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Correlation between local clusters and structure of Al_(71) Cu_(29) melt
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作者 陈莹 边秀房 +1 位作者 孙民华 王丽 《中国有色金属学会会刊:英文版》 CSCD 2003年第2期344-347,共4页
The structures of Al 14 Cu 12 clusters were optimized by B3LYP method and the six geometries ground states were obtained. Al 71 Cu 29 alloy melt has been investigated using X ray diffractometry at 700 ℃. The experime... The structures of Al 14 Cu 12 clusters were optimized by B3LYP method and the six geometries ground states were obtained. Al 71 Cu 29 alloy melt has been investigated using X ray diffractometry at 700 ℃. The experimental data were compared with calculated results to find the relation between the structures of Al Cu clusters and melt structure. It is shown that there exists a strong interaction between Al and Cu atoms. The bond length in some geometries is very close to the experimental atomic distance. Such optimized geometries have close correlation with the liquid structure of Al Cu alloy. 展开更多
关键词 铝合金 熔炼 结构 X射线衍射 组织
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Fragmentation Behavior and Ionization Potentials of Aluminum Clusters Al_n(n≤40)
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作者 ZHANG Wei LI Zhuo +1 位作者 ZHANG Gang LU Wen-cai 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 2010年第2期294-299,共6页
Al2-Al40 clusters were studied by means of the all-electron DFT method. The properties of the aluminum clusters including binding energy, the second difference in energy, HOMO-LUMO gap, especially fragmentation energi... Al2-Al40 clusters were studied by means of the all-electron DFT method. The properties of the aluminum clusters including binding energy, the second difference in energy, HOMO-LUMO gap, especially fragmentation energies and ionization potentials, were analyzed. The main products from the dissociations of aluminum cluster ions are shown to be Al + Al^+n-1 for the larger clusters, and Al^+ +Aln-1 for the smaller ones. And, the calculated ionization potentials are consistent with the experiment data. 展开更多
关键词 al cluster Fragmentation behavior Ionization potential
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A First-principles Calculation of Structures and Stability of Al_(13)I Cluster 被引量:1
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作者 LI Gui-Fa PENG Ping YANG Feng HAN Shao-Chang 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2006年第2期232-239,共8页
Using first-principles pseudo-potential plane wave method, the energetics, geometrical and electronic structures of three Al13I cluster isomers were calculated. The calculation results of the binding energy indicate A... Using first-principles pseudo-potential plane wave method, the energetics, geometrical and electronic structures of three Al13I cluster isomers were calculated. The calculation results of the binding energy indicate Al13I cluster is more stable than Al13 cluster although its electrons are not a magic number as in Alia cluster, and among Al13I cluster isomers the "Bridge" structure is the most stable, the second is the "Ontop" structure, and the worst is the "Hollow" structure. By analyzing the geometrical structures of Al13I cluster isomers, it is found that after I atom and Al13 cluster combine the geometrical structures of Al13 moieties are changed besides Al13I Hollow cluster, in which the Alia moiety is still a regular icosahedron. For Al13I Ontop cluster, the Al13 moiety has a shrinking trend to I, whereas in Al13I Bridge cluster it is distorted. Mulliken population analysis shows for the interaction of electrons between Al-I atoms in Al13I cluster not only there exists an ionic bonding but there is a covalent bonding. Part of electrons in the Alia cluster transfer to I as Al13 cluster and I atom combine. The order of the strength of covalent bonding between Al13 moiety and I in Al13I cluster isomers is Al13IBridge〉Al13IHollow〉Al13I Ontop. Further analysis of electric structures of Al13 and Al13I clusters indicates a higher stability of Al13I cluster than Al13 cluster can be attributed to the s-p hybridization of 3s and 3p electrons of Al in Al13 moiety induced by 1 doped, which leads to fewer electrons N(EF) at EF in Al13I and a larger energy gap △EH-L between HOMO and LUMO levels in Al13I cluster. The distinguish of structural stability of Al13I cluster isomers mainly originates from their different magnitudes .in decrease of N(EF) and increase of △EH-L relative to Al13 cluster. The fewest N(EF) and the largest △EH-L are responsible for the high stability of Al13I Bridge cluster. 展开更多
关键词 al13I cluster structural stability electronic structure pseudo-potential plane-wave method
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Melting properties of mixed Ni(13-x)Alx(x=0 to 13) clusters
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作者 SUN Hou-qian(1.Yangcheng Institute of Tchnology, Yangcheng, Jiangsu 224002) 《原子与分子物理学报》 CAS CSCD 北大核心 2002年第3期277-282,共6页
Starting from the configuration full optimized by Genetic Algorithm (GA), the melting behaviors of Binary Ni 13-xAl x(x=0 to 13) clusters have been investigated by Monte Carlo (MC) simulations with Metropolis algorith... Starting from the configuration full optimized by Genetic Algorithm (GA), the melting behaviors of Binary Ni 13-xAl x(x=0 to 13) clusters have been investigated by Monte Carlo (MC) simulations with Metropolis algorithm with a n-body Gupta potential. In contrast to bulk, these clusters have smeared first order transitions occurring over a range of temperature. The melting temperature T m calculated from Lindemann’s criterion vary drastically with concentrations x. For most clusters studied, the average energy per atom E, the relative root-mean-square (rms) bond length fluchuation δ and the heat capacity C per atom related to the energy fluctuation of the system change with temperature in the transition region in manners differing from LJ and alkali metal clusters. For Ni 12Al, Ni 7Al 6, Ni 6Al 7, Ni 5Al 8 clusters, there are behaviors characteristic of magic number in C, which do not exist in the pure TM clusters. 展开更多
关键词 NI al 热力学性质 分子团簇 蒙特卡洛模拟 分子结构 数值计算
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Configuration evolution of Al_n(n=3,4,6,13,19) clusters studied using linear synchronous transit method
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作者 彭平 李贵发 +3 位作者 杨峰 田泽安 郑采星 韩绍昌 《中国有色金属学会会刊:英文版》 CSCD 2006年第B02期808-812,共5页
The evolution of configurations of Aln (n=3,4,6,13,19) clusters were investigated using linear synchronous transit (LST) method. The stable structures of Al3, Al4, Al6, Al13, Al19 clusters were confirmed to be triangl... The evolution of configurations of Aln (n=3,4,6,13,19) clusters were investigated using linear synchronous transit (LST) method. The stable structures of Al3, Al4, Al6, Al13, Al19 clusters were confirmed to be triangle, rhombus, octahedron, icosahedron and double icosahedron, respectively. For Al6 and Al19 clusters there are metastable structures of parallelogram and octahedron, respectively, whereas in the Al3, Al4 and Al13 clusters, no metastable configuration are validated. A large energy gap and a low energy barrier between the parallelogram and the octahedron of the Al6 cluster indicate the transformation from its metastable configuration to stable octahedron to be rather easy. By contrast, a small energy gap and a high energy barrier between the stable and metastable structures of Al19 cluster mean its configuration evolution from the octahedron to the double icosahedron occurs hardly, therefore the metastable octahedron configuration of Al19 cluster can be extensively detected in experiments and simulations. 展开更多
关键词 铝团簇 构型变化 线性同步迁移法 液态金属 冷却
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Computer Simulation of Ordering and Atom Clustering in Aging Binary Al-Li Alloy
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作者 LIXiao-ling CHENZheng +1 位作者 WANGYong-xin HUMing-juan 《材料热处理学报》 EI CAS CSCD 北大核心 2004年第05B期720-723,共4页
Ordering and atom clustering in aging binary Al-Li alloy has been investigated by computer simulation through calculating the long range order (Iro.) parameter and composition deviation order parameter from single-sit... Ordering and atom clustering in aging binary Al-Li alloy has been investigated by computer simulation through calculating the long range order (Iro.) parameter and composition deviation order parameter from single-site occupation probabilities of Li atom. The results show that when the alloy lies in metastable region in the phase diagram ordering and atom clustering occur simultaneously. As the composition of the alloy increases ordering occurs earlier than atom clustering gradually. When the alloy lies in instable region atom clustering takes place after the congruent ordering completes. It has also been found that the incubation period of the phase transformation is shortened as the composition increases. 展开更多
关键词 计算机模拟 有序化 原子偏聚 al-LI合金
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Efficiently Adsorbing CO Molecules Using Al_6Si Cluster
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作者 黎康宁 杨传路 +1 位作者 王美山 马晓光 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2016年第9期1355-1361,共7页
Based on the density functional theory with generalized gradient approximation, the stable geometrical structures of one or more CO molecules adsorbed on the Al6Si cluster are investigated and the corresponding adsorp... Based on the density functional theory with generalized gradient approximation, the stable geometrical structures of one or more CO molecules adsorbed on the Al6Si cluster are investigated and the corresponding adsorption energies are also calculated. It is found that the cluster Al6Si can adsorb six CO molecules. The thermal stability of the(CO)6@Al6Si complexes is examined using the atom centered density matrix propagation molecular dynamics calculations at 373 K. The results show that two isomers of Al6Si cluster can solidly adsorb six CO molecules, and the other isomer adsorbs four ones. Therefore, the Al6Si cluster is a promising candidate for eliminating CO effectively. 展开更多
关键词 adsorption thermal stability CO molecule al6Si cluster
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自然时效Al-Cu系合金溶质原子团簇的研究进展
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作者 韩静怡 张鹏 刘刚 《材料导报》 北大核心 2025年第20期221-230,共10页
人工时效是提高铝合金性能的有效方法,但固溶淬火时效等方法引入的热应力较大,并且存在淬透性等问题,因此工业上提出开发免热处理型铝合金,也就是利用自然时效对合金进行强化处理。自然时效强化可以减少热应力变形,同时省去部分热处理工... 人工时效是提高铝合金性能的有效方法,但固溶淬火时效等方法引入的热应力较大,并且存在淬透性等问题,因此工业上提出开发免热处理型铝合金,也就是利用自然时效对合金进行强化处理。自然时效强化可以减少热应力变形,同时省去部分热处理工序,具有降低制造成本、节能减排等优势。合金一般在自然时效阶段形成溶质原子簇,即纳米/亚纳米无序聚集区,由溶质原子在基体内形成。这种团簇强化机制可引起显著的强度提升以及良好的塑韧性,能有效抑制疲劳裂纹扩展,展现出优异的综合性能。近年来得益于三维原子探针、小角散射等表征技术的发展和逐渐完善,自然时效的团簇强韧化的研究逐渐深入。本文着重介绍了自然时效Al-Cu系合金近年来的研究进展,从Al-Cu-Li、Al-Cu-Sn、Al-Cu-Mg三种类型合金的强韧化、微观表征以及应用等多个方面进行了简要总结,同时也对合金自然时效领域未来可能的研究趋势与方向进行了深入的展望。 展开更多
关键词 al-Cu系 溶质原子团簇 自然时效 微观表征
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Study on electronic density topology of various cluster models of Mg/Al hydrotalcite by density functional theory
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作者 Renqing Lu Nina Zhang 《Journal of Natural Gas Chemistry》 EI CAS CSCD 2010年第2期179-184,共6页
The geometry and electronic topology properties of Mg/Al hydrotalcite cluster models were comparatively investigated by means of density functional theory at GGA/DND levels.The results suggested that cluster model con... The geometry and electronic topology properties of Mg/Al hydrotalcite cluster models were comparatively investigated by means of density functional theory at GGA/DND levels.The results suggested that cluster model containing seven octahedral cations was the smallest size to be employed to simulate other properties.The fact that the n+ charge of cluster models containing n aluminum atoms can reflect electronic properties of anionic clay layer sheet.The bond lengths of clusters can be modified by terminating with or without OH-/H2O groups in terms of principle of bond order conservation. 展开更多
关键词 HYDROTalCITE density functional theory cluster model Mg/al
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Electronic Structure Effect on Model Cluster for L1_2 Structure of Al_3Ti Intermetallic Compound with an Addition of Alloying Elements Fe, Ni and Cu
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作者 Senying LIU Rongze HU Dongliang ZHAO and Chongyu WANG(Central Iron and Steel Research Institute, Beijing, 100081, China)(To whom correspondence should be addressed)Ping LUO(National Research Cent or Certified Materials, Beijing, 100013, China)Zhongjie P 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 1995年第5期369-372,共4页
By use of self-consistent field Xα scattered-wave (SCF-Xα-SW) method, the electronic structure was calculated for four models of Ti4Al14X (X=Al, Fe, Ni and Cu) clusters. The Ti4Al14X cluster was developed based on L... By use of self-consistent field Xα scattered-wave (SCF-Xα-SW) method, the electronic structure was calculated for four models of Ti4Al14X (X=Al, Fe, Ni and Cu) clusters. The Ti4Al14X cluster was developed based on L12 Al3Ti-base intermetallic compound. The results are presented using the density of states (DOS) and one-electron properties, such as relative binding tendency between the atom and the model cluster, and hybrid bonding tendency between the alloying element and the host atoms. By comparing the four models of Ti4Al14X cluster, the effect of the Fe, Ni or Cu atom on the physical properties of Al3Ti-based L12 intermetallic compounds is analyzed. The results indicate that the addition of the Fe, Ni or Cu atom intensifies the relative binding tendency between Ti atom and Ti4Al14X cluster. It was found that the Fermi level (EF) lies in a maximum in the DOS for Ti4Al14Al cluster; on the contrary, the EF comes near a minimum tn the DOS for Ti4Al14X (X=Fe, Ni and Cu) cluster. Thus the L12 crystal structure for binary Al3Ti alloy is unstable, and the addition of the Fe, Ni or Cu atom to Al3Ti is benefical to stabilize L12 crystal structure. The calculation also shows that the Fe, Ni or Cu atom strengthens the hybrid bonding tendency between the central atom and the host atoms for Ti4Al14X cluster and thereby may lead to the constriction of the lattice of Al3Ti-base intermetallic compounds. 展开更多
关键词 FE Electronic Structure Effect on Model cluster for L12 Structure of al3Ti Intermetallic Compound with an Addition of alloying Elements Fe al Ti Cu
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简单金属小团簇Al_n(n=2~7)的磁性 被引量:2
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作者 庄琼云 张建华 +1 位作者 文玉华 朱梓忠 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2008年第6期801-805,共5页
使用自旋极化的密度泛函理论下的第一原理方法,对简单金属铝的小团簇Aln(n=2~7)的结构特性和磁性进行了理论计算.结果表明:团簇的结合能随着团簇中原子数的增加而增大;虽然Al是简单金属,但是其小团簇Aln(n=2~7)具有磁性,磁矩在1μB和2... 使用自旋极化的密度泛函理论下的第一原理方法,对简单金属铝的小团簇Aln(n=2~7)的结构特性和磁性进行了理论计算.结果表明:团簇的结合能随着团簇中原子数的增加而增大;虽然Al是简单金属,但是其小团簇Aln(n=2~7)具有磁性,磁矩在1μB和2μB间变化;通过能级图分析了Aln团簇磁矩的变化规律.此外,还分析了Aln团簇的磁矩、结合能、能量的一阶和二阶差分随原子数n的变化,讨论了最稳定团簇Al5的电子结构和电荷密度. 展开更多
关键词 al团簇 磁性 从头计算
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C_nAl_m^+(n=1~12,m=1,2)团簇几何结构特征与稳定性的量子化学研究 被引量:3
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作者 马文瑾 宋翔 +1 位作者 张献明 武海顺 《化学学报》 SCIE CAS CSCD 北大核心 2010年第19期1942-1950,共9页
采用密度泛函理论(DFT)的B3LYP方法,在6-311++G**水平上对CnAlm+(n=1~12,m=1,2)团簇的几何和电子结构进行了理论计算,讨论了混合团簇的结构与成键特征,以及振动频率与电荷转移.结果表明,CnAl+团簇的基态结构分别为Al原子与Cn链端基配... 采用密度泛函理论(DFT)的B3LYP方法,在6-311++G**水平上对CnAlm+(n=1~12,m=1,2)团簇的几何和电子结构进行了理论计算,讨论了混合团簇的结构与成键特征,以及振动频率与电荷转移.结果表明,CnAl+团簇的基态结构分别为Al原子与Cn链端基配位形成的直线或折线状结构,以及Al原子与Cn环上1个C原子端位相连或打开Cn环与2个C原子相连形成的环状结构;分子总的平均键长随着n的增大逐渐趋于定值0.138nm.CnAl+2团簇基态结构可以看作是两个较小的Cn/2Al+分子碎片通过端位C原子相互结合形成CcoreAlshell的直线或顺式与反式折线状结构;分子总的平均键长随着n的增大逐渐趋于定值0.141nm.通过对基态结构的能量分析,得到了CnAl+和CnAl+2团簇的稳定性信息. 展开更多
关键词 Cnalm+团簇 基态结构 密度泛函理论 稳定性
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Al_mN和Al_mN^+(m=2~9)团簇结构与稳定性的量子化学研究 被引量:5
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作者 马文瑾 武海顺 《化学学报》 SCIE CAS CSCD 北大核心 2004年第18期1785-1793,共9页
用密度泛函理论 (DFT)的B3LYP方法 ,在 6 3 11G 水平上对AlmN和AlmN+ (m =2~ 9)团簇的几何构型、电子结构、振动频率等性质进行了理论研究 ,给出了以Alm 团簇作为设计AlmN类结构的母体 ,考虑在不同位置上结合N原子的结构 ,可以较快找到... 用密度泛函理论 (DFT)的B3LYP方法 ,在 6 3 11G 水平上对AlmN和AlmN+ (m =2~ 9)团簇的几何构型、电子结构、振动频率等性质进行了理论研究 ,给出了以Alm 团簇作为设计AlmN类结构的母体 ,考虑在不同位置上结合N原子的结构 ,可以较快找到AlmN类团簇基态结构的一种方法 .通过对基态结构的离解能和能量二次差分讨论 ,得到m为奇数的AlmN团簇比m为偶数的稳定 .对基态结构的绝热电离能讨论结果表明 ,只存在Al—N键的Al2 N和Al3 N团簇较稳定 . 展开更多
关键词 铝氮类团簇 稳定性 量子化学 密度泛函 振动频率 几何构型 电子结构 基态结构
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Al掺杂Sn_(12)^-团簇结构及电子性质的密度泛函理论研究 被引量:2
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作者 赵蔡斌 郭小华 +2 位作者 孙妩娟 葛红光 周科 《分子科学学报》 CAS CSCD 北大核心 2011年第6期426-430,共5页
采用密度泛函理论(DFT)的B3PW91方法,在混合基组水平上对Al掺杂Sn12-团簇几何结构和电子结构进行了计算分析.结果表明,Al内掺杂Sn12-团簇能量更低更稳定,但LU-MO-HOMO能隙较小.外掺杂多面体簇中,电荷从Al原子移向Sn12-笼,趋向形成[Al+Sn... 采用密度泛函理论(DFT)的B3PW91方法,在混合基组水平上对Al掺杂Sn12-团簇几何结构和电子结构进行了计算分析.结果表明,Al内掺杂Sn12-团簇能量更低更稳定,但LU-MO-HOMO能隙较小.外掺杂多面体簇中,电荷从Al原子移向Sn12-笼,趋向形成[Al+Sn122-]结构;内掺杂多面体簇中,电荷从Sn12-笼移向Al原子,趋向形成[Al-@Sn12]结构. 展开更多
关键词 al掺杂Sn12-团簇 结构及电子性质 密度泛函理论
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Al-Mg-Si-Zn合金时效早期纳米团簇的演变 被引量:2
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作者 黄创高 易杰 高英俊 《广西大学学报(自然科学版)》 CAS CSCD 北大核心 2010年第5期831-834,共4页
运用蒙特卡罗方法计算模拟了Al-Mg-Si-Zn合金时效初期微结构的演化过程。模拟结果表明:Al-Mg-Si-Zn合金中Si在早期延缓了Mg/Zn形成复合团簇的进程速度,降低了Al-Mg-Si-Zn合金中Mg、Zn原子结合的程度,但未能显著改变Al-Mg-Si-Zn合金时效... 运用蒙特卡罗方法计算模拟了Al-Mg-Si-Zn合金时效初期微结构的演化过程。模拟结果表明:Al-Mg-Si-Zn合金中Si在早期延缓了Mg/Zn形成复合团簇的进程速度,降低了Al-Mg-Si-Zn合金中Mg、Zn原子结合的程度,但未能显著改变Al-Mg-Si-Zn合金时效早期Zn/Mg团簇的演化过程,这可能是由Si原子与Mg、Zn原子之间相互作用都较弱造成的。研究表明,空位在微结构演化过程中对形成原子偏聚团起到重要作用。 展开更多
关键词 MONTE-CARLO方法 原子团簇 al-Mg-Si-Zn合金
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计算机模拟Al-Cu-(Mg)-(Ag)时效初期原子分布状态 被引量:7
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作者 李世晨 郑子樵 《中南工业大学学报》 CSCD 北大核心 2000年第5期441-444,共4页
采用MonteCarlo方法模拟了时效初期Al 1.8Cu ,Al 1.8Cu 0 .2Ag ,Al 1.8Cu 0 .5Mg和Al 1.8Cu 0 .5Mg 0 .2Ag 4种合金的原子分布图 .结果表明 :在无Mg ,Ag的Al Cu合金时效时 ,Cu原子有强烈丛聚的倾向 ,而微量Mg ,Ag的加入明显抑制了Cu原... 采用MonteCarlo方法模拟了时效初期Al 1.8Cu ,Al 1.8Cu 0 .2Ag ,Al 1.8Cu 0 .5Mg和Al 1.8Cu 0 .5Mg 0 .2Ag 4种合金的原子分布图 .结果表明 :在无Mg ,Ag的Al Cu合金时效时 ,Cu原子有强烈丛聚的倾向 ,而微量Mg ,Ag的加入明显抑制了Cu原子的丛聚 ,其中 ,尤以Mg的作用最为显著 ,并且Mg ,Ag之间还存在强烈的相互作用 .作者认为 ,微量Mg ,Ag对Al Cu合金时效过程的影响是通过抑制Cu原子丛聚而实现的 . 展开更多
关键词 原子簇 计算机模拟 时效 原子分布 铝一铜合金
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电脉冲作用下Al-22%Si合金凝固组织的变化机制 被引量:12
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作者 何力佳 王建中 +2 位作者 齐锦刚 李英 苍大强 《材料热处理学报》 EI CAS CSCD 北大核心 2007年第4期102-105,共4页
研究了在过热Al-22%Si合金熔体中施加电脉冲对其凝固组织的影响,考察了电脉冲频率、作用时间对初生相形态的影响规律。结果表明,经电脉冲孕育的合金凝固组织明显细化,初生硅相由花瓣状向块状转变;示差扫描量热法(DSC)曲线发生变化,初生... 研究了在过热Al-22%Si合金熔体中施加电脉冲对其凝固组织的影响,考察了电脉冲频率、作用时间对初生相形态的影响规律。结果表明,经电脉冲孕育的合金凝固组织明显细化,初生硅相由花瓣状向块状转变;示差扫描量热法(DSC)曲线发生变化,初生相凝固点下降了16.78℃,反应焓值降低了4.1J/kg。理论分析表明外场作用下铝硅合金熔体中的大尺度硅团簇发生裂解,从而提高了熔体均匀程度。 展开更多
关键词 电脉冲孕育处理 al-22%Si合金 初生相 团簇
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Al-Ni合金团簇的原子结构 被引量:1
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作者 罗达峰 施大宁 王保林 《淮阴工学院学报》 CAS 2005年第3期1-4,共4页
采用遗传算法,选取Gupta多体势优化了Ni、Al单质团簇和Al-Ni合金团簇的基态构形。一般来说,当N<14,AlxNiy(x+y=N)合金团簇的基态构形除了Al8Ni2和Al9Ni2以外都是基于二十面体结构的,Al8Ni2的基态构形是紧密的扁平结构,Al9Ni2团簇也... 采用遗传算法,选取Gupta多体势优化了Ni、Al单质团簇和Al-Ni合金团簇的基态构形。一般来说,当N<14,AlxNiy(x+y=N)合金团簇的基态构形除了Al8Ni2和Al9Ni2以外都是基于二十面体结构的,Al8Ni2的基态构形是紧密的扁平结构,Al9Ni2团簇也具有类似的扁平结构。 展开更多
关键词 al—Ni合金团簇 Gupta多体势 遗传算法
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基于层次聚类的主动学习方法——HC_AL 被引量:2
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作者 贾俊芳 《计算机应用》 CSCD 北大核心 2011年第8期2134-2137,共4页
针对传统主动学习(AL)方法对大规模的无标记样本分类收敛速度过慢的问题,提出了基于层次聚类(HC)的主动学习训练算法——HC_AL方法。通过对大规模的未标记数据进行层次聚类,并对每个层次上的类中心打标记来代替该层次上的类标记,然后将... 针对传统主动学习(AL)方法对大规模的无标记样本分类收敛速度过慢的问题,提出了基于层次聚类(HC)的主动学习训练算法——HC_AL方法。通过对大规模的未标记数据进行层次聚类,并对每个层次上的类中心打标记来代替该层次上的类标记,然后将该层次上具有错误标记的类中心加入训练集。在数据集上的实验取得了较好的泛化能力和较快的收敛速度。实验结果表明通过采用分层细化、逐步求精的方法,可使主动学习的收敛速度大大提高,同时获得较为满意的学习能力。 展开更多
关键词 主动学习 层次聚类 分层细化 逐步求精
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