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一种基于大密度区域的模糊聚类算法 被引量:11
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作者 李鑫 张继福 蔡江辉 《小型微型计算机系统》 CSCD 北大核心 2012年第6期1310-1315,共6页
针对模糊C-均值(FCM)算法对初始聚类中心和噪声数据敏感的缺陷,提出一种基于大密度区域的模糊聚类算法.该算法首先利用大密度区域以及样本的密度值变化方法,选取初始聚类中心以及候选初始聚类中心,并依据初始聚类中心与候选初始聚类中... 针对模糊C-均值(FCM)算法对初始聚类中心和噪声数据敏感的缺陷,提出一种基于大密度区域的模糊聚类算法.该算法首先利用大密度区域以及样本的密度值变化方法,选取初始聚类中心以及候选初始聚类中心,并依据初始聚类中心与候选初始聚类中心的距离,确定初始聚类中心点,从而有效的克服了随机给定初始聚类中心容易使算法收敛到局部极小的缺陷;其次,分别利用密度函数为样本加权和引用改进的隶属度函数进行优化,有效地提高了模糊聚类的抗噪性;最后实验验证了算法在初始聚类中心的确定,聚类效果和抗噪性方面具有良好的效果. 展开更多
关键词 模糊聚类 大密度区域 聚类中心 密度函数 抗噪性
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Increasing trend of lightning activity in the South Asia region 被引量:3
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作者 Kai Qie Xiushu Qie Wenshou Tian 《Science Bulletin》 SCIE EI CSCD 2021年第1期78-84,M0004,共8页
Lightning is an important natural source of wildfires and oxynitride,and hence significantly influences ecological systems and atmospheric chemistry.Here,we choose South Asia,an important region for global water reall... Lightning is an important natural source of wildfires and oxynitride,and hence significantly influences ecological systems and atmospheric chemistry.Here,we choose South Asia,an important region for global water reallocation and global climate changes,to examine lightning variations based on the longest existing lightning dataset from the OTD/LIS observations.We identify a clear increase in lightning density in the research region,increasing at a rate of 0.096 fl km^(-2)a^(-1)over the last two decades.Multiple linear regression analysis is adopted to identify the main influencing factors among ten potential thermodynamic or microphysical factors and the crucial areas contributing to the increases in lightning.The surface latent heat flux along the west coast of the Indian subcontinent is the largest contributor,explaining52%of the lightning variance and contributing to a 0.025 fl km^(-2)a^(-1)increase.The sea surface temperature in the Arabian Sea,the convective available potential energy(CAPE)over the northwestern Indian subcontinent,and the wind shear along the northwestern coast also make important contributions to the lightning increase,indicating that the thermodynamic effects overwhelm the microphysical effects on lightning activity over the South Asia region. 展开更多
关键词 Lightning activity TREND South Asian monsoon region Thermodynamic and microphysical factors Multiple linear regression analysis
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