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Extraction of Modal Depth Functions and Wavenumbers Using Full Rank Decomposition Method with a Vertical Line Array
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作者 ZHANG Shuang ZHANG Yinquan +3 位作者 QIN Jinxing LI Zhenglin GUO Yonggang WU Shuanglin 《Journal of Ocean University of China》 2025年第3期672-684,共13页
Normal mode extraction has attracted extensive attention over the past few decades due to its practical value in enhancing the performance of underwater acoustic signal processing.Singular value decomposition(SVD)is a... Normal mode extraction has attracted extensive attention over the past few decades due to its practical value in enhancing the performance of underwater acoustic signal processing.Singular value decomposition(SVD)is an effective method to extract modal depth functions using vertical line arrays(VLA),particularly in scenarios when no prior environment information is available.However,the SVD method requires rigorous orthogonality conditions,and its performance severely degenerates in the presence of mode degeneracy.Consequently,the SVD approach is often not feasible in practical scenarios.This paper proposes a full rank decomposition(FRD)method to address these issues.Compared to the SVD method,the FRD method has three distinct advantages:1)the conditions that the FRD method requires are much easier to be fulfilled in practical scenarios;2)both modal depth functions and wavenumbers can be simultaneously extracted via the FRD method;3)the FRD method is not affected by the phenomenon of mode degeneracy.Numerical simulations are conducted in two types of waveguides to verify the FRD method.The impacts of environment configurations and noise levels on the precision of the extracted modal depth functions and wavenumbers are also investigated through simulation. 展开更多
关键词 normal mode extraction modal depth function modal wavenumber full rank decomposition
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Decomposition-Based Visual Function Specification and Auto-Generation of Function
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作者 沈军 顾冠群 《Journal of Southeast University(English Edition)》 EI CAS 2002年第1期28-32,共5页
On the software module, this paper proposes a visual specification language(VSL). Based on decomposition, the language imitates men's thinking procedure that decomposes aproblem into smaller ones, then independent... On the software module, this paper proposes a visual specification language(VSL). Based on decomposition, the language imitates men's thinking procedure that decomposes aproblem into smaller ones, then independently solves the results of every small problem to get theresult of original problem (decomposition and synthesis). Besides, the language mixes visual withspecification. With computer supporting, we can implement the software module automatically. It willgreatly improve the quality of software and raise the efficiency of software development. Thesimple definition of VSL, the principle of auto-generation, an example and the future research areintroduced. 展开更多
关键词 software specification function decomposition data dependent visualprogramming
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A Parallel Global-Local Mixed Evolutionary Algorithm for Multimodal Function Optimization Based on Domain Decomposition 被引量:4
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作者 Wu Zhi-jian, Tang Zhi-long,Kang Li-shanState Key Laboratory of Software Engineering, Wuhan University, Wuhan 430072, Hubei, China 《Wuhan University Journal of Natural Sciences》 CAS 2003年第S1期253-258,共6页
This paper presents a parallel two-level evolutionary algorithm based on domain decomposition for solving function optimization problem containing multiple solutions. By combining the characteristics of the global sea... This paper presents a parallel two-level evolutionary algorithm based on domain decomposition for solving function optimization problem containing multiple solutions. By combining the characteristics of the global search and local search in each sub-domain, the former enables individual to draw closer to each optima and keeps the diversity of individuals, while the latter selects local optimal solutions known as latent solutions in sub-domain. In the end, by selecting the global optimal solutions from latent solutions in each sub-domain, we can discover all the optimal solutions easily and quickly. 展开更多
关键词 function optimization GT algorithm GLME algorithm evolutionary algorithm domain decomposition
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Unveiling the decomposition mechanism of formic acid on Pd/WC(0001) surface by using density function theory 被引量:1
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作者 Jinhua Zhang Yuanbin She 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 北大核心 2020年第3期415-425,共11页
In pursuit of low-cost direct formic acid fuel cells,tungsten carbide(WC)supported Pd catalyst is considered as an ideal candidate for efficient decomposition of formic acid due to low Pd utilization and excellent per... In pursuit of low-cost direct formic acid fuel cells,tungsten carbide(WC)supported Pd catalyst is considered as an ideal candidate for efficient decomposition of formic acid due to low Pd utilization and excellent performance.Herein,different adsorption configurations and active sites of the intermediates,involved in the HCOOH decomposition,on WC(0001)-supported Pd monolayer(Pd/WC(0001))surface investigated by using density functional theory.The results reveal that trans-HCOOH,HCOO,cis-COOH,trans-COOH,HCO,CO,H2 O,OH and H exhibit chemisorption on Pd/WC(0001)surface,whereas cis-HCOOH and CO2 exhibit weak interactions with Pd/WC(0001)surface.In addition,the minimum energy pathways of HCOOH decomposition are analyzed to generate CO and CO2 due to the fracture of C–H,H–O and C–O bonds.The adsorbed HCOOH,HCOO,mH COO,cis-COOH and trans-COOH configurations exhibit dissociation rather than desorption.CO formation occurs through the decomposition of cis-COOH,trans-COOH and HCO,whereas the CO2 formation happens due to the decomposition of HCOO.It is found that the most favorable pathway for HCOOH decomposition on Pd/WC(0001)surface is HCOOH→HCOO→CO2,where the formation of CO2 from HCOO dehydrogenation determines the reaction rate.Overall,CO2 is the most dominant product of HCOOH decomposition on Pd/WC(0001)surface.The presence of WC,as monolayer Pd carrier,does not alter the catalytic behavior of Pd and significantly reduces the Pd utilization. 展开更多
关键词 Density functional theory Formic acid Direct formic acid fuel cells WC(0001)-supported Pd monolayer decomposition mechanism
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MODIFIED DOUBLE-GRAPH DECOMPOSITION ANALYSIS FOR FINDING SYMBOLIC NETWORK FUNCTIONS
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作者 黄汝激 《Journal of Electronics(China)》 1994年第2期143-149,共7页
The concepts of complementary cofactor pairs, normal double-graphs and feasible torn vertex seta are introduced. By using them a decomposition theorem for first-order cofactor C(Y) is derived. Combining it with the mo... The concepts of complementary cofactor pairs, normal double-graphs and feasible torn vertex seta are introduced. By using them a decomposition theorem for first-order cofactor C(Y) is derived. Combining it with the modified double-graph method, a new decomposition analysis-modified double-graph decomposition analysis is presented for finding symbolic network functions. Its advantages are that the resultant symbolic expressions are compact and contain no cancellation terms, and its sign evaluation is very simple. 展开更多
关键词 MODIFIED double-graph decomposition ANALYSIS SYMBOLIC network function
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Decomposition Formulas of Kampé de Fériets Double Hypergeometric Functions
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作者 Maged G.Bin-Saad Anvar Hasanov Mamasali Turaev 《Analysis in Theory and Applications》 CSCD 2018年第3期275-292,共18页
This paper is sequel to the authors paper [18]. By using the generalized Burchnall-Chaundy operator method, the authors are aiming at deriving certain decomposition formulas for some interesting special cases of Kampe... This paper is sequel to the authors paper [18]. By using the generalized Burchnall-Chaundy operator method, the authors are aiming at deriving certain decomposition formulas for some interesting special cases of Kampe de Feriets series of double hypergeometric series F;. 展开更多
关键词 Generalized hypergeometric function Kampéde Fériets functions decomposition formulas inverse pairs of symbolic operators
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Continuous-Time and Discrete-Time Singular Value Decomposition of an Impulse Response Function
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作者 Rogelio Luck Yucheng Liu 《Applied Mathematics》 2021年第4期336-347,共12页
This paper proposes the continuous-time singular value decomposition (SVD) for the impulse response function, a special kind of Green’s functions, in order to find a set of singular functions and singular values so t... This paper proposes the continuous-time singular value decomposition (SVD) for the impulse response function, a special kind of Green’s functions, in order to find a set of singular functions and singular values so that the convolutions of such function with the set of singular functions on a specified domain are the solutions to the inhomogeneous differential equations for those singular functions. A numerical example was illustrated to verify the proposed method. Besides the continuous-time SVD, a discrete-time SVD is also presented for the impulse response function, which is modeled using a Toeplitz matrix in the discrete system. The proposed method has broad applications in signal processing, dynamic system analysis, acoustic analysis, thermal analysis, as well as macroeconomic modeling. 展开更多
关键词 Singular Value decomposition Impulse Response function Green’s function Toeplitz Matrix Hankel Matrix
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Adomian Decomposition Method with Green’s Function for Solving Tenth-Order Boundary Value Problems
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作者 Waleed Al-Hayani 《Applied Mathematics》 2014年第10期1437-1447,共11页
In this paper, the Adomian decomposition method with Green’s function (Standard Adomian and Modified Technique) is applied to solve linear and nonlinear tenth-order boundary value problems with boundary conditions de... In this paper, the Adomian decomposition method with Green’s function (Standard Adomian and Modified Technique) is applied to solve linear and nonlinear tenth-order boundary value problems with boundary conditions defined at any order derivatives. The numerical results obtained with a small amount of computation are compared with the exact solutions to show the efficiency of the method. The results show that the decomposition method is of high accuracy, more convenient and efficient for solving high-order boundary value problems. 展开更多
关键词 Adomian decomposition Method Adomian’s POLYNOMIALS Tenth-Order BOUNDARY Value Problems Green’s function
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Logical Function Decomposition Method for Synthesis of Digital Logical System Implemented with Programmable Logic Devices (PLD)
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作者 Mihai Grigore Timis Alexandru Valachi +1 位作者 Alexandru Barleanu Andrei Stan 《Circuits and Systems》 2013年第7期472-477,共6页
The paper consists in the use of some logical functions decomposition algorithms with application in the implementation of classical circuits like SSI, MSI and PLD. The decomposition methods use the Boolean matrix cal... The paper consists in the use of some logical functions decomposition algorithms with application in the implementation of classical circuits like SSI, MSI and PLD. The decomposition methods use the Boolean matrix calculation. It is calculated the implementation costs emphasizing the most economical solutions. One important aspect of serial decomposition is the task of selecting “best candidate” variables for the G function. Decomposition is essentially a process of substituting two or more input variables with a lesser number of new variables. This substitutes results in the reduction of the number of rows in the truth table. Hence, we look for variables which are most likely to reduce the number of rows in the truth table as a result of decomposition. Let us consider an input variable purposely avoiding all inter-relationships among the input variables. The only available parameter to evaluate its activity is the number of “l”s or “O”s that it has in the truth table. If the variable has only “1” s or “0” s, it is the “best candidate” for decomposition, as it is practically redundant. 展开更多
关键词 Combinational CIRCUITS Static HAZARD LOGIC Design BOOLEAN functions Logical decompositionS
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融合EOF分解及CNN-LSTM神经网络的PM_(2.5)预测 被引量:3
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作者 李明明 王小兰 +3 位作者 岳江 陈玲 汪文雅 杨爱琴 《环境科学》 北大核心 2025年第2期715-726,共12页
利用2016~2020年太原市地面气象资料和环境空气质量资料,分析了太原市PM_(2.5)浓度的时间和空间的变化特征,运用EOF分解诊断分析方法,对太原市PM_(2.5)浓度时空变化特征进行了研究,同时利用随机森林模型分析了气象因子的重要性,建立基于... 利用2016~2020年太原市地面气象资料和环境空气质量资料,分析了太原市PM_(2.5)浓度的时间和空间的变化特征,运用EOF分解诊断分析方法,对太原市PM_(2.5)浓度时空变化特征进行了研究,同时利用随机森林模型分析了气象因子的重要性,建立基于CNN-LSTM神经网络的PM_(2.5)浓度预报模型.结果表明,2016~2020年太原市区PM_(2.5)浓度年均值总体上呈现出逐年减少的趋势,高值主要出现在11月、12月、1月和2月,18:00至翌日的02:00易出现PM_(2.5)浓度峰值,PM_(2.5)浓度年均值呈现自西北向东南逐渐增加的趋势.PM_(2.5)浓度的EOF分解:模态1特征向量的方差贡献率为49.4%,模态2特征向量的方差贡献率为30.8%,以晋源-巨轮-南寨为界,负值区主要在东南,中心位于东南部的小店,正值区则主要位于西北,其中心位于金胜.PM_(2.5)浓度与相对湿度、露点温度之间显著正相关;与风速、降水量和混合层高度主要表现为负相关,与通风量和自净能力也主要呈现一般负相关,与气温相关性不明显.相对湿度、露点温气压、度和混合层高度在四个季节特征排序中均占较为重要的地位,其次是风速、风向、通风量和自净能力重要程度相对一般.采用CNN-LSTM模型建模,PM_(2.5)浓度预测的R^(2)在春、夏、秋和冬这4个季节分别为0.805、0.826、0.897和0.901,4个季节R^(2)均在0.8以上,在4个季节CNN-LSTM模型的预测残差值均近似于正态分布,模型的绝对误差控制在10μg·m^(-3)以下的预测结果夏季最高达到81.2%,秋季和春季次之,分别为75.9%和62.9%,冬季表现一般,有51.5%预测结果的绝对误差低于10μg·m^(-3). 展开更多
关键词 气象特征 eof分解 PM_(2.5)浓度 CNN神经网络 LSTM神经网络 预测
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Formal Method of Service Oriented Functional Decomposition
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作者 Nikoloz Pachuashvili Teimuraz Kiviladze 《Journal of Mathematics and System Science》 2013年第4期195-200,共6页
Main goal of this paper is to discuss specific problem which is occurring during the creation of modem complex soRware systems, particularly at the design stage. Many of modem architectural styles are promoting buildi... Main goal of this paper is to discuss specific problem which is occurring during the creation of modem complex soRware systems, particularly at the design stage. Many of modem architectural styles are promoting building composite software systems compounded with reusable and flexible units. Because of high speed of contemporary software system evolution which is related to initial process changes, it is very significant to have ability to do related refactoring tasks. Sometimes, when structure if software system is monolithic, modification process takes a long time and in worse cases it is impossible. On the other hand flexible composite systems are easy to govern. Our work is related to complex process decomposition into small simple sub-processes at the architectural level of designing stage. 展开更多
关键词 decomposition service composition REUSABILITY functional concepts LATTICE
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Reconstruction of ionospheric VTEC using empirical orthogonal function and its performance during extreme geomagnetic storm
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作者 Rajat Acharya Victor Dey 《Geodesy and Geodynamics》 2025年第3期251-261,共11页
This paper demonstrates that the spatial distribution of the ionospheric TEC over the Indian region can be reconstructed with appreciable accuracy using minimal numbers of empirical orthogonal functions as a basis.The... This paper demonstrates that the spatial distribution of the ionospheric TEC over the Indian region can be reconstructed with appreciable accuracy using minimal numbers of empirical orthogonal functions as a basis.These basis functions were derived using the Singular Value Decomposition of a matrix composed of pragmatic vertical Total Electron Content(VTEC)values collected across varied ionospheric conditions and measured over the region of interest.The reconstruction was achieved by linearly combining the appropriately chosen significant bases with corresponding weight factors.The reconstruction accuracy of the algorithm was found to be better than 4 TECU(TECU=1016electrons/m2)for more than 99.9%of the time when tested over the complete year of 2016 with only eight basis vectors.The containment factor,defined here,indicates the goodness of the chosen bases in representing the arbitrary VTEC distributions and is found to remain typically high,aiding in improved algorithm performance.The performance,however,was found to be sensitive to the seasons and geomagnetic conditions.Deteriorated performance was observed when tested for the St.Patrick's Day storm data.The deterioration was attributed to the structural alteration of the ionospheric plasma density and the presence of atypical modes during the storm.The results ascertain the prospect of a faithful representation of the spatial distribution of the ionospheric VTEC using limited parametric variables,which may find utility in navigation,radar,and various other applications. 展开更多
关键词 Empirical orthogonal function(eof) Singular value decomposition(SVD) lonosphere Total electron content RECONSTRUCTION
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Detecting seismic precursors in groundwater fluctuations using masking empirical mode decomposition and modified zerocrossing techniques
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作者 Hak Soo Hwang Sul-Min Yun +2 位作者 Do Yeon Hwang Kyoochul Ha Se-Yeong Hamm 《Episodes》 2025年第4期451-462,共12页
Earthquakes can cause significant hazards,leading to loss of human life and property damage.In this study,we applied the masking empirical mode decomposition(EMD)to the Gyeongju earthquake(ML 5.8)in South Korea and th... Earthquakes can cause significant hazards,leading to loss of human life and property damage.In this study,we applied the masking empirical mode decomposition(EMD)to the Gyeongju earthquake(ML 5.8)in South Korea and the Abe Pura earthquake(ML 7.0)in Indonesia and then revealed that the 7th intrinsic mode function(IMF7),composed of waveforms with a period band of approximately 150 to 750 minutes. 展开更多
关键词 masking empirical mode decomposition masking empirical mode decomposition emd modified zerocrossing techniques th intrinsic mode function imf composed EARTHQUAKES seismic precursors groundwater fluctuations
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基于EOF-SSA-LSTM的北斗卫星钟差预报
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作者 田辉 芦燊 《测绘与空间地理信息》 2025年第9期64-67,共4页
钟差预报是北斗精密定位与导航中的重要影响因素,针对现有的卫星钟差预报模型精度不高的问题,本文提出一种经验正交函数(EOF)分解与麻雀搜索算法(SSA)优化、长短时记忆(LSTM)网络的北斗卫星钟差预报模型。该组合预报模型实现钟差预报的... 钟差预报是北斗精密定位与导航中的重要影响因素,针对现有的卫星钟差预报模型精度不高的问题,本文提出一种经验正交函数(EOF)分解与麻雀搜索算法(SSA)优化、长短时记忆(LSTM)网络的北斗卫星钟差预报模型。该组合预报模型实现钟差预报的思路为:首先使用EOF分解对钟差序列进行分解,得到空间特征与时间系数,保留主要时间向量;其次,使用SSA对LSTM网络模型的参数进行寻优,构建新的SSA-LSTM预报模型;最后,使用SSA-LSTM模型对主要时间向量进行建模与预报。使用WHU分析中心提供的北斗卫星导航系统(BeiDou Navigation Satellite System, BDS)精密钟差产品进行实验,结果表明本文提出组合预报模型较单一LSTM模型、二次多项式(QP)模型以及附加周期项多项式(SA)模型的预报精度与稳定度均更高,验证了本文提出模型的有效性与优越性。 展开更多
关键词 经验正交函数分解 麻雀搜索算法 长短时记忆网络 北斗卫星导航系统 钟差预报
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Random noise attenuation by f–x spatial projection-based complex empirical mode decomposition predictive filtering 被引量:7
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作者 马彦彦 李国发 +2 位作者 王钧 周辉 张保江 《Applied Geophysics》 SCIE CSCD 2015年第1期47-54,121,共9页
The frequency–space(f–x) empirical mode decomposition(EMD) denoising method has two limitations when applied to nonstationary seismic data. First, subtracting the first intrinsic mode function(IMF) results in ... The frequency–space(f–x) empirical mode decomposition(EMD) denoising method has two limitations when applied to nonstationary seismic data. First, subtracting the first intrinsic mode function(IMF) results in signal damage and limited denoising. Second, decomposing the real and imaginary parts of complex data may lead to inconsistent decomposition numbers. Thus, we propose a new method named f–x spatial projection-based complex empirical mode decomposition(CEMD) prediction filtering. The proposed approach directly decomposes complex seismic data into a series of complex IMFs(CIMFs) using the spatial projection-based CEMD algorithm and then applies f–x predictive filtering to the stationary CIMFs to improve the signal-to-noise ratio. Synthetic and real data examples were used to demonstrate the performance of the new method in random noise attenuation and seismic signal preservation. 展开更多
关键词 Complex empirical mode decomposition complex intrinsic mode functions f–x predictive filtering random noise attenuation
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浅水声速剖面用经验正交函数(EOF)表示的可行性研究 被引量:49
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作者 沈远海 马远良 +1 位作者 屠庆平 姜小权 《应用声学》 CSCD 北大核心 1999年第2期21-25,共5页
本文研究利用经验正交函数(EOF)及少量参数以近似表示实测浅水声速剖面的方法,研究了 样本数,不同浅水域的样本和算法的关系,并得出结论:一定区域的浅水声速剖面,以经验正交函数 (EOF)近似表示,仍可以达到较好的精度。... 本文研究利用经验正交函数(EOF)及少量参数以近似表示实测浅水声速剖面的方法,研究了 样本数,不同浅水域的样本和算法的关系,并得出结论:一定区域的浅水声速剖面,以经验正交函数 (EOF)近似表示,仍可以达到较好的精度。这对于声场层析及被动定位问题有着很重要的意义。 展开更多
关键词 浅水 声速剖面 经验正交函数 E0F 可行性 水声学
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利用EOF相空间分析东亚梅雨旱涝长期过程的初步研究 被引量:12
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作者 朱抱真 张瑞雪 林学椿 《大气科学》 CSCD 北大核心 2001年第6期817-826,共10页
利用非线性动力学中的相空间概念,分析了梅雨旱涝3~5年循环的长期过程。对全球热带 850 hPa的纬向风场距平所作的 EOF,第 1特征向量显示T Walker环流异常在赤道球圈上的分布;第2特征向量主要显示热带一副热带... 利用非线性动力学中的相空间概念,分析了梅雨旱涝3~5年循环的长期过程。对全球热带 850 hPa的纬向风场距平所作的 EOF,第 1特征向量显示T Walker环流异常在赤道球圈上的分布;第2特征向量主要显示热带一副热带之间的环流异常的经向分布。在第1时间系数和第2时间系数所定义的二维相空间中,由相轨线分析,得到梅雨涝年主要集中于第2象限,而旱年则相对多在第4象限。说明梅雨旱涝年际变异的主导模态和热带大气环流的主要特征向量有着密切的关联。它们显示了以3~5年时间尺度的大气环流演变的长期特征性过程。 展开更多
关键词 经验正交函数 相空间 梅雨 旱涝年际变异 热带大气环流
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台湾以东海域声速剖面序列的EOF分析 被引量:18
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作者 张旭 张永刚 +2 位作者 张健雪 聂邦胜 姚忠山 《海洋科学进展》 CAS CSCD 北大核心 2010年第4期498-506,共9页
利用了4 a的Argo剖面序列,通过经验正交函数(EOF)分析,得出了台湾以东海域声速垂直结构的时空变化特征。EOF拟合声速剖面的精度与选取的模态数有关,合成剖面时包含的模态数越多,精度越高;前3-6个模态反映了海区声速结构的主要变化,累... 利用了4 a的Argo剖面序列,通过经验正交函数(EOF)分析,得出了台湾以东海域声速垂直结构的时空变化特征。EOF拟合声速剖面的精度与选取的模态数有关,合成剖面时包含的模态数越多,精度越高;前3-6个模态反映了海区声速结构的主要变化,累积方差贡献率可达89.4%-96.6%。第1模态描述了声速在垂直方向上的同相变化,具有年周期,峰值和谷值分别出现在夏季和冬季;第2模态描述了声速在近表层与次表层和主跃层的反相变化。第1、2模态的共同作用是声速垂直结构差异的主导因素,使近表层声速的季节性变化较大,而主跃层的变化相对较小;而第3模态及更高阶的模态对声速剖面的调制作用在物理意义上并不明显。 展开更多
关键词 声速剖面 经验正交函数(eof) 台湾东部海域 ARGO
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一次暴雨过程的EOF分析 被引量:18
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作者 张铭 安洁 朱敏 《大气科学》 CSCD 北大核心 2007年第2期321-328,共8页
在用21层η坐标细网格模式对1998年7月21-22日发生在武汉地区的一次持续性特大暴雨过程数值模拟的基础上,利用较高时空分辨的模式输出结果对暴雨过程做经验正交函数分解(EOF分析)尝试。结果表明:EOF第1主分量的空间分布代表典型的... 在用21层η坐标细网格模式对1998年7月21-22日发生在武汉地区的一次持续性特大暴雨过程数值模拟的基础上,利用较高时空分辨的模式输出结果对暴雨过程做经验正交函数分解(EOF分析)尝试。结果表明:EOF第1主分量的空间分布代表典型的暴雨环境背景场的低值系统;EOF第2主分量的空间分布与人字形切变线(西部为冷式切变,东部为暖式切变)相联系,是影响这次暴雨的重要形势场;利用相轨线分析方法发现,暴雨过程中EOF第1主分量和EOF第2主分量的时间系数在暴雨临近阶段,两者正相关,激发暴雨,在暴雨后期两者负相关,促使这次暴雨趋于减弱结束。 展开更多
关键词 暴雨 eof分析 相轨线
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EOF/PCA诊断气象变量场问题的新探讨 被引量:33
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作者 丁裕国 梁建茵 刘吉峰 《大气科学》 CSCD 北大核心 2005年第2期307-313,共7页
进一步论证了经验正交函数 /主分量分析 (EOF PCA)在气象变量场诊断中的物理内涵 ,证明基于EOF PCA的R型和Q型展开 ,可描述为气象变量场主要振荡型分解和主要空间分布型分解两种方案。前者表明 ,气象变量场的准周期振荡可分解为各主分... 进一步论证了经验正交函数 /主分量分析 (EOF PCA)在气象变量场诊断中的物理内涵 ,证明基于EOF PCA的R型和Q型展开 ,可描述为气象变量场主要振荡型分解和主要空间分布型分解两种方案。前者表明 ,气象变量场的准周期振荡可分解为各主分量的周期振荡 ,它们各自等价于不同网格点 (或站点 )以其载荷为权重的迭加周期振荡 ,因此 ,气象变量场准周期振荡可视为来自不同周期源 (网格点或站点 )的准周期振荡逐层叠加的结果 ;后者表明 ,气象变量场的水平空间分布可视为各种主要空间分布型的叠加 ,而Q型展开才是对各种主要空间分布型的正交分解。由此深化了EOF PCA气象变量场诊断的物理内涵。 展开更多
关键词 PCA eof 变量 气象 诊断 场问题 空间分布型 准周期振荡 经验正交函数 物理内涵 主分量分析 正交分解 网格点 振荡型 可分解 Q型 站点 叠加 可视
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