grid obstruction is observed. In this sense, the obstruction imposed by aquaculture infrastructure in coastal domains can have a considerable influence of the local turbulent mixing and vertical transfer of substances (e.g. nutrients and contaminants), but is likely to have relatively minimal impact in the final dispersion of the surface plume.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Discriminative characteristics of hydrochemical components and sedimentary organic matter in Korean coastal aquaculture systems during summer 韩国沿海水产养殖系统夏季水化学成分和沉积有机物的鉴别特征
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-08 DOI: 10.3389/fmars.2024.1473271
Seung-Hee Kim, Sung-Eun Park, Chung-Sook Kim, Dong-Hun Lee
Understanding the spatial distribution and sources of sedimentary organic matter (OM) in coastal environments is crucial for effective water quality management and the preservation of ecosystem health. Although extensive research has been conducted on OM dynamics, there remains a gap in understanding the ongoing biogeochemical processes in Korean coastal aquaculture zones, particularly during the summer season. To address this gap, we investigated the spatial variation of water chemical properties and isotopic composition of sedimentary OM to trace the composition, source, and reactivity of mixed OM in aquaculture systems along the Korean coast during the summer season. The isotopic approach was applied to surface sediments from five sections: western (W)-1, W-2, southern (S)-1, S-2, and eastern (E)-1. With respect to increased nutrients (mainly nitrate; 1.2 ± 0.6 mg/L) by dam-water discharge near W sections, our isotopic signatures revealed that a substantial fraction of sedimentary OM might dominantly originated from autochthonous OM source (algae; 36.5%) related to the increase of terrestrial nutrients. Simultaneously, the deposition of allochthonous OM (aquacultural feces; 44%) was predominant in the S-2 sections. The 34S-depleted patterns (approximately -7.2‰) in the S-2 section was indicative of active sulfate reduction occurring at the sedimentary boundary. Therefore, together with the precise determination of ongoing OM, our isotopic results provide valuable insights for effectively managing water-sedimentary qualities under the increase of anthropogenic contamination.
了解沿海环境中沉积有机物(OM)的空间分布和来源对于有效管理水质和保护生态系 统健康至关重要。尽管对 OM 动态进行了广泛的研究,但在了解韩国沿海水产养殖区(尤其是夏季)正在进行的生物地球化学过程方面仍存在差距。针对这一空白,我们研究了水化学特性和沉积 OM 同位素组成的空间变化,以追踪夏季韩国沿海水产养殖系统中混合 OM 的组成、来源和反应性。同位素方法适用于西部(W)-1、W-2、南部(S)-1、S-2 和东部(E)-1 五个断面的表层沉积物。由于 W 区段附近的大坝排水增加了营养物质(主要是硝酸盐;1.2 ± 0.6 mg/L),我们的同位素特征显示,沉积 OM 的很大一部分可能主要来源于自生 OM 源(藻类;36.5%),这与陆地营养物质的增加有关。同时,在 S-2 断面中,异源 OM(水产养殖粪便;44%)沉积占主导地位。S-2 段的 34S 贫化模式(约-7.2‰)表明沉积边界发生了活跃的硫酸盐还原作用。因此,结合正在进行的 OM 的精确测定,我们的同位素结果为在人为污染增加的情况下有效管理水-沉积质量提供了宝贵的见解。
{"title":"Discriminative characteristics of hydrochemical components and sedimentary organic matter in Korean coastal aquaculture systems during summer","authors":"Seung-Hee Kim, Sung-Eun Park, Chung-Sook Kim, Dong-Hun Lee","doi":"10.3389/fmars.2024.1473271","DOIUrl":"https://doi.org/10.3389/fmars.2024.1473271","url":null,"abstract":"Understanding the spatial distribution and sources of sedimentary organic matter (OM) in coastal environments is crucial for effective water quality management and the preservation of ecosystem health. Although extensive research has been conducted on OM dynamics, there remains a gap in understanding the ongoing biogeochemical processes in Korean coastal aquaculture zones, particularly during the summer season. To address this gap, we investigated the spatial variation of water chemical properties and isotopic composition of sedimentary OM to trace the composition, source, and reactivity of mixed OM in aquaculture systems along the Korean coast during the summer season. The isotopic approach was applied to surface sediments from five sections: western (W)-1, W-2, southern (S)-1, S-2, and eastern (E)-1. With respect to increased nutrients (mainly nitrate; 1.2 ± 0.6 mg/L) by dam-water discharge near W sections, our isotopic signatures revealed that a substantial fraction of sedimentary OM might dominantly originated from autochthonous OM source (algae; 36.5%) related to the increase of terrestrial nutrients. Simultaneously, the deposition of allochthonous OM (aquacultural feces; 44%) was predominant in the S-2 sections. The <jats:sup>34</jats:sup>S-depleted patterns (approximately -7.2‰) in the S-2 section was indicative of active sulfate reduction occurring at the sedimentary boundary. Therefore, together with the precise determination of ongoing OM, our isotopic results provide valuable insights for effectively managing water-sedimentary qualities under the increase of anthropogenic contamination.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597459","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The research on the applicability of different typhoon wind fields in the simulation of typhoon waves in China’s coastal waters 不同台风风场在中国近海台风海浪模拟中的适用性研究
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-08 DOI: 10.3389/fmars.2024.1492521
Xiangyu Chen, Yunlin Ni, Yuan Shen, Yue Ying, Jinbao Wang
Typhoon waves possess significant destructive potential, and their numerical simulation relies on accurate sea surface wind fields. An evaluation of different combinations of the radial air pressure distribution coefficient B and the radius of maximum wind speed (Rmax) in the Holland wind field (HWF) model was conducted to determine the optimal configuration. The HWF and the ERA5 wind field (EWF) were used as input wind fields to drive the typhoon wave model for China’s coastal waters. Validation results indicated that neither wind field accurately reflected real conditions; therefore, a hybrid wind field (HBWF) was created by combining HWF and EWF using weighting coefficients that vary with the radius of wind speed to enhance accuracy. Simulation results showed that the HBWF improved the accuracy of significant wave heights (SWHs), with a mean relative error of 25.29%, compared to 32.48% for HWF and 27.94% for EWF. Additionally, HBWF also demonstrated the best performance in terms of root mean square error (RMSE) and consistency index. Overall, the HBWF enhances the simulation accuracy of typhoon waves in China's coastal waters.
台风海浪具有巨大的破坏潜力,其数值模拟依赖于精确的海面风场。对荷兰风场(HWF)模型中径向气压分布系数 B 和最大风速半径(Rmax)的不同组合进行了评估,以确定最佳配置。将 HWF 和 ERA5 风场(EWF)作为输入风场,驱动中国沿岸海域的台风浪模型。验证结果表明,这两种风场都不能准确反映实际情况;因此,为了提高精度,将 HWF 和 EWF 结合起来,使用随风速半径变化的加权系数,创建了混合风场(HBWF)。模拟结果表明,HBWF 提高了显著波高(SWHs)的精度,平均相对误差为 25.29%,而 HWF 为 32.48%,EWF 为 27.94%。此外,HBWF 在均方根误差 (RMSE) 和一致性指数方面也表现最佳。总之,HBWF 提高了中国近海台风海浪的模拟精度。
{"title":"The research on the applicability of different typhoon wind fields in the simulation of typhoon waves in China’s coastal waters","authors":"Xiangyu Chen, Yunlin Ni, Yuan Shen, Yue Ying, Jinbao Wang","doi":"10.3389/fmars.2024.1492521","DOIUrl":"https://doi.org/10.3389/fmars.2024.1492521","url":null,"abstract":"Typhoon waves possess significant destructive potential, and their numerical simulation relies on accurate sea surface wind fields. An evaluation of different combinations of the radial air pressure distribution coefficient <jats:italic>B</jats:italic> and the radius of maximum wind speed (<jats:italic>R</jats:italic><jats:sub>max</jats:sub>) in the Holland wind field (HWF) model was conducted to determine the optimal configuration. The HWF and the ERA5 wind field (EWF) were used as input wind fields to drive the typhoon wave model for China’s coastal waters. Validation results indicated that neither wind field accurately reflected real conditions; therefore, a hybrid wind field (HBWF) was created by combining HWF and EWF using weighting coefficients that vary with the radius of wind speed to enhance accuracy. Simulation results showed that the HBWF improved the accuracy of significant wave heights (SWHs), with a mean relative error of 25.29%, compared to 32.48% for HWF and 27.94% for EWF. Additionally, HBWF also demonstrated the best performance in terms of root mean square error (<jats:italic>RMSE</jats:italic>) and consistency index. Overall, the HBWF enhances the simulation accuracy of typhoon waves in China's coastal waters.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597461","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Representing ocean biology-induced heating effects in ROMS-based simulations for the Indo-Pacific Ocean 在基于 ROMS 的印度洋-太平洋模拟中体现海洋生物诱发的加热效应
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-07 DOI: 10.3389/fmars.2024.1473208
Wenzhe Zhang, Chuan Gao, Feng Tian, Yang Yu, Hongna Wang, Rong-Hua Zhang
Incident shortwave radiation can penetrate and heat the upper ocean water column, acting to modulate the stratification, vertical mixing and sea surface temperature. As a light-absorbing constituent, ocean chlorophyll (CHL) plays an important role in regulating these processes; however, its heating effect on the ocean state remains controversial and exhibits strong model dependence on ways the solar radiation transmission and the related CHL-induced heating are represented. In this study, we implement a chlorophyll-based two-way coupling between physical and ecological processes within the Regional Ocean Modeling System (ROMS). The bio-physics coupled model performs well in simulating the structure and variability of oceanic physical and ecological fields in the tropical Indo-Pacific region. Three CHL-related heating terms are analyzed based on the model output to diagnose the ocean biology-induced heating effects, namely the shortwave radiation part penetrating out of the base of the mixed layer (ML; Qpen), the portion absorbed within the ML (Qabs), and the rate of temperature change of the ML resulting from the Qabs effects (Rsr). Results show that the spatio-temporal distributions of the three heating terms are mainly determined by the ML depth (MLD). However, Qpen can also be regulated by the euphotic depth (ED), especially in the western-central equatorial Pacific. This moderating effect is particularly evident during El Niño when the ED tends to be greater than the MLD; positive ED anomalies act to enhance the positive Qpen anomalies caused by negative MLD anomalies. For the first time, the bio-heating effects are quantified within the ROMS-based two-way coupling context between the physical submodel and ecological submodel over the tropical Indo-Pacific Ocean, providing a basis for further understanding of the bio-effects and mechanisms. It is expected that the methodology and understanding developed in this study can help explore the chlorophyll-related processes in the ocean and the interactions with the atmosphere.
入射短波辐射可以穿透并加热海洋上层水柱,从而调节分层、垂直混合和海面温度。作为一种光吸收成分,海洋叶绿素(CHL)在调节这些过程中发挥着重要作用;然而,叶绿素对海洋状态的加热效应仍然存在争议,并且与太阳辐射传输和相关的叶绿素诱导加热的表示方法有很大的模型依赖性。在这项研究中,我们在区域海洋模拟系统(ROMS)中实现了基于叶绿素的物理和生态过程的双向耦合。生物物理耦合模型在模拟热带印度洋-太平洋地区海洋物理和生态场的结构和变化方面表现良好。根据模式输出分析了三个与 CHL 有关的加热项,以诊断海洋生物诱导的加热效应,即从混合层(ML)底部穿出的短波辐射部分(Qpen)、在混合层内吸收的部分(Qabs)以及 Qabs 效应导致的混合层温度变化率(Rsr)。结果表明,这三个加热项的时空分布主要由混合层深度(MLD)决定。不过,Qpen 也受极光深度(ED)的调节,尤其是在赤道太平洋中西部。这种调节作用在厄尔尼诺现象期间尤为明显,因为厄尔尼诺现象期间,ED 往往大于 MLD;ED 的正异常会增强 MLD 负异常引起的 Qpen 正异常。在基于 ROMS 的热带印度洋-太平洋物理子模式和生态子模式双向耦合背景下,首次对生物加热效应进行了量化,为进一步了解生物效应和机制奠定了基础。预计本研究开发的方法和理解有助于探索海洋中与叶绿素有关的过程以及与大气的相互作用。
{"title":"Representing ocean biology-induced heating effects in ROMS-based simulations for the Indo-Pacific Ocean","authors":"Wenzhe Zhang, Chuan Gao, Feng Tian, Yang Yu, Hongna Wang, Rong-Hua Zhang","doi":"10.3389/fmars.2024.1473208","DOIUrl":"https://doi.org/10.3389/fmars.2024.1473208","url":null,"abstract":"Incident shortwave radiation can penetrate and heat the upper ocean water column, acting to modulate the stratification, vertical mixing and sea surface temperature. As a light-absorbing constituent, ocean chlorophyll (CHL) plays an important role in regulating these processes; however, its heating effect on the ocean state remains controversial and exhibits strong model dependence on ways the solar radiation transmission and the related CHL-induced heating are represented. In this study, we implement a chlorophyll-based two-way coupling between physical and ecological processes within the Regional Ocean Modeling System (ROMS). The bio-physics coupled model performs well in simulating the structure and variability of oceanic physical and ecological fields in the tropical Indo-Pacific region. Three CHL-related heating terms are analyzed based on the model output to diagnose the ocean biology-induced heating effects, namely the shortwave radiation part penetrating out of the base of the mixed layer (ML; <jats:italic>Q<jats:sub>pen</jats:sub></jats:italic>), the portion absorbed within the ML (<jats:italic>Q<jats:sub>abs</jats:sub></jats:italic>), and the rate of temperature change of the ML resulting from the <jats:italic>Q<jats:sub>abs</jats:sub></jats:italic> effects (<jats:italic>R<jats:sub>sr</jats:sub></jats:italic>). Results show that the spatio-temporal distributions of the three heating terms are mainly determined by the ML depth (MLD). However, <jats:italic>Q<jats:sub>pen</jats:sub></jats:italic> can also be regulated by the euphotic depth (ED), especially in the western-central equatorial Pacific. This moderating effect is particularly evident during El Niño when the ED tends to be greater than the MLD; positive ED anomalies act to enhance the positive <jats:italic>Q<jats:sub>pen</jats:sub></jats:italic> anomalies caused by negative MLD anomalies. For the first time, the bio-heating effects are quantified within the ROMS-based two-way coupling context between the physical submodel and ecological submodel over the tropical Indo-Pacific Ocean, providing a basis for further understanding of the bio-effects and mechanisms. It is expected that the methodology and understanding developed in this study can help explore the chlorophyll-related processes in the ocean and the interactions with the atmosphere.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597468","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing data-driven arctic marine forecasting: a comparative analysis of MariNet, FourCastNet, and PhyDNet 优化数据驱动的北极海洋预报:MariNet、FourCastNet 和 PhyDNet 的比较分析
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-07 DOI: 10.3389/fmars.2024.1456480
Aleksei V. Buinyi, Dias A. Irishev, Edvard E. Nikulin, Aleksandr A. Evdokimov, Polina G. Ilyushina, Natalia A. Sukhikh
IntroductionMarine forecasts play a crucial role in ensuring safe navigation, efficient offshore operations, coastal management, and research, particularly in regions with challenging conditions like the Arctic Ocean. These forecasts necessitate precise predictions of ocean currents, wind-driven waves, and various other oceanic parameters. Although physics-based numerical models are highly accurate, they come with significant computational requirements. Therefore, data-driven approaches, which are less computationally intensive, may present a more effective solution for predicting sea conditions.MethodsThis study introduces a detailed analysis and comparison of three data-driven models: the newly developed convLSTM-based MariNet, FourCastNet, and PhydNet, a physics-informed model designed for video prediction. Through the utilization of metrics such as RMSE, Bias, and Correlation, we illustrate the areas in which our model outperforms well-known prediction models.ResultsOur model demonstrates enhanced accuracy in forecasting ocean dynamics when compared to FourCastNet and PhyDNet. Additionally, our findings reveal that our model demands significantly less training data and computational resources, ultimately resulting in lower carbon emissions.DiscussionThese findings indicate the potential for further exploration of data-driven models as a supplement to physics-based models in operational marine forecasting, as they have the capability to improve prediction accuracy and efficiency, thereby facilitating more responsive and cost-effective forecasting systems.
引言 海洋预报在确保安全航行、高效近海作业、海岸管理和研究方面发挥着至关重要的作用,尤其是在北冰洋等条件恶劣的地区。这些预报需要对洋流、风驱动波浪和其他各种海洋参数进行精确预测。虽然基于物理的数值模型精度很高,但对计算要求很高。本研究详细分析和比较了三种数据驱动模型:新开发的基于 convLSTM 的 MariNet、FourCastNet 和专为视频预测设计的物理信息模型 PhydNet。通过使用 RMSE、偏差和相关性等指标,我们说明了我们的模型在哪些方面优于知名预测模型。此外,我们的研究结果表明,我们的模型所需的训练数据和计算资源要少得多,从而最终降低了碳排放量。讨论这些研究结果表明,在海洋业务预报中,数据驱动模型作为基于物理的模型的补充,具有进一步探索的潜力,因为它们有能力提高预测精度和效率,从而促进反应更灵敏、成本效益更高的预报系统。
{"title":"Optimizing data-driven arctic marine forecasting: a comparative analysis of MariNet, FourCastNet, and PhyDNet","authors":"Aleksei V. Buinyi, Dias A. Irishev, Edvard E. Nikulin, Aleksandr A. Evdokimov, Polina G. Ilyushina, Natalia A. Sukhikh","doi":"10.3389/fmars.2024.1456480","DOIUrl":"https://doi.org/10.3389/fmars.2024.1456480","url":null,"abstract":"IntroductionMarine forecasts play a crucial role in ensuring safe navigation, efficient offshore operations, coastal management, and research, particularly in regions with challenging conditions like the Arctic Ocean. These forecasts necessitate precise predictions of ocean currents, wind-driven waves, and various other oceanic parameters. Although physics-based numerical models are highly accurate, they come with significant computational requirements. Therefore, data-driven approaches, which are less computationally intensive, may present a more effective solution for predicting sea conditions.MethodsThis study introduces a detailed analysis and comparison of three data-driven models: the newly developed convLSTM-based MariNet, FourCastNet, and PhydNet, a physics-informed model designed for video prediction. Through the utilization of metrics such as RMSE, Bias, and Correlation, we illustrate the areas in which our model outperforms well-known prediction models.ResultsOur model demonstrates enhanced accuracy in forecasting ocean dynamics when compared to FourCastNet and PhyDNet. Additionally, our findings reveal that our model demands significantly less training data and computational resources, ultimately resulting in lower carbon emissions.DiscussionThese findings indicate the potential for further exploration of data-driven models as a supplement to physics-based models in operational marine forecasting, as they have the capability to improve prediction accuracy and efficiency, thereby facilitating more responsive and cost-effective forecasting systems.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142598222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing Water depth inversion accuracy in turbid coastal environments using random forest and coordinate attention mechanisms 利用随机森林和坐标注意机制提高浑浊沿岸环境中的水深反演精度
IF 3.7 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-07 DOI: 10.3389/fmars.2024.1471695
Siwen Fang, Zhongqiang Wu, Shulei Wu, Zhixing Chen, Wei Shen, Zhihua Mao
This study introduces an innovative water depth estimation method for complex coastal environments, focusing on Yantian Port. By combining Random Forest algorithms with a Coordinate Attention mechanism, we address limitations of traditional bathymetric techniques in turbid waters. Our approach incorporates geographical coordinates, enhancing spatial accuracy and predictive capabilities of conventional models. The Random Forest Lon./Lat. model demonstrated exceptional performance, particularly in shallow water depth estimation, achieving superior accuracy metrics among all evaluated models. It boasted the lowest Root Mean Square Error (RMSE) and highest coefficient of determination (R²), outperforming standard techniques like Stumpf and Log-Linear approaches. These findings highlight the potential of advanced machine learning in revolutionizing bathymetric mapping for intricate coastal zones, opening new possibilities for port management, coastal engineering, and environmental monitoring of coastal ecosystems. We recommend extending this research to diverse coastal regions to validate its broader applicability. Additionally, exploring the integration of additional geospatial features could further refine the model’s accuracy and computational efficiency. This study marks a significant advancement in bathymetric technology, offering improved solutions for accurate water depth estimation in challenging aquatic environments. As we continue to push boundaries in this field, the potential for enhanced coastal management and environmental stewardship grows, paving the way for more sustainable and informed decision-making in coastal zones worldwide.
本研究以盐田港为重点,介绍了一种针对复杂海岸环境的创新水深估算方法。通过将随机森林算法与坐标注意机制相结合,我们解决了传统水深测量技术在浑浊水域中的局限性。我们的方法结合了地理坐标,提高了空间精度和传统模型的预测能力。Random Forest Lon./Lat. 模型表现出卓越的性能,尤其是在浅水深度估算方面,在所有评估模型中取得了优异的精度指标。它的均方根误差(RMSE)最低,判定系数(R²)最高,优于 Stumpf 和对数线性方法等标准技术。这些发现凸显了先进的机器学习在彻底改变错综复杂的海岸带水深测绘方面的潜力,为港口管理、海岸工程和海岸生态系统的环境监测开辟了新的可能性。我们建议将这项研究推广到不同的沿海地区,以验证其更广泛的适用性。此外,探索整合更多的地理空间特征可以进一步提高模型的准确性和计算效率。这项研究标志着测深技术的重大进步,为在充满挑战的水生环境中准确估算水深提供了更好的解决方案。随着我们在这一领域不断突破极限,加强海岸管理和环境管理的潜力也在不断增长,从而为全球沿海地区更可持续、更明智的决策铺平道路。
{"title":"Enhancing Water depth inversion accuracy in turbid coastal environments using random forest and coordinate attention mechanisms","authors":"Siwen Fang, Zhongqiang Wu, Shulei Wu, Zhixing Chen, Wei Shen, Zhihua Mao","doi":"10.3389/fmars.2024.1471695","DOIUrl":"https://doi.org/10.3389/fmars.2024.1471695","url":null,"abstract":"This study introduces an innovative water depth estimation method for complex coastal environments, focusing on Yantian Port. By combining Random Forest algorithms with a Coordinate Attention mechanism, we address limitations of traditional bathymetric techniques in turbid waters. Our approach incorporates geographical coordinates, enhancing spatial accuracy and predictive capabilities of conventional models. The Random Forest Lon./Lat. model demonstrated exceptional performance, particularly in shallow water depth estimation, achieving superior accuracy metrics among all evaluated models. It boasted the lowest Root Mean Square Error (RMSE) and highest coefficient of determination (R²), outperforming standard techniques like Stumpf and Log-Linear approaches. These findings highlight the potential of advanced machine learning in revolutionizing bathymetric mapping for intricate coastal zones, opening new possibilities for port management, coastal engineering, and environmental monitoring of coastal ecosystems. We recommend extending this research to diverse coastal regions to validate its broader applicability. Additionally, exploring the integration of additional geospatial features could further refine the model’s accuracy and computational efficiency. This study marks a significant advancement in bathymetric technology, offering improved solutions for accurate water depth estimation in challenging aquatic environments. As we continue to push boundaries in this field, the potential for enhanced coastal management and environmental stewardship grows, paving the way for more sustainable and informed decision-making in coastal zones worldwide.","PeriodicalId":12479,"journal":{"name":"Frontiers in Marine Science","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142597466","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Frontiers in Marine Science
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1