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A Synoptic Review on Deriving Bathymetry Information Using Remote Sensing Technologies: Models, Methods and Comparisons 被引量:10
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作者 Shridhar D. Jawak Somashekhar S. Vadlamani Alvarinho J. Luis 《Advances in Remote Sensing》 2015年第2期147-162,共16页
This paper discusses the bathymetric mapping technologies by means of satellite remote sensing (RS) with special emphasis on bathymetry derivation models, methods, accuracies, advantages, limitations, and comparisons.... This paper discusses the bathymetric mapping technologies by means of satellite remote sensing (RS) with special emphasis on bathymetry derivation models, methods, accuracies, advantages, limitations, and comparisons. Traditionally, bathymetry can be mapped using echo sounding sounders. However, this method is constrained by its inefficiency in shallow waters and very high operating logistic costs. In comparison, RS technologies present efficient and cost-effective means of mapping bathymetry over remote and broad areas. RS of bathymetry can be categorised into two broad classes: active RS and passive RS. Active RS methods are based on active satellite sensors, which emit artificial radiation to study the earth surface or atmospheric features, e.g. light detection and ranging (LIDAR), polarimetric synthetic aperture radar (SAR), altimeters, etc. Passive RS methods are based on passive satellite sensors, which detect sunlight (natural source of light) radiation reflected from the earth and thermal radiation in the visible and infrared portion of the electromagnetic spectrum, e.g. multispectral or optical satellite sensors. Bathymetric methods can also be categorised as imaging methods and non-imaging methods. The non-imaging method is elucidated by laser scanners or LIDAR, which measures the distance between the sensor and the water surface or the ocean floor using a single wave pulse or double waves. On the other hand, imaging methods approximate the water depth based on the pixel values or digital numbers (DN) (representing reflectance or backscatter) of an image. Imaging methods make use of the visible and/or near infrared (NIR) and microwave radiation. Imaging methods are implemented with either analytical modelling or empirical modelling, or by a blend of both. This paper presents the development of bathymetric mapping technology by using RS, and discusses the state-of-the-art bathymetry derivation methods/algorithms and their implications in practical applications. 展开更多
关键词 Optical REMOTE Sensing BATHYMETRY SAR LIDAR Stumpf MODEL Jupp’s MODEL Lyzenga MODEL
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Quality Assessment and Forecast Sensitivity of Global Remote Sensing Observations 被引量:3
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作者 Swapan MALLICK Devajyoti DUTTA Ki-Hong MIN 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2017年第3期371-382,共12页
The satellite-derived wind from cloud and moisture features of geostationary satellites is an important data source for numerical weather prediction (NWP) models. These datasets and global positioning system radio o... The satellite-derived wind from cloud and moisture features of geostationary satellites is an important data source for numerical weather prediction (NWP) models. These datasets and global positioning system radio occultation (GPSRO) satellite radiances are assimilated in the four-dimensional variational atmospheric data assimilation system of the UKMO Unified Model in India. This study focuses on the importance of these data in the NWP system and their impact on short-term 24-h forecasts. The quality of the wind observations is compared to the short-range forecast from the model background. The observation increments (observation minus background) are computed as the satellite-derived wind minus the model forecast with a 6-h lead time. The results show the model background has a large easterly wind component compared to satellite observations. The importance of each observation in the analysis is studied using an adjoint-based forecast sensitivity to observation method. The results show that at least around 50% of all types of satellite observations are beneficial. In terms of individual contribution, METEOSAT-7 shows a higher percentage of impact (nearly 50%), as compared to GEOS, MTSAT-2 and METEOSAT-10, all of which have a less than 25% impact. In addition, the impact of GPSRO, infrared atmospheric sounding interferometer (IASI) and atmospheric infrared sounder (AIRS) data is calculated. The GPSRO observations have beneficial impacts up to 50 km. Over the Southern Hemisphere, the high spectral radiances from IASI and AIRS show a greater impact than over the Northern Hemisphere. The results in this study can be used for further improvements in the use of new and existing satellite observations. 展开更多
关键词 WIND observation increment observation impact forecast sensitivity to observation
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A Review on Applications of Imaging Synthetic Aperture Radar with a Special Focus on Cryospheric Studies 被引量:6
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作者 Shridhar D. Jawak Tushar G. Bidawe Alvarinho J. Luis 《Advances in Remote Sensing》 2015年第2期163-175,共13页
The cryosphere is the frozen part of the Earth’s system. Snow and ice are the main constituents of the cryosphere and may be found in different states, such as snow, freshwater ice, sea ice, perma-frost, and continen... The cryosphere is the frozen part of the Earth’s system. Snow and ice are the main constituents of the cryosphere and may be found in different states, such as snow, freshwater ice, sea ice, perma-frost, and continental ice masses in the form of glaciers and ice sheets. The present review mainly deals with state-of-the-art applications of synthetic aperture radar (SAR) with a special emphasize on cryospheric information extraction. SAR is the most important active microwave remote sensing (RS) instrument for ice monitoring, which provides high-resolution images of the Earth’s surface. SAR is an ideal sensor in RS technology, which works in all-weather and day and night conditions to provide useful unprecedented information, especially in the cryospheric regions which are almost inaccessible areas on Earth. This paper addresses the technological evolution of SAR and its applications in studying the various components of the cryosphere. The arrival of SAR radically changed the capabilities of information extraction related to ice type, new ice formation, and ice thickness. SAR applications can be divided into two broad classes-polarimetric applications and interferometric applications. Polarimetric SAR has been effectively used for mapping calving fronts, crevasses, surface structures, sea ice, detection of icebergs, etc. The paper also summarizes both the operational and climate change research by using SAR for sea ice parameter detection. Digital elevation model (DEM) generation and glacier velocity mapping are the two most important applications used in cryosphere using SAR interferometry or interferometric SAR (InSAR). Space-borne InSAR techniques for measuring ice flow velocity and topography have developed rapidly over the last decade. InSAR is capable of measuring ice motion that has radically changed the science of glaciers and ice sheets. Measurement of temperate glacier velocities and surface characteristics by using airborne and space-borne interferometric satellite images have been the significant application in glaciology and cryospheric studies. Space-borne InSAR has contributed to major evolution in many research areas of glaciological study by measuring ice-stream flow velocity, improving understanding of ice-shelf processes, yielding velocity for flux-gate based mass-balance assessment, and mapping flow of mountain glaciers. The present review summarizes the salient development of SAR applications in cryosphere and glaciology. 展开更多
关键词 CRYOSPHERE Remote Sensing Synthetic APERTURE Radar (SAR) Polarimetric SAR INTERFEROMETRIC SAR
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A Review on Extraction of Lakes from Remotely Sensed Optical Satellite Data with a Special Focus on Cryospheric Lakes 被引量:5
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作者 Shridhar D. Jawak Kamana Kulkarni Alvarinho J. Luis 《Advances in Remote Sensing》 2015年第3期196-213,共18页
Water on the Earth’s surface is an essential part of the hydrological cycle. Water resources include surface waters, groundwater, lakes, inland waters, rivers, coastal waters, and aquifers. Monitoring lake dynamics i... Water on the Earth’s surface is an essential part of the hydrological cycle. Water resources include surface waters, groundwater, lakes, inland waters, rivers, coastal waters, and aquifers. Monitoring lake dynamics is critical to favor sustainable management of water resources on Earth. In cryosphere, lake ice cover is a robust indicator of local climate variability and change. Therefore, it is necessary to review recent methods, technologies, and satellite sensors employed for the extraction of lakes from satellite imagery. The present review focuses on the comprehensive evaluation of existing methods for extraction of lake or water body features from remotely sensed optical data. We summarize pixel-based, object-based, hybrid, spectral index based, target and spectral matching methods employed in extracting lake features in urban and cryospheric environments. To our knowledge, almost all of the published research studies on the extraction of surface lakes in cryospheric environments have essentially used satellite remote sensing data and geospatial methods. Satellite sensors of varying spatial, temporal and spectral resolutions have been used to extract and analyze the information regarding surface water. Multispectral remote sensing has been widely utilized in cryospheric studies and has employed a variety of electro-optical satellite sensor systems for characterization and extraction of various cryospheric features, such as glaciers, sea ice, lakes and rivers, the extent of snow and ice, and icebergs. It is apparent that the most common methods for extracting water bodies use single band-based threshold methods, spectral index ratio (SIR)-based multiband methods, image segmentation methods, spectral-matching methods, and target detection methods (unsupervised, supervised and hybrid). A Synergetic fusion of various remote sensing methods is also proposed to improve water information extraction accuracies. The methods developed so far are not generic rather they are specific to either the location or satellite imagery or to the type of the feature to be extracted. Lots of factors are responsible for leading to inaccurate results of lake-feature extraction in cryospheric regions, e.g. the mountain shadow which also appears as a dark pixel is often misclassified as an open lake. The methods which are working well in the cryospheric environment for feature extraction or landcover classification does not really guarantee that they will be working in the same manner for the urban environment. Thus, in coming years, it is expected that much of the work will be done on object-based approach or hybrid approach involving both pixel as well as object-based technology. A more accurate, versatile and robust method is necessary to be developed that would work independent of geographical location (for both urban and cryosphere) and type of optical sensor. 展开更多
关键词 Cryospehere REMOTE Sensing SEMI-AUTOMATIC EXTRACTION LAKES Spectral Index Ratio
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Sedimentary sources and processes in the eastern Arabian Sea:Insights from environmental magnetism,geochemistry and clay mineralogy 被引量:1
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作者 Kumar Avinash P.John Kurian +3 位作者 Anish Kumar Warrier R.Shankar T.C.Vineesh Rasik Ravindra 《Geoscience Frontiers》 SCIE CAS CSCD 2016年第2期253-264,共12页
The spatial distribution patterns of surficial sediment samples from different sedimentary domains (shallow to deep-sea regions) of the eastern Arabian Sea were studied using sediment proxies viz. environmental magn... The spatial distribution patterns of surficial sediment samples from different sedimentary domains (shallow to deep-sea regions) of the eastern Arabian Sea were studied using sediment proxies viz. environmental magnetism, geochemistry, particle size and clay mineralogy. Higher concentrations of magnetic minerals (high Xlf) were recorded in the deep-water sediments when compared with the shallow water sediments. The magnetic mineralogy of one of the shallow water samples is influenced by the presence of bacterial magnetite as evidenced from the XARM/Xlf VS. XARM/Xfd biplot. However, the other samples are catchment-derived. The high correlation documented for Xlf, anhysteretic remanent mag- netisation (XARM) and isothermal remanent magnetisation (IRM) with Al indicates that the deep-sea surflcial sediments are influenced by terrigenous fluxes which have been probably derived from the southern Indian rivers, the Sindhu (the Indus) and the Narmada-Tapti rivers. A lower Mn concentration is recorded in the upper slope sediments from the oxygen minimum zone (OMZ) but a higher Mn/AI ratio is documented in the lower slope and deep-sea sediments. Clay minerals such as illite (24-48.5%), chlorite (14.1-34.9%), smectite (10.6-28.7%) and kaolinite (11.9-27.5%) dominate the sediments of shallow and deep-sea regions and may have been derived from different sources and transported by fluvial and aeolian agents. Organic carbon (OC) data indicate a low concentration in the shallow/shelf region (well oxygenated water conditions) and deeper basins (increased bottom-water oxygen concentration and low sedimentation rate). High OC concentrations were documented in the OMZ (very low bottom-water oxygen concentration with high sedimentation rate). The calcium carbonate concentration of the surface sediments from the continental shelf and slope regions (〈 1800 m) up to the Chagos-Laccadive Ridge show higher concentrations (average - 58%) when compared to deep basin sediments (average - 44%). Our study demonstrates that particle size as well as magnetic grain size, magnetic minerals and elemental variations are good indicators to distinguish terrigenous from biogenic sediments and to identify sediment provenance. 展开更多
关键词 Magnetic minerals Major elements Organic carbon Calcium carbonate Terrigenous fluxes Eastern Arabian Sea
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A Comprehensive Review on Pixel Oriented and Object Oriented Methods for Information Extraction from Remotely Sensed Satellite Images with a Special Emphasis on Cryospheric Applications 被引量:3
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作者 Shridhar D. Jawak Prapti Devliyal Alvarinho J. Luis 《Advances in Remote Sensing》 2015年第3期177-195,共19页
Image classification is one of the most basic operations of digital image processing. The present review focuses on the strengths and weaknesses of traditional pixel-based classification (PBC) and the advances of obje... Image classification is one of the most basic operations of digital image processing. The present review focuses on the strengths and weaknesses of traditional pixel-based classification (PBC) and the advances of object-oriented classification (OOC) algorithms employed for the extraction of information from remotely sensed satellite imageries. The state-of-the-art classifiers are reviewed for their potential usage in urban remote sensing (RS), with a special focus on cryospheric applications. Generally, classifiers for information extraction can be divided into three catalogues: 1) based on the type of learning (supervised and unsupervised), 2) based on assumptions on data distribution (parametric and non-parametric) and, 3) based on the number of outputs for each spatial unit (hard and soft). The classification methods are broadly based on the PBC or the OOC approaches. Both methods have their own advantages and disadvantages depending upon their area of application and most importantly the RS datasets that are used for information extraction. Classification algorithms are variedly explored in the cryosphere for extracting geospatial information for various logistic and scientific applications, such as to understand temporal changes in geographical phenomena. Information extraction in cryospheric regions is challenging, accounting to the very similar and conflicting spectral responses of the features present in the region. The spectral responses of snow and ice, water, and blue ice, rock and shadow are a big challenge for the pixel-based classifiers. Thus, in such cases, OOC approach is superior for extracting information from the cryospheric regions. Also, ensemble classifiers and customized spectral index ratios (CSIR) proved extremely good approaches for information extraction from cryospheric regions. The present review would be beneficial for developing new classifiers in the cryospheric environment for better understanding of spatial-temporal changes over long time scales. 展开更多
关键词 PIXEL Based CLASSIFICATION Object ORIENTED CLASSIFICATION CRYOSPHERE ANTARCTICA
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Glacial-interglacial productivity contrasts along the eastern Arabian Sea:Dominance of convective mixing over upwelling 被引量:2
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作者 Kumar Avinash Busnur R.Manjunath P.John Kurian 《Geoscience Frontiers》 SCIE CAS CSCD 2015年第6期913-925,共13页
The western continental margin of India is one of the highly productive regions in the global ocean.Primary productivity is induced by upwelling and convective mixing during the southwest and northeast monsoons respec... The western continental margin of India is one of the highly productive regions in the global ocean.Primary productivity is induced by upwelling and convective mixing during the southwest and northeast monsoons respectively.Realizing the importance of high primary productivity,a sediment core was collected below the current oxygen minimum zone(OMZ) from the southwestern continental margin of India.This was dated by AMS radiocarbon and as many as 60 paleoclimate/paceoceanographic proxies,such as particle size,biogenic components,major,trace and rare earth elements(REEs) which were measured for the first time to determine sources of sediment,biogeochemical processes operating in the water column and their variations since the last glacial cycle.R-mode factor analysis of comprehensive data indicates that the dominant regulator of paleoproductivity is the southwest monsoon wind induced upwelling.Other paleoproductivity related factors identified are the marine biogenic component and biogenic detritus(as an exported component from the water column added to the bottom sediment).All paleoproductivity components increased significantly during the marine isotope stage-1(MIS-1)compared to those accumulated from MIS-4 to MIS-2.The second group of factors identified are the terrigenous sediments with heavy minerals like zircon and ilmenite.The terrigenous sediment,in particular,increased during MIS-2 when the sea-level was lower;however,the heavy mineral component fluctuated over time implying pulsed inputs of sediment.The diagenetic fraction and reducing component are the third group of factors identified which varied with time with increased accumulation during the MIS transitions.The primary productivity along the southwestern continental margin of India seems to have been controlled principally by the upwelling during the southwest monsoon season that was weaker from MIS-4 to MIS-2,as relative to that during the MIS-1.In contrast,increased glacial productivity noticed in sediments deposited below the current oxygen minimum zone(OMZ) along the north of the study area that can be linked to entrainment of nutrients through the intensified convective mixing of surface water during the northeast monsoon.The sequestration of greenhouse gases by the western continental margin of India was higher during glacial than interglacial cycles. 展开更多
关键词 Paleoproductivity Upwelling Convective mixing Terrigenous sedimentation Western continental margin of India
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Past, Present and Future Climate of Antarctica 被引量:1
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作者 Alvarinho J. Luis 《International Journal of Geosciences》 2013年第6期959-977,共19页
Anthropogenic warming of near-surface atmosphere in the last 50 years is dominant over the west Antarctic Peninsula. Ozone depletion has led to partly cooling of the stratosphere. The positive polarity of the Southern... Anthropogenic warming of near-surface atmosphere in the last 50 years is dominant over the west Antarctic Peninsula. Ozone depletion has led to partly cooling of the stratosphere. The positive polarity of the Southern Hemisphere Annular Mode (SAM) index and its enhancement over the past 50 years have intensified the westerlies over the Southern Ocean, and induced warming of Antarctic Peninsula. Dictated by local ocean-atmosphere processes and remote forcing, the Antarctic sea ice extent is increasing, contrary to climate model predictions for the 21st century, and this increase has strong regional and seasonal signatures. Models incorporating doubling of present day CO2 predict warming of the Antarctic sea ice zone, a reduction in sea ice cover, and warming of the Antarctic Plateau, accompanied by increased snowfall. 展开更多
关键词 Component ANTARCTIC Climate Discovery Sea Ice Glaciers SOUTHERN HEMISPHERE ANNULAR Mode ANTARCTIC WARMING
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Coastal zone management in India-present status and future needs
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作者 Shailesh Nayak 《Geo-Spatial Information Science》 SCIE EI CSCD 2017年第2期174-183,共10页
The coastal zone is a region where land,ocean and atmosphere interact and hence it is dynamic in nature.India has a long coastline which was not adequately monitored until the advent of the satellite remote sensing er... The coastal zone is a region where land,ocean and atmosphere interact and hence it is dynamic in nature.India has a long coastline which was not adequately monitored until the advent of the satellite remote sensing era in the 70s.India has a very robust remote sensing program that the Indian Remote Sensing Satellite(IRS)series of satellites were effectively used to monitor coastal habitats,landforms,shoreline,water quality,etc.,and changes were identified during the last 40 years.The classification system for coastal habitats and the classification and geometric accuracies of products were standardized.Detailed information for mangroves communities and characteristics of coral reefs were generated.The high and low tide lines were delineated seamlessly for the entire coastline using satellite data.All these data were organized in a GIS and the coastal database for the entire country was created.Impacts of various hazards on such as cyclones,tsunami and sea level changes on coastal habitats were documented.Based on topography,shoreline changes and tides,coastal multi-hazard vulnerability maps were characterized by employing the elevation data derived from satellite data and were prepared for the coastline of India.The information on ocean color and sea surface temperature was used to generate potential fishery advisories,which are provided daily to fishermen.The coastal database was utilized effectively to identify coastal regulation zones,marine protected areas,vulnerable zones,etc.Various services for tsunami,fishery and coral reef bleaching were generated for societal benefits.It is planned to develop models for the coastal zone,so that impeding dangers and likely changes in the coastal zone can be predicted and suitable actions can be undertaken.It is necessary to integrate socio-economic data with the knowledge database of coastal zone to understand the impact of anthropogenic activities and the changing climate on the coastal zone. 展开更多
关键词 Coastal zone INDIA HABITATS PROCESSES water quality living resources coastal management
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Hydrodynamics between Africa and Antarctica during Austral Summer of 2008 and 2009: Results of the IPY Project
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作者 Alvarinho J. Luis S. M. Pednekar 《International Journal of Geosciences》 2013年第2期494-510,共17页
A hydrographic section between Cape Town,South AfricaandIndiaBay,Antarcticawas sampled by deploying expendable CTD probes during the austral summer of 2008 and 2009. In 2009, the Agulhas Retroflection (AR) Front was d... A hydrographic section between Cape Town,South AfricaandIndiaBay,Antarcticawas sampled by deploying expendable CTD probes during the austral summer of 2008 and 2009. In 2009, the Agulhas Retroflection (AR) Front was displaced southward by 1.5° latitude, while the northern and southern Polar Front meandered southward by 1° and 1.4° latitude, respectively, relative to their positions in 2008. Geostrophic transport, relative to1000 m, indicates that Antarctic Circumpolar Current (ACC) flow decreased by 2.5 Sv in 2009 compared to that in 2008. The anticyclones which are detached from the AR facilitates a transport to the southeast Atlantic Ocean ranging between 8 and 12 Sv. Nearly 50% of the ACC transport is confined to the 100 - 500 m layer. A comparison of water mass distribution for 2008 and 2009 suggests that Mode Water distribution was restricted to 42.5°S and 41.9°S, and the Antarctic Surface Water ex°tended to 57.6°S and 46.6°S, respectivel°. In 2009, the along track Heat Content (HC) and Salt Content (SC) for the upper750 mof the water column decreased each by 1% compared to those in 2008. In the ACC domain, the HC and SC dip by 36% and 40% in 2009, respectively. The HC and SC associated with Agulhas Retroflection Front increase in 2009 by 1% and 2%, respectively, due to an enhanced Agulhas transport of warm and saline water from the tropics by 2%. 展开更多
关键词 Component Formatting Style STYLING INSERT
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The Role of the Southern Hemisphere Polar Cell on Antarctic Sea Ice Variability
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作者 Praveen Rao Teleti Alvarinho J. Luis 《International Journal of Geosciences》 2016年第2期120-134,共15页
The study explores modes of variability in the Southern Polar Cell and their relationship with known global climate modes and Antarctic sea ice. It is found that Polar Cell is barotropic in nature and 500 hPa geo-pote... The study explores modes of variability in the Southern Polar Cell and their relationship with known global climate modes and Antarctic sea ice. It is found that Polar Cell is barotropic in nature and 500 hPa geo-potential height (Z<sub>500</sub>) field can satisfactorily represent variability in the Polar Cell. First, three leading Empirical Orthogonal Function (EOF) modes of Z<sub>500</sub> account for nearly 80% of observed variability in the Polar Cell. Dominant mode (PC1<sub>500</sub>) comprises of high pressure divergence zone over Antarctica. Second leading mode (PC2<sub>500</sub>) is low pressure zone covering Amundsen-Bellingshausen Sea (ABS) similar to ABS low feature. A new climate mode called Polar Coastal Index (PCI) is defined, which describes more than 15% and close to 30% variability of circumpolar trough and ABS low, respectively. Out of four modes defined in this study, only PCI and PC2<sub>500</sub> show linear trends and clear seasonality. Interestingly, both modes are affected by modulation of ABS low due to tropical ENSO forcing. SAM signature is present in Polar Cell as PC1<sub>500</sub> shares large variance with it. The largest impact on sea ice comes from PC2<sub>500</sub> followed by PC1<sub>500</sub> in the Antarctic Dipole regions. However, this study suggests contemporary sea ice trends cannot be sustained, and can reverse given that trends in PCI and PC2<sub>500</sub> favour a reversal. These results indicate that ENSO-driven Polar Cell variability plays a crucial role influencing Antarctic sea ice as it interacts with other climate modes and leads the combined impact at the interannual time scale. 展开更多
关键词 ANTARCTICA Sea Ice Polar Cell PCI ENSO TELECONNECTION
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Role of Improved Ocean Initial State in the Seasonal Prediction of Indian Summer Monsoon:A Case Study
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作者 Samir Pokhrel Hasibur Rahaman +3 位作者 Subodh Kumar Saha Hemantkumar Chaudhari Anupam Hazra M.Ravichandran 《Ocean-Land-Atmosphere Research》 2024年第1期381-400,共20页
This case study has made an effort to show the impact of improved ocean initial conditions(ICs)in a coupled forecast system(CFSv2)simulation on the seasonal prediction of Indian summer monsoon rainfall(ISMR).CFSv2 is ... This case study has made an effort to show the impact of improved ocean initial conditions(ICs)in a coupled forecast system(CFSv2)simulation on the seasonal prediction of Indian summer monsoon rainfall(ISMR).CFSv2 is used as an operational dynamical model for the seasonal prediction of ISMR.Here,we show an improved ISMR skill by initializing the ocean component of CFSv2 using new improved ocean ICs based on Global Ocean Data Assimilation System(GODAS)analysis.This new analysis is better than the NCEP GODAS,which uses the earlier-generation ocean model MOM4p0d and assimilates observed temperature and synthetic salinity using the 3DVar assimilation scheme.However,the new,improved GODAS analysis uses the MOM4p1 ocean model and assimilates observed salinity instead of synthetic salinity.We performed twin sets of nearly identical model experiments differing only in their ICs,with one set using NCEP ICs and the other using the new ICs(NIC).The NIC experiment consistently shows better El Niño-Southern Oscillation prediction skill than the NCEP IC experiment.This advancement leads to improvement in the ISMR skill.We found that the substantial improvements in both oceanic and atmospheric variables in a coupled feedback system contributed to the improved ISMR skills.The enhanced ISMR skill score of the NIC experiment might be the result of improved teleconnections,better depiction of large-scale monsoon circulations,and reduced model drift. 展开更多
关键词 OCEAN INDIAN SALINITY
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