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Urban Hydrological Connectivity and Response Patterns Across Timescales: An Integrated Time-Frequency Domain Analysis 跨时间尺度的城市水文连通性和响应模式:一个集成的时频域分析
IF 3.2 3区 地球科学
Hydrological Processes Pub Date : 2025-07-25 DOI: 10.1002/hyp.70190
Gregorio A. López Moreira Mazacotte, Dörthe Tetzlaff, Chris Soulsby
{"title":"Urban Hydrological Connectivity and Response Patterns Across Timescales: An Integrated Time-Frequency Domain Analysis","authors":"Gregorio A. López Moreira Mazacotte,&nbsp;Dörthe Tetzlaff,&nbsp;Chris Soulsby","doi":"10.1002/hyp.70190","DOIUrl":"https://doi.org/10.1002/hyp.70190","url":null,"abstract":"<p>Understanding the interconnections between rainfall, groundwater and stream flow in urban and peri-urban catchments, along with the factors affecting response times between causally related hydrological variables, is essential for predicting and managing future urban water resources. In this study, we applied autocorrelation, cross-correlation and time-frequency analyses over 20 years of daily hydrometeorological data to extract relevant indicators of hydrological connectivity in the Wuhle catchment, one of the main urban streams in Berlin, the capital of Germany. Despite the strong influence of urban storm drainage, our analysis showed a high degree of persistence of the groundwater signals, reflecting the important role of storage in regulating fluxes from the regional aquifer. For wet years, spectral analysis of the precipitation and discharge signals highlighted regions of high common power and coherence between precipitation and discharge at the seasonal scales (6–12 months). These were attenuated during periods of consecutive wet years when the influence of individual rainfall events was less dominant. For dry years, including through the persistent 2018–2020 west-central European drought, the analysis revealed a high degree of statistically significant coherence between groundwater levels and discharge at scales of 1 year and longer. Phase angles were used to estimate response times between the signals. A virtually instant response between groundwater and streamflow throughout the analysed period confirmed the importance of groundwater in sustaining streamflow, and the severe consequences of multi-year droughts that can deplete groundwater storage and, in extreme cases, lead to a cessation of stream flow. The study thus demonstrates the benefits of integrated time series analysis in understanding the important role of groundwater at time scales of ~3–6 years, green spaces and non-urban areas in the integrated management of complex urbanised catchments, even when dominated by urban storm runoff from impervious areas at sub-daily time scales.</p>","PeriodicalId":13189,"journal":{"name":"Hydrological Processes","volume":"39 7","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hyp.70190","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144695795","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
From green to white: The technological origins of early white porcelain in Northern China 从绿到白:中国北方早期白瓷的工艺起源
IF 2.6 1区 地球科学
Journal of Archaeological Science Pub Date : 2025-07-25 DOI: 10.1016/j.jas.2025.106334
Yujie Wu , Jianfeng Cui , Binghua Han
{"title":"From green to white: The technological origins of early white porcelain in Northern China","authors":"Yujie Wu ,&nbsp;Jianfeng Cui ,&nbsp;Binghua Han","doi":"10.1016/j.jas.2025.106334","DOIUrl":"10.1016/j.jas.2025.106334","url":null,"abstract":"<div><div>The appearance of white porcelain in Northern China during the Sui and Tang dynasties marks an important technological shift in the history of Chinese ceramics. How and why this development occurred from the established southern celadon tradition has been a long-standing question for researchers. In this study, samples of celadon, coarse white porcelain, and fine white porcelain excavated from a newly discovered Sui-Tang dynasty kiln site at Jinyang Ancient City, Shanxi, were analyzed for their composition. The results show that a local clay rich in calcium and magnesium was used for the ceramic body. A high-calcium lime glaze was commonly applied, and two distinct glaze formulations were identified based on the ware type. The glaze technology followed two distinct pathways: a common base of body material and plant ash was supplemented with either a silica- and iron-rich material to achieve the celadon glaze, or with a feldspathic mineral to develop the white porcelain glaze. These different technical choices indicate a progression from imitation to innovation. Celadon production followed southern techniques, but the low iron content of local clays required the addition of an iron-rich material to the glaze. This limitation, in turn, revealed the natural advantages of the local materials for making white porcelain, prompting a move from costly imitation toward more resource-efficient innovation. This change also drove improvements in paste refinement, glaze formulation, and the use of sealed saggers for firing. The case of Jinyang reveals a key process behind the origin of northern white porcelain: local, independent innovation was driven by a combination of resource constraints and the imitation of existing technologies. This work provides new physical evidence for understanding the technological origins and regional variations of white porcelain in Northern China.</div></div>","PeriodicalId":50254,"journal":{"name":"Journal of Archaeological Science","volume":"181 ","pages":"Article 106334"},"PeriodicalIF":2.6,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144702818","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of Ocean Heat Transport in Tropical Radiative Convective Equilibrium 海洋热输送对热带辐射对流平衡的影响
IF 3.8 2区 地球科学
Journal of Geophysical Research: Atmospheres Pub Date : 2025-07-25 DOI: 10.1029/2024JD043194
B. D. Dygert, Dennis L. Hartmann
{"title":"Effects of Ocean Heat Transport in Tropical Radiative Convective Equilibrium","authors":"B. D. Dygert,&nbsp;Dennis L. Hartmann","doi":"10.1029/2024JD043194","DOIUrl":"https://doi.org/10.1029/2024JD043194","url":null,"abstract":"<p>A global climate model is run in radiative-convective equilibrium including a slab ocean with a specified ocean heat transport analogous to what is seen in the tropical Pacific. The insolation is varied to create a range of global mean equilibrium temperatures. These results are compared with experiments that do not include a specified ocean heat transport. The ocean heat transport cools the coldest Sea Surface Temperatures (SSTs) and increases the SST contrast. The warmest SSTs change much less with the addition of ocean heat transport because increased atmospheric transport moves energy away from the warm region. The ocean heat transport also increases the efficiency of cooling by outgoing longwave radiation in the subsiding region, allowing for a cooler global mean SST. At colder global mean temperatures ocean heat transport creates a high-contrast state in which abundant low clouds play a strong role in maintaining the SST contrast. This high-contrast state abruptly transitions to a warmer, low-SST-contrast state as the climate is warmed by increasing insolation. At warmer temperatures comparable to the current tropics, the low cloud response is less important than longwave emission in maintaining the SST contrast. Although ocean heat transport cools the climate, it does not much affect the sensitivity of the model climate to increasing insolation. Comparison of the model results to ERA5 reanalysis data shows that mechanisms responsible for the SST distribution and energy budget changes in this idealized model are analogous to variability that occurs over the tropical Pacific Ocean.</p>","PeriodicalId":15986,"journal":{"name":"Journal of Geophysical Research: Atmospheres","volume":"130 14","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144705427","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Seasonality of Pacific Decadal Oscillation Prediction Skill 太平洋年代际振荡预测技术的季节性特征
IF 4.6 1区 地球科学
Geophysical Research Letters Pub Date : 2025-07-25 DOI: 10.1029/2025GL116122
E. D. Meeker, E. A. Maroon, A. L. Deppenmeier, L. A. Thompson, D. J. Vimont, S. G. Yeager
{"title":"Seasonality of Pacific Decadal Oscillation Prediction Skill","authors":"E. D. Meeker,&nbsp;E. A. Maroon,&nbsp;A. L. Deppenmeier,&nbsp;L. A. Thompson,&nbsp;D. J. Vimont,&nbsp;S. G. Yeager","doi":"10.1029/2025GL116122","DOIUrl":"https://doi.org/10.1029/2025GL116122","url":null,"abstract":"<p>We investigate coupled climate model initialized predictions of the Pacific Decadal Oscillation (PDO) prediction skill in the Community Earth System Model (CESM) Seasonal to Multi Year Large Ensemble (SMYLE). The PDO is predictable up to a year in advance in SMYLE; however, the predictability depends on verification month, with skill degrading most rapidly in boreal spring for all initializations. To examine the role of teleconnections from El Niño–Southern Oscillation (ENSO) in the prediction skill of the PDO, we use a multi-linear regression model. The linear model shows that initial value persistence explains most of the PDO prediction skill in SMYLE. In addition, the PDO prediction skill's seasonal dependence is fully reproduced only when ENSO is included as a predictor. These results suggest that ENSO has a strong influence on the seasonality of PDO predictions.</p>","PeriodicalId":12523,"journal":{"name":"Geophysical Research Letters","volume":"52 14","pages":""},"PeriodicalIF":4.6,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1029/2025GL116122","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144695924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lithic analysis of the north African Middle Stone age from the Rhafas cave sequence 北非中石器时代的石器分析来自Rhafas洞穴序列
IF 1.9 3区 地球科学
Quaternary International Pub Date : 2025-07-25 DOI: 10.1016/j.quaint.2025.109921
Benoit Longet , Jean-Pierre Bracco , El Hassan Talbi , Jacques Collina-Girard , Abdeljalil Bouzouggar
{"title":"Lithic analysis of the north African Middle Stone age from the Rhafas cave sequence","authors":"Benoit Longet ,&nbsp;Jean-Pierre Bracco ,&nbsp;El Hassan Talbi ,&nbsp;Jacques Collina-Girard ,&nbsp;Abdeljalil Bouzouggar","doi":"10.1016/j.quaint.2025.109921","DOIUrl":"10.1016/j.quaint.2025.109921","url":null,"abstract":"<div><div>Rhafas Cave provides one of the rare dated sequences from MIS 5 in northern Morocco, showcasing a wide variety of lithic industries. Initially discovered by Jean Marion in 1950, the site was excavated by Luc Wengler's team from 1978 onwards and later by Abdeljalil Bouzouggar's teams beginning in 2007. This study aims to contribute new data to the ongoing discussions on defining North African technocomplexes through a techno-economic analysis of lithic material. Multiple dating programmes have established a chronological framework for this sequence, providing a solid foundation for developing a chronocultural model. These results reveal the succession of several technocomplexes, marked by the evolution and transformation of the technical repertoire between the late Middle and Late Pleistocene. They also highlight clear distinctions between the industries of the Early Middle Stone Age and the later phases of the Middle Stone Age.</div></div>","PeriodicalId":49644,"journal":{"name":"Quaternary International","volume":"741 ","pages":"Article 109921"},"PeriodicalIF":1.9,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144711584","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}
引用次数: 0
New pressure-temperature-time constraints on initial India-Asia collision from eastern Himalayan syntaxis eclogite-facies metamorphic rocks 东喜马拉雅合结榴辉岩相变质岩对印度-亚洲初始碰撞的新压力-温度-时间约束
IF 4.8 1区 地球科学
Earth and Planetary Science Letters Pub Date : 2025-07-25 DOI: 10.1016/j.epsl.2025.119547
WangChao Li , Qiang Wang , Richard M. Palin , Long Zhang , XiuZheng Zhang , Weiwei Xue , Tongyu Huang , Erkun Xue
{"title":"New pressure-temperature-time constraints on initial India-Asia collision from eastern Himalayan syntaxis eclogite-facies metamorphic rocks","authors":"WangChao Li ,&nbsp;Qiang Wang ,&nbsp;Richard M. Palin ,&nbsp;Long Zhang ,&nbsp;XiuZheng Zhang ,&nbsp;Weiwei Xue ,&nbsp;Tongyu Huang ,&nbsp;Erkun Xue","doi":"10.1016/j.epsl.2025.119547","DOIUrl":"10.1016/j.epsl.2025.119547","url":null,"abstract":"<div><div>Eclogite-facies rocks exposed within the Himalayan Range can be used to constrain the timing and characteristics of the India–Asia collision, which remain strongly debated. Many collision-related high- and ultrahigh-pressure lithologies are exposed around the western Himalaya; however, the rarity of similar units in the eastern Himalaya limits our understanding of the along-strike geodynamic evolution of India–Asia collision and the characteristics of the subducted India plate. Here, we document collision-related, low-temperature eclogite-facies metapelites from the easternmost Indus-Yarlung suture zone, which retain vital records of the timing of the initial India–Asia collision in this region. Petrology and phase diagram modeling indicate that the metapelite experienced cold subduction along a low thermal gradient (∼12 °C/km), reaching peak low-temperature eclogite-facies conditions (ca. 1.5 GPa and 590 °C), and was retrogressed to amphibolite-facies conditions during exhumation. Zircon and monazite U–Th–Pb chronology reveals new eclogite-facies ages of ca. 47 Ma, constraining collision of the Indian and Asian continents in the eastern Himalayan syntaxis at ca. 50 Ma, which is consistent with the timing in the western Himalaya and east-central Himalaya. This demonstrates that the initial India–Asia collision occurred quasi-synchronously along orogenic strike, although the maximum depth of subduction of continental material differed. Moreover, the subduction dynamics of continental crust within the collisional orogen exhibit pronounced lateral heterogeneity. These findings further demonstrate a significant change in slab dip angle, convergence velocity, and/or lithospheric strength along strike during closure of the Neo-Tethys Ocean, which must be considered in future geodynamic simulations of the evolution of the orogen.</div></div>","PeriodicalId":11481,"journal":{"name":"Earth and Planetary Science Letters","volume":"668 ","pages":"Article 119547"},"PeriodicalIF":4.8,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144704470","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Hidden Predictor of Multi-Year ENSO Predictions Revealed by Deep Learning 深度学习揭示的多年ENSO预测的隐藏预测器
IF 3.3 2区 地球科学
Journal of Geophysical Research-Oceans Pub Date : 2025-07-25 DOI: 10.1029/2025JC022394
Yipeng Chen, Xianyao Chen, Yishuai Jin, Yingying Zhao, Junyu Dong, Yanhai Gan, Hanwen Bi
{"title":"The Hidden Predictor of Multi-Year ENSO Predictions Revealed by Deep Learning","authors":"Yipeng Chen,&nbsp;Xianyao Chen,&nbsp;Yishuai Jin,&nbsp;Yingying Zhao,&nbsp;Junyu Dong,&nbsp;Yanhai Gan,&nbsp;Hanwen Bi","doi":"10.1029/2025JC022394","DOIUrl":"https://doi.org/10.1029/2025JC022394","url":null,"abstract":"<p>Data-driven deep learning models (DLMs) can predict the El Niño-Southern Oscillation (ENSO) up to a year in advance, a capability that traditional physical and statistical models struggle to achieve due to the Spring Predictability Barrier (SPB). However, the specific knowledge that DLMs learn to cross the SPB in ENSO predictions remains unclear. In this study, we propose a non-parametric AI interpretability approach based on the extent to which useful predictable information can be include in data. By strategically reducing the training data sets to the key state required to maintain prediction skill, we uncover the critical knowledge learned by the DLMs and identify the tropical Pacific Ocean mode (TPOM) of Empirical Orthogonal Functions related to subsurface ocean temperature. The coupled ocean-atmosphere dynamics induced by TPOM are beneficial for enhancing ENSO prediction skill beyond 1 year. We integrate physical analysis with the flexibility of deep learning to reveal hidden dynamics, improve ENSO predictions, and demonstrate broad applicability in both climate science and AI interpretability.</p>","PeriodicalId":54340,"journal":{"name":"Journal of Geophysical Research-Oceans","volume":"130 7","pages":""},"PeriodicalIF":3.3,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144705137","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mars' Hourglass Landforms as Local Source-to-Sink Fluvial Systems 火星沙漏地貌是当地的河流系统
IF 3.9 1区 地球科学
Journal of Geophysical Research: Planets Pub Date : 2025-07-25 DOI: 10.1029/2024JE008745
A. S. Zaki, D. Wang, S. R. Baker, J. P. Grotzinger, J. Dickson, M. P. Lamb
{"title":"Mars' Hourglass Landforms as Local Source-to-Sink Fluvial Systems","authors":"A. S. Zaki,&nbsp;D. Wang,&nbsp;S. R. Baker,&nbsp;J. P. Grotzinger,&nbsp;J. Dickson,&nbsp;M. P. Lamb","doi":"10.1029/2024JE008745","DOIUrl":"https://doi.org/10.1029/2024JE008745","url":null,"abstract":"<p>Mars' landscapes offer enigmatic clues about a once wetter climate. Particularly puzzling are hourglass landforms, distinguished by two small (10–100 s km<sup>2</sup>) branching ridge systems connected by a narrow neck. This geometry resembles a source-to-sink fluvial system, but occurs on relatively flat terrain without a clear drainage direction. Here, we characterize 13 hourglass landforms and branched ridge networks that occur near the crustal dichotomy boundary and compare them with flume experiments and terrestrial analogs. We find that hourglass landforms are composed of branching and sinuous fluvial ridges, indicating that they are ancient river deposits exposed in positive relief due to substantial differential erosion. Typically, one side of the hourglass is composed of a ridge network with larger and more distinct ridges (type 1), whereas the other network has smaller cross-cutting ridges (type 2). In some cases, a remnant crater rim divides the two sides, with the type 1 network eroded into the crater wall, indicating a drainage network, and the type 2 network bounded by the crater, indicating an alluvial fan. Results indicate hourglass landforms are eroded remnants of small catchment-fan drainage systems that have experienced major climate change. They formed following impact cratering in a wet climate by runoff or seepage erosion where the crater breached the groundwater table. Subsequent wind erosion in a dry climate created ridge networks and completely removed the antecedent catchment-fan topography. Our findings on the distinction between different types of hourglass networks may help differentiate distributary from tributary networks in fluvial ridge systems elsewhere on Mars.</p>","PeriodicalId":16101,"journal":{"name":"Journal of Geophysical Research: Planets","volume":"130 7","pages":""},"PeriodicalIF":3.9,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1029/2024JE008745","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144695838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Strong Impact of Precipitation Intensity on Groundwater Recharge and Terrestrial Water Storage Change in Arizona, a Typical Dryland 降水强度对典型旱地亚利桑那州地下水补给和陆地储水量变化的强烈影响
IF 4.6 1区 地球科学
Geophysical Research Letters Pub Date : 2025-07-25 DOI: 10.1029/2025GL114747
Yuan Qiu, James S. Famiglietti, Ali Behrangi, Mohammad Ali Farmani, Hossein Yousefi Sohi, Aniket Gupta, Fengwei Hung, Karem Abdelmohsen, Guo-Yue Niu
{"title":"The Strong Impact of Precipitation Intensity on Groundwater Recharge and Terrestrial Water Storage Change in Arizona, a Typical Dryland","authors":"Yuan Qiu,&nbsp;James S. Famiglietti,&nbsp;Ali Behrangi,&nbsp;Mohammad Ali Farmani,&nbsp;Hossein Yousefi Sohi,&nbsp;Aniket Gupta,&nbsp;Fengwei Hung,&nbsp;Karem Abdelmohsen,&nbsp;Guo-Yue Niu","doi":"10.1029/2025GL114747","DOIUrl":"https://doi.org/10.1029/2025GL114747","url":null,"abstract":"<p>This study demonstrates the critical role of precipitation intensity in groundwater recharge generation and terrestrial water storage (TWS) change. We conducted two experiments driven by precipitation products with close annual totals but distinct intensity in Arizona, using the Noah-MP model with advanced soil hydrology. The experiment with higher precipitation intensity (EXP<sub>HI</sub>) produces an annual groundwater recharge of 6.91 mm/year in Arizona during 2001–2020, ∼15 times that of the experiment with lower precipitation intensity (EXP<sub>LI</sub>). Correspondingly, EXP<sub>LI</sub> produces a declining groundwater storage (GWS) trend of <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mo>−</mo>\u0000 </mrow>\u0000 <annotation> ${-}$</annotation>\u0000 </semantics></math>0.51 mm/month, nearly triple that of EXP<sub>HI</sub>. GWS change dominates the TWS trend. EXP<sub>LI</sub> shows a declining TWS trend of <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mo>−</mo>\u0000 </mrow>\u0000 <annotation> ${-}$</annotation>\u0000 </semantics></math>0.57 mm/month, nearly twice that of EXP<sub>HI</sub>. Higher precipitation intensity reduces evapotranspiration and enhances infiltration and percolation, allowing more precipitation to recharge groundwater. This study underscores the need to ensure the accuracy of precipitation intensity in hydrological modeling for reliable water resources assessment and projection.</p>","PeriodicalId":12523,"journal":{"name":"Geophysical Research Letters","volume":"52 14","pages":""},"PeriodicalIF":4.6,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1029/2025GL114747","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144695921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ocean Emulation With Fourier Neural Operators: Double Gyre 用傅里叶神经算子的海洋仿真:双环流
IF 4.4 2区 地球科学
Journal of Advances in Modeling Earth Systems Pub Date : 2025-07-25 DOI: 10.1029/2023MS004137
Suyash Bire, Björn Lütjens, Kamyar Azizzadenesheli, Animashree Anandkumar, Chris Hill
{"title":"Ocean Emulation With Fourier Neural Operators: Double Gyre","authors":"Suyash Bire,&nbsp;Björn Lütjens,&nbsp;Kamyar Azizzadenesheli,&nbsp;Animashree Anandkumar,&nbsp;Chris Hill","doi":"10.1029/2023MS004137","DOIUrl":"https://doi.org/10.1029/2023MS004137","url":null,"abstract":"<p>A data-driven emulator for the baroclinic double gyre ocean simulation is presented in this study. Traditional numerical simulations using partial differential equations (PDEs) often require substantial computational resources, hindering real-time applications and inhibiting model scalability. This study presents a novel approach employing Fourier neural operators to address these challenges in an idealized double-gyre ocean simulation. We propose a deep learning approach capable of learning the underlying dynamics of the ocean system, complementing the classical methods. Additionally, we show how Fourier neural operators allow us to train the network at one resolution and generate ensembles at a different resolution. We find that there is an intermediate time scale where the prediction skill is maximized.</p>","PeriodicalId":14881,"journal":{"name":"Journal of Advances in Modeling Earth Systems","volume":"17 7","pages":""},"PeriodicalIF":4.4,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1029/2023MS004137","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144695765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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