Deep-Sea Research Part I-Oceanographic Research Papers最新文献

{"title":"Radiocarbon constraints on the sources and fluxes of sinking particulate organic carbon to the deep Sargasso Sea","authors":"Charlotte Schnepper ,&nbsp;Rut Pedrosa-Pàmies ,&nbsp;Maureen H. Conte ,&nbsp;J.C. Weber ,&nbsp;Nicolas Gruber ,&nbsp;Negar Haghipour ,&nbsp;Timothy I. Eglinton","doi":"10.1016/j.dsr.2026.104663","DOIUrl":"10.1016/j.dsr.2026.104663","url":null,"abstract":"<div><div>The oceanic biological carbon pump (BCP) is thought to be driven by the vertical export of particulate organic carbon (POC) derived from fresh photosynthetically-fixed carbon in the surface waters to depth. Yet the chemical and isotopic composition of deep ocean POC is often inconsistent with this one-dimensional perspective of the BCP. Here, we investigate the sources and temporal dynamics of POC in the deep-sea using the concentration and carbon isotopic composition (Δ¹⁴C and δ¹³C) of POC intercepted by time-series sediment traps deployed in the Sargasso Sea near Bermuda over a 43-month time period. Seasonal variability in POC collected at 3200 m between 2012 and 2015 reveals a recurring springtime increase in Δ¹⁴C and δ¹³C, indicating rapid transfer of POC produced in the surface ocean to depth. In contrast, summer and autumn periods are characterized by lower Δ¹⁴C and δ¹³C values, reflecting higher contributions of millennial to centennial aged carbon sources. Isotopic mass balance calculations indicate that, on average, 63 ± 14 % of sinking POC originates from freshly produced surface-derived OC and 24 ± 15 % derives from mineral-free suspended pre-aged POC (partly surface-derived), while mineral-associated OC (8 ± 6 %), and DOC (5 ± 4 %) further contribute to the aged carbon signature. The contribution of surface-derived OC is highest during spring, while the fraction of aged mineral-bound OC, likely linked to Gulf Stream-driven lateral sediment transport from the Northwest Atlantic continental margin, is highest in autumn. Our findings highlight the complexity of the BCP in the open ocean, where pre-aged OC contributes significantly to deep-sea carbon sequestration, challenging traditional one-dimensional vertical perspectives of carbon export.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"228 ","pages":"Article 104663"},"PeriodicalIF":2.1,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146080586","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Environmental effects of Shenhu gas hydrate trial production: A perspective on carbon cycling in shallow sediments","authors":"Taiheng Lv ,&nbsp;Cuiling Xu ,&nbsp;Zhilei Sun ,&nbsp;Hong Cao ,&nbsp;Xilin Zhang ,&nbsp;Wei Geng ,&nbsp;Ye Chen ,&nbsp;Sinan Xu ,&nbsp;Dong Zhang ,&nbsp;Yucheng Zhou ,&nbsp;Shixing Li ,&nbsp;Yunbao Sun ,&nbsp;Bin Zhai","doi":"10.1016/j.dsr.2026.104652","DOIUrl":"10.1016/j.dsr.2026.104652","url":null,"abstract":"<div><div>The environmental issues associated with natural gas hydrate (NGH) production have become increasingly prominent. Additionally, gas hydrate systems in marine environments play a critical role in global carbon cycling and energy exchanges between the seafloor and the overlying water column. Though biogeochemical processes occurring in the shallow sediments are well studied, limited research focused on regions affected by NGH production. This study aims to fill this gap by investigating the geochemical characteristics of fluid-sediment interactions in the Shenhu NGH trial production area of the South China Sea. Sediment-water interface samples were collected from sites SH-1 and SH-2, both located near artificial vents in the Shenhu trial production area, using a visual multi-tube sampler. A combination of geochemical analysis and numerical simulations was used to examine the transport and transformation of dissolved carbon in the shallow sediments. The results indicate that artificial cold seeps caused by borehole-induced fluid leakage were observed in the Shenhu gas hydrate trial production area, exhibiting typical seep characteristics. The depth of the sulfate-methane transition zone (SMTZ) near the trial production well has risen from 18.9 mbsf in the background area to 10.8 mbsf. Organic sulfate reduction (OSR) dominated the biogeochemical processes in shallow sediments, with anaerobic oxidation of methane (AOM) contributing to DIC production, and a numerical model indicating a 7:3 sulfate consumption ratio of OSR to AOM in deeper sediments. Additionally, the sediment was found to be a net source of dissolved carbon to the bottom water, with inorganic carbon emission fluxes ranging from 5.7 to 9.1 mmol m⁻² a⁻¹ and organic carbon fluxes ranging from 0.65 to 0.71 mmol m⁻² a⁻¹. This study presents the first investigation into the biogeochemical carbon cycling mechanisms associated with artificial cold seep systems. The findings significantly improve our understanding of shallow sediment carbon dynamics in the Shenhu area and contribute a new perspective to gas hydrate-related carbon flux research.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"228 ","pages":"Article 104652"},"PeriodicalIF":2.1,"publicationDate":"2026-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146025345","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Multidecadal increase in microbial biomass and production along the western Antarctic Peninsula","authors":"Hugh W. Ducklow ,&nbsp;Oscar M. Schofield ,&nbsp;Sharon E. Stammerjohn ,&nbsp;David L. Kirchman","doi":"10.1016/j.dsr.2026.104653","DOIUrl":"10.1016/j.dsr.2026.104653","url":null,"abstract":"<div><div>Marine pelagic ecosystems around the world are changing in response to climate change. The marine pelagic ecosystem extending along the western Antarctic Peninsula (WAP) is a region of rapid warming and sea ice loss, and in response there have been conspicuous trends in the ecosystem ranging from phytoplankton to krill and penguins. Despite the many ecosystem responses observed globally for phytoplankton and other trophic levels, there have been only a few observations of trends in heterotrophic bacteria, the most numerically dominant organisms on the planet. Here we report on a sustained increase in bacterial biomass over 2003–2019 that occurred throughout a 140,000 km² area of the WAP. Concomitant with the rise in bacterial biomass, bacterial production, chlorophyll and primary production also increased throughout the region. The trends appear to be driven by the southward migration along the Peninsula of warm and moist conditions in the north into the cold and dry continental polar regime to the south. The extensive and sustained long-term increases in microbial biomass and activity are another sign of large changes in the WAP ecosystem.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"228 ","pages":"Article 104653"},"PeriodicalIF":2.1,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145986736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Investigating the diversity and spatiotemporal dynamics of eukaryotic communities in hydrothermal vents at the Central Indian Ridge using environmental DNA metabarcoding","authors":"Eun-Bi Kim,&nbsp;Se-Jong Ju,&nbsp;Jonguk Kim,&nbsp;Yeon Jee Suh","doi":"10.1016/j.dsr.2026.104651","DOIUrl":"10.1016/j.dsr.2026.104651","url":null,"abstract":"<div><div>Deep-sea hydrothermal vent ecosystems along the Central Indian Ridge (CIR) are ecologically and biogeographically important; however, their biodiversity patterns remain poorly understood amid concerns over potential anthropogenic impacts. Here, we conducted the first comprehensive survey of eukaryotic community diversity across eight vent fields, including the newly discovered Saero and Maru, as well as a non-vent reference site unaffected by hydrothermal activity. Environmental DNA (eDNA) metabarcoding of seawater and sediment samples collected in 2023–2024, targeting the 18S rRNA V9 region, yielded 1569 and 1783 amplicon sequence variants (ASVs), representing 34 and 39 phyla and 78 and 85 classes, respectively. The results revealed high diversity and pronounced spatial heterogeneity in both sample types, with numerous unique ASVs at individual sites, suggesting potential local endemism. Notably, inactive vent fields displayed alpha diversity comparable to or exceeding that of active vents and the reference site, underscoring their ecological significance and the need for conservation. Community structures varied among vent fields, showing latitudinal organization along the CIR, and differed across years, particularly in diffuse vents, reflecting environmental and temporal influences. Seawater and sediment captured complementary aspects of community composition, highlighting the value of multi-substrate eDNA approaches for comprehensive biodiversity assessment. These findings establish a critical baseline for long-term monitoring and provide essential insights to guide conservation and management of CIR hydrothermal ecosystems.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"228 ","pages":"Article 104651"},"PeriodicalIF":2.1,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146025344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Semidiurnal internal tides southeast of Miyakojima observed by the PIES array","authors":"Mingxuan Lu ,&nbsp;Zhao-Jun Liu ,&nbsp;Min Wang ,&nbsp;Xiao-Hua Zhu ,&nbsp;Chuanzheng Zhang ,&nbsp;Hua Zheng ,&nbsp;Ze-Nan Zhu ,&nbsp;Qun Ma","doi":"10.1016/j.dsr.2026.104649","DOIUrl":"10.1016/j.dsr.2026.104649","url":null,"abstract":"<div><div>The Ryukyu Island chain is one of the major generation regions for internal tides in the western North Pacific, notably generating strong semidiurnal internal tides. However, due to limited in situ observational data, the characteristics of internal tides east of Ryukyu Island chain remain unclear. In this study, we used pressure-sensor-equipped inverted echo sounders (PIES) deployed southeast of Miyakojima to assess the spatial structure and temporal variability of the internal tides from June 2015 to June 2017. Observations indicated stronger semidiurnal internal tides with larger fluctuations onshore than offshore. Both PIES observations and the satellite-derived product indicated that the M₂ internal tides propagated from the onshore to the offshore side; however, the amplitudes were substantially underestimated in the satellite product. The first mode of the Complex Empirical Orthogonal Function analysis revealed that the temporal amplitude exhibited clear seasonal variability, with larger amplitudes in spring (mean, 26.4 m) and autumn (mean, 22.2 m), and smaller amplitudes in summer (mean, 18.3 m) and winter (mean, 21.3 m). The pycnocline depth derived from the PIES observations also exhibited distinct seasonal variability, showing a strong correlation with sea level anomaly. These findings demonstrate that the temporal variability of the semidiurnal internal tides is likely attributable to mesoscale eddies, which modulate the pycnocline depth. Anticyclonic eddies deepen the pycnocline and suppress the amplitude of the semidiurnal internal tides. In nearly 70 % of the cases affected by mesoscale eddies during the observation period, decreased (increased) semidiurnal internal tide amplitudes occurred concurrently with a deepened (shoaled) pycnocline.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"227 ","pages":"Article 104649"},"PeriodicalIF":2.1,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145924955","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Deep-sea bamboo corals: New Jasonisis species from Indian and Atlantic ridges and pan-oceanic genetic connectivity of Tridentisis candelabrum","authors":"Meiling Ge ,&nbsp;Xinlong Li ,&nbsp;Xin Tian ,&nbsp;Ningxia Xu ,&nbsp;Xuying Hu ,&nbsp;Yu Xu ,&nbsp;Zongling Wang ,&nbsp;Xuelei Zhang ,&nbsp;Qinzeng Xu","doi":"10.1016/j.dsr.2026.104648","DOIUrl":"10.1016/j.dsr.2026.104648","url":null,"abstract":"<div><div>Keratoisididae, a deep-sea family of Octocorallia, exhibits significant morphological and genetic diversity. Clade J3 comprises taxa diverse morphologic characteristics. This study reports two new species from clade J3: <em>Jasonisis guangdeensis</em> <strong>sp. nov.</strong> collected from the Central Indian Ridge and <em>Jasonisis rarispina</em> <strong>sp. nov.</strong> collected from the North Mid-Atlantic Ridge. Two new species are characterized by alternately and biserially arranged polyps, and scales with an obvious medial constriction in polyp body wall and coenenchyme, distinguishing them from the type species <em>J. thresheri</em>. <em>Jasonisis rarispina</em> <strong>sp. nov.</strong> differs from <em>J. guangdeensis</em> <strong>sp. nov.</strong> in its nearly smooth sclerites, fewer lobed-margined sclerites and larger inter-polyp distances. Phylogenetic analyses based on two single genes (the partial <em>mtMutS</em> and <em>28S</em>) and the complete mitogenome confirmed the monophyly of both new species. Meanwhile, <em>Tridentisis candelabrum</em> of clade I4 in Keratoisididae was recorded in the Indian Ocean for the first time. Mitochondrial genome analysis revealed that individuals of <em>T. candelabrum</em> from the Indian Ocean are more closely related to those from the Pacific, with identical mitochondrial genome sequences. In contrast, they exhibit 25 base substitutions compared to Atlantic individuals of <em>T. candelabrum</em>, primarily in two <em>rRNA</em> genes and the <em>mtMutS</em> gene. The discovery of these new species and new records of Keratoisididae enhances our understanding of deep-sea biodiversity and genetic connectivity across global ocean.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"228 ","pages":"Article 104648"},"PeriodicalIF":2.1,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146025958","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Export production in the upper ocean using f-ratios in the Bay of Bengal using a remote sensing approach","authors":"V.V.S.S. Sarma ,&nbsp;B. Sridevi","doi":"10.1016/j.dsr.2025.104647","DOIUrl":"10.1016/j.dsr.2025.104647","url":null,"abstract":"<div><div>The fraction of the primary production leaving the photic zone is important to understand the strength of the biological pump and carbon sequestration. This fraction intensifies the oxygen minimum zone by supporting life in the deeper ocean. The <em>f</em>-ratio, the new-to-total production ratio, represents the exportable production below the euphotic zone under specific conditions. Based on the measured <em>f</em>-ratios by ¹⁵N tracer and δ¹⁵N of suspended matter and their relation with sea surface temperature, salinity and chlorophyll-a (Chl-a), spatial and temporal variations in <em>f</em>-ratios were derived in the Bay of Bengal using remote sensing data. The ¹⁵N tracer and δ¹⁵N suspended matter methods give photic zone and mixed layer mean <em>f</em>-ratios, respectively. The basin-mean photic zone <em>f</em>-ratios were higher during winter, followed by summer and fall monsoon, with higher <em>f</em>-ratios along the coastal Bay of Bengal associated with the spread of riverine nutrients during fall and summer. The higher <em>f</em>-ratios in the northern Bay of Bengal during winter and spring were associated with atmospheric deposition of nutrients. The mixed layer and photic zone mean <em>f</em>-ratios in the Bay of Bengal were 0.37 ± 0.06, and 0.57 ± 0.10, respectively, suggesting that half of the primary production in the photic zone is exported to the aphotic zone. The estimated new production using external sources of nitrogen supported ∼59 ± 16 TgC annually. Based on total production from the Vertically Generalized Primary Production Model (VGPM), the <em>f</em>-ratio was estimated as 0.33 ± 0.05 using external sources, and it is consistent with the mixed layer mean <em>f</em>-ratio derived from δ¹⁵N of suspended matter (0.37 ± 0.06). Based on the mean <em>f</em>-ratio in the photic zone from external sources and VGPM production, about 60 ± 20 TgC y⁻¹ of primary production sinks to the depth below the photic zone. The export production at the 100 m depth was measured to be ∼10 ± 5 TgC y⁻¹ using thorium isotopes, suggesting that ∼50 ± 15 TgC y⁻¹ of the primary produced organic matter may be utilized either through heterotrophic activity in a depth range between 60 and 100 m or transported horizontally. This estimate is consistent with the dark respiration rates in this depth zone and also the apparent oxygen utilization. The seasonal and spatial variations in <em>f</em>-ratios derived in this work may be used in the numerical model to improve the simulation and prediction of the carbon cycle in the Indian Ocean.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"227 ","pages":"Article 104647"},"PeriodicalIF":2.1,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145924956","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Seasonal variability of Eddy Kinetic Energy in the Brazil current, South Brazil Bight","authors":"Lucas da Silva Salimene,&nbsp;José Luiz Lima de Azevedo,&nbsp;Leopoldo Rota de Oliveira,&nbsp;André Lopes Brum","doi":"10.1016/j.dsr.2025.104645","DOIUrl":"10.1016/j.dsr.2025.104645","url":null,"abstract":"<div><div>The seasonal variability of Eddy Kinetic Energy (EKE) in the Brazil Current (BC) within the South Brazil Bight (22°S–28°S) remains poorly understood, particularly the role of energy conversion and redistribution terms. Using fourteen years of output from an eddy-resolving numerical simulation, we perform the first seasonal analysis of the EKE budget in this region. We find a pronounced along-stream asymmetry in the EKE seasonal cycle: upstream EKE peaks in summer, while downstream it peaks in winter. The barotropic instability is the primary modulator of EKE within the offshore flank of the mean BC jet. In contrast, baroclinic instability processes dominate beneath the jet core, as indicated by vertical eddy density fluxes. A key finding is that the advection of EKE exhibits the strongest correlation with EKE variability, identifying it as the principal mechanism for redistributing energy from generation sites. While eddy wind work shows no direct influence, pressure work peaks in the region of the Intermediate Western Boundary Current (IWBC), suggesting a potential energy pathway between the BC and the IWBC. Our results establish that the seasonal EKE cycle is not driven by local generation alone but is fundamentally controlled by the advective redistribution of energy from regions of high mesoscale activity.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"227 ","pages":"Article 104645"},"PeriodicalIF":2.1,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Petrogenesis of lavas from the southern Kyushu-Palau Ridge, Philippine Sea Plate: Implications for the arc rifting of the proto-Izu-Bonin-Mariana Arc","authors":"Zhenxuan Liu ,&nbsp;Quanshu Yan ,&nbsp;Xuefa Shi ,&nbsp;Gang Yang ,&nbsp;Yanguang Liu","doi":"10.1016/j.dsr.2025.104646","DOIUrl":"10.1016/j.dsr.2025.104646","url":null,"abstract":"<div><div>The Kyushu-Palau Ridge (KPR), a remnant arc that split from the proto-Izu-Bonin-Mariana (IBM) arc, plays a significant role in understanding the intra-oceanic arc rifting and the geological evolution of the Philippine Sea Plate (PSP). There is still a paucity of data on the volcanism of the southern KPR, particularly, the influence of arc rifting on magma composition and arc evolution remains to be elucidated. This study presents new major and trace element geochemical compositions as well as K-Ar age of the basaltic lavas from the southern KPR (south of 22° N). Major and trace elements suggest that southern KPR lavas exhibit a strong tholeiitic affinity and limited contribution from subduction components (i.e., hydrous melts and aqueous fluids). Geochemically, the southern KPR shows similarities to the infant IBM arc and differs from the northern KPR as well as the more evolved mature island arc. The wide ranges in Nb/Yb (0.14–3.68) and Zr/Nb (6.43–115.44) ratios as well as the model calculations of samples demonstrate that the lavas were formed through low-degree (&lt;15 %) partial melting of heterogeneous sub-arc mantle source in the spinel lherzolite facies. This study advances a conceptual model elucidating KPR evolution, proposing that the PSP kinematics with the variable arc rifting conditions of the proto-IBM arc led to the separation of the KPR. The arc rifting-spreading event prevented it from evolving into a mature arc.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"227 ","pages":"Article 104646"},"PeriodicalIF":2.1,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Global distribution of suitable habitats for deep-sea sponges based on machine learning","authors":"Jichao Yang ,&nbsp;Tongbo Xu ,&nbsp;Xuelei Zhang ,&nbsp;QinZeng Xu ,&nbsp;Guoyu Xu ,&nbsp;Guanhong Zhai ,&nbsp;Minxing Dong","doi":"10.1016/j.dsr.2025.104642","DOIUrl":"10.1016/j.dsr.2025.104642","url":null,"abstract":"<div><div>As terrestrial resources become increasingly scarce, the importance of developing deep-sea mineral resources has grown significantly. However, the harsh deep-sea environment and limited availability of species distribution data pose major challenges to the protection and management of deep-sea ecosystems. This study combined global marine environment data and limited deep-sea sponge distribution records to construct a high-resolution habitat suitability prediction model based on machine learning technology. By selecting six key environmental variables such as water depth, seawater nutrients, chemical composition, and seafloor topography, Random Forest, XGBoost, and the integrated learning algorithm Ensemble Median were used to predict the global potential distribution of deep-sea sponges. Model evaluation shows that the integrated model is significantly better than the single model in terms of prediction accuracy, AUC value, TSS value and Kappa coefficient, and has good robustness and reliability. The research results provide a scientific basis for the protection of deep-sea sponges, and provide an important reference for the rational development of deep-sea resources and maintenance of marine ecological balance, laying a theoretical foundation for the planning and policy formulation of deep-sea protected areas.</div></div>","PeriodicalId":51009,"journal":{"name":"Deep-Sea Research Part I-Oceanographic Research Papers","volume":"227 ","pages":"Article 104642"},"PeriodicalIF":2.1,"publicationDate":"2025-12-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145976688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}