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Mapping potential benthic habitats of the Rio Grande Rise, SW Atlantic 绘制大西洋西南部大隆起的潜在底栖生物栖息地
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-12-01 Epub Date: 2025-10-29 DOI: 10.1016/j.dsr.2025.104619
Maria Aline Lisniowski , Victor Hugo Rocha Lopes , Eugênio Pires Frazão , Clóvis Coutinho Motta Neto , Vadim Harlamov , Arthur Ayres Neto
The Rio Grande Rise (RGR), a large and complex submarine feature in the southwestern Atlantic Ocean, was systematically mapped to investigate its geomorphology, substrate heterogeneity, and benthic habitat distribution. High-resolution multibeam bathymetry provided the basis for deriving terrain variables, used to classify major geomorphic units, including plateaus, ridges, and canyons. Seafloor backscatter mosaics and video imagery, analyzed with object-based image analysis, revealed distinct substrate types including ferromanganese crusts, foraminiferal sands, and pteropod shell beds. Bedforms, such as polygonal patterns, circular depressions, and waveforms, indicate active bottom currents and potential fluid migration that shape the terrain. Faunal assemblages differed markedly across habitat types, showing clear associations with substrate and local geomorphology. Patchy sediments on gentle slopes support diverse assemblages with complex trophic dynamics involving mobile predators, scavengers, and a range of invertebrates. Muddy flats and slopes enriched in organic matter host detritivores and burrowing fauna adapted to unconsolidated substrates. Sessile suspension feeders, including corals, sponges, echinoderms, and ascidians, dominated hard-substrate plateaus exposed to hydrodynamic activity. Slopes shaped by gravitational processes and covered with unsorted sediments host opportunistic species sharing functional traits with assemblages from patchy sediment habitats. The resulting habitat map provides a spatial framework for benthic environments across the RGR and documents marked habitat heterogeneity. The absence of systematic biological and sediment sampling constrains the resolution of habitat classification and some areas and taxa were under-sampled. Nevertheless, the outcomes establish a valuable environmental baseline that can guide future research, conservation planning, and resource management in the deep sea.
对大西洋西南海域一个大型复杂海底地貌——里约热内卢大隆起(里约热内卢Grande Rise, RGR)进行了系统地形图绘制,研究了其地貌、底物异质性和底栖生物栖息地分布。高分辨率多波束测深为获取地形变量提供了基础,用于对主要地貌单元进行分类,包括高原、山脊和峡谷。通过对海底后向散射马赛克和视频图像进行基于物体的图像分析,揭示了不同的基底类型,包括锰铁结壳、有孔虫砂和翼足类壳床。多角形图案、圆形凹陷和波形等床型表明活跃的底流和潜在的流体迁移,它们塑造了地形。不同生境类型的动物组合差异显著,与底物和当地地貌有明显的联系。缓坡上的斑驳沉积物支持着具有复杂营养动力学的多种组合,包括移动捕食者、食腐动物和一系列无脊椎动物。淤泥滩地和斜坡富含有机质、寄主、营养动物和适应松散基质的穴居动物。无柄悬浮食性动物,包括珊瑚、海绵、棘皮动物和海鞘动物,主要是受水动力活动影响的硬底高原。由重力作用形成的斜坡上覆盖着未分选的沉积物,这些斜坡上的机会物种与斑块状沉积物栖息地的组合具有相同的功能特征。由此产生的栖息地地图为整个RGR的底栖生物环境提供了一个空间框架,并记录了栖息地的异质性。由于缺乏系统的生物和沉积物采样,限制了生境分类的确定,一些地区和分类群采样不足。尽管如此,研究结果为指导未来的深海研究、保护规划和资源管理建立了有价值的环境基线。
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引用次数: 0
Developing Ireland's ocean observatory network: feasibility and suitability of using a SoundTrap HF300 for passive acoustics from an underwater glider 发展爱尔兰海洋观测网:使用SoundTrap HF300进行水下滑翔机被动声学的可行性和适用性
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-12-01 Epub Date: 2025-10-17 DOI: 10.1016/j.dsr.2025.104607
Morgane Pommier , Baptiste Menetrier , Ross O'Neill , Kieran Adlum , Diego del Villar , Niall Ó Maoiléidigh , Frederick Whoriskey , Ross McGill , Simon Berrow , Joanne O'Brien
Autonomous platforms, notably remotely operated underwater gliders, are increasingly used in ocean monitoring. Submersible gliders are robust, cost-effective, have a low carbon footprint, and operate relatively quietly. They enable extended-duration (months) ambient noise measurements and soundscape characterisation over large spatial scales, and are, as a result, promising tools for cetacean passive acoustic monitoring (PAM). Here, we assessed the feasibility of using a commercially available, self-contained recording system (SoundTrap HF300) mounted on a submersible glider to conduct PAM for cetacean calls in coastal European waters. Harbour porpoises and delphinids were successfully recorded during two trial missions over the Malin Shelf. Manual validation of dolphin whistles provided quantification of the rate of false positive detections. Additionally, it allowed a description of submersible glider self-noise that could potentially interfere with the automated detection algorithm or soundscape analysis. We provide recommendations to plan future missions and advocate for a more systematic implementation of this approach in Irish waters in the future.
自主平台,特别是远程操作的水下滑翔机,越来越多地用于海洋监测。潜水滑翔机坚固耐用,成本效益高,碳足迹低,运行相对安静。它们可以在大空间尺度上进行长时间(数月)的环境噪声测量和声景表征,因此是鲸类被动声学监测(PAM)的有前途的工具。在这里,我们评估了在欧洲沿海水域使用安装在潜水滑翔机上的商用、独立录音系统(SoundTrap HF300)对鲸类动物叫声进行PAM的可行性。在马林海架的两次试验任务中,成功地记录了港湾鼠海豚和海豚。人工验证海豚哨提供了假阳性检出率的量化。此外,它还允许对潜水滑翔机的自噪声进行描述,这些噪声可能会干扰自动检测算法或音景分析。我们提出建议,规划未来的任务,并倡导今后在爱尔兰水域更系统地实施这种方法。
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引用次数: 0
Against all odds: Arctic squid (Cephalopoda, Oegopsida: Gonatus fabricii) reproduce under ice in the central polar Basin 克服重重困难:北极鱿鱼(头足纲,大足纲:Gonatus fabricii)在极地中部盆地的冰下繁殖
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-12-01 Epub Date: 2025-10-23 DOI: 10.1016/j.dsr.2025.104618
Alexey V. Golikov , Henk-Jan Hoving , Olga L. Zimina , Rushan M. Sabirov
Gonatus fabricii is the most abundant cephalopod in the Arctic. Its biomass equals that of commercial fishes in the Nordic Basin and supports many predators. It is the only squid that reproduces in the Arctic, where its spawning is known from several geographically confined areas. However, relevant records from the most northern part of its distribution are restricted to one spent female and one paralarva that were both caught in the early 1960s. We describe the reproductive characteristics of a spent female that was encountered at the surface (= ice mooring) in the Amundsen Basin in 2023. It confirms that G. fabricii has low potential (8800–16200 oocytes) and realised fecundity (25–28 % of potential fecundity, 2500–3000 oocytes) compared to most other studied deep-sea squids. Combining this observation with historical records (from 1960s to 2020), we show that G. fabricii might reproduce in the Central Polar Basin, and suggest a spawning area of G. fabricii that encompasses the central Amunsden Basin, eastern Lomonosov Ridge and eastern Makarov Basin. These records demonstrate that G. fabricii is the only nekton species that reproduces in the deep waters of the Central Polar Basin. The Central Polar Basin is the only spawning area of G. fabricii, where its two main whale predators (sperm whale and northern bottlenose whale) do not occur. The absence of predators’ pressure may be among the main reasons that drove G. fabricii from the warmer and more productive Nordic Basin to the colder and less productive Central Polar Basin.
Gonatus fabricii是北极最丰富的头足类动物。它的生物量相当于北欧盆地的商业鱼类,并支持许多捕食者。它是唯一在北极繁殖的鱿鱼,在几个地理上有限的区域都知道它的产卵。然而,其分布最北部的相关记录仅限于在20世纪60年代初捕获的一只雌性花蚊和一只幼虫。我们描述了2023年在阿蒙森盆地(Amundsen Basin)表面(=冰系泊)遇到的一只雌性鲸鱼的生殖特征。研究证实,与大多数其他研究的深海鱿鱼相比,G. fabricii具有较低的潜力(8800-16200个卵母细胞)和已实现的繁殖力(25 - 28%的潜在繁殖力,2500-3000个卵母细胞)。结合20世纪60年代至2020年的历史记录,我们认为fabicii可能在极地中部盆地繁殖,并提出了一个包括Amunsden盆地中部、Lomonosov Ridge东部和Makarov盆地东部的fabicii产卵区。这些记录表明,G. fabricii是唯一一种在中极盆地深水中繁殖的浮游生物。中央极地盆地是G. fabricii唯一的产卵区,那里没有它的两种主要捕食者(抹香鲸和北方宽吻鲸)。没有捕食者的压力,可能是导致G. fabricii从温暖、高产的北欧盆地迁移到寒冷、低高产的极地中部盆地的主要原因之一。
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引用次数: 0
Transformations of particulate organic matter from the surface to the abyssal plain in the North Pacific as inferred from compound-specific stable isotope and microbial community analyses 从特定化合物稳定同位素和微生物群落分析推断的北太平洋深海平原表层颗粒有机质向深海平原的转化
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-11-01 Epub Date: 2025-09-23 DOI: 10.1016/j.dsr.2025.104597
Lee C. Miller , Hilary G. Close , Kalina C. Grabb , Christine L. Huffard , Fuyan Li , David M. Karl , Kenneth L. Smith , Edward F. DeLong , Claudia R. Benitez-Nelson , Jeffrey C. Drazen , Brian N. Popp
Particulate organic matter (POM) produced in surface waters undergoes extensive reworking and breakdown by microbial and metazoan communities as it sinks to the abyssal seafloor and serves as the base of benthic and pelagic food webs. Here, we examined how various size classes of POM in the oligotrophic North Pacific Subtropical Gyre (Station ALOHA) and in the eutrophic California Current System (Station M) undergo microbial alteration throughout the water column. Compound-specific stable isotope analysis showed that sampling method strongly impacts the type of POM quantified as export to the deep sea. Moored abyssal sediment traps captured material that matched the isotopic composition of surface POM, indicating they collected large, fast-sinking particles, in contrast to the more heavily reworked particles collected with in situ filtration at the same depths. Extending δ15N analyses of amino acids to bathypelagic and abyssopelagic depths for the first time, we confirmed that most particle remineralization and reworking occurs within the upper ∼400 m of the water column regardless of initial surface productivity. At Station ALOHA, we further used 16S rRNA barcoding to characterize the microbial communities associated with the POM. We found that chemolithoautotrophic ammonia-oxidizing archaea are abundant in the upper water column at Station ALOHA and that their abundance corresponded to regions of high heterotrophic reworking as indicated by amino acid isotope analysis.
在地表水中产生的颗粒有机物质(POM)在下沉到深海海底并作为底栖生物和远洋食物网的基础时,经过微生物和后生动物群落的广泛改造和分解。在这里,我们研究了贫营养北太平洋副热带环流(ALOHA站)和富营养加利福尼亚洋流系统(M站)中不同大小类别的POM如何在整个水柱中经历微生物改变。化合物特异性稳定同位素分析表明,采样方法对定量输出到深海的POM类型有强烈影响。系泊的深海沉积物捕集器捕获的物质与表面POM的同位素组成相匹配,表明它们收集了大而快速下沉的颗粒,与在相同深度通过原位过滤收集的更重加工的颗粒形成对比。我们首次将氨基酸的δ15N分析扩展到深海和深海,证实了大多数颗粒再矿化和再加工发生在水柱的上部~ 400 m,而不管初始表面生产力如何。在ALOHA站点,我们进一步使用16S rRNA条形码来表征与POM相关的微生物群落。研究发现,在ALOHA站的上层水柱中存在丰富的化化岩自养氨氧化古菌,氨基酸同位素分析表明,它们的丰度与高异养重工区相对应。
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引用次数: 0
Design and experimentation of self-contained digital cone for deep sea 深海独立式数字锥的设计与实验
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-11-01 Epub Date: 2025-09-23 DOI: 10.1016/j.dsr.2025.104600
Zhangyong Jin , Jin Guo , Jiawang Chen , Bijin Liu , Zhonghui Zhou , Feng Gao , Ziqiang Ren
Seabed soil properties play an essential role in a wide range of marine engineering applications. This study presents the design of a distinctive self-contained cone that is in line with international standards and suitable for deep-sea operations. This design aims to address and overcome the current limitations faced by cone penetration testing probes, such as problems related to rod connections and signal attenuation. An inclination-based posture correction algorithm was introduced to obtain vertical penetration displacement. Additionally, a calibration curve was established between applied load on the probe and the recorded strain gauge signal. Based on theoretical calculations and finite element simulation experiments, an analysis and research were carried out on the impact of deep-sea environmental factors, such as high-pressure environments and seal ring friction, on penetration survey results. Simultaneously, a tidal flat test was performed. By comparing the data collected by the probe with that of the vane shear test, the accuracy of the probe was verified. In the final implementation stage, the cone was introduced to a specially designed CPT station in the South China Sea. The obtained geotechnical parameters largely corresponded with the previously examined strata characteristics, confirming the cone's reliability and effectiveness for in-situ survey work in deep-sea environments.
海底土壤特性在海洋工程中有着广泛的应用。本研究提出了一种独特的、符合国际标准的、适合深海作业的独立锥体设计。该设计旨在解决和克服锥体穿透测试探头目前面临的局限性,例如与杆连接和信号衰减有关的问题。提出了一种基于倾斜的姿态校正算法来获取垂直侵彻位移。此外,在探头上施加的载荷与记录的应变片信号之间建立了校准曲线。基于理论计算和有限元模拟实验,分析研究了深海高压环境、密封圈摩擦等环境因素对侵彻测量结果的影响。同时进行了潮平试验。通过将探头采集的数据与叶片剪切试验数据进行对比,验证了探头的准确性。在最后实施阶段,该锥被引入中国南海一个特别设计的CPT站。获得的岩土参数与之前检测的地层特征基本吻合,证实了锥筒在深海环境中进行原位测量工作的可靠性和有效性。
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引用次数: 0
Deep-sea biotope classification using opportunistic sampling: insights for future management 利用机会取样的深海生物群落分类:对未来管理的见解
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-11-01 Epub Date: 2025-10-08 DOI: 10.1016/j.dsr.2025.104604
Heidy Q. Dias , Kerstin Kröger , Andrew J. Wheeler , Riccardo Arosio , Audrey Recouvreur , Tim P. Le Bas , Isobel A. Yeo , Patrick C. Collins
An iterative approach to optimise deep-sea biotope classification using a combination of acoustic data and Remotely Operated Vehicle (ROV) video footage was developed and tested at the Tropic Seamount site in the Northeast Atlantic. Two methods for biotope classification were compared: a top-down approach based on acoustic substrate classification followed by biological characterisation, and a bottom-up approach using multivariate analysis of biological assemblages only. Video transects were analysed at two spatial resolutions (200 m and 50 m segments) to assess scale effects on biotope delineation. Biotopes were classified using a combination of geological and biological data with each biotope representing a distinct combination of substrate types and their associated benthic assemblages. The bottom-up approach using 50 m segments identified 12 distinct biotopes with stronger environmental correlations compared to broader classifications at 200 m scale. This study demonstrates that shorter transects (50 m) combined with bottom-up sampling approaches are preferable for capturing the ecological heterogeneity characteristic of deep-sea seamount environments, with important implications for vulnerable marine ecosystem identification and spatial management.
研究人员在东北大西洋的Tropic Seamount海域开发并测试了一种利用声学数据和遥控潜水器(ROV)视频片段相结合的优化深海生物群落分类的迭代方法。比较了两种生物群落分类方法:基于声学基底分类的自上而下方法和基于生物特征的自下而上方法,以及仅使用生物组合的多变量分析的自下而上方法。以两种空间分辨率(200米和50米片段)对视频样带进行分析,以评估尺度效应对生物群落圈定的影响。利用地质和生物数据的组合对生物群落进行分类,每个生物群落代表了基质类型及其相关底栖生物组合的独特组合。与在200米尺度上进行更广泛的分类相比,自下而上的方法在50米尺度上确定了12种不同的生物群落,它们具有更强的环境相关性。该研究表明,较短的样带(50 m)结合自下而上的采样方法可以更好地捕捉深海海山环境的生态异质性特征,对海洋脆弱生态系统的识别和空间管理具有重要意义。
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引用次数: 0
Corrigendum to “Megafauna of the RMS Titanic shipwreck and a nearby seamount ridge in the deep sea of the western North Atlantic” [Deep Sea Research Part I: Oceanographic Research Papers (2025) 104544] “北大西洋西部深海泰坦尼克号沉船及其附近海山脊的巨型动物”的勘误表[深海研究第一部分:海洋学研究论文(2025)104544]
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-11-01 Epub Date: 2025-09-05 DOI: 10.1016/j.dsr.2025.104555
Jason Cleland , Anna Gebruk , J. Murray Roberts , Dmitry Aleynik , Beverly McClenaghan , Rod Mather , Bridget Buxton , Steve W. Ross
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引用次数: 0
Petrogenesis of igneous rocks from the Yap Arc, west Pacific: implications for its tectonic evolution 西太平洋雅浦弧火成岩成因及其构造演化意义
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-11-01 Epub Date: 2025-08-21 DOI: 10.1016/j.dsr.2025.104577
Quanshu Yan , Shishuai Yan , Long Yuan , Zhenxuan Liu , Yanguang Liu , Gang Yang
The Yap arc-trench system was formed by the westward subduction of the Pacific/Caroline Plate beneath the Philippine Sea Plate (PSP) and was subsequently influenced by the jam of the Caroline Plateau into the Yap Trench. This makes it an ideal area for deciphering the geological evolution of an island arc when an oceanic plateau approaches a subduction zone. In the present study, we analyzed the mineralogical, geochemical, and isotopic compositions of peridotite, gabbroic diorite, and volcanic rocks collected from the southern Yap Arc. The results show that: (1) the peridotites are forearc peridotites, representing residues after 10–15 % partial melting of the sub-arc mantle wedge, caused by fluids released from the subducted slab during the subduction of the oceanic plateau. These peridotites were subsequently exposed in the Yap Arc due to tectonic erosion of the subducting plate. (2) The Yap Arc gabbro diorites share similarities with infant arc lavas and may have formed through a relatively low degree of partial melting of sub-arc basic rocks. (3) The Yap Arc basalts were produced by 2–5 % partial melting of the southern Yap peridotites under the influence of approximately 0.5 % sediment input. These basalts exhibit characteristics typical of the Pacific MORB-type mantle. (4) The andesites of the Yap Arc were formed through partial melting of preexisting basic rocks at the arc front, influenced by 0.5–1 % sediment melt. Hf-Nd isotopic characteristics of the southern Yap Arc basalts have validated the entry of Pacific MORB-type mantle into the Yap sub-arc mantle via a slab gap.
雅浦弧-海沟体系是由太平洋/卡洛琳板块向西俯冲到菲律宾海板块之下形成的,随后受到卡洛琳高原向雅浦海沟塞入的影响。当海洋高原接近俯冲带时,这使它成为破译岛弧地质演化的理想区域。本文对采自南雅普弧的橄榄岩、辉长闪长岩和火山岩进行了矿物学、地球化学和同位素组成分析。结果表明:(1)该橄榄岩为弧前橄榄岩,为洋基高原俯冲过程中俯冲板块释放的流体对弧下地幔楔部分熔融后的残余岩。由于俯冲板块的构造侵蚀,这些橄榄岩随后在雅浦弧暴露出来。(2)崖弧辉长闪长岩与幼弧熔岩有相似之处,可能是由次弧基性岩较低程度的部分熔融形成的。(3)雅浦弧玄武岩是在约0.5%的沉积物输入作用下,由南雅浦橄榄岩部分熔融2 ~ 5%形成的。这些玄武岩具有典型的太平洋morb型地幔特征。(4)雅普弧安山岩是由弧前原基性岩部分熔融形成的,受0.5 ~ 1%沉积物熔融的影响。南雅浦弧玄武岩的Hf-Nd同位素特征证实了太平洋morb型地幔通过板块间隙进入雅浦次弧地幔。
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引用次数: 0
A near field study of sediment plumes for a pre-prototype nodule collector trial in the abyssal Pacific Ocean 太平洋深海结核收集器试验原型前期沉积物羽流的近场研究
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-11-01 Epub Date: 2025-09-25 DOI: 10.1016/j.dsr.2025.104595
Raphael Ouillon, Carlos Muñoz-Royo, Souha El Mousadik, Thomas Peacock
Observations from multi-platform monitoring of the sediment plume created during a pre-prototype deep-seabed nodule mining collector trial in the Pacific Ocean are presented and discussed. A combination of fundamental and geophysical fluid dynamics theory, as well as built-for-purpose numerical modeling, is used to interpret the observations. In turn, the implications of the interpreted observations for both monitoring and modeling of deep-seabed mining sediment plumes are considered. The observations occurred over a wide range of spatial and temporal scales, obtained through collector-mounted instruments within the mining area, instrumented moorings hundreds of meters away from the mining activity, and instrumented AUV operations at distances of hundreds to thousands of meters away from the test site. At each scale, interpreting plume observations is non-trivial because of the complexity of plume dynamics. Through interpretation of the observations, we exemplify the challenge of using plume monitoring or modeling alone in order to create a complete, non-ambiguous representation of the plume that is spatio-temporally resolved. Our analysis shows that an effective strategy that encompasses monitoring technology, deployment configuration, data interpretation, modeling approach, model parametrization, and model validation must be informed by plume physics at all levels. Furthermore, non-hydrostatic physics are instrumental to the evolution of plumes, and thus plume modeling for deep-sea mining sediment plumes needs to resolve non-hydrostatic processes.
本文介绍并讨论了对太平洋深海结核采矿收集器试验中产生的沉积物羽流的多平台监测结果。基础和地球物理流体动力学理论的结合,以及专门的数值模拟,被用来解释观测结果。反过来,解释观测对深海底采矿沉积物羽流的监测和建模的影响也被考虑。观测发生在广泛的空间和时间尺度上,通过采矿区内安装的采集器仪器,距离采矿活动数百米的仪器系泊,以及距离试验场数百至数千米的仪器AUV操作获得。在每个尺度上,由于羽流动力学的复杂性,解释羽流观测是非平凡的。通过对观测结果的解释,我们举例说明了单独使用羽流监测或建模的挑战,以便创建一个完整的、无歧义的羽流时空解析表示。我们的分析表明,一个有效的策略,包括监测技术、部署配置、数据解释、建模方法、模型参数化和模型验证,必须从各个层面上了解羽流物理。此外,非流体静力物理对羽流演化具有重要意义,因此深海采矿沉积物羽流模拟需要解决非流体静力过程。
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引用次数: 0
Time series prediction of sound speed profiles in complex shallow water environment 复杂浅水环境声速剖面的时间序列预测
IF 2.1 3区 地球科学 Q2 OCEANOGRAPHY Pub Date : 2025-11-01 Epub Date: 2025-08-16 DOI: 10.1016/j.dsr.2025.104575
Ziwen Wang , Qianqian Li , Zhenglin Li , Jixing Qin
Sound speed exhibits significant spatio-temporal variations in shallow waters, particularly in environments with internal solitary waves (ISWs). The temporal prediction of sound speed profiles (SSPs) can be transformed into the prediction of empirical orthogonal function (EOF) coefficients. However, dynamic oceanic phenomena can cause significant variations in the background field and EOFs, leading to representational errors. Studies have shown that the sound speed at the depth corresponding to the extreme point of the first EOF contains the most information, which can effectively reflect the SSP structure. To reduce the impact of the background field and EOF mismatch on SSP prediction accuracy, an indirect approach is proposed. Compared to directly predicting the EOF coefficients using a Long Short-Term Memory (LSTM) network, the indirect approach utilizes historical data to establish the relationship between the depth-fixed sound speed at a specified depth and the EOF coefficients using a back propagation (BP) network. The LSTM then predicts the depth-fixed sound speed for the test set. Finally, the EOF coefficients are obtained from the trained BP network and subsequently used to reconstruct the SSPs. A negative coupling relationship is observed between the first EOF component estimated by the indirect approach and the background field. This relationship causes the mutual cancellation of two error components, ultimately reducing the SSP prediction error. The indirect approach substantially enhances SSP prediction accuracy compared to the direct approach, reducing errors by approximately 0.9 m/s, reaching approximately 0.67 m/s. Moreover, it maintains high prediction accuracy with an error of approximately 0.57 m/s with a representative background field.
声速在浅水中表现出显著的时空变化,特别是在有内孤立波的环境中。声速分布的时间预测可以转化为经验正交函数(EOF)系数预测。然而,海洋动态现象会引起背景场和EOFs的显著变化,从而导致表征误差。研究表明,第一EOF极值点所对应深度的声速信息最多,能有效反映SSP结构。为了降低背景场和EOF失配对SSP预测精度的影响,提出了一种间接方法。与使用长短期记忆(LSTM)网络直接预测EOF系数相比,间接方法利用历史数据在特定深度建立定深声速与使用反向传播(BP)网络的EOF系数之间的关系。然后LSTM预测测试集的深度固定声速。最后,从训练好的BP网络中获得EOF系数,并将其用于重建ssp。间接法估计的第一个EOF分量与背景场呈负耦合关系。这种关系使得两个误差分量相互抵消,最终减小了SSP预测误差。与直接方法相比,间接方法大大提高了SSP预测精度,将误差降低了约0.9 m/s,达到约0.67 m/s。在具有代表性的背景场下,该方法保持了较高的预测精度,误差约为0.57 m/s。
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Deep-Sea Research Part I-Oceanographic Research Papers
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