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大规模光通信网络流量的非线性建模与预测 被引量:3
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作者 王槐源 《激光杂志》 北大核心 2016年第7期101-104,共4页
流量建模与预测对了解光通信网络变化状态具有重要意义,为了有效描述光通信网络流量的混沌性,提出一种大规模光通信网络流量的非线性建模与预测方法。首先利用相空间重构理论对光通信网络流量数据进行预处理,然后采用最小二乘支持向量... 流量建模与预测对了解光通信网络变化状态具有重要意义,为了有效描述光通信网络流量的混沌性,提出一种大规模光通信网络流量的非线性建模与预测方法。首先利用相空间重构理论对光通信网络流量数据进行预处理,然后采用最小二乘支持向量机描述光通信网络流量的变化特点,并采用遗传算法选择核函数参数和惩罚参数,最后采用光通信网络流量预测实例对其性能进行实证分析,并与其它方法进行对比实验。实验结果表明,本文方法具有较高的光通信网络流量预测精度,可以描述光通信网络流量的混沌性,具有一定推广价值。 展开更多
关键词 大规模光通信网络 网络流量 建模与预测 非线性变化特征
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Spatial and Temporal Variations of Daily Ranges of the Geomagnetic Vertical Component in the Chinese Mainland
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作者 Li Junhui Li Qi +3 位作者 Wang Xingzhou He Kang Tao Yuechao Chen Jun 《Earthquake Research in China》 2013年第1期91-100,共10页
In this paper, we use the daily ranges of the vertical magnetic intensity of approximately 76 geomagnetic stations from January 1, 2008 to December 31, 2010 to analyze the spatial and temporal characteristics of Z ran... In this paper, we use the daily ranges of the vertical magnetic intensity of approximately 76 geomagnetic stations from January 1, 2008 to December 31, 2010 to analyze the spatial and temporal characteristics of Z ranges. The results are summarized as follows: (1) Temporally, we use regressive analysis and FFT analysis to analyze the data. The results show that the Z component daily ranges of all stations have an obvious cyclical variation, the computed Fourier spectra of all data sets have clearly resolved the required periodicities in the data, in the form of distinct peaks at days 365, 183, 22, and 73, and the power spectra of day 365 is the highest in all periods. (2) In terms of spatial variation, the daily ranges show nonlinear variation with latitude in China. The results show the existence of a point of inflexion (maximal value point) nearby at about 25°N, the daily ranges of Z rise from 15°~25°N and have a good linear decrease variation along with 25°~50°N. (3) Compared with the spatial and temporal variations of Z daily ranges with the Sq current inversion, we found that the spatial and temporal characteristics of Z ranges are decided mainly by the spatio-temporal evolution of the Sq current system. (4) If the latitudes of the maximum amplitudes of variation of the vertical component in the geomagnetic quiet days are roughly taken as the latitudes corresponding to the foci of Sq overhead current system, we can see that these latitudes of foci become higher in summer, are lowest in winter and highest during Equinoxes, displaying conspicuous monthly and daily variations. For two successive geomagnetic quiet days, the latitudes of foci may vary ten degrees. 展开更多
关键词 Chinese mainland GEOMAGNETIC Daily ranges of Z component Spatial and temporal variations
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An unconventional phase field modeling of domains formation and evolution in tetragonal ferroelectrics 被引量:3
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作者 ZHOU YouGang PENG JinLin +1 位作者 PAN Kai LIU YunYa 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2016年第7期1059-1064,共6页
Based on characteristic functions of variants, we developed an unconventional phase field modeling for investigating domains formation and evolution in tetragonal ferroelectrics. In order to develop this computational... Based on characteristic functions of variants, we developed an unconventional phase field modeling for investigating domains formation and evolution in tetragonal ferroelectrics. In order to develop this computational approach, we constructed the anisotropy energy of tetragonal variants, which is used instead of Landau-Devonshire potential in the conventional phase field method, resulting in that much fewer parameters are needed for simulations. This approach is advantageous in simulations of emerging ferroelectric materials. We employ it to study the formation and evolution of domains in tetragonal barium titanate single crystal, as well as the nonlinear behaviors under cyclical stress and electric field loading. A multi-rank laminated ferroelectric domain pattern, 90° domain switching accompanied by polarization rotation, and 180° domain switching accompanied by move of domain wall are predicted. It is found that the speed of 90° domain switching is slower than that of 180° domain switching, due to both polarization and transformation strain changed in 90° domain switching. It also suggests that large strain actuation can be generated in single crystal ferroelectrics via combined electromechanical loading inducing 90° domain switching. The good agreement between simulation results and experimental measurements is observed. 展开更多
关键词 phase field simulation ferroelectric domains formation and evolution ferroelectric materials
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