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Earthquake Prediction Software on Global Scale
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作者 Haruhiro Shiraishi 《Journal of Geoscience and Environment Protection》 2022年第3期34-45,共12页
Researchers developed an earthquake prediction software and evaluated its performance. This earthquake prediction software is suitable for short-term earthquake prediction. This approach relies on the deep involvement... Researchers developed an earthquake prediction software and evaluated its performance. This earthquake prediction software is suitable for short-term earthquake prediction. This approach relies on the deep involvement of water vapors that occur just before an earthquake caused by a decrease in pressure and an increase in temperature, leading to a 70.5% prediction accuracy within a month in Japan. In addition, we have tried to develop a new practical method to warn earthquakes for not only Japan but also global scale. In other words, this paper is dedicated to improving the short-term earthquake prediction software from Japan to global scale. In global scale, the prediction rate improved to 80.8%. 展开更多
关键词 DISSOCIATION EARTHQUAKE global scale Machine Learning
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Global-Scale Diversity and Distribution Characteristics of Reef-Associated Symbiodiniaceae via the Cluster-Based Parsimony of Internal Transcribed Spacer 2 Sequences 被引量:1
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作者 GONG Sanqiang CHAI Guangjun +3 位作者 SUN Wei ZHANG Fengli YU Kefu LI Zhiyong 《Journal of Ocean University of China》 SCIE CAS CSCD 2021年第2期296-306,共11页
Photosynthetic species belonging to Symbiodiniaceae play important ecological roles in coral reef ecosystems. Nine phylogenetically supported Symbiodiniaceae clades(each containing multiple genetically distinct molecu... Photosynthetic species belonging to Symbiodiniaceae play important ecological roles in coral reef ecosystems. Nine phylogenetically supported Symbiodiniaceae clades(each containing multiple genetically distinct molecular types) have been detected in reef-associated animals and in seawater or sediments near coral reef areas. Although major advances in research on Symbiodiniaceae diversity have been made, information on the global-scale diversity and distribution characteristics of Symbiodiniaceae clades/types is still limited or must be expanded because most studies on Symbiodiniaceae have mainly focused on a limited number of hosts associated with Symbiodiniaceae or coral reef areas. Here, the diversity and distribution characteristics of Symbiodiniaceae data derived from reef-associated animals and seawater or sediments near coral reef areas were analyzed using 3899 qualified Symbiodiniaceae internal transcribed spacer 2(ITS2) sequences retrieved from the GenBank database in May 2017. These sequences were annotated as Symbiodiniaceae ITS2 types via sequence alignment against database of Symbiodiniaceae ITS2 types. Results showed that photosynthetic Symbiodiniaceae ITS2 sequences could be annotated as 119 Symbiodiniaceae ITS2 types within nine clades(A–I), and Symbiodiniaceae ITS2 types mainly inhabited coral reefs between 30?N and 30?S. Symbiodiniaceae ITS2 types could be associated with multiple host taxa. Interestingly, these results implied that the distribution of Symbiodiniaceae ITS2 types was distinct in the Atlantic Ocean, the Red Sea, the Mediterranean Sea, and the Indo-Pacific Ocean. Although future field research should be performed to verify our results, this study provided a broad perspective of the diversity of Symbiodiniaceae clades/types on a global scale. 展开更多
关键词 Symbiodiniaceae DIVERSITY reef-dwelling animals coral reefs global scale
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Development of a Method for Assessing Country-Based Flood Risk at the Global Scale 被引量:1
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作者 Yoshiyuki Imamura 《International Journal of Disaster Risk Science》 SCIE CSCD 2022年第1期87-99,共13页
International frameworks such as the Sustainable Development Goals and the Sendai Framework for Disaster Risk Reduction 2015-2030 require the quantification of country-based flood risk.However,few approaches at the gl... International frameworks such as the Sustainable Development Goals and the Sendai Framework for Disaster Risk Reduction 2015-2030 require the quantification of country-based flood risk.However,few approaches at the global scale include the three necessary components(hazard,exposure,and vulnerability)for determining disaster risk and are country-based assessments,owing to major challenges such as limited data availability and vulnerability proxy selection.Therefore,in this study,a method was developed with the following features:Incorporating the hazard,exposure,and vulnerability components;Applicable to the vast majority of countries in the world;Visualizing priority countries and illustrating effective measures and strategies;Clear and easy to understand by leaders and decision makers of international organizations,governments,and other stakeholders;Identifying each country’s challenges and providing guidance on specific issues for more detailed investigation and policy creation;Including more extensive factors compared with past studies.In Asia and the Pacific,the Flood Risk Index computed by the developed method is compared with the fatality ratio,and the results show that improving flood resilience secures people and society regardless of the magnitude and frequency of floods.Analysis at the global scale visualizes regional tendencies and indicates that countries closer to the equator have higher flood risk.Analysis of country-based flood risk based on five indicators demonstrates that the developed method can assist international organizations,governments,and other stakeholders to further examine country-specific conditions and establish and implement policies and strategies toward building a resilient society and achieving international targets. 展开更多
关键词 Asia and the Pacific Country-based analysis Flood risk index global scale Vulnerability proxy
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Three-dimensional Global Scale Permanent-wave Solutions of the Nonlinear Quasigeostrophic Potential Vorticity Equation and Energy Dispersion
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作者 H.L. Kuo (Department of Geophysical Sciences, University of Chicago, Chicago, IL 60637) 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1995年第4期387-404,共18页
The three-dimensional nonlinear quasi-geostrophic potential vorticity equation is reduced to a linear form in the stream function in spherical coordinates for the permanent wave solutions consisting of zonal wavenumbe... The three-dimensional nonlinear quasi-geostrophic potential vorticity equation is reduced to a linear form in the stream function in spherical coordinates for the permanent wave solutions consisting of zonal wavenumbers from 0 to n and rn vertical components with a given degree n.This equation is solved by treating the coefficient of the Coriolis parameter square in the equation as the eigenvalue both for sinusoidal and hyperbolic variations in vertical direction. It is found that these solutions can represent the observed long term flow patterns at the surface and aloft over the globe closely. In addition, the sinusoidal vertical solutions with large eigenvalue G are trapped in low latitude,and the scales of these trapped modes are longer than 10 deg. lat. even for the top layer of the ocean and hence they are much larger than that given by the equatorial β-plane solutions.Therefore such baroclinic disturbances in the ocean can easily interact with those in the atmosphere.Solutions of the shallow water potential vorticity equation are treated in a similar manner but with the effective depth H=RT/g taken as limited within a small range for the atmosphere.The propagation of the flow energy of the wave packet consisting of more than one degree is found to be along the great circle around the globe both for barotropic and for baroclinic flows in the atmosphere. 展开更多
关键词 Finite amplitude potential vorticity solution General circulation global scale energy dispersion
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An Observational Analysis of the Oceanic and Atmospheric Structure of Global-Scale Multi-decadal Variability 被引量:10
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作者 Peng LIU Chung-Hsiung SUI 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2014年第2期316-330,共15页
The aim of the present study was to identify multi-decadal variability (MDV) relative to the current centennial global warming trend in available observation data.The centennial global wanning trend was first identi... The aim of the present study was to identify multi-decadal variability (MDV) relative to the current centennial global warming trend in available observation data.The centennial global wanning trend was first identified in the global mean surface temperature (STgm) data.The MDV was identified based on three sets of climate variables,including sea surface temperature (SST),ocean temperature from the surface to 700 m,and the NCEP and ERA40 reanalysis datasets,respectively.All variables were detrended and low-pass filtered.Through three independent EOF analyses of the filtered variables,all results consistently showed two dominant modes,with their respective temporal variability resembling the Pacific Decadal Oscillation/Inter-decadal Pacific Oscillation (PDO/IPO) and the Atlantic Multi-decadal Oscillation (AMO).The spatial structure of the PDO-like oscillation is characterized by an ENSO-like structure and hemispheric symmetric features.The structure associated with the AMO-like oscillation exhibits hemispheric asymmetric features with anomalous warm air over Eurasia and warm SST in the Atlantic and Pacific basin north of 10°S,and cold SST over the southern oceans.The Pacific and Atlantic MDV in upper-ocean temperature suggest that they are mutually linked.We also found that the PDO-like and AMO-like oscillations are almost equally important in global-scale MDV by EOF analyses.In the period 1975-2005,the evolution of the two oscillations has given rise to strong temperature trends and has contributed almost half of the STgm warming.Hereon,in the next decade,the two oscillations are expected to slow down the global warming trends. 展开更多
关键词 global-scale multi-decadal variation global mean surface temperature PDO-like oscillation AMO-like oscillation
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An integrated model to simulate sown area changes for major crops at a global scale 被引量:3
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作者 SHIBASAKI Ryosuke 《Science China Earth Sciences》 SCIE EI CAS 2008年第3期370-379,共10页
Dynamics of land use systems have attracted much attention from scientists around the world due to their ecological and socio-economic implications. An integrated model to dynamically simulate future changes in sown a... Dynamics of land use systems have attracted much attention from scientists around the world due to their ecological and socio-economic implications. An integrated model to dynamically simulate future changes in sown areas of four major crops (rice, maize, wheat and soybean) on a global scale is pre- sented. To do so, a crop choice model was developed on the basis of Multinomial Logit (Logit) model to model land users' decisions on crop choices among a set of available alternatives with using a crop utility function. A GIS-based Environmental Policy Integrated Climate (EPIC) model was adopted to simulate the crop yields under a given geophysical environment and farming management conditions, while the International Food Policy and Agricultural Simulation (IFPSIM) model was utilized to estimate crop price in the international market. The crop choice model was linked with the GIS-based EPIC model and the IFPSIM model through data exchange. This integrated model was then validated against the FAO statistical data in 2001-2003 and the Moderate Resolution Imaging Spectroradiometer (MODIS) global land cover product in 2001. Both validation approaches indicated reliability of the model for ad- dressing the dynamics in agricultural land use and its capability for long-term scenario analysis. Finally, the model application was designed to run over a time period of 30 a, taking the year 2000 as baseline. The model outcomes can help understand and explain the causes, locations and consequences of land use changes, and provide support for land use planning and policy making. 展开更多
关键词 LAND use change CROP sown area simulation CROP CHOICE global scale
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New results on global exponential stability of competitive neural networks with different time scales and time-varying delays 被引量:1
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作者 崔宝同 陈君 楼旭阳 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第5期1670-1677,共8页
This paper studies the global exponential stability of competitive neural networks with different time scales and time-varying delays. By using the method of the proper Lyapunov functions and inequality technique, som... This paper studies the global exponential stability of competitive neural networks with different time scales and time-varying delays. By using the method of the proper Lyapunov functions and inequality technique, some sufficient conditions are presented for global exponential stability of delay competitive neural networks with different time scales. These conditions obtained have important leading significance in the designs and applications of global exponential stability for competitive neural networks. Finally, an example with its simulation is provided to demonstrate the usefulness of the proposed criteria. 展开更多
关键词 competitive neural network different time scale global exponential stability DELAY
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Application research on large-scale battery energy storage system under Global Energy Interconnection framework 被引量:20
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作者 Binqi Guo Meng Niu +1 位作者 Xiaokang Lai Liquan Chen 《Global Energy Interconnection》 2018年第1期79-86,共8页
In the context of constructing Global Energy Interconnection(GEI), energy storage technology, as one of the important basic supporting technologies in power system, will play an important role in the energy configurat... In the context of constructing Global Energy Interconnection(GEI), energy storage technology, as one of the important basic supporting technologies in power system, will play an important role in the energy configuration and optimization. Based on the most promising battery energy storage technology, this paper introduces the current status of the grid technology, the application of large-scale energy storage technology and the supporting role of battery energy storage for GEI. Based on several key technologies of large-scale battery energy storage system, preliminary analysis of the standard system construction of energy storage system is made, and the future prospect is put forward. 展开更多
关键词 global Energy Interconnection Large-scale energy storage Key technology Standard system
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Global Competency Assessment Scale for Undergraduates in the Contemporary China's Higher Education
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作者 Jian Li Jinhui Xu 《Psychology Research》 2016年第6期345-360,共16页
关键词 能力评价 当代中国 量表 高等教育 本科生 竞争力评价 全球竞争力 评估工具
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A two scaled numerical method for global analysis of high dimensional nonlinear systems
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作者 Jun Jiang) MOE Key Laboratory of Strength and Vibration, Xi’an Jiaotong University, Xi’an 710079, China 《Theoretical & Applied Mechanics Letters》 CAS 2011年第6期45-50,共6页
This paper first analyzes the features of two classes of numerical methods for global analysis of nonlinear dynamical systems, which regard state space respectively as continuous and discrete ones. On basis of this un... This paper first analyzes the features of two classes of numerical methods for global analysis of nonlinear dynamical systems, which regard state space respectively as continuous and discrete ones. On basis of this understanding it then points out that the previously proposed method of point mapping under cell reference (PMUCR), has laid a frame work for the development of a two scaled numerical method suitable for the global analysis of high dimensional nonlinear systems, which may take the advantages of both classes of single scaled methods but will release the difficulties induced by the disadvantages of them. The basic ideas and main steps of implementation of the two scaled method, namely extended PMUCR, are elaborated. Finally, two examples are presented to demonstrate the capabilities of the proposed method. 展开更多
关键词 nonlinear systems global analysis multi-scaled numerical methods point mapping cell mapping point mapping under cell reference
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Global exponentially stability for time-delay and time-varying measure large scale systems with impulsive effects
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作者 刘云龙 高存臣 +1 位作者 李云艳 刘现明 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期175-180,共6页
The global exponentially stability was studied for time-delay and time-varying measure large scale systems with impulsive effects. Firstly, the concepts are drawn for the functional category. Secondly, some sufficient... The global exponentially stability was studied for time-delay and time-varying measure large scale systems with impulsive effects. Firstly, the concepts are drawn for the functional category. Secondly, some sufficient conditions of the uniformly stability and the global exponentially stability are given for the above systems through defining a Lyapunov function of the weighting sum of the variable absolute by using the Lyapunov function method and the comparison principle. At the same time, the new conclusion of stability of these systems is more universal and contains the existing results. Finally, an example is given to illustrate the feasibility and validity of the obtained results. 展开更多
关键词 distributional DERIVATIVE TIME-DELAY MEASURE large scale systems IMPULSIVE global EXPONENTIALLY stability
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Seasonal Characteristics and Interannual Variability of Monthly Scale Low-Frequency Oscillation in a Low-Order Global Spectral Model
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作者 倪允琪 张勤 林武银 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1991年第3期307-316,共10页
Analysis is done of five-year low-pass filtered data by a five-layer low-order global spectral model, indicating that although any non-seasonal external forcing is not considered in the model atmosphere,monthly-scale ... Analysis is done of five-year low-pass filtered data by a five-layer low-order global spectral model, indicating that although any non-seasonal external forcing is not considered in the model atmosphere,monthly-scale anomaly takes place which is of remarkable seasonality and interannual variability.Analysis also shows that for the same seasonal external forcing the model atmosphere can exhibit two climatic states,similar in the departure pattern but opposite in sign, indicating that the anomaly is but the manifestation of the adverse states, which supports the theory of multi-equilibria proposed by Charney and Devore(1979) once again.Finally, the source for the low-frequency oscillation of the global atmosphere is found to be the convective heat source / sink inside the tropical atmosphere as discussed before in our study.Therefore, the key approach to the exploration of atmospheric steady low-frequency oscillation and the associated climatic effect lies in the examination of the distribution of convective heat sources / sinks and the variation in the tropical atmosphere. 展开更多
关键词 Seasonal Characteristics and Interannual Variability of Monthly scale Low-Frequency Oscillation in a Low-Order global Spectral Model
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STRAIGHTFORWARD MULTI-SCALE BOUNDARY ELEMENT METHOD FOR GLOBAL/LOCAL MECHANICAL ANALYSIS OF ELASTIC HETEROGENEOUS MATERIAL
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作者 高希光 宋迎东 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2013年第2期145-154,共10页
A straightforward multi-scale boundary element method is proposed for global and local mechanical analysis of heterogeneous material.The method is more accurate and convenient than finite element based multi-scale met... A straightforward multi-scale boundary element method is proposed for global and local mechanical analysis of heterogeneous material.The method is more accurate and convenient than finite element based multi-scale method.The formulations of this method are derived by combining the homogenization approach and the fundamental equations of boundary element method.The solution gives the convenient formulations to compute global elastic constants and the local stress field.Finally,two numerical examples of porous material are presented to prove the accuracy and the efficiency of the proposed method.The results show that the method does not require the iteration to obtain the solution of the displacement in micro level. 展开更多
关键词 multi-scale method boundary element method MICROSTRUCTURE homogenization method global elastic properties
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维生素D治疗全面性发育迟缓患儿的临床疗效研究
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作者 牛国辉 谢加阳 +6 位作者 朱登纳 崔博 赵会玲 王明梅 冯欢欢 张萌萌 李停停 《中国全科医学》 CAS 北大核心 2025年第3期346-351,共6页
背景 除了某些有明确病因的代谢性疾病导致的全面性发育迟缓(GDD),康复治疗是GDD的主要治疗方式;维生素D通过影响神经营养因子在调节神经细胞的发育和分化方面发挥着重要的神经保护作用;但目前关于补充维生素D对GDD患儿临床疗效的研究... 背景 除了某些有明确病因的代谢性疾病导致的全面性发育迟缓(GDD),康复治疗是GDD的主要治疗方式;维生素D通过影响神经营养因子在调节神经细胞的发育和分化方面发挥着重要的神经保护作用;但目前关于补充维生素D对GDD患儿临床疗效的研究开展较少。目的 探讨补充不同剂量的维生素D对GDD患儿康复治疗的临床效果。方法 于2020年9月—2022年6月选取在郑州大学第三附属医院康复医学科首次住院就诊的120例GDD患儿为研究对象,采用随机区组化的方法将其分为常规组(38例)、400 U组(37例)和1 200 U组(35例)。常规组仅进行常规康复治疗;400 U组在常规康复治疗的基础上给予口服400 U/d维生素D;1 200 U组在常规康复训练的基础上给予口服1 200 U/d维生素D。收集3组患儿的性别、就诊年龄等基本资料;于入院时(治疗前)及第3个疗程末(治疗后)行血清25羟维生素D[25(OH)D]水平检测和Gesell发育量表评估[评估适应能力、大运动能力、精细运动能力、语言能力和社交能力5个能区的发育商(DQ)];记录发生在患儿住院期间不良事件的次数,并对上述资料进行分析比较。结果 3组患儿性别、居住地、出生季节、分娩方式、就诊年龄、出生体质量、出生胎龄、主要就诊原因比较,差异均无统计学意义(P>0.05)。治疗前,3组患儿25(OH)D水平、Gesell量表各能区DQ值比较,差异均无统计学意义(P>0.05);治疗后,1 200 U组患儿血25(OH)D水平、Gesell量表大运动能力、精细运动能力、语言能力DQ值高于常规组(P<0.05)。第1、2疗程期间,3组患儿不良事件发生率比较,差异无统计学意义(P>0.05);第3疗程期间,1 200 U组患儿不良事件发生率低于常规组及400 U组(P<0.05)。结论 补充1 200 U维生素D对GDD患儿的康复疗效有益,且能减少康复期间不良事件的发生率。 展开更多
关键词 儿童发育障碍 广泛性 全面性发育迟缓 维生素D Gesell量表 不良事件 康复治疗 神经保护
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Historical Evolution of Global and Regional Surface Air Temperature Simulated by FGOALS-s2 and FGOALS-g2: How Reliable Are the Model Results? 被引量:18
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作者 周天军 宋丰飞 陈晓龙 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2013年第3期638-657,共20页
In order to assess the performance of two versions of the IAP/LASG Flexible Global Ocean-Atmosphere- Land System (FGOALS) model, simulated changes in surface air temperature (SAT), from natural and an- thropogenie... In order to assess the performance of two versions of the IAP/LASG Flexible Global Ocean-Atmosphere- Land System (FGOALS) model, simulated changes in surface air temperature (SAT), from natural and an- thropogenie forcings, were compared to observations for the period 1850-2005 at global, hemispheric, conti- nental and regional scales. The global and hemispheric averages of SAT and their land and ocean components during 1850-2005 were well reproduced by FGOALS-g2, as evidenced by significant correlation coefficients and small RMSEs. The significant positive correlations were firstly determined by the warming trends, and secondly by interdecadal fluctuations. The abilities of the models to reproduce interdecadal SAT variations were demonstrated by both wavelet analysis and significant positive correlations for detrended data. The observed land-sea thermal contrast change was poorly simulated. The major weakness of FGOALS-s2 was an exaggerated warming response to anthropogenic forcing, with the simulation showing results that were far removed from observations prior to the 1950s. The observations featured warming trends (1906-2005) of 0.71, 0.68 and 0.79℃ (100 yr)-1 for global, Northern and Southern Hemispheric averages, which were overestimated by FGOALS-s2 [1.42, 1.52 and 1.13~C (100 yr)-1] but underestimated by FGOALS-g2 [0.69, 0.68 and 0.73~C (100 yr)-l]. The polar amplification of the warming trend was exaggerated in FGOALS- s2 but weakly reproduced in FGOALS-g2. The stronger response of FGOALS-s2 to anthropogenic forcing was caused by strong sea-ice albedo feedback and water vapor feedback. Examination of model results in 15 selected subcontinental-scale regions showed reasonable performance for FGOALS-g2 over most regions. However, the observed warming trends were overestimated by FGOALS-s2 in most regions. Over East Asia, the meridional gradient of the warming trend simulated by FGOALS-s2 (FGOALS-g2) was stronger (weaker) than observed. 展开更多
关键词 FGOALS 20th century historical simulation warming trends global scale hemispheric scale regional scale
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The IUGS/IAGC Task Group on Global Geochemical Baselines 被引量:5
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作者 David B.Smith Shaun Reeder Alecos Demetriades 《地学前缘》 EI CAS CSCD 北大核心 2012年第3期1-6,共6页
The Task Group on Global Geochemical Baselines,operating under the auspices of both the International Union of Geological Sciences(IUGS) and the International Association of Geochemistry(IAGC),has the long-term goal o... The Task Group on Global Geochemical Baselines,operating under the auspices of both the International Union of Geological Sciences(IUGS) and the International Association of Geochemistry(IAGC),has the long-term goal of establishing a global geochemical database to document the concentration and distribution of chemical elements in the Earth's surface or near-surface environment.The database and accompanying element distribution maps represent a geochemical baseline against which future human-induced or natural changes to the chemistry of the land surface may be recognized and quantified.In order to accomplish this long-term goal,the activities of the Task Group include:(1) developing partnerships with countries conducting broad-scale geochemical mapping studies;(2) providing consultation and training in the form of workshops and short courses;(3) organizing periodic international symposia to foster communication among the geochemical mapping community;(4) developing criteria for certifying those projects whose data are acceptable in a global geochemical database;(5) acting as a repository for data collected by those projects meeting the criteria for standardization;(6) preparing complete metadata for the certified projects;and(7) preparing,ultimately,a global geochemical database.This paper summarizes the history and accomplishments of the Task Group since its first predecessor project was established in 1988. 展开更多
关键词 国际地质科学联合会 伴生元素 化学元素 地表环境
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区间函数型数据构权方法研究
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作者 孙利荣 郑驰 +1 位作者 毛浩峰 宋秀迎 《高校应用数学学报(A辑)》 北大核心 2024年第2期127-140,共14页
针对由数据量过大而引起的函数型综合评价信息损失或是计算复杂度过大等问题,文中提出了一种基于区间函数型数据的综合评价方法,并针对区间函数型数据表支持的综合评价问题的特殊性,提出了一种新的确定权重系数的"全局"拉开... 针对由数据量过大而引起的函数型综合评价信息损失或是计算复杂度过大等问题,文中提出了一种基于区间函数型数据的综合评价方法,并针对区间函数型数据表支持的综合评价问题的特殊性,提出了一种新的确定权重系数的"全局"拉开档次法.相较于函数型综合评价,区间函数型综合评价在呈现连续的函数特征同时,增加了区间化的步骤,能够更好地挖掘数据信息,提升综合评价的效率.最后通过以义乌小商品景气指数为例,分别使用函数型数据形式和区间函数型数据形式下的"全局"拉开档次法对其进行赋权,进而进行评价研究.结果表明该文提出的区间函数型综合评价方法更具优势. 展开更多
关键词 综合评价 函数型数据 区间函数型数据 构权 \全局"拉开档次法
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全局信息提取与重建的遥感图像语义分割网络
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作者 梁龙学 贺成龙 +1 位作者 吴小所 闫浩文 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2024年第11期2270-2279,2319,共11页
为了将遥感场景图像更好地进行分割,供给下游任务使用,提出多尺度注意力提取与全局信息重建网络.编码器引入多尺度卷积注意力骨干到遥感深度学习语义分割模型中.多尺度卷积注意力能够捕获多尺度信息,给解码器提供更丰富的全局深浅层信息... 为了将遥感场景图像更好地进行分割,供给下游任务使用,提出多尺度注意力提取与全局信息重建网络.编码器引入多尺度卷积注意力骨干到遥感深度学习语义分割模型中.多尺度卷积注意力能够捕获多尺度信息,给解码器提供更丰富的全局深浅层信息.在解码器,设计了全局多分支局部Transformer块.多尺度逐通道条带卷积重建多尺度空间上下文信息,弥补全局分支存在的空间信息割裂,与全局语义上下文信息共同重建全局信息分割图.解码器末端设计极化特征精炼头.通道上利用softmax和sigmoid组合,构建概率分布函数,拟合更好的输出分布,修复浅层中潜在的高分辨率信息损失,指导和融合深层信息,获得精细的空间纹理.实验结果表明,网络实现了很高的精确度,在ISPRS Vaihingen数据集上达到82.9%的平均交并比,在ISPRS Potsdam数据集上达到87.1%的平均交并比. 展开更多
关键词 语义分割 TRANSFORMER 多尺度卷积注意力 全局多分支局部注意力 全局信息重建
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基于径向多项式密度Tesseroid体的大尺度重力场快速正演计算
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作者 欧阳芳 陈龙伟 邵志刚 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2024年第9期3556-3575,共20页
在大尺度重力模拟中,为了考虑地球曲率的影响,通常将质量体沿经度、纬度及径向方向剖分为多个Tesseroid体,然后根据叠加原理将所有Tesseroid体重力效应之和近似为质量体的总重力场.在现有大多数方法中,总重力场的计算一般通过将各Tesser... 在大尺度重力模拟中,为了考虑地球曲率的影响,通常将质量体沿经度、纬度及径向方向剖分为多个Tesseroid体,然后根据叠加原理将所有Tesseroid体重力效应之和近似为质量体的总重力场.在现有大多数方法中,总重力场的计算一般通过将各Tesseroid体的重力效应直接累加获得,尽管这种做法十分简单,但对于大尺度的复杂密度模型,其计算量十分巨大.为此,本文充分利用重力位、重力加速度及重力梯度张量核函数积分在经度方向的卷积特性,提出一种基于快速离散卷积算法和优化重力公式的高精度大尺度重力场模拟方法.该方法采用具有径向任意阶多项式密度的Tesseroid体来描述复杂密度分布,并以变密度Grombein优化公式为基础进行重力场正演模拟,从而有效克服经典球坐标系重力公式引起的极轴观测点奇异问题;同时联合Gauss-Legendre求积(GLQ)和水平方向的自适应网格剖分,实现重力积分的高精度计算,最后结合快速离散卷积算法获得质量体的重力效应.本文方法的加速策略通过如下途径实现:①假定经度方向的Tesseroid体具有相同尺寸,观测点位于同一高度且其采样间隔与Tesseroid体尺寸相等,由此建立与重力积分核对应的Toeplitz权系数矩阵,并利用Toeplitz对角线元素相等的特性,计算其第一列和第一行元素来复原完整矩阵,以此大大降低计算内存及计算时间;②利用基于FFT的离散卷积算法实现权系数矩阵与密度矩阵乘积的快速计算,从而进一步提高计算效率.数值算例表明,本文方法可实现近地表至卫星高度重力位、重力加速度及重力梯度张量的高精度计算,且其计算效率相较于直接累加法高出约3~4个数量级.该方法在WINTERC-G全球模型重力效应计算中的应用进一步证实了算法的可靠性和灵活性.本文快速算法是经典3D-GLQ方法的重要补充,对研究大尺度重力正反演问题、地形效应及地球内部结构等有重要意义. 展开更多
关键词 区域及全球尺度 重力效应模拟 FFT加速 径向多项式密度Tesseroid体 球坐标系
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RMAPS模式预报总辐射的3种订正方法应用
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作者 赵文婧 王小勇 +5 位作者 李艳 刘抗 景慧 叶培龙 闫昕旸 何金梅 《兰州大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第3期304-312,共9页
为降低光伏功率预测中预报总辐射误差且探讨各类订正方法的适用性,分季节对比分析逐步回归、支持向量机(SVM)和相似误差订正(AnBC)方法对快速更新多尺度分析和预报系统短期预报总辐射的订正效果.结果表明,订正后明显降低了预报误差,一... 为降低光伏功率预测中预报总辐射误差且探讨各类订正方法的适用性,分季节对比分析逐步回归、支持向量机(SVM)和相似误差订正(AnBC)方法对快速更新多尺度分析和预报系统短期预报总辐射的订正效果.结果表明,订正后明显降低了预报误差,一定程度上改善了预报总辐射分布较分散和偏大的情况.酒泉鸿坤光伏电站秋季逐步回归订正效果相对最佳(平均绝对偏差(M_(AE))降低4.56 W/m^(2)),冬季、夏季和春季均是AnBC效果相对最佳(M_(AE)依次降低10.33、12.71、44.27 W/m^(2));敦煌电建汇能光伏电站秋季和冬季均是SVM订正效果相对最佳(M_(AE)分别降低4.73和7.85 W/m^(2)),夏季和春季均是AnBC效果相对最佳(M_(AE)分别降低16.24和34.17 W/m^(2)).两座电站逐小时误差分布显示AnBC效果相对最佳;就各季节相对最佳订正方法而言,订正后春季提高时次百分比最高(酒泉鸿坤为73.88%,电建汇能为77.28%).晴天SVM订正效果最明显,非晴天AnBC效果最明显. 展开更多
关键词 快速更新多尺度分析和预报系统 总辐射 逐步回归 支持向量机 相似误差订正
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