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一种新的正交保局投影人脸识别方法 被引量:4
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作者 李瑞东 余党军 陈偕雄 《科技通报》 2007年第5期702-704,共3页
针对人脸识别中判别特征的提取问题,提出了一种新的人脸识别算法—Schur正交保局投影(Schur-OLPP)。该方法在保局投影(LPP)的基础上引入Schur分解,求取最佳正交投影矩阵,充分提取样本的判别特征。本文采用最小近邻分类器估算识别率。在Y... 针对人脸识别中判别特征的提取问题,提出了一种新的人脸识别算法—Schur正交保局投影(Schur-OLPP)。该方法在保局投影(LPP)的基础上引入Schur分解,求取最佳正交投影矩阵,充分提取样本的判别特征。本文采用最小近邻分类器估算识别率。在Yale人脸库以及AR人脸库的测试结果表明,在姿态、光照、表情、时间变化的情况下,Schur-OLPP都具有较好的识别率。 展开更多
关键词 交保投影 SCHUR分解 判别信息提取 人脸识别
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一种核正交鉴别保局投影算法 被引量:4
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作者 林玉娥 顾国昌 +1 位作者 刘海波 沈晶 《电子学报》 EI CAS CSCD 北大核心 2010年第4期979-982,965,共5页
正交鉴别保局投影算法是一种有效的特征提取方法,但是将其应用在人脸识别中将遇到小样本问题,并且算法只是一种线性的特征提取方法,因此提出一种核正交鉴别保局投影算法.实现这一算法的关键是高维特征空间中总体散布矩阵的非零空间的计... 正交鉴别保局投影算法是一种有效的特征提取方法,但是将其应用在人脸识别中将遇到小样本问题,并且算法只是一种线性的特征提取方法,因此提出一种核正交鉴别保局投影算法.实现这一算法的关键是高维特征空间中总体散布矩阵的非零空间的计算,对此根据eigenfaces中将高阶矩阵计算转化成低阶矩阵计算的思想及核函数技术,将高维特征空间中总体散布矩阵的非零空间的计算仍归结为标准的特征值分解问题,并且所提出的算法能够有效地解决小样本问题.在人脸库上的实验结果验证了所提出的算法是可行的和有效的. 展开更多
关键词 交鉴别保投影 特征提取 人脸识别 总体散布矩阵 核函数
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吴直阁《增广校正和剂局方》考辨 被引量:1
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作者 周益新 《中医药文化》 2020年第5期83-88,共6页
吴珽《增广校正和剂局方》刊于南宋绍兴年间(1131-1162),为现存版本中最早的唯一宋本,尚存《和剂局方》5卷本之旧貌。该本由中国流入日本,乙丑(1805)孟冬,姬路大夫川合元升(鼎)购于西京书坊,邮赠给丹波元简,归于丹波氏家族聿修堂,再转... 吴珽《增广校正和剂局方》刊于南宋绍兴年间(1131-1162),为现存版本中最早的唯一宋本,尚存《和剂局方》5卷本之旧貌。该本由中国流入日本,乙丑(1805)孟冬,姬路大夫川合元升(鼎)购于西京书坊,邮赠给丹波元简,归于丹波氏家族聿修堂,再转入江户医学馆,当时尚为全本。后逸出入藏皇室宫内图书寮(宫内厅书陵部前身),在这个过程中逸失了第1、5卷。郑金生领衔对日本等海外收藏的珍本医籍调查过程中,将此本影印存真,分别收录于《海外回归中医古籍善本集萃》《海外中医珍善本古籍丛刊》中,这对于推断《局方》的宋代旧貌及其后的递嬗流变、卷门分合、方剂增减、异同优劣,可起到"考镜源流、辨章学术"的作用。 展开更多
关键词 吴珽 《增广校和剂方》 宋刊本 残本
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新型冠状病毒肺炎中医证治初探 被引量:14
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作者 陈瑞 王玉光 +1 位作者 罗亚萍 潘利敏 《河北中医药学报》 2020年第2期52-54,共3页
新型冠状病毒肺炎(简称新冠肺炎)属于中医“瘟疫”范畴。遵循中医疫病学的认识方法,根据武汉本年度的物候学特点,归纳一线临床医师搜集的52例确诊病例中医四诊信息和证治经验,我们认为本病诱因是气交失常,人群普遍易感于从口鼻而入的秽... 新型冠状病毒肺炎(简称新冠肺炎)属于中医“瘟疫”范畴。遵循中医疫病学的认识方法,根据武汉本年度的物候学特点,归纳一线临床医师搜集的52例确诊病例中医四诊信息和证治经验,我们认为本病诱因是气交失常,人群普遍易感于从口鼻而入的秽戾之邪,核心病机为“湿、热、毒、瘀、虚”,“湿毒”特征的疫疠之气侵袭肺脾,继而存在着湿热性温病的正局与变局传变。中医治疗宜辨病与辨证结合,分期论治。以辟秽解毒为核心治则,应用升麻、当归的基础上,分消走泄,宣畅气机,化瘀通络贯穿始终。 展开更多
关键词 新冠肺炎 新型冠状病毒 瘟疫 湿毒 正局 辟秽解毒 分消走泄 宣畅气机
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一种新的浮选泡沫图像识别方法 被引量:7
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作者 郝元宏 韩静 齐春 《西安交通大学学报》 EI CAS CSCD 北大核心 2011年第4期104-108,共5页
针对灰度共生矩阵法提取的浮选泡沫图像纹理特征相互混叠,不利于聚类和识别的问题,提出一种基于正交保局投影和支持向量机的浮选泡沫图像识别新方法.该方法利用正交保局投影法对原始纹理特征参数进行变换处理,有效改变了不同类别特征参... 针对灰度共生矩阵法提取的浮选泡沫图像纹理特征相互混叠,不利于聚类和识别的问题,提出一种基于正交保局投影和支持向量机的浮选泡沫图像识别新方法.该方法利用正交保局投影法对原始纹理特征参数进行变换处理,有效改变了不同类别特征参数的聚集程度,并利用支持向量机进行分类.实验结果表明,所提方法的正确识别率能够达到93.5%,与基于最近邻分类器的主元分析法相比,其性能更好. 展开更多
关键词 浮选 泡沫图像 机器视觉 交保投影 支持向量机
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直接正交鉴别保局投影算法 被引量:4
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作者 林玉娥 李敬兆 +1 位作者 梁兴柱 林玉荣 《光电子.激光》 EI CAS CSCD 北大核心 2012年第3期561-565,共5页
针对保局投影(LPP)及其衍生出的算法在人脸识别时须先采用主成分分析(PCA)算法对高维样本降维后才能应用,本文基于正交鉴别保局投影(ODLPP,orthogonal discriminal locality pre-serving projection)算法,提出了一种直接ODLPP(DODLPP)算... 针对保局投影(LPP)及其衍生出的算法在人脸识别时须先采用主成分分析(PCA)算法对高维样本降维后才能应用,本文基于正交鉴别保局投影(ODLPP,orthogonal discriminal locality pre-serving projection)算法,提出了一种直接ODLPP(DODLPP)算法,利用拉普拉斯矩阵性质进行了相应的矩阵分解,可直接从高维样本的原始空间中提取投影矩阵。为解决ODLPP算法的小样本问题,给出先求解局部类内散度矩阵的零空间,然后再最大化类间散度矩阵的求解思路。人脸库上的实验结果表明所提算法的有效性。 展开更多
关键词 投影(LPP) 人脸识别 直接交鉴别保投影(DODLP)算法 拉普拉斯矩阵
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Multiobjective particle swarm inversion algorithm for two-dimensional magnetic data 被引量:8
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作者 熊杰 张涛 《Applied Geophysics》 SCIE CSCD 2015年第2期127-136,273,共11页
Regularization inversion uses constraints and a regularization factor to solve ill- posed inversion problems in geophysics. The choice of the regularization factor and of the initial model is critical in regularizatio... Regularization inversion uses constraints and a regularization factor to solve ill- posed inversion problems in geophysics. The choice of the regularization factor and of the initial model is critical in regularization inversion. To deal with these problems, we propose a multiobjective particle swarm inversion (MOPSOI) algorithm to simultaneously minimize the data misfit and model constraints, and obtain a multiobjective inversion solution set without the gradient information of the objective function and the regularization factor. We then choose the optimum solution from the solution set based on the trade-off between data misfit and constraints that substitute for the regularization factor. The inversion of synthetic two-dimensional magnetic data suggests that the MOPSOI algorithm can obtain as many feasible solutions as possible; thus, deeper insights of the inversion process can be gained and more reasonable solutions can be obtained by balancing the data misfit and constraints. The proposed MOPSOI algorithm can deal with the problems of choosing the right regularization factor and the initial model. 展开更多
关键词 multiobjective inversion particle swarm optimization regularization factor global search magnetic data
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Global Attractivity of a Kind of Delay Difference Equations
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作者 李先义 朱德明 金银来 《Chinese Quarterly Journal of Mathematics》 CSCD 2002年第1期9-18,共10页
Several new sufficient conditions are given for the global attractivity of solutions of a kind of delay difference equations. They either include or improve some known results and put the study of Ladas' conjectur... Several new sufficient conditions are given for the global attractivity of solutions of a kind of delay difference equations. They either include or improve some known results and put the study of Ladas' conjecture forward. 展开更多
关键词 delay difference equation global attractivity positive semicycle negative semicycle periodic point of prime period two
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Mathematical treatment of wave propagation in acoustic waveguides with n curved interfaces 被引量:3
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作者 Jian-xin ZHU Peng LI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第10期1463-1472,共10页
There are some curved interfaces in ocean acoustic waveguides. To compute wave propagation along the range with some marching methods, a flattening of the internal interfaces and a transforming equation are needed. In... There are some curved interfaces in ocean acoustic waveguides. To compute wave propagation along the range with some marching methods, a flattening of the internal interfaces and a transforming equation are needed. In this paper a local orthogonal coordinate transform and an equation transformation are constructed to flatten interfaces and change the Helmholtz equation as a solvable form. For a waveguide with a flat top, a fiat bottom and n curved interfaces, the coefficients of the transformed Helmholtz equation are given in a closed formulation which can be thought of as an extension of the formal work related to the equation transformation with two curved internal interfaces. In the transformed horizontally stratified waveguide, the one-way reformulation based on the Dirichlet-to-Neumann (DtN) map is then used to reduce the boundary value problem to an initial value problem. Numerical implementation of the resulting operator Riccati equation uses a large range step method to discretize the range variable and a truncated local eigenfunction expansion to approximate the operators. This method is particularly useful for solving long range wave propagation problems in slowly varying waveguides. Furthermore, the method can also be applied to wave propagation problems in acoustic waveguides associated with varied density. 展开更多
关键词 Helmholtz equation Local orthogonal transform Dirichlet-to-Neumarm (DtN) reformulation Marching method Curved interface Multilayer medium
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POSITIVE ENTIRE SOLUTIONS TO SINGULAR SEMILINEAR ELLIPTIC EQUATIONS OF MIXED TYPE 被引量:1
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作者 姚妙新 《Transactions of Tianjin University》 EI CAS 1995年第1期41+38-41,共5页
In this paper, we are concerned with positive entire solutions to elliptic equations of the form Δu+ f(x,u)= 0 x∈ RN N ≥ 3 where u →f(x,u) is not assumed to be regular near u = 0 and f(x,u) may be more general in... In this paper, we are concerned with positive entire solutions to elliptic equations of the form Δu+ f(x,u)= 0 x∈ RN N ≥ 3 where u →f(x,u) is not assumed to be regular near u = 0 and f(x,u) may be more general involving both singular and sublinear terms. Some sufficient conditions are given with the aid of the barrier method and ODE approach, which guarantee the existence of positive entire solutions that tend to any sufficiently large constants arbitrarily prescribed in advance. 展开更多
关键词 singular semilinear elliptic equation bounded positive entire solution barrier method
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Application of regularized logistic regression for movement-related potentials-based EEG classification
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作者 胡晨晨 王海贤 《Journal of Southeast University(English Edition)》 EI CAS 2013年第1期38-42,共5页
In order to improve classification accuracy, the regularized logistic regression is used to classify single-trial electroencephalogram (EEG). A novel approach, named local sparse logistic regression (LSLR), is pro... In order to improve classification accuracy, the regularized logistic regression is used to classify single-trial electroencephalogram (EEG). A novel approach, named local sparse logistic regression (LSLR), is proposed. The LSLR integrates the locality preserving projection regularization term into the framework of sparse logistic regression. It tries to maintain the neighborhood information of original feature space, and, meanwhile, keeps sparsity. The bound optimization algorithm and component-wise update are used to compute the weight vector in the training data, thus overcoming the disadvantage of the Newton-Raphson method and iterative re-weighted least squares (IRLS). The classification accuracy of 80% is achieved using ten-fold cross-validation in the self-paced finger tapping data set. The results of LSLR are compared with SLR, showing the effectiveness of the proposed method. 展开更多
关键词 logistic regression locality preserving projection regularization ELECTROENCEPHALOGRAM
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Sample based 3D face reconstruction from a single frontal image by adaptive locally linear embedding 被引量:1
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作者 ZHANG Jian ZHUANG Yue-ting 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第4期550-558,共9页
In this paper, we propose a highly automatic approach for 3D photorealistic face reconstruction from a single frontal image. The key point of our work is the implementation of adaptive manifold learning approach. Befo... In this paper, we propose a highly automatic approach for 3D photorealistic face reconstruction from a single frontal image. The key point of our work is the implementation of adaptive manifold learning approach. Beforehand, an active appearance model (AAM) is trained for automatic feature extraction and adaptive locally linear embedding (ALLE) algorithm is utilized to reduce the dimensionality of the 3D database. Then, given an input frontal face image, the corresponding weights between 3D samples and the image are synthesized adaptively according to the AAM selected facial features. Finally, geometry reconstruction is achieved by linear weighted combination of adaptively selected samples. Radial basis function (RBF) is adopted to map facial texture from the frontal image to the reconstructed face geometry. The texture of invisible regions between the face and the ears is interpolated by sampling from the frontal image. This approach has several advantages: (1) Only a single frontal face image is needed for highly automatic face reconstruction; (2) Compared with former works, our reconstruction approach provides higher accuracy; (3) Constraint based RBF texture mapping provides natural appearance for reconstructed face. 展开更多
关键词 Face reconstruction Manifold learning RBF interpolation. Reconstruction error rate
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Colorectal cancer and 18FDG-PET/CT:What about adding the T to the N parameter in loco-regional staging? 被引量:5
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作者 Pier Paolo Mainenti Delfina Iodice +5 位作者 Sabrina Segreto Giovanni Storto Mario Magliulo Giovanni Domenico De Palma Marco Salvatore Leonardo Pace 《World Journal of Gastroenterology》 SCIE CAS CSCD 2011年第11期1427-1433,共7页
AIM:To evaluate whether FDG-positron emission tomography(PET)/computed tomography(CT)may be an accurate technique in the assessment of the T stage in patients with colorectal cancer.METHODS:Thirty four consecutive pat... AIM:To evaluate whether FDG-positron emission tomography(PET)/computed tomography(CT)may be an accurate technique in the assessment of the T stage in patients with colorectal cancer.METHODS:Thirty four consecutive patients(20 men and 14 women;mean age:63 years)with a histologically proven diagnosis of colorectal adenocarcinoma and scheduled for surgery in our hospital were enrolled in this study.All patients underwent FDG-PET/CT preoperatively.The primary tumor site and extent were evaluated on PET/CT images.Colorectal wall invasion was analysed according to a modified T classification that considers only three stages(≤T2,T3,T4).Assessment of accuracy was carried out using 95%confidence intervals for T.RESULTS:Thirty five/37(94.6%)adenocarcinomas were identified and correctly located on PET/CT images.PET/CT correctly staged the T of 33/35 lesions identified showing an accuracy of 94.3%(95%CI:87%-100%).All T1,T3 and T4 lesions were correctly staged,while two T2 neoplasms were overstated as T3.CONCLUSION:Our data suggest that FDG-PET/CT may be an accurate modality for identifying primary tumor and defining its local extent in patients with colorectal cancer. 展开更多
关键词 Cancer COLORECTAL Positron emission tomography/computed tomography STAGING
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Annual and Interannual Variability of Scatterometer Ocean Surface Wind over the South China Sea 被引量:1
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作者 ZHANG Guosheng XU Qing +3 位作者 GONG Zheng CHENG Yongcun WANG Lei JI Qiyan 《Journal of Ocean University of China》 SCIE CAS 2014年第2期191-197,共7页
To investigate the annual and interaunual variability of ocean surface wind over the South China Sea (SCS), the vector empirical orthogonal function (VEOF) method and the Hilbert-Huang transform (HHT) method wer... To investigate the annual and interaunual variability of ocean surface wind over the South China Sea (SCS), the vector empirical orthogonal function (VEOF) method and the Hilbert-Huang transform (HHT) method were employed to analyze a set of combined satellite scatterometer wind data during the period from December 1992 to October 2009. The merged wind data were generated from European Remote Sensing Satellite (ERS)-1/2 Scatterometer, NASA Scatterometer (NSCAT) and NASA's Quick Scatterometer (QuikSCAT) wind products. The first VEOF mode corresponds to a winter-summer mode which accounts for 87.3% of the total variance and represents the East Asian monsoon features. The second mode of VEOF corresponds to a spring-autumn oscil- lation which accounts for 8.3% of the total variance. To analyze the interannual variability, the annual signal was removed from the wind data set and the VEOFs of the residuals were calculated. The temporal mode of the ftrst intcrannual VEOF is correlated with the Southern Oscillation Index (SOI) with a four-month lag. The second temporal interannual VEOF mode is correlated with the SOI with no time lag. The time series of the two interannual VEOFs were decomposed using the HI-IT method and the results also show a correlation between the interannual variability and El Nino-Southern Oscillation (ENSO) events. 展开更多
关键词 ocean surface wind annual and interannual variability SCATTEROMETER South China Sea
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Performance of a novel carrier frequency offset estimation algorithm for OFDM-based WLANs
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作者 赵忠伟 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第3期321-325,共5页
This paper presents a novel carrier frequency offset estimation (CFO) algorithm for orthogonal frequency division multiplexing (OFDM)-based Wireless Local Area Networks (WLANs). Compared with previous approaches, this... This paper presents a novel carrier frequency offset estimation (CFO) algorithm for orthogonal frequency division multiplexing (OFDM)-based Wireless Local Area Networks (WLANs). Compared with previous approaches, this paper extends the whole frequency offset acquisition range by embedding a synthetic algorithm according to the preamble structure of WLANs symbols. The numerical results presented support the effectiveness of this algorithm by which the estimation error of the whole carrier frequency offset in the WLANs is effectively decreased. 展开更多
关键词 Carrier frequency OFDM WLANS Preamble structure ACQUISITION
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Multi-species particle swarms optimization based on orthogonal learning and its application for optimal design of a butterfly-shaped patch antenna
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作者 孙丽玲 胡静涛 +2 位作者 胡琨元 何茂伟 陈瀚宁 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第8期2048-2062,共15页
A new multi-species particle swarm optimization with a two-level hierarchical topology and the orthogonal learning strategy(OMSPSO) is proposed, which enhances the global search ability of particles and increases thei... A new multi-species particle swarm optimization with a two-level hierarchical topology and the orthogonal learning strategy(OMSPSO) is proposed, which enhances the global search ability of particles and increases their convergence rates. The numerical results on 10 benchmark functions demonstrated the effectiveness of our proposed algorithm. Then, the proposed algorithm is presented to design a butterfly-shaped microstrip patch antenna. Combined with the HFSS solver, a butterfly-shaped patch antenna with a bandwidth of about 40.1% is designed by using the proposed OMSPSO. The return loss of the butterfly-shaped antenna is greater than 10 d B between 4.15 and 6.36 GHz. The antenna can serve simultaneously for the high-speed wireless computer networks(5.15–5.35 GHz) and the RFID systems(5.8 GHz). 展开更多
关键词 particle swarm optimization(PSO) multi-species coevolution orthogonal experimental design butterfly-shaped patch antenna
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Fundamental Locally Solid Riesz Spaces
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作者 陈金喜 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2007年第3期328-332,共5页
In this paper we focus ourselves on the positive cone of the locally solid Riesz spaces to characterize the fundamentality. From one example the article indicates that the fundamentality of the locally solid Riesz spa... In this paper we focus ourselves on the positive cone of the locally solid Riesz spaces to characterize the fundamentality. From one example the article indicates that the fundamentality of the locally solid Riesz space is independent from the Lebesgue property. 展开更多
关键词 locally solid Riesz space fundamental locally solid Riesz space positive cone
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Continuous time-varying Q-factor estimation method in the time-frequency domain
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作者 Wang Qing-Han Liu Yang +1 位作者 Liu Cai Zheng Zhi-Sheng 《Applied Geophysics》 SCIE CSCD 2020年第5期844-856,904,共14页
The Q-factor is an important physical parameter for characterizing the absorption and attenuation of seismic waves propagating in underground media,which is of great signifi cance for improving the resolution of seism... The Q-factor is an important physical parameter for characterizing the absorption and attenuation of seismic waves propagating in underground media,which is of great signifi cance for improving the resolution of seismic data,oil and gas detection,and reservoir description.In this paper,the local centroid frequency is defi ned using shaping regularization and used to estimate the Q values of the formation.We propose a continuous time-varying Q-estimation method in the time-frequency domain according to the local centroid frequency,namely,the local centroid frequency shift(LCFS)method.This method can reasonably reduce the calculation error caused by the low accuracy of the time picking of the target formation in the traditional methods.The theoretical and real seismic data processing results show that the time-varying Q values can be accurately estimated using the LCFS method.Compared with the traditional Q-estimation methods,this method does not need to extract the top and bottom interfaces of the target formation;it can also obtain relatively reasonable Q values when there is no eff ective frequency spectrum information.Simultaneously,a reasonable inverse Q fi ltering result can be obtained using the continuous time-varying Q values. 展开更多
关键词 local centroid frequency local time-frequency transform Q-factor estimation shaping regularization
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On Ws-Regular Spaces
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作者 Halgwrd Mohammed Darwesh Adil Kadir Jabbar 《Journal of Mathematics and System Science》 2012年第2期67-71,共5页
In the present, the authors investigate a new type of separation axioms, which they call it w s-regular. The authors obtained some of its basic properties and its characterizations. Also, the authors notice that the a... In the present, the authors investigate a new type of separation axioms, which they call it w s-regular. The authors obtained some of its basic properties and its characterizations. Also, the authors notice that the axiom of tO s-regularity is weaker than the regularity, stronger than s-regularity and it is independent of w -regularity. However, the authors showed that the w s-regularity and regularity are identical on the class of all locally countable spaces, while the concepts ofw s-regularity and s-regularity are same on the class of anti-locally countable spaces:; furthermore, they proved that the three concepts w s-regularity, s-regularity and w s-regularity are same on the class of extremally disconnected spaces. The authors characterized w s-regular Trspaces by g-open sets, and they proved that the w s-regularity is an open hereditary property and it is also a topologizal property. The w s-closure of subsets of topological spaces are investigated and characterized. The authors used the concepts w s-closure to obtain some characterizations of the w s-regular spaces. Behind those, the authors obtained some properties and characterizations of w -semi open sets. 展开更多
关键词 Semi-open set w -semi open set regular space s-regular space w s-regular space locally and anti locally countable space extremally disconnected space.
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A NOVEL INDOOR GEO-LOCATION METHOD USING MIMO ARRAY
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作者 Sun Guolin Guo Wei 《Journal of Electronics(China)》 2006年第6期810-813,共4页
In a Multiple-Input Multiple-Output (MIMO) Orthogonal Frequency Division Multiplexing (OFDM) based Wireless Local Area Network (WLAN) system, both Access Points (APs) and Mobile Termi-nals (MTs) are configured with mu... In a Multiple-Input Multiple-Output (MIMO) Orthogonal Frequency Division Multiplexing (OFDM) based Wireless Local Area Network (WLAN) system, both Access Points (APs) and Mobile Termi-nals (MTs) are configured with multiple antennas, to make novel indoor geo-location method possible. In this paper, we presented a novel Least Square Support Vector Machine (LS-SVM) based data fusion algorithm to fuse signal strength measurements for indoor geo-location using only a single AP with MIMO arrays. We evaluate our proposed algorithms under indoor environments by MATLAB simulations. Simulation results show that our MIMO-based algorithm is superior to conventional least square algorithm. 展开更多
关键词 Indoor geo-location Multiple-Input Multiple-Output (MIMO) Least Square Support Vector Machine (LS-SVM) Wireless Local Area Network (WLAN)
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