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近邻传播半监督聚类算法的分析与改进 被引量:7
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作者 赵宪佳 王立宏 《计算机工程与应用》 CSCD 北大核心 2010年第36期168-170,218,共4页
近邻传播半监督聚类算法SAP在小数据集上运行时可能会出现并列类代表点的现象,当出现并列类代表点时,依据决策矩阵E对角线上数值大于0确定的类代表点并不是全部的类代表点。分析了近邻传播算法的性质,找出了并列类代表点的出现原因,并... 近邻传播半监督聚类算法SAP在小数据集上运行时可能会出现并列类代表点的现象,当出现并列类代表点时,依据决策矩阵E对角线上数值大于0确定的类代表点并不是全部的类代表点。分析了近邻传播算法的性质,找出了并列类代表点的出现原因,并针对此现象给出了改进算法。 展开更多
关键词 近邻传播 类代表点 半监督学习
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The study of sound wave propagation in rarefied gases using unified gas-kinetic scheme 被引量:5
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作者 Rui-Jie Wang Kun Xu 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第4期1022-1029,共8页
Sound wave propagation in rarefied monatomic gases is simulated using a newly developed unified gaskinetic scheme (UGKS). The numerical calculations are carfled out for a wide range of wave oscillating frequencies. ... Sound wave propagation in rarefied monatomic gases is simulated using a newly developed unified gaskinetic scheme (UGKS). The numerical calculations are carfled out for a wide range of wave oscillating frequencies. The corresponding rarefaction parameter is defined as the ratio of sound wave frequency to the intermolecular particle collision frequency. The simulation covers the flow regime from the continuum to free molecule one. The treatment of the os- cillating wall boundary condition and the methods for eval- uating the absorption coefficient and sound wave speed are presented in detail. The simulation results from the UGKS are compared to the Navier-Stokes solutions, the direct sim- ulation Monte Carlo (DSMC) simulation, and experimental measurements. Good agreement with the experimental data has been obtained in the whole flow regimes for the corresponding Knudsen number from 0.08 to 32. The cur- rent study clearly demonstrates the capability of the UGKS method in capturing the sound wave propagation and its usefulness for the rarefied flow study. 展开更多
关键词 Unified gas-kinetic scheme Sound wave propagation- Non-equilibrium flows
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