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Subsurface Temperature and Salinity Structures Inversion Using a Stacking-Based Fusion Model from Satellite Observations in the South China Sea
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作者 Can LUO Mengya HUANG +3 位作者 Shoude GUAN Wei ZHAO Fengbin TIAN Yuan YANG 《Advances in Atmospheric Sciences》 2025年第1期204-220,共17页
Three-dimensional ocean subsurface temperature and salinity structures(OST/OSS)in the South China Sea(SCS)play crucial roles in oceanic climate research and disaster mitigation.Traditionally,real-time OST and OSS are ... Three-dimensional ocean subsurface temperature and salinity structures(OST/OSS)in the South China Sea(SCS)play crucial roles in oceanic climate research and disaster mitigation.Traditionally,real-time OST and OSS are mainly obtained through in-situ ocean observations and simulation by ocean circulation models,which are usually challenging and costly.Recently,dynamical,statistical,or machine learning models have been proposed to invert the OST/OSS from sea surface information;however,these models mainly focused on the inversion of monthly OST and OSS.To address this issue,we apply clustering algorithms and employ a stacking strategy to ensemble three models(XGBoost,Random Forest,and LightGBM)to invert the real-time OST/OSS based on satellite-derived data and the Argo dataset.Subsequently,a fusion of temperature and salinity is employed to reconstruct OST and OSS.In the validation dataset,the depth-averaged Correlation(Corr)of the estimated OST(OSS)is 0.919(0.83),and the average Root-Mean-Square Error(RMSE)is0.639°C(0.087 psu),with a depth-averaged coefficient of determination(R~2)of 0.84(0.68).Notably,at the thermocline where the base models exhibit their maximum error,the stacking-based fusion model exhibited significant performance enhancement,with a maximum enhancement in OST and OSS inversion exceeding 10%.We further found that the estimated OST and OSS exhibit good agreement with the HYbrid Coordinate Ocean Model(HYCOM)data and BOA_Argo dataset during the passage of a mesoscale eddy.This study shows that the proposed model can effectively invert the real-time OST and OSS,potentially enhancing the understanding of multi-scale oceanic processes in the SCS. 展开更多
关键词 subsurface temperature and salinity structures clustering algorithms stacking strategy temperature and salinity fusion the South China Sea
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Deep Learning–based Eddy-resolving Reconstruction of Subsurface Temperature and Salinity in the South China Sea
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作者 Qingchang WANG Xuefeng ZHANG +4 位作者 Xiangyu WU Dianjun ZHANG Jiawei QI Pengfei NING Xiaoyu QIAO 《Advances in Atmospheric Sciences》 2025年第8期1675-1692,共18页
The inversion of ocean subsurface temperature and salinity(TS)is a hot topic and challenging problem in the oceanic sciences.In this study,a new method for the inversion of underwater TS in the South China Sea is prop... The inversion of ocean subsurface temperature and salinity(TS)is a hot topic and challenging problem in the oceanic sciences.In this study,a new method for the inversion of underwater TS in the South China Sea is proposed based on an improved generative adversarial network(GAN).The proposed model can derive the underwater TS from sea surface data(specifically,sea surface temperature and the sea surface height anomalies)with an eddy-resolving horizontal resolution of(1/12)°.For comparison,a robust statistics-based model,the Modular Ocean Data Assimilation System(MODAS),is also used to invert the subsurface TS in this study.Results show that the root-mean-square errors(RMSEs)of the TS inversions from the GAN-based model are significantly smaller than those from MODAS,especially in the thermocline of the South China Sea,where the RMSE of temperature can be reduced by up to 21.7%and the subsurface salinity RMSE is smaller than 0.32.In particular,the inversion results obtained using the proposed model are more accurate in either the seasonalscale or the synoptic-scale analysis.Firstly,the GAN-based model is more effective for the seasonal-scale extraction and diagnosis of the subsurface stratification,especially in the Luzon Strait and coastal shelf sea areas,in which stronger nonlinearities arise from the Kuroshio intrusion or complex coastal processes dominate the ocean subsurface dynamics.Secondly,the vertical heat pump and cold suction effects in the ocean's upper layers induced by the passage of a typhoon can be reflected more reasonably based on the synoptic-scale analysis with the proposed model.Furthermore,the underwater 3D structure of mesoscale eddies can be skillfully captured by AIGAN(Attention and Inception GAN),which can extract more refined eddy patterns with stronger recognition capability compared with the statistics-based MODAS.The present study can be extended to further explore the subsurface characteristics of the internal variability in the South China Sea. 展开更多
关键词 deep learning generative adversarial network temperature and salinity mesoscale eddy
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Construction of a foaming agent containing hydroxysulfobetaine andα-olefin sulfonate for clastic reservoirs with high temperature and high salinity
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作者 Long-Jie Li Ji-Jiang Ge +1 位作者 Peng-Fei Chen Peng-Ju Chu 《Petroleum Science》 2025年第2期771-786,共16页
High-temperature and high-salt reservoirs are often accompanied by serious gas channeling in gas flooding,which will greatly affect the effect of gas injection development,so in-situ foaming of temperature-resistant a... High-temperature and high-salt reservoirs are often accompanied by serious gas channeling in gas flooding,which will greatly affect the effect of gas injection development,so in-situ foaming of temperature-resistant and salt-resistant foaming agents is commonly used to control gas channeling.The feasibility of the compound system of dodecyl hydroxyl sulfobetaine(HSB12)andα-olefin sulfonate(AOS)as foaming agent for sandstone reservoir was studied at 130℃and 22×10^(4)mg/L.The results showed that the foaming agent(HSB12 and AOS were compounded in a 6:1 mass ratio,in this article,this foaming agent is simply referred to as SA61)had good solubility in 22×10^(4)mg/L simulated formation water.Besides,the foaming volume of SA61 and HSB12 was similar,but the foam decay half-life of SA61was 10-25 times higher than that of HSB12.The foaming performance of SA61 on the surface of quartz sand remained above 90%of that before adsorption.The strong interaction between HSB12 and AOS in the compound system SA61 was demonstrated by surface rheological measurements and NMR studies of surfactants.The results of co re flow test showed that SA61 had better mobility control ability than HSB12under the same surfactant concentration.In addition,SA61 showed a selective mobility reduction in2005.30 and 632.00 mD cores.The above research results can guide the selection and application of foaming agent in clastic reservoir. 展开更多
关键词 Hydroxysulfobetaine α-olefin sulfonate Foaming agent SOLUBILITY temperature and salinity resistance Bulk foam test Mobility control
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Observed features of temperature, salinity and current in central Chukchi Sea during the summer of 2012 被引量:3
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作者 HE Yan LIU Na +3 位作者 CHEN Hongxia TENG Fei LIN Lina WANG Huiwu 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2015年第5期51-59,共9页
During the summer of 2012, the fifth CHINARE Arctic Expedition was carried out, and a submersible mooring system was deployed in M5 station located at (69°30.155'N,169°00.654'W) and recovered 50d later. ... During the summer of 2012, the fifth CHINARE Arctic Expedition was carried out, and a submersible mooring system was deployed in M5 station located at (69°30.155'N,169°00.654'W) and recovered 50d later. A set of temperature, salinity and current profile records was acquired. The characteristics of these observations are analyzed in this paper. Some main results are achieved as below. (1) Temperature generally decreases while salinity generally increases with increasing depth. The average values of all records are 2.98℃ and 32.21 psu. (2) Salinity and temperature are well negatively correlated, and the correlation coefficient between them is -0.84. However, they did not always vary synchronously. Their co-variation featured different characters during different significant periods. (3) The average velocity for the whole water column is 141 mm/s with directional angle of 347.1°. The statistical distribution curve of velocity record number gets narrower with increasing depth. More than 85% of the recorded velocities are northward, and the mean magnitudes of dominated northward velocities are 100-150 mm/s. (4) Rotary spectrum analysis shows that motions with low frequency take a majority of energy in all layers. The most significant energy peaks for all layers are around 0.012 cph (about 3.5 d period), while the tidal motion in mooring area is nonsignificant. (5) Velocities in all layers feature similar and synchronous temporal variations, except for the slight decrease in magnitude and leftward twist from top to bottom. The directions of velocity correspond well to those of Surface wind. The average northward volume transport per square meter is 0.1-0.2 m3/s under southerly wind, but about -0.2 m3/s during northerly wind burst. 展开更多
关键词 Chukchi Sea submersible mooring measurement 1 ong-term observations temperature and salinity velocity profile
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i4Ocean: transfer function-based interactive visualization of ocean temperature and salinity volume data 被引量:3
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作者 Fenglin Tian Qing Mao +1 位作者 Yazhen Zhang Ge Chen 《International Journal of Digital Earth》 SCIE 2021年第6期766-788,共23页
In this paper,we present a novel ocean visualization framework,which focuses on analyzing multidimensional and spatiotemporal ocean data.GPU-based visualization methods are explored to effectively visualize ocean data... In this paper,we present a novel ocean visualization framework,which focuses on analyzing multidimensional and spatiotemporal ocean data.GPU-based visualization methods are explored to effectively visualize ocean data.An improved ray casting algorithm for heterogeneous multisection ocean volume data is presented.A two-layer spherical shell is taken as the ocean data proxy geometry,which enables oceanographers to obtain a real geographic background based on global terrain.An efficient ray sampling technique including an adaptive sampling technique and a preintegrated transfer function is proposed to achieve high-effectiveness and high-efficiency rendering.Moreover,an interactive transfer function is also designed to analyze the 3D structure of ocean temperature and salinity anomaly phenomena.Based on the framework,an integrated visualization system called i4Ocean is created.The visualization of ocean temperature and salinity anomalies extracted interactively by the transfer function is demonstrated. 展开更多
关键词 Ocean temperature and salinity data ray casting algorithm transfer function spherical volume rendering GPU
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Variations of temperature, salinity and current in the southern tidal passage of the Hangzhou Bay, China 被引量:2
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作者 HE Zhiguo HUANGFU Kailong +2 位作者 YUAN Yeping SONG Dan LI Li 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2016年第3期30-37,共8页
Field surveys covering a spring-neap tidal period were conducted to investigate the characteristics of tidal dynamics within a curved channel in the southern Hangzhou Bay, China. The channel has a maximum depth of mor... Field surveys covering a spring-neap tidal period were conducted to investigate the characteristics of tidal dynamics within a curved channel in the southern Hangzhou Bay, China. The channel has a maximum depth of more than 100 m with an average tidal range of 2.5 m, serving as the main tidal passage in the southern part of the Hangzhou Bay. Water salinity, temperature and velocity data were collected from the ship-based transects and mooring measurements. During flood tide, the tidal current intrudes into the Hangzhou Bay through the northern side of the channel with a maximum velocity of about 2 m/s, while retreats through the southern side during ebb tide with a maximum velocity of 1.8 m/s. Due to the pressure, density gradients, the Coriolis force and centrifugal effect, a lateral exchange flow is generated as the tidal current relaxes from flood to ebb. Salinity and temperature data show that the water in the channel is weakly stratified during both spring and neap tides in summer time.However, mixing in the middle region will be enhanced by the lateral circulation. Mooring data indicate that the temperature and salinity are varying at a frequency similar to tidal current but higher than sea level oscillation.Our results support the hypothesis that the high frequency salinity and temperature variations could be generated by combination of the tidal current and the lateral exchanging flow. 展开更多
关键词 macro-tidal estuary mooring observations temperature and salinity variations tidal current curved channel
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VERTICAL STRUCTURE OF UPPER WATER TEMPERATURE AND SALINITY IN THE NORTHERN SOUTH CHINA SEA AROUND THE SUMMER MONSOON ONSET
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作者 方文东 施平 +1 位作者 黄企洲 龙小敏 《Acta meteorologica Sinica》 SCIE 2003年第S1期262-272,共11页
The analyses of conductivity-temperature-depth (CTD) temperature and salinity data of R/V (Research Vessel) 'Shiyan 3' and R/V 'Kexue 1' observed during the South China Sea Monsoon Experiment (SCSMEX) ... The analyses of conductivity-temperature-depth (CTD) temperature and salinity data of R/V (Research Vessel) 'Shiyan 3' and R/V 'Kexue 1' observed during the South China Sea Monsoon Experiment (SCSMEX) were made to describe the vertical structure and variation of sea temperature and salinity in the upper layer of northern South China Sea (SCS) before and after the summer monsoon onset.The stratification of the upper-layer water in northern SCS is more obvious in late April than July.Isotherm distribution at some sections forms a wave-shaped structure with obvious thermal trough and ridge.High surface temperature water was observed off northwest of Luzon Island in late April.The formation of a mixed layer in the surface layer northwest of Luzon Island is prominent in July.Water on the northern SCS continental shelf has obviously turned much fresher in July than April due to the effects of discharge from Zhujiang River and Guangdong coastal waters. 展开更多
关键词 South China Sea upper ocean temperature and salinity summer monsoon onset
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Assimilating satellite SST/SSH and in-situ T/S profiles with the Localized Weighted Ensemble Kalman Filter 被引量:1
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作者 Meng Shen Yan Chen +1 位作者 Pinqiang Wang Weimin Zhang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2022年第2期26-40,共15页
The Localized Weighted Ensemble Kalman Filter(LWEnKF)is a new nonlinear/non-Gaussian data assimilation(DA)method that can effectively alleviate the filter degradation problem faced by particle filtering,and it has gre... The Localized Weighted Ensemble Kalman Filter(LWEnKF)is a new nonlinear/non-Gaussian data assimilation(DA)method that can effectively alleviate the filter degradation problem faced by particle filtering,and it has great prospects for applications in geophysical models.In terms of operational applications,along-track sea surface height(AT-SSH),swath sea surface temperature(S-SST)and in-situ temperature and salinity(T/S)profiles are assimilated using the LWEnKF in the northern South China Sea(SCS).To adapt to the vertical S-coordinates of the Regional Ocean Modelling System(ROMS),a vertical localization radius function is designed for T/S profiles assimilation using the LWEnKF.The results show that the LWEnKF outperforms the local particle filter(LPF)due to the introduction of the Ensemble Kalman Filter(EnKF)as a proposal density;the RMSEs of SSH and SST from the LWEnKF are comparable to the EnKF,but the RMSEs of T/S profiles reduce significantly by approximately 55%for the T profile and 35%for the S profile(relative to the EnKF).As a result,the LWEnKF makes more reasonable predictions of the internal ocean temperature field.In addition,the three-dimensional structures of nonlinear mesoscale eddies are better characterized when using the LWEnKF. 展开更多
关键词 data assimilation Localized Weighted Ensemble Kalman Filter northern South China Sea sea surface height sea surface temperature temperature and salinity profiles mesoscale eddy
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Potential application of wet-phase modified expandable graphite particles as a novel in-depth profile control agent in carbonate reservoirs
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作者 Bo-Zhao Xu Dong-Fang Lv +5 位作者 Dai-Yu Zhou Ning Sun Si-Yu Lu Cai-Li Dai Guang Zhao Ming-Ming Shi 《Petroleum Science》 CSCD 2024年第6期4153-4164,共12页
Novel wet-phase modified expandable graphite(WMEG)particles were developed for in-depth profile control in carbonate reservoirs.The harsh environment of carbonate reservoirs(≥130℃,≥22×10^(4)mg/L)brings signifi... Novel wet-phase modified expandable graphite(WMEG)particles were developed for in-depth profile control in carbonate reservoirs.The harsh environment of carbonate reservoirs(≥130℃,≥22×10^(4)mg/L)brings significant challenges for existing profile control agents.WMEG particles were developed to address this problem.WMEG particles were synthesized via intercalation with ultrasound irradiation and chemical oxidation.The critical expansion temperature of WMEG particles is 130℃,and these particles can effectively expand 3-8 times under high temperature and high salinity water.The core flow experiments show that WMEG particles exhibit a good plugging capacity,profile control capacity,and a better-enhanced oil recovery(EOR)capacity in deep carbonate reservoirs.WMEG particles can be expanded in the formation and form larger particles that bridge the upper and lower end faces of the fracture.Then the high-permeability zones are effectively plugged,and the heterogeneity is improved,resulting in an obvious increase in oil recovery.This research provides a novel insight into future applications of profile control agents for in-depth profile control treatment in carbonate reservoirs. 展开更多
关键词 WMEG particles In-depth profile control Resistance of temperature and salinity EOR capacity Fractured carbonate reservoirs
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Analysis of T/S characteristics of Sulawesi Sea based on Argo and XBT
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作者 ZHANG Chunling SI Wen XIE Chunhu 《Marine Science Bulletin》 2021年第1期35-52,共18页
The climate distribution and variation characteristics of temperature and salinity i n the upper surface layer of Sulawesi Sea(117-127°E,0-8°N)were analyzed using Argo T/S profiles of 0-1500 m and XBT temper... The climate distribution and variation characteristics of temperature and salinity i n the upper surface layer of Sulawesi Sea(117-127°E,0-8°N)were analyzed using Argo T/S profiles of 0-1500 m and XBT temperature profiles obtained by Chinese Antarctic scientific investigation.The results show that the temperature and salinity are respectively about 2.5℃-30℃ and 33.2‰-35.1‰ in the Sulawesi sea.Compared with the vertical changes,the T/S horizontal gradients are smaller.The temperatures gradually reduce with the in crease of the depth.The sali nities increase firstly,then decrease,and increase finally with the increase of depth.The salinity has two lower and one higher salinity areas.The whole sea surface shows the characteristics of high temperature and low salinity.T he subsurface temperature is slightly lower with salinity increasing.Middle depths are characterized by high temperature and high salinity.At the depth of 500 m,the temperature and salinity tend to be uniform.And at the bottom,T/S represent lower temperature with higher salinity.Moreover,an obvious thermocline exists at the depth of 50 m-150 m.The thermocline depth in summer is less than 90 m and is about 110 m in winter.The thermocline exists in the deeper depth in April than that of November by XBT observation sections.In the central of Sulawesi Sea,the thermocline is also relatively deeper. 展开更多
关键词 Sulawesi Sea temperature and salinity ARGO XBT
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Variation of Indo-Pacific upper ocean heat content during 2001–2012 revealed by Argo 被引量:6
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作者 WU Xiaofen LIU Zenghong +1 位作者 LIAO Guanghong WU Lingjuan 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2015年第5期29-38,共10页
Understanding of the temporal variation of oceanic heat content (OHC) is of fundamental importance to the prediction of climate change and associated global meteorological phenomena. However, OHC characteristics in ... Understanding of the temporal variation of oceanic heat content (OHC) is of fundamental importance to the prediction of climate change and associated global meteorological phenomena. However, OHC characteristics in the Pacific and Indian oceans are not well understood. Based on in situ ocean temperature and salinity profiles mainly from the Argo program, we estimated the upper layer (0-750 m) OHC in the Indo-Pacific Ocean (40°S-40°N, 30°E-80°W). Spatial and temporal variability of OHC and its likely physical mechanisms are also analyzed. Climatic distributions of upper-layer OHC in the Indian and Pacific oceans have a similar saddle pattern in the subtropics, and the highest OHC value was in the northern Arabian Sea. However, OHC variabilities in the two oceans were different. OHC in the Pacific has an east-west see-saw pattern, which does not appear in the Indian Ocean. In the Indian Ocean, the largest change was around 10°S. The most interesting phenomenon is that, there was a long-term shift of OHC in the Indo-Pacific Ocean during 2001-2012. Such variation coincided with modulation of subsurface temperature/salinity. During 2001-2007, there was subsurface cooling (freshening) nearly the entire upper 400 m layer in the western Pacific and warming (salting) in the eastern Pacific. During 2008-2012, the thermocline deepened in the western Pacific but shoaled in the east. In the Indian Ocean, there was only cooling (upper 150 m only) and freshening (almost the entire upper 400 m) during 2001-2007. The thermocline deepened during 2008-2012 in the Indian Ocean. Such change appeared from the equator to off the equator and even to the subtropics (about 20°N/S) in the two oceans. This long-term change of subsurface temperature/salinity may have been caused by change of the wind field over the two oceans during 2001-2012, in turn modifying OHC. 展开更多
关键词 ocean heat content temperature and salinity profiles wind forcing ARGO Indo-Pacific Ocean
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Evaluation of a global eddy-permitting hybrid coordinate ocean model
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作者 CHEN Yue-Liang YAN Chang-Xiang +1 位作者 ZHU Jiang LI Yi-Neng 《Atmospheric and Oceanic Science Letters》 CSCD 2018年第4期345-351,共7页
A historical run(1993–2014)of a global,eddy-permitting,hybrid coordinate ocean model(HYCOM)is evaluated against observations.The authors evaluate several metrics in the model,including the spatial distribution of sea... A historical run(1993–2014)of a global,eddy-permitting,hybrid coordinate ocean model(HYCOM)is evaluated against observations.The authors evaluate several metrics in the model,including the spatial distribution of sea surface temperature(SST),the zonally averaged seasonal cycle of SST,the variability of the sea level anomaly(SLA),the zonally and meridionally averaged temperature and salinity,and the equatorial undercurrent.It is found that the simulated seasonal cycle of SST is 0.2–0.8 stronger than observed at midlatitudes.The modeled SST is 0.29°C warmer than the observed for the global ocean.the structure of the subsurface temperature and salinity is similar to the observed.moreover,the variability of SLA exhibits the same pattern as observed.The modeled equatorial undercurrent in the pacific ocean is weaker than observed,but stronger than the ecco reanalysis product.overall,the model can reproduce the large-scale ocean states,and is suitable for analyses seeking to better understand the dynamics and thermodynamics of the upper ocean,as well as ocean variability. 展开更多
关键词 Eddy-permitting hybrid coordinate ocean model sea surface temperature sea level anomaly temperature and salinity
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