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基于多层全连接神经网络的6C地震波极化向量识别研究
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作者 廖成旺 庞聪 +1 位作者 江勇 吴涛 《大地测量与地球动力学》 CSCD 北大核心 2024年第4期331-335,435,共6页
利用机器学习原理,提出一种基于多层全连接(multi-layer fully connected, MFC)神经网络的六分量(six-component, 6C)地震波极化向量识别方法。首先利用6C地震波各波型极化向量数学模型和一系列仿真参数得到5种波型和噪声波型各5 000个... 利用机器学习原理,提出一种基于多层全连接(multi-layer fully connected, MFC)神经网络的六分量(six-component, 6C)地震波极化向量识别方法。首先利用6C地震波各波型极化向量数学模型和一系列仿真参数得到5种波型和噪声波型各5 000个极化向量数据集,然后随机选取其中5 000个作为测试集,其余划分为训练集,进行MFC神经网络与支持向量机(support vector machine, SVM)的综合辨识性能对比实验。结果表明,MFC神经网络模型识别5种极化向量类型(SH波和Love波视为一类)和6种极化向量类型的效果均显著优于SVM模型,平均识别率分别达到99.786%和87.940%。 展开更多
关键词 极化向量识别 六分量地震波 多层全连接神经网络 支持向量
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三维立方晶体声子谱的严格解析解 被引量:1
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作者 葛崇员 陈曦 +1 位作者 成泰民 方庆红 《沈阳化工学院学报》 2009年第2期166-169,共4页
只考虑次近邻相互作用情况下,利用晶格动力学严格求解三维立方晶体声子谱的严格解析解与其对应的极化向量.并在第一布里渊区的全空间讨论声子谱的特性,指出声子谱能量只在第一布里渊区的主要对称点线面上具有简并现象,并按其极化向量判... 只考虑次近邻相互作用情况下,利用晶格动力学严格求解三维立方晶体声子谱的严格解析解与其对应的极化向量.并在第一布里渊区的全空间讨论声子谱的特性,指出声子谱能量只在第一布里渊区的主要对称点线面上具有简并现象,并按其极化向量判断纵向声子与横向声子的特性.给出非简并情况下的声子谱能量及其极化向量的严格解析解. 展开更多
关键词 晶格动力学 第一布里渊区 声子谱能量 极化向量 严格解析解
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三维体心立方晶体声子谱的解析解
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作者 罗宏超 成泰民 《沈阳航空航天大学学报》 2011年第3期84-86,共3页
考虑到第三近邻相互作用情况下,利用晶格动力学方法,确定晶格振动的动力学矩阵及其本征方程,求解三维体心立方晶体声子谱,给出了非简并情况下声子谱的能量及与其对应的极化向量的解析解。并在第一布里渊区的全空间讨论了声子谱的特性,... 考虑到第三近邻相互作用情况下,利用晶格动力学方法,确定晶格振动的动力学矩阵及其本征方程,求解三维体心立方晶体声子谱,给出了非简并情况下声子谱的能量及与其对应的极化向量的解析解。并在第一布里渊区的全空间讨论了声子谱的特性,指出了声子谱能量只在第一布里渊区的主要对称点线面上具有简并现象,并按其极化向量判断了纵向声子与横向声子的特性。 展开更多
关键词 晶格动力学 第一布里渊区 声子谱能量 极化向量 解析解
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三维面心立方晶体声子谱的严格解析解 被引量:2
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作者 陈曦 成泰民 《沈阳化工学院学报》 2009年第4期370-373,共4页
在第三近邻相互作用情况下,利用晶格动力学严格求解三维面心立方晶体声子谱的严格解析解与其对应的极化向量.并在第一布里渊区的全空间讨论声子谱的特性,指出声子谱能量只在第一布里渊区的主要对称点线面上具有简并现象,并按其极化向量... 在第三近邻相互作用情况下,利用晶格动力学严格求解三维面心立方晶体声子谱的严格解析解与其对应的极化向量.并在第一布里渊区的全空间讨论声子谱的特性,指出声子谱能量只在第一布里渊区的主要对称点线面上具有简并现象,并按其极化向量判断纵向声子与横向声子的特性. 展开更多
关键词 晶格动力学 第一布里渊区 声子谱能量 极化向量 严格解析解
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Interface-Optical-Phonon Modes in Quasi-one-dimensional Wurtzite Rectangular Quantum Wires 被引量:1
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作者 ZHANG Li 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第6X期1109-1112,共4页
By employing the dielectric continuum model and Loudon's uniaxial crystal model, the interface optical (IO) phonon modes in a freestanding quasi-one-dimensional (Q1D) wurtzite rectangular quantum wire are derived... By employing the dielectric continuum model and Loudon's uniaxial crystal model, the interface optical (IO) phonon modes in a freestanding quasi-one-dimensional (Q1D) wurtzite rectangular quantum wire are derived and analyzed. Numerical calculation on a freestanding wurtzite GaN quantum wire is performed. The resulte reveal that the dispersion frequencies of IO modes sensitively depend on the geometric structures of the Q1D wurtzite rectangular quantum wires, the free wave-number kz in z-direction and the dielectric constant of the nonpolar matrix. The degenerating behavior of the IO modes in Q1D wurtzite rectangular quantum wire has been clearly observed in the case of small wave-number kz and Iarge ratio of length to width of the rectangular crossing profile. The limited frequency behaviors of IO modes have been analyzed deeply, and detailed comparisons with those in wurtzite planar quantum wells and cylindrical quantum wires are also done. The present theories can be looked on as a generalization of that in isotropic rectangular quantum wires, and it can naturally reduce to the case of Q1D isotropic quantum wires once the anisotropy of the wurtzite material is ignored. 展开更多
关键词 interface phonon modes polarization eigenvectors rectangular quantum wire
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SVD-LSSVM and its application in chemical pattern classification 被引量:2
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作者 TAO Shao-hui CHEN De-zhao HU Wang-ming 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第11期1942-1947,共6页
Pattern classification is an important field in machine learning; least squares support vector machine (LSSVM) is a powerful tool for pattern classification. A new version of LSSVM, SVD-LSSVM, to save time of selectin... Pattern classification is an important field in machine learning; least squares support vector machine (LSSVM) is a powerful tool for pattern classification. A new version of LSSVM, SVD-LSSVM, to save time of selecting hyper parameters for LSSVM is proposed. SVD-LSSVM is trained through singular value decomposition (SVD) of kernel matrix. Cross validation time of selecting hyper parameters can be saved because a new hyper parameter, singular value contribution rate (SVCR), replaces the penalty factor of LSSVM. Several UCI benchmarking data and the Olive classification problem were used to test SVD-LSSVM. The result showed that SVD-LSSVM has good performance in classification and saves time for cross validation. 展开更多
关键词 Pattern classification Structural risk minimization Least squares support vector machine (LSSVM) Hyper pa-rameter selection Cross validation Singular value decomposition (SVD)
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Structural polarization properties of vector Gaussian beam in the far field
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作者 周国泉 倪涌舟 储修祥 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第11期3377-3381,共5页
Based on the vector angular spectrum representation of optical beam and the method of stationary phase, the analytical TE and TM terms of vector Gaussian beam have been presented in the far field. By using the local p... Based on the vector angular spectrum representation of optical beam and the method of stationary phase, the analytical TE and TM terms of vector Gaussian beam have been presented in the far field. By using the local polarization matrix, the polarization properties of the TE and TM terms in the far field are investigated, and it is found that the degree of their polarization is only determined by the spatial location. When the source is completely polarized, the TE and TM terms are both completely polarized in the far field. When the source is completely unpolarized, the TE and TM terms in the far field are partially polarized. The whole beam is also partially polarized except on the propagating axis. Moreover, the degrees of polarization of TE and TM terms are both larger than that of the whole beam. 展开更多
关键词 vector Gaussian beam vectorial structure local polarization matrix degree of polarization
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Spontaneous Emission of a Polarized Atom in a Medium Between Two Parallel Mirrors 被引量:1
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作者 王德华 黄凯云 徐强 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第1期138-144,共7页
Using the photon closed orbit theory, the spontaneous emission rate of a polarized atom in a medium between two parallel mirrors is derived and calculated. It is found that the spontaneous emission rate of a polarized... Using the photon closed orbit theory, the spontaneous emission rate of a polarized atom in a medium between two parallel mirrors is derived and calculated. It is found that the spontaneous emission rate of a polarized atom between the mirrors is related to the atomic position and the polarization direction. The results show that in the vicinity of the mirror, the variation of the spontaneous emission rate depends crucially on the atomic polarization direction. With the increase of the polarization angle, the oscillation in the spontaneous emission rate becomes decreased. For the polarization direction parallel to the mirror plane, the oscillation is the greatest; while for the perpendicular polarization direction, the oscillation is nearly vanished. The agreement between our result and the quantum electrodynamics result suggests the correctness of our calculation. This study further verifies that the atomic spontaneous emission process can be effectively controlled by changing the polarization orientation of the atom. 展开更多
关键词 spontaneous emission polarized atom closed orbit theory
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Transport Properties of Two-Dimensional Electron Gases in Antiparallel Magnetic-Electric Barrier Structures
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作者 PING Yun-Xia CHENG Ze 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第2X期348-352,共5页
We study theoretically transport properties of two-dimenslonal electron gases through antiparallel magneticelectric barrier structures. Two kinds of magnetic barrier configurations are employed: one is that the stren... We study theoretically transport properties of two-dimenslonal electron gases through antiparallel magneticelectric barrier structures. Two kinds of magnetic barrier configurations are employed: one is that the strength of the double δ-functlon in opposite directions is equal and the other is that the strength is unequal Similarities and differences of electronic transports are presented. It is found that the transmission and the conductance depend strongly on the shape of the magnetic barrier and the height of the electric harrier. The results indicate that this system does not possess any spin filtering and spin polarization and electron gases can realize perfect resonant tunneling and wave-vector filtering properties. Moreover, the strength of the effect of the inhomogeneous magnetic field on the transport properties is discussed. 展开更多
关键词 magnetic-electric barrier resonant tunneling wave-vector filtering TRANSMISSION CONDUCTANCE
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Aerosol Type Identification Using PARASOL Multichannel Polarized Data 被引量:2
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作者 FAN Xue-Hua CHEN Hong-Bin 《Atmospheric and Oceanic Science Letters》 CSCD 2014年第3期224-229,共6页
PARASOL(Polarization & Anisotropy of Reflectances for Atmospheric Sciences coupled with Observations from a Lidar) multi-channel and multi-directional polarized data for different aerosol types were compared.The P... PARASOL(Polarization & Anisotropy of Reflectances for Atmospheric Sciences coupled with Observations from a Lidar) multi-channel and multi-directional polarized data for different aerosol types were compared.The PARASOL polarized radiance data at 490 nm,670 nm,and 865 nm increased with aerosol optical thickness(AOT) for fine-mode aerosols;however,the polarized radiances at 490 nm and 670 nm decreased as AOT increased for coarse dust aerosols.Thus,the variation of the polarized radiance with AOT can be used to identify fine or coarse particle-dominated aerosols.Polarized radiances at three wavelengths for fine-and coarse-mode aerosols were analyzed and fitted by linear regression.The slope of the line for 670 nm and 490 nm wavelength pairs is less than 0.35 for dust aerosols.However,the value for fine-mode aerosols is greater than 0.60.The Support Vector Machine method(SVM) based on 12 vector features was used to discriminate clear sky,coarse dust aerosols,fine-mode aerosols,and cloud.Two cases were given and validated by AErosol RObotic NETwork(AERONET) measurements,MODIS(Moderate Resolution Imaging Spectroradiometer) FMF(Fine Mode Fraction at 550 nm) images,PARASOL RGB(Red Green Blue) images,and CALIOP(Cloud-Aerosol Lidar with Orthogonal Polarization) VFM(Vertical Feature Mask) data. 展开更多
关键词 aerosol typePARASOLpolarized data support vector machine
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