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Estimation and analysis of vegetation parameters for the water cloud model
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作者 Xiangdong Qin Zhiguo Pang Jingxuan Lu 《River》 2024年第4期399-407,共9页
The Water Cloud Model(WCM)plays a crucial role in active microwave soil moisture inversion applications.Empirical parameters are important factors affecting the accuracy of WCM simulation,but the current evaluation of... The Water Cloud Model(WCM)plays a crucial role in active microwave soil moisture inversion applications.Empirical parameters are important factors affecting the accuracy of WCM simulation,but the current evaluation of empirical parameters only considers the forward simulation process,and insufficient consideration is given to the model inversion problem.This study proposes a new estimation method for vegetation parameters in the WCM by combining the soil backscattering model and the objective function.The effectiveness of the method is then verified using measured data.Simultaneously,this study also analyzes the factors influencing the evaluation of vegetation parameters in the WCM,resulting in the following conclusions.First,blindly utilizing vegetation parameters recommended by previous model studies is not advisable.To ensure the accuracy of the simulation,it is necessary to adjust the vegetation parameters appropriately.Second,to ensure the ability of the WCM solving both forward and inverse problems,it is advisable to consider both soil backscatter and surface backscatter simulations in the construction of the cost function.Third,soil backscatter simulations have an impact on the solution of vegetation parameters,and more accurate soil scattering models provide a better representation of the modeled vegetation.This study presents a dependable method for resolving the vegetation parameters of the WCM,thereby offering a valuable reference for the application of the model in surface parameter inversion research. 展开更多
关键词 backscattering coefficient gradient descent algorithm objective function soil moisture water cloud model
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Parameterization of Longwave Optical Properties for Water Clouds 被引量:1
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作者 汪宏七 赵高祥 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2002年第1期25-34,共10页
Based on relationships between cloud microphysical and optical properties, three different parameterization schemes for narrow and broad band optical properties in longwave region for water clouds have been presented.... Based on relationships between cloud microphysical and optical properties, three different parameterization schemes for narrow and broad band optical properties in longwave region for water clouds have been presented. The effects of different parameterization schemes and different number of broad bands used on cloud radiative properties have been investigated. The effect of scattering role of cloud drops on longwave radiation fluxes and cooling rates in cloudy atmospheres has also been analyzed. 展开更多
关键词 water cloud Long wave radiation Optical property PARAMETERIZATION Climate model
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Effects of Cloud Seeding on Precipitation Based on Long-Term Numerical Simulations and Seasonal Case Analyses
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作者 Soo-Hwan MOON Yun-Kyu LIM +4 位作者 Sang-Keun SONG Seoung Soo LEE Chae-Yeon KANG Eun-A KO Ki-Ho CHANG 《Advances in Atmospheric Sciences》 2025年第11期2352-2364,共13页
This study quantitatively analyzes the effects of cloud seeding on precipitation and seasonal variations over the Boryeong Dam region,which has the lowest dam storage in South Korea,based on a one-year numerical simul... This study quantitatively analyzes the effects of cloud seeding on precipitation and seasonal variations over the Boryeong Dam region,which has the lowest dam storage in South Korea,based on a one-year numerical simulation for2021.The Morrison microphysics scheme in the WRF(Weather Research and Forecasting)model was modified to estimate differences in precipitation between simulations with seeding materials(Ag I and Ca Cl2;SEED)and without them(UNSD).The effect of cloud seeding on increasing precipitation or artificial rainfall(AR)between the two simulations was highest in August(average:0.21 mm;31%of the SEED-simulated monthly mean)and lowest in January(average:0.003 mm;30%).This large AR may be attributable to a combination of abundant moisture from the summer monsoon climate and enhanced cloud droplet growth resulting from cloud seeding.In the analysis of seasonal representative cases,cloud seeding demonstrated more pronounced effects in spring and summer,with mean 180-min accumulated AR values of 0.46 and 0.43 mm,respectively,within the study area.In the spring,where an actual flight experiment was conducted,the simulated mean180-min accumulated AR(1.41 mm)in the flight experiment area was close to the observed value(1.61 mm)for the same area.Additionally,cloud seeding promoted the hygroscopic growth of water vapor,thereby reducing the cloud water mixing ratio and increasing the rain water mixing ratio.Seasonal cross-sectional analysis further highlighted the impact of cloud seeding on changes in these two mixing ratios,with the most pronounced effects observed in spring and summer. 展开更多
关键词 cloud seeding modified Morrison scheme artificial rainfall cloud water mixing ratio Boryeong Dam WRF
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Ecological Significance of Developing Cloud Water Resource in Liaoning Province 被引量:1
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作者 王华 班显秀 +1 位作者 张玉书 张淑杰 《Meteorological and Environmental Research》 CAS 2010年第8期80-83,共4页
The potential evapotranspiration of main ecosystems and its relationship with precipitation during the same period were studied,the results showed that precipitation did not meet the water requirement of main ecosyste... The potential evapotranspiration of main ecosystems and its relationship with precipitation during the same period were studied,the results showed that precipitation did not meet the water requirement of main ecosystems influencing ecosystem construction.Based on the data from Liaoning Provincial Department of Water Resources and Liaoning Meteorological Archives,the characteristics of water inflow and each component were analyzed,and it showed that the imbalance between supply and demand of water resource in main ecosystems was improved by means of developing cloud water resource to increase atmospheric precipitation. 展开更多
关键词 ECOSYSTEM Potential evapotranspiration Artificial precipitation enhancement cloud water resource China
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Climatic Features of Cloud Water Distribution and Cycle over China 被引量:3
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作者 李兴宇 郭学良 朱江 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2008年第3期437-446,共10页
Analyses of cloud water path (CWP) data over China available from the International Satellite Cloud Climatology Project (ISCCP) are performed for the period 1984-2004. Combined with GPCP precipitation data, cloud ... Analyses of cloud water path (CWP) data over China available from the International Satellite Cloud Climatology Project (ISCCP) are performed for the period 1984-2004. Combined with GPCP precipitation data, cloud water cycle index (CWCI) is also calculated. The climatic distributions of CWP are found to be dependent on large-scale circulation, topographical features, water vapor transport and similar distribution features which are found in CWCI except in the Sichuan Basin. Influenced by the Asia monsoon, CWP over China exhibits very large seasonal variations in different regions. The seasonal cycles of CWCI in different regions are consistent and the largest CWCI occurs in July. The long-term trends of CWP and CWCI are investigated, too. Increasing trends of CWP are found during the period with the largest increase found in winter. The decreasing trends of CWCI dominate most regions of China. The differences in long-term trends between CWP and CWCI suggest that CWP only can influence the variation of CWCI to a certain extent and that other factors need to be involved in cloud water cycle researches. This phenomenon reveals the complexity of the hydrological cycle related to cloud water. 展开更多
关键词 ISCCP cloud water path cloud water cycle climatic features
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Sensitivity of the Grid-point Atmospheric Model of IAP LASG(GAMILI.I.0)Climate Simulations to Cloud Droplet Effective Radius and Liquid Water Path 被引量:10
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作者 李立娟 王斌 周天军 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2008年第4期529-540,共12页
This paper documents a study to examine the sensitivity to cloud droplet effective radius and liquid water path and the alleviation the energy imbalance at the top of the atmosphere and at the surface in the latest ve... This paper documents a study to examine the sensitivity to cloud droplet effective radius and liquid water path and the alleviation the energy imbalance at the top of the atmosphere and at the surface in the latest version of the Grid-point Atmospheric Model of the State Key Laboratory of Numerical Modeling for Atmospheric Sciences and Geophysical Fluid Dynamics (LASG), Institute of Atmospheric Physics (IAP) (GAMIL1.1.0). Considerable negative biases in all flux components, and thus an energy imbalance, are found in GAMIL1.1.0. In order to alleviate the energy imbalance, two modifications, namely an increase in cloud droplet effective radius and a decrease in cloud liquid water path, have been made to the cloud properties used in GAMIL. With the increased cloud droplet effective radius, the single scattering albedo of clouds is reduced, and thus the reflection of solar radiation into space by clouds is reduced and the net solar radiation flux at the top of the atmosphere is increased. With the reduced cloud optical depth, the net surface shortwave radiation flux is increased, causing a net warming over the land surface. This results in an increase in both sensible and latent heat fluxes over the land regions, which is largely balanced by the increased terrestrial radiation fluxes. Consequently, the energy balance at the top of atmosphere and at the surface is achieved with energy flux components consistent with available satellite observations. 展开更多
关键词 GAMIL energy budget cloud droplet effective radius cloud liquid water path
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Parameterization for narrow band shortwave optical properties of water clouds 被引量:1
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作者 Hongqi Wang Gaoxiang Zhao 《Chinese Science Bulletin》 SCIE EI CAS 1999年第3期277-280,共4页
Based on the drop size distribution models built from the observational data of microphysical properties of water clouds, the relationships between the optical properties and microphysical characteristics of water clo... Based on the drop size distribution models built from the observational data of microphysical properties of water clouds, the relationships between the optical properties and microphysical characteristics of water clouds have been investigated, and some different parameterization schemes of cloud optical properties have been analyzed. It is found that with the parameterization scheme, in addition to the equivalent radius, also including the mean radius of cloud droplet size distribution, the role of small cloud drops might be able to be considered more properly and better accuracies of parameterization calculation of cloud optical properties can be obtained, compared with that of using only the equivalent radius as parameter. 展开更多
关键词 water cloud cloud DROPLET SIZE distribution OPTICAL PROPERTY parameterization.
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An assessment of Arctic cloud water paths in atmospheric reanalyses 被引量:1
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作者 Mingyi Gu Zhaomin Wang +1 位作者 Jianfen Wei Xiaoyong Yu 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2021年第3期46-57,共12页
The role of Arctic clouds in the recent rapid Arctic warming has attracted much attention.However,Arctic cloud water paths(CWPs)from reanalysis datasets have not been well evaluated.This study evaluated the CWPs as we... The role of Arctic clouds in the recent rapid Arctic warming has attracted much attention.However,Arctic cloud water paths(CWPs)from reanalysis datasets have not been well evaluated.This study evaluated the CWPs as well as LWPs(cloud liquid water paths)and IWPs(cloud ice water paths)from five reanalysis datasets(MERRA-2,MERRA,ERA-Interim,JRA-55,and ERA5)against the COSP(Cloud Feedback Model Intercomparison Project Observations Simulator Package)output for MODIS from the MERRA-2 CSP(COSP satellite simulator)collection(defined as M2Modis in short).Averaged over 1980-2015 and over the Arctic region(north of 60°N),the mean CWPs of these five datasets range from 49.5 g/m^(2)(MERRA)to 82.7 g/m^(2)(ERA-Interim),much smaller than that from M2Modis(140.0 g/m^(2)).However,the spatial distributions of CWPs,show similar patterns among these reanalyses,with relatively small values over Greenland and large values over the North Atlantic.Consistent with M2Modis,these reanalyses show larger LWPs than IWPs,except for ERA-Interim.However,MERRA-2 and MERRA underestimate the ratio of IWPs to CWPs over the entire Arctic,while ERA-Interim and JRA-55 overestimate this ratio.ERA5 shows the best performance in terms of the ratio of IWPs to CWPs.All datasets exhibit larger CWPs and LWPs in summer than in winter.For M2Modis,IWPs hold seasonal variation similar with LWPs over the land but opposite over the ocean.Following the Arctic warming,the trends in LWPs and IWPs during 1980~2015 show that LWPs increase and IWPs decrease across all datasets,although not statistically significant.Correlation analysis suggests that all datasets have similar interannual variability.The study further found that the inclusion of re-evaporation processes increases the humidity in the atmosphere over the land and that a more realistic liquid/ice phase can be obtained by independently treating the liquid and ice water contents. 展开更多
关键词 ARCTIC cloudS cloud water paths(CWPs) reanalysis evaluation
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EnKF Assimilation of Satellite-retrieved Cloud Water Path to Improve Tropical Cyclone Rainfall Forecast 被引量:1
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作者 GAO Xiao-yu LIN Yan-luan YUE Jian 《Journal of Tropical Meteorology》 SCIE 2021年第3期201-217,共17页
Tropical cyclone(TC) rainfall forecast has remained a challenge. To create initial conditions with high quality for simulation, the present study implemented a data assimilation scheme based on the EnKF method to inge... Tropical cyclone(TC) rainfall forecast has remained a challenge. To create initial conditions with high quality for simulation, the present study implemented a data assimilation scheme based on the EnKF method to ingest the satellite-retrieved cloud water path(C_(w)) and tested it in WRF. The scheme uses the vertical integration of forecasted cloud water content to transform control variables to the observation space, and creates the correlations between C_(w) and control variables in the flow-dependent background error covariance based on all the ensemble members, so that the observed cloud information can affect the background temperature and humidity. For two typhoons in 2018(Yagi and Rumiba), assimilating C_(w) significantly increases the simulated rainfalls and TC intensities. In terms of the average equitable threat score of daily moderate to heavy rainfall(5-120 mm), the improvements are over 130%, and the dry biases are cut by about 30%. Such improvements are traced down to the fact that C_(w) assimilation increases the moisture content, especially that further away from the TC center, which provides more precipitable water for the rainfall,strengthens the TC and broadens the TC size via latent heat release and internal wind field adjustment. 展开更多
关键词 tropical cyclone data assimilation ENKF cloud water path
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Analysis of the Relationship between the Cloud Water Path and Precipitation Intensity of Mature Typhoons in the Northwest Pacific Ocean 被引量:4
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作者 Shuang LUO Yunfei FU +2 位作者 Shengnan ZHOU Xiaofeng WANG Dongyong WANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2020年第4期359-376,共18页
The relationship between precipitation intensity and cloud water in typhoon systems remains unclear.This study combined time-and space-synchronized precipitation and spectral data obtained by the Precipitation Radar(P... The relationship between precipitation intensity and cloud water in typhoon systems remains unclear.This study combined time-and space-synchronized precipitation and spectral data obtained by the Precipitation Radar(PR)as well as the Visible and Infrared Scanner(VIRS)onboard the TRMM satellite,to overcome the limitations of precipitation properties and cloud parameters not being synchronized in previous studies.A merged dataset of near-surface rain rate(RR)and corresponding cloud water path(CWP)was established and used to analyze the potential correlation between cloud microphysical properties and precipitation,to deepen our understanding of the evolution of cloud to rain.In addition,25 collocated satellite overpasses of mature typhoon cases in the Northwest Pacific Ocean from 1998 to 2012 were obtained,and the relationships between the CWP and RR of 144515 pixels were analyzed in detail.The results show that the CWP and RR of mature typhoon systems with different precipitation types,precipitation cloud phases,and vertical depths of precipitation can be fitted by a notable sigmoid function,which may be useful for estimating CWP and parameterizing precipitation in models.Furthermore,the relationship was applied and tested with an independent sample to show that RR is a significant indicator of CWP. 展开更多
关键词 cloud water PATH convective PRECIPITATION STRATIFORM PRECIPITATION TRMM tropical cyclone
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Effects of Doubled Carbon Dioxide on Rainfall Responses to Radiative Processes of Water Clouds 被引量:1
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作者 李小凡 李婷婷 楼凌云 《Journal of Meteorological Research》 SCIE 2014年第6期1114-1126,共13页
The effects of doubled carbon dioxide on rainfall responses to radiative processes of water clouds are investigated in this study.Two groups of two-dimensional cloud-resolving model sensitivity experiments with regard... The effects of doubled carbon dioxide on rainfall responses to radiative processes of water clouds are investigated in this study.Two groups of two-dimensional cloud-resolving model sensitivity experiments with regard to pre-summer heavy rainfall around the summer solstice and tropical rainfall around the winter solstice are conducted and their five-day averages over the model domain are analyzed.In the presence of radiative effects of ice clouds,doubled carbon dioxide changes pre-summer rainfall from the decrease associated with the enhanced atmospheric cooling to the increase associated with the enhanced infrared cooling as a result of the exclusion of radiative effects of water clouds.Doubled carbon dioxide leads to the reduction in tropical rainfall,caused by the removal of radiative effects of water clouds through the suppressed infrared cooling.In the absence of radiative effects of ice clouds,doubled carbon dioxide changes pre-summer rainfall from the increase associated with the strengthened atmospheric warming to the decrease associated with the weakened release of latent heat caused by the elimination of radiative effects of water clouds.The exclusion of radiative effects of water clouds increases tropical rainfall through the strengthened infrared cooling,which is insensitive to the change in carbon dioxide. 展开更多
关键词 doubled carbon dioxide rainfall response radiative effects water and ice clouds cloud-resolving model simulation
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Periodic Behavior of Cavitation Cloud Shedding in Submerged Water Jets Issuing from a Sheathed Pipe Nozzle 被引量:2
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作者 Guoyi Peng Ayaka Wakui +2 位作者 Yasuyuki Oguma Seiji Shimizu Hong Ji 《Journal of Flow Control, Measurement & Visualization》 2018年第1期15-26,共12页
The behavior of cavitation cloud shedding in submerged water jets issuing from a sheathed pipe nozzle is investigated experimentally by high-speed camera visualization observation. Experiments are carried out under di... The behavior of cavitation cloud shedding in submerged water jets issuing from a sheathed pipe nozzle is investigated experimentally by high-speed camera visualization observation. Experiments are carried out under different cavitation numbers decreased to 0.01 with increase of the injection pressure, and the frequency spectrum of cavitation cloud shedding is evaluated by statistical analysis of a sequence of high-speed camera images. Experiments demonstrate that cavitation clouds appear when the cavitation number σ decreases to the level of 0.5-0.7 and developed cavitation clouds shed downstream periodically at multiple frequencies. The low frequency components of cavitation cloud shedding is basically dependent upon the pressure pulsation of plunger pump, which is often employed in various industry application of water jets. However, the high frequency components are closely related to the shedding of vortexes and the collapsing of cavitation clouds, which are dependent on the flow structure of submerged jets and the property of cavitation clouds consisted of numerous bubbles. 展开更多
关键词 water JET CAVITATION CAVITATION cloud Visualization Image Analysis
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Effects of water and ice clouds on cloud microphysical budget:An equilibrium modeling study
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作者 高守亭 李小凡 周玉淑 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第2期270-277,共8页
The effects of water and ice clouds on the cloud microphysical budget associated with rainfall are investigated through the analysis of grid-scale data from a series of two-dimensional cloud-resolving model equilibriu... The effects of water and ice clouds on the cloud microphysical budget associated with rainfall are investigated through the analysis of grid-scale data from a series of two-dimensional cloud-resolving model equilibrium sensitivity simulations. The model is imposed without large-scale vertical velocity. In the control experiment, the contribution from rainfall (cM) associated with net evaporation and hydrometeor loss/convergence is about 29% of that from the rainfall (Cm) associated with net condensation and hydrometeor gain/divergence and about 39% of that from the rainfall (CM) associated with net condensation and hydrometeor loss/convergence. The exclusion of ice clouds enhances rainfall contribution of CM, whereas it reduces rainfall contributions of Cm and cM. The removal of radiative effects of water clouds increases rainfall contribution of CM, barely changes rainfall contribution of Cm and reduces the rainfall contribution of cM in the presence of the radiative effects of ice clouds. Elimination of the radiative effects of water clouds reduces the rainfall contributions of CM and Cm, whereas it increases the rainfall contribution of cM in the absence of the radiative effects of ice clouds. 展开更多
关键词 effects of water and ice clouds cloud budget net condensation hydrometeor change/convergence
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Magnitude and Trends of High-elevation Cloud Water Pollutant Concentrations and Modeled Deposition Fluxes
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作者 Selma Isil Thomas Lavery +2 位作者 Kristi Gebhart Christopher Rogers Carol Armbrust Wanta 《Journal of Environmental Science and Engineering(B)》 2017年第3期127-143,共17页
Cloud water samples, LWC (Liquid Water Content) and meteorological data were collected at the Clingmans Dome, Tennessee, high-elevation site in Great Smoky Mountains National Park during the warm season from 1994 th... Cloud water samples, LWC (Liquid Water Content) and meteorological data were collected at the Clingmans Dome, Tennessee, high-elevation site in Great Smoky Mountains National Park during the warm season from 1994 through 2011. This paper presents results from 2000 through the conclusion of the study in 2011. Samples were analyzed for SO42", NO3, NH4+ and H+. These measurements were supplemented by measurements of ambient air and precipitation concentrations to estimate dry and wet deposition. Cloud water concentrations, LWC, cloud frequency, various meteorological measurements and information on nearby forest canopy were used to model cloud water deposition to gauge trends in deposition. Total deposition was calculated as the sum of cloud, dry and wet deposition estimates. Concentrations and deposition fluxes declined over the study period. The decreases in cloud water SO42" and NO3 concentrations were 40 percent and 26 percent, respectively. Three-year mean 5042 and NO3 deposition rates decreased by 71 percent and 70 percent, respectively. Trends in concentrations and depositions were comparable with trends in SO2 and NOx emissions from Tennessee Valley Authority power plants and aggregated emission reductions from electric generating units in adjacent states. Back trajectories were simulated with the HYSPLIT model and aggregated over cloud sampling periods from 2000 through 2007 and 2009 through 2011. Trajectories during periods with high H+ concentrations traveled over local EGU (Electric Generating Unit) emission sources in Tennessee and Kentucky to the Ohio River Valley, Alabama and Georgia with the conclusion that these source regions contributed to acidic cloud water deposition at Clingmans Dome. This work was supported by U.S. Environmental Protection Agency and the Tennessee Valley Authority with infrastructure support provided by the National Park Service. 展开更多
关键词 cloud water acid deposition liquid water content EMISSIONS back trajectory high elevation.
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Temporal and spatial distribution characteristics of water resources in Guangdong Province based on a cloud model 被引量:9
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作者 Qi Zhou Wei Wang +2 位作者 Yong Pang Zhi-yong Zhou Hui-ping Luo 《Water Science and Engineering》 EI CAS CSCD 2015年第4期263-272,共10页
With a focus on the difficulty of quantitatively describing the degree of nonuniformity of temporal and spatial distributions of water resources, quantitative research was carried out on the temporal and spatial distr... With a focus on the difficulty of quantitatively describing the degree of nonuniformity of temporal and spatial distributions of water resources, quantitative research was carried out on the temporal and spatial distribution characteristics of water resources in Guangdong Province from 1956 to 2000 based on a cloud model. The spatial variation of the temporal distribution characteristics and the temporal variation of the spatial distribution characteristics were both analyzed. In addition, the relationships between the numerical characteristics of the cloud model of temporal and spatial distributions of water resources and precipitation were also studied. The results show that, using a cloud model, it is possible to intuitively describe the temporal and spatial distribution characteristics of water resources in cloud images. Water resources in Guangdong Province and their temporal and spatial distribution characteristics are differentiated by their geographic locations. Downstream and coastal areas have a larger amount of water resources with greater uniformity and stronger stability in terms of temporal distribution. Regions with more precipitation possess larger amounts of water resources, and years with more precipitation show greater nonuniformity in the spatial distribution of water resources. The correlation between the nonuniformity of the temporal distribution and local precipitation is small, and no correlation is found between the stability of the nonuniformity of the temporal and spatial distributions of water resources and precipitation. The amount of water resources in Guangdong Province shows an increasing trend from 1956 to 2000, the nonuniformity of the spatial distribution of water resources declines, and the stability of the nonuniformity of the spatial distribution of water resources is enhanced. 展开更多
关键词 water resources Temporal and spatial distribution characteristics cloud model Guangdong Province
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A Comparative Study of Cloud Liquid Water Content from Radiosonde Data at a Tropical Location
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作者 Swastika Chakraborty Animesh Maitra 《International Journal of Geosciences》 2012年第1期44-49,共6页
In this paper, some features of cloud liquid water content with respect to rain and water vapor are presented. Cloud liquid water density profile is obtained from radiosonde observation with Salonen's model and Ka... In this paper, some features of cloud liquid water content with respect to rain and water vapor are presented. Cloud liquid water density profile is obtained from radiosonde observation with Salonen's model and Karsten's model at Kolkata, a tropical location in the Indian region. Cloud liquid water contents (LWC) are obtained from these profiles which show a prominent seasonal variation. The monsoon months exhibit much higher values of LWC than in other months. However Salonen's model yields higher LWC values than that obtained with Karsten's model. The variation of daily total rainfall with LWC shows a positive relationship indicating the role of LWC in controlling the rainfall. Also the variation pattern of LWC with integrated water vapor (IWV) content of the atmosphere indicates that a threshold value of water vapor is required for cloud to form and once cloud is formed LWC increases with IWV. 展开更多
关键词 cloud Liquid water CONTENTS (LWC) Integrated water Vapor (IWV)
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基于无人机MiniSAR和多光谱遥感数据的冬小麦土壤墒情反演 被引量:2
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作者 张成才 祝星星 +2 位作者 姜明梁 王蕊 侯佳彤 《节水灌溉》 北大核心 2025年第3期105-112,共8页
为了去除农作物对雷达散射信号的影响,探究不同极化方式土壤后向散射系数与土壤墒情的响应关系,实现对冬小麦农田土壤墒情的精准监测,基于无人机MiniSAR多极化数据和多光谱数据,提出联合改进水云模型与BP神经网络反演土壤墒情的方法。... 为了去除农作物对雷达散射信号的影响,探究不同极化方式土壤后向散射系数与土壤墒情的响应关系,实现对冬小麦农田土壤墒情的精准监测,基于无人机MiniSAR多极化数据和多光谱数据,提出联合改进水云模型与BP神经网络反演土壤墒情的方法。首先利用植被覆盖度对水云模型进行改进,提取不同极化方式下的土壤后向散射系数,通过设置不同极化方式、极化差、极化比数据与归一化植被指数(NDVI)的多种组合模式,输入BP神经网络,构建冬小麦土壤墒情反演模型,并以河南省鹤壁市浚县中部的冬小麦种植区为试验区分析模型的预测效果。结果表明:相比于冬小麦土壤墒情线性回归模型,基于BP神经网络的土壤墒情反演模型精度更高,其中由改进水云模型计算得到的VV极化下的土壤后向散射系数、HH极化下的土壤后向散射系数以及两者的极化差、极化比组合输入BP神经网络得到的反演结果精度最高,R^(2)达到0.767,MAE为0.0136cm^(3)/cm^(3),RMSE为0.0176cm^(3)/cm^(3)。表明联合改进水云模型与BP神经网络的冬小麦土壤墒情反演模型具有较高的反演精度,为准确监测冬小麦土壤墒情提供了一种新思路。 展开更多
关键词 土壤墒情 水云模型 BP神经网络 后向散射系数 MiniSAR数据
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论西北地区空中云水资源特征与云降水转化机制
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作者 张强 王元 张萍 《地球科学进展》 北大核心 2025年第5期473-486,共14页
我国西北地区是全球典型的干旱气候区,社会发展受到水资源的严重约束,但当前对该地区空中云水资源的开发利用却明显不足,研究该地区云水资源的时空变化特征及云降水过程,对于提高该地区云水资源开发利用技术水平具有重要的现实意义。为... 我国西北地区是全球典型的干旱气候区,社会发展受到水资源的严重约束,但当前对该地区空中云水资源的开发利用却明显不足,研究该地区云水资源的时空变化特征及云降水过程,对于提高该地区云水资源开发利用技术水平具有重要的现实意义。为此,国家自然科学基金区域创新发展联合基金资助的“西北地区空中云水资源多尺度变化特征与云降水过程研究”课题针对此问题开展了深入研究。在分析了西北地区云水资源开发利用重要性的基础上,从多大气环流系统的协同影响、云降水宏微观物理过程的复杂性、沙尘性气溶胶的特殊活化作用、高原边坡地形和大型山脉的特殊作用以及西北地区气候暖湿化对云水资源影响等多个方面深入讨论了西北地区云水资源形成和云降水转化机制的科学问题,并探讨了野外观测试验对解决上述科学问题的重要支撑作用。在此基础上,提出未来应重点关注多尺度环流对西北地区云水资源的协同影响、云水资源对气候暖湿化的响应特征、高山云系的微物理特征、沙尘气溶胶的活化成云特性、云—雨转化机制以及云微物理参数化的发展优化6个重点研究方向,旨在为未来开展西北地区空中云水资源特征与云降水转化机制研究提供科学指导。 展开更多
关键词 西北地区 空中云水资源 云降水过程 多尺度变化 云微物理参数化
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基于Liang-Kleeman信息流和小波相干的总云水含量信息熵因果分析
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作者 吴香华 黎亚少 +2 位作者 金芯如 任苗苗 王巍巍 《大气科学学报》 北大核心 2025年第4期626-636,共11页
基于云微物理量信息熵的因果分析是表征云微物理特征和探索降水云系发展影响机制的有效手段。本文选取中国东北地区的一次云降水过程,分析了总云水含量(total cloud water content,TWC)信息熵与协变量信息熵的多尺度因果关系。通过TWC... 基于云微物理量信息熵的因果分析是表征云微物理特征和探索降水云系发展影响机制的有效手段。本文选取中国东北地区的一次云降水过程,分析了总云水含量(total cloud water content,TWC)信息熵与协变量信息熵的多尺度因果关系。通过TWC信息熵,评估云系发展过程中的自组织情况;利用小波相干,研究TWC信息熵与协变量信息熵在不同时域、频域下的局部相干特征;利用小波分解,将各变量信息熵序列分解成多时间尺度的子序列,基于VAR(vector autoregression)模型得到各子序列的线性Granger因果关系,并利用Liang-Kleeman信息流量化因果关系的强度。结果表明,TWC信息熵先增后减,与云系的生成和发展阶段相比,在云系成熟阶段呈现出更显著的减熵和自组织;TWC信息熵在2 h时间尺度上与各个协变量信息熵均呈双向Granger因果。大气可降水量信息熵在多时间尺度上与TWC信息熵存在因果关系,在较大时间尺度(4 h、8 h)上Liang-Kleeman信息流流速最大,是解释TWC信息熵变化的最佳变量;向上长波辐射信息熵,在小时间尺度(1 h、2 h)上信息流流速最大,是TWC信息熵的主要影响因子;此外,雷达回波信息熵、垂直气流速度信息熵与TWC信息熵也呈现出一定的因果关系。 展开更多
关键词 总云水含量 信息熵 Liang-Kleeman信息流 线性Granger因果 小波相干
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基于Sentinel多源遥感数据的农田地表土壤水分反演 被引量:2
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作者 李万涛 杨明龙 +3 位作者 唐秀娟 夏永华 杨赈 严正飞 《南方农业学报》 北大核心 2025年第1期87-96,共10页
【目的】通过多源遥感数据协同作用分析滇中地区姚安灌区的农田地表土壤含水率,为后续对滇中高原地区的地表土壤水分研究提供参考。【方法】选择Landsat 8、Sentinel遥感数据为数据源,构建土壤水分与特征参数关系式,比较线性回归模型、B... 【目的】通过多源遥感数据协同作用分析滇中地区姚安灌区的农田地表土壤含水率,为后续对滇中高原地区的地表土壤水分研究提供参考。【方法】选择Landsat 8、Sentinel遥感数据为数据源,构建土壤水分与特征参数关系式,比较线性回归模型、BP神经网络模型、粒子群优化(PSO)的BP(PSO-BP)神经网络模型、随机森林(RF)算法预测土壤含水率的精度,选择最佳方法反演姚安灌区农田地表土壤含水率。【结果】协同Sentinel-1微波数据和Sentinel-2光学数据,水云模型作用下VV后向散射系数减少0.1~0.4 dB、VH后向散射系数减少0~0.05 dB;加入特征参数,对比线性回归模型,BP神经网络模型的决定系数(R^(2))提高0.4589、PSO-BP神经网络模型的R^(2)提高0.3811、RF算法的R^(2)提高0.4544,其中,BP神经网络模型的R^(2)和均方根误差(RMSE)较优。依据BP神经网络模型反演的土壤含水率与监督分类的土地利用分类进行叠加分析,可知姚安灌区土壤含水率集中在20%~30%,位置主要集中在姚安灌区中部,土壤含水率10%~20%区域主要集中在姚安灌区北部,而土壤含水率30%~40%区域覆盖面积少且分散。姚安灌区的土壤类型根据土壤墒情的划分标准主要属于褐墒(合墒)和黑墒(饱墒)。【建议】优化模型及算法,增加土壤含水率实测数据量,提高反演精度;针对水资源分布不均的问题,融合无人机遥感数据,对土壤含水分进行实时监测,动态分配水资源,形成土壤水分评价机制与监测机制,实现水资源的合理分配。 展开更多
关键词 水云模型 Sentinel数据 线性回归模型 BP神经网络模型 土壤水分反演
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