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基于Ordered Logit模型的民办高校科研成果转化影响因素研究
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作者 张二丽 黄静 +1 位作者 王倩 陈彬彬 《河南财政金融学院学报(自然科学版)》 2024年第2期35-41,共7页
为研究民办高校科研成果转化影响因素,在专家访谈和实地调研的基础上,对K高校、C高校、B高校、Z高校等民办高校教师发放调查问卷收集数据,应用Ordered Logit模型对其影响因素进行了实证分析。分析发现,科研经费支持力度与科研成果数量... 为研究民办高校科研成果转化影响因素,在专家访谈和实地调研的基础上,对K高校、C高校、B高校、Z高校等民办高校教师发放调查问卷收集数据,应用Ordered Logit模型对其影响因素进行了实证分析。分析发现,科研经费支持力度与科研成果数量之间呈正相关关系,高校科研平台设置与服务地方经济建设之间呈正相关关系,高校科研管理制度与科研成果转化成效之间呈正相关关系。由此得出结论:我国民办高校科研成果转化与服务地方经济能力有待提升,民办高校科研成果转化的金融支持不够灵活、公共服务平台不够健全,完善民办高校科研管理制度是提高科研成果转化效率的重要保障。 展开更多
关键词 民办高校 科研成果 转化 ordered Logit模型
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股指预测的创新深度学习策略:Transformer 模型与GRU融合及其变体的效能探究
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作者 肖哲坤 《工程经济》 2024年第8期16-30,共15页
随着金融市场的不断发展和全球经济的变化,准确预测股市指数成为投资者和决策者关注的焦点之一。本文旨在探讨深度学习神经网络中的Transformer模型及其注意力机制在金融指数预测中的应用。通过摒弃常规的控制变量设计,转而采用基于历... 随着金融市场的不断发展和全球经济的变化,准确预测股市指数成为投资者和决策者关注的焦点之一。本文旨在探讨深度学习神经网络中的Transformer模型及其注意力机制在金融指数预测中的应用。通过摒弃常规的控制变量设计,转而采用基于历史股指数据的高阶自回归模型,本文创新性地提出了三种Transformer模型的变体:Multi-attention Transformer、GRU Transformer、Attention-Free Transformer,并对它们在单步选代预测和多步一次预测两种方式下的表现进行比较。实证分析基于2000年1月1日至2024年3月11日的上证指数日度数据,通过将数据扩充和标准化,利用Python进行处理。结果显示:GRU Transformer模型结合单步选代预测在测试集上的平均均方误差最低,为0.00041,且在参数数量和运行时间上均表现优异,表明其在预测准确性、参数效率和运行时间方面具有显著优势。本文的创新点包括:采用基于历史时间序列数据的高阶自回归模型简化模型结构,保持预测准确性;提出并验证了三种Transformer模型变体在金融时间序列预测中的有效性;比较了单步选代预测和多步一次预测两种方式的组合效果。本文研究为金融市场的分析和预测提供了新的视角和方法,未来研究可以进一步验证模型的有效性并探索其他潜在的改进策略。 展开更多
关键词 高阶自回归模型 transformer模型 注意力机制 金融指数预测
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ORDERING TRANSFORMATION OF γ TO γ_1 IN TiAl+Nb SYSTEM
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作者 王金国 陈国良 叶恒强 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 1995年第1期6+1-6,共7页
A series of TiAl+Nb alloys with various Nb contents has been employed to explore phase relationship and the evolution of microstructure.A new ordered γ derivative (γ1) has been observed in the alloy containing 20 at... A series of TiAl+Nb alloys with various Nb contents has been employed to explore phase relationship and the evolution of microstructure.A new ordered γ derivative (γ1) has been observed in the alloy containing 20 at% Nb.The additional diffraction spots added to the diffraction pattern of L10 (TiAl) structure have been found in the alloy containing Nb up to 11 at% in terms of further ordering.The transformation from L10 (TiAl) structure to the further ordering phase,γ1,is a continuous ordering process with the substitution of Nb atoms for Ti atoms in alloys with over-stoichiometric Al content of TiAl.The possible transformtion characterzation has been discussed. 展开更多
关键词 INTERMETALLICS Ti-Al-Nb system SUPERSTRUCTURE ordering transformation
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ON THE GROWTH OF ZERO ORDER LAPLACE-STIELTJES TRANSFORM CONVERGENT IN THE RIGHT HALF-PLANE 被引量:15
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作者 孔荫莹 孙道椿 《Acta Mathematica Scientia》 SCIE CSCD 2008年第2期431-440,共10页
In this article, authors study the growth of Laplace-Stieltjes transform with zero order convergent in the right half-plane, define the exponential order and the exponential low order, and find the relations between t... In this article, authors study the growth of Laplace-Stieltjes transform with zero order convergent in the right half-plane, define the exponential order and the exponential low order, and find the relations between them. Some results similar to Dirichlet series are obtained. 展开更多
关键词 Laplace-Stieltjes transforms of zero order Newton polygon exponential order exponential low order
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New two-fold integration transformation for the Wigner operator in phase space quantum mechanics and its relation to operator ordering 被引量:2
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作者 范洪义 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第4期42-49,共8页
Using the Weyl ordering of operators expansion formula (Hong-Yi Fan, J. Phys.A 25 (1992) 3443) this paper finds a kind of two-fold integration transformation about the Wigner operator △( q',p) q-number transf... Using the Weyl ordering of operators expansion formula (Hong-Yi Fan, J. Phys.A 25 (1992) 3443) this paper finds a kind of two-fold integration transformation about the Wigner operator △( q',p) q-number transform) in phase space quantum mechanics,∫∫∞-∞dp'dq'/π △(q',p')e-2i( p-p')( q-q')=δ( p-P)δ( q-Q),∫∫∞-∞dqdpδ(p-P)δ(q-Q)e2i(p-p')(q-q')=△(q',p'),whereQ,P are the coordinate and momentum operators, respectively. We apply it to study mutual converting formulae among Q-P ordering, P-Q ordering and Weyl ordering of operators. In this way, the contents of phase space quantum mechanics can be enriched. The formula of the Weyl ordering of operators expansion and the technique of integration within the Weyl ordered product of operators are used in this discussion. 展开更多
关键词 Wigner operator Weyl ordering two-fold integration transformation
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Order-disorder Transformation for TiAl with L1_0 Structure at Stoichiometrical Composition 被引量:1
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作者 Timothé e Nsongo, Xiaodong Ni,Guoliang Chen,Keh-Minn Chan 1) State Key Laboratory for Advanced Metals and Materials, University of Science and Technology Beijing, Beijing 100083, China 2) Faculty of Science (Physics Department, P.O. Box 69 Brazzaville, 《Rare Metals》 SCIE EI CAS CSCD 2001年第3期147-151,共5页
The embedded atom method (EAM) was used to study the order-disorder transformation in gamma -TiAl alloy with L1(0). structure at stoichiometrical composition, and the effect of lattice constants was also investigated.... The embedded atom method (EAM) was used to study the order-disorder transformation in gamma -TiAl alloy with L1(0). structure at stoichiometrical composition, and the effect of lattice constants was also investigated. It was found that the gamma -TiAl alloy at stoichiometrical composition exhibits a second-order transition, and the relations between lattice constants a, c and the long-range order sigma are not linear. The lattice constant a decreases whereas c increases with the increase of the long-range order parameter. In this case the ordering induces the transformation from cubic to tetragonal. The change of the lattice constant during the ordering processes can be interpreted in terms of bond length. 展开更多
关键词 order-disorder transformation TIAL long-range order INTERMETALLIC
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High-order perturbed corrections with scaling transformation 被引量:1
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作者 赵云辉 赵乘麟 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第8期2783-2789,共7页
The performance of the so-called superconvergent quantum perturbation theory (Wenhua Hal et al2000 Phys. Rev. A 61 052105) is investigated for the case of the ground-state energy of the helium-like ions. The scaling... The performance of the so-called superconvergent quantum perturbation theory (Wenhua Hal et al2000 Phys. Rev. A 61 052105) is investigated for the case of the ground-state energy of the helium-like ions. The scaling transformation τ → τ/Z applied to the Hamiltonian of a two-electron atomic ion with a nuclear charge Z (in atomic units). Using the improved Rayleigh-SchrSdinger perturbation theory based on the integral equation to helium-like ions in the ground states and treating the electron correlations as perturbations, we have performed a third-order perturbation calculation and obtained the second-order corrected wavefunctions consisting of a few terms and third-order energy corrections. We find that third-order and higher-order energy corrections are improved with decreasing nuclear charge. This result means that the former is quadratically integrable and the latter is physically meaningful. The improved quantum perturbation theory fits the higher-order perturbation case. This work shows that it is a development on the quantum perturbation problem of helium-like systems. 展开更多
关键词 integral equation scaling transformation higher-order perturbation
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ON THE ORDERING TRANSFORMATIONS IN Ti_3AL-Nb ALLOY
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作者 LI Dong ZHOU Jing CHANG Xin GUAN Shaoxuan Institute of Metal Research,Academia Sinica,Shenyang,China 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 1991年第3期204-208,共5页
Study was made of the behaviour of ordering transformation in Ti_3AI-Nb alloy,including the ordering at high temperatures,the transformation of high temperature β-phase during cooling,and the decomposition of metasta... Study was made of the behaviour of ordering transformation in Ti_3AI-Nb alloy,including the ordering at high temperatures,the transformation of high temperature β-phase during cooling,and the decomposition of metastable β-phase during aging.The results show that the ordered primary α_2 and high temperature β in alloy form at 1060℃.The transformation of high temperature β-phase proceed by β→α_2+ω type during cooling,and the decomposition of metastable β and ω type proceeded by(β+ω)_(metustabte)→(α_2+β)_(stable)during aging at 700℃. 展开更多
关键词 Ti_3Al-Nb alloy ordering transformation α_2-phase β-phase ω-phase
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TEM Studies of δ-TiN_(0.5)→δ′-TiN_(0.5) Ordering Transformation
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作者 杜军 杨改英 +1 位作者 EchessaharE. PortierR. 《Rare Metals》 SCIE EI CAS CSCD 1996年第1期1-5,共5页
The nucleation and growth processes of the stoichiometric δ'-TiN_0.5 long-range ordered precipitates duringδ-TiN0.5 →δ'-TiN_0.5 ordering transformation were investigated by transmission electron inicroscop... The nucleation and growth processes of the stoichiometric δ'-TiN_0.5 long-range ordered precipitates duringδ-TiN0.5 →δ'-TiN_0.5 ordering transformation were investigated by transmission electron inicroscopy (TEM).The nucleation of the new δ'-TiN_0.5 phase is homogeneous in the matrix. In general, the nucleation andgrowth of the new δ'-TiN_0.5 phase proceed preferentially on the { 110)M lattice planes of parent δ-TiN_0. s. Theδ'-TiN_0.5 precipitates are always of lamellar features formed by combination of the three equivalent orientationdomains with their habit planes parallel to {11 0 }M planes. 展开更多
关键词 TiN0.5 Precipitates Lamellar structure ordering transformation
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Atomistic Simulation of Phase Transformation and Fracture in Ordered Intermetallics
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作者 P.C.Clapp C.S.Becquart D.Kim Y.Shao J.A.Rifkin Center for Materials Simulation,Institute of Materials Science,University of Connecticut,Storrs,CT 06269-3136,USA 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 1993年第5期355-359,共5页
A review of computer simulations carried out at our Center for Materials Simulation applied to stud- ying the different atomistic processes of fracture and displacive (martensitic) transformations is pres- ented.Since... A review of computer simulations carried out at our Center for Materials Simulation applied to stud- ying the different atomistic processes of fracture and displacive (martensitic) transformations is pres- ented.Since these processes can happen extremely rapidly and involve only a small number of atoms initially,they are ideally suited for molecular dynamics type simulations which can currently only span times of the order of one nanosecond and involve at most a million atoms.A method is also presented for simulating much larger samples for much longer times through the use of the Monte-Carlo technique combined with a Ginzburg-Landau free energy functional,where the rele- vant material parameters are determined from molecular dynamics runs on the same alloy system.A summary of studies on fracture simulations in the ordered intermetallics NiAI and RuAl is given,as well as a discussion of the observation and analysis of the heterogeneous nucleation of the martensitic transformation in NiAI which shows localized soft mode phenomena.It is concluded that computer simulations,whether of the atomistic molecular dynamics type or of the larger scale Monte-Carlo variety,are rapidly becoming of greater and greater use in understanding the properties of solids under a wide rancle of temperature and stress conditions. 展开更多
关键词 computer simulation phase transformation FRACTURE ordered intermetallics
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“BUTTERFLY” PRECIPITATES IN δ-TiN_(0.53)→δ’-TiN_(0.53) ORDERING TRANSFORMATION①
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作者 Du Jun Yang Gaiying +1 位作者 Portier R Shi Likai (General Research Institute for Non-Ferrous Metals, Beijing 100088 Ecole Nationale Superieure de Chimie de Paris, 75231 Paris, France) 《中国有色金属学会会刊:英文版》 CSCD 1996年第2期57-60,共4页
“BUTTERFLY”PRECIPITATESINδ-TiN_(0.53)→δ’-TiN_(0.53)ORDERINGTRANSFORMATIONDuJun;YangGaiying;PortierR;ShiLikai(... “BUTTERFLY”PRECIPITATESINδ-TiN_(0.53)→δ’-TiN_(0.53)ORDERINGTRANSFORMATIONDuJun;YangGaiying;PortierR;ShiLikai(GeneralResearchIn... 展开更多
关键词 butterfly”precipitates δ’-TiN0.53 orderING transformATION
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Effect of Cd on matrix structure ordering and aging precipitation evolution in a Mg-Gd-Cd solid-solution alloy
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作者 Lin-Lin Liu Wei Sun +1 位作者 Cuixiu Liu Pengyang Sun 《Journal of Magnesium and Alloys》 SCIE EI CAS CSCD 2023年第8期2833-2852,共20页
The formation and evolution of Gd-rich precipitates companying with the matrix structure ordering in a Mg_(97)Gd_(2)Cd_(1)(at.%)solid-solution alloy aged at 200℃have been systemically investigated using high-angle an... The formation and evolution of Gd-rich precipitates companying with the matrix structure ordering in a Mg_(97)Gd_(2)Cd_(1)(at.%)solid-solution alloy aged at 200℃have been systemically investigated using high-angle annular dark-field scanning transmission electron microscopy(HAADF-STEM).The results show that Gd-rich precipitation dynamics during the aging treatment are noticeably affected by a continuous ordering transformation in the matrix.The ordering transformation process involving mainly re-distribution of Cd atoms was revealed to occur in the following way:random super-saturated solid solution(S.S.S.S.)→B19-type ordered domains→D019-type ordered domains.Four Gd(Cd)-rich precipitates,G.P.Ⅰ zone,G.P.Ⅱ zone,β′andβ_(1)phases,have been observed to be formed in sequence to coexist with the various ordered domains.Based on the HAADF-STEM characterization on the aging microstructures at different aging stages,it can be concluded that the Cd-addition and related matrix structure ordering can play significant roles in modifying the early-stage G.P.zone structure,altering the morphology ofβ′precipitates and promoting the forming ability of theβ_(1)precipitate. 展开更多
关键词 Mg-Gd-Cd alloy ordering transformation Aging microstructure Precipitation evolution HAADF-STEM
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Theoretical Analysis of Lattice Parameter Effect on Order-Disorder Transformation Based on Pair Potential
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作者 TimotheeNsongo XiaodongNi 《Journal of University of Science and Technology Beijing》 CSCD 2002年第1期53-58,共6页
Based on pair potential, the Bragg Williams (B-W) model is modified to takeinto account the effect of the lattice parameter on theoretical order-disorder transformationanalysis. The main purpose of this work is to und... Based on pair potential, the Bragg Williams (B-W) model is modified to takeinto account the effect of the lattice parameter on theoretical order-disorder transformationanalysis. The main purpose of this work is to understand the basic aspects of this effect andrelated reasonable model on order-disorder transformation. In the present approach, theconfiguration free energy is chosen as function of the lattice parameter and the long-range order.This energy is calculated through Taylor's expansion, starting from the disordered state. It wasfound that the configuration free energy has been strongly modified when the lattice parameter istaken into account. It was also found only one type of order-disorder transformation exists in ABalloy and three kinds of order-disorder transformations for non-equiatomic alloy system such as A_3Balloy. This result is in agreement with experiments. 展开更多
关键词 order-disorder transformation computer simulation pair potential PHASEtransformATION
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EAM Analysis of the Lattice Parameter Effect in Order-Disorder Transformation
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作者 Timoth■e Nsongo, Xiaodong Ni, Guoliang Chen State Key Laboratory for Advanced Metals and Materials, University of Science and Technology Beijing, Beijing 100083, China Faculty of Science, Physics Department, P. O. Box 69, Brazzaville (CONGO) Applied Scie 《Journal of University of Science and Technology Beijing》 CSCD 2001年第3期189-194,共6页
The embedded atom method (EAM) was used to theoretically analyze the effect of the lattice parameter variation on the order-disorder transformation in binary alloys. Based on EAM, it is found that only one kind of ord... The embedded atom method (EAM) was used to theoretically analyze the effect of the lattice parameter variation on the order-disorder transformation in binary alloys. Based on EAM, it is found that only one kind of order-disorder transition (second-order transition) exists for AB alloy. Three groups of order-disorder transformation can be observed for the A(3)B or AB(3) compounds. For group I, the order-disorder is a completely first-order transition. For group II, the order-disorder transformation is a classical first-order transition. For group III, the order-disorder transformation is found to be a second-order transition. The lattice parameter variations have a significant effect on E-2 coefficient, which is related to the ordering energy. These results are in good agreement with experiments. 展开更多
关键词 order-disorder transformation embedded atom method (EAM) phase transformation binary alloy
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Criteria for System of Three Second-Order Ordinary Differential Equations to Be Reduced to a Linear System via Restricted Class of Point Transformation
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作者 Supaporn Suksern Nawee Sakdadech 《Applied Mathematics》 2014年第3期553-571,共19页
This paper is devoted to the study of the linearization problem of system of three second-order ordinary differential equations and . The necessary conditions for linearization by general point transformation and are ... This paper is devoted to the study of the linearization problem of system of three second-order ordinary differential equations and . The necessary conditions for linearization by general point transformation and are found. The sufficient conditions for linearization by restricted class of point transformation and are obtained. Moreover, the procedure for obtaining the linearizing transformation is provided in explicit forms. Examples demonstrating the procedure of using the linearization theorems are presented. 展开更多
关键词 LINEARIZATION Problem Point transformation SYSTEM of THREE SECOND-order Ordinary Differential Equation
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Darboux Transformation and Exact Solutions for High Order Nonlocal Coupled AKNS System
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作者 Xiangpeng Xin Zengxin Guo +1 位作者 Yanxin Hu Linlin Zhang 《Journal of Applied Mathematics and Physics》 2021年第11期2592-2608,共17页
In this paper, we investigate an integrable high order nonlocal coupled Ablowitz-Kaup-Newell-Segur (AKNS) system for the first time. With the aid of Lax pair of this nonlocal system, Darboux transformation (DT) and ne... In this paper, we investigate an integrable high order nonlocal coupled Ablowitz-Kaup-Newell-Segur (AKNS) system for the first time. With the aid of Lax pair of this nonlocal system, Darboux transformation (DT) and new soliton-like solutions are obtained. Different from local equations, Darboux transformation of nonlocal systems needs to meet certain conditions. In this article, under the condition of symmetry reduction, the components of Darboux transformation need to satisfy <img src="Edit_6aa5df34-2f85-4c91-a185-17195a7f82ee.bmp" alt="" />. In order to study the dynamic information of the solutions, the images of the solutions are given. 展开更多
关键词 High order Nonlocal Equation Darboux transformation Exact Solution
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SINE TRANSFORM PRECONDITIONERS FOR SECOND-ORDER PARTIAL DIFFERENTIAL EQUATIONS
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作者 金小庆 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1993年第1期116-123,共8页
In this paper, we are concerned with the numerical solution of second-order partial differential equations. We analyse the use of the Sine Transform precondilioners for the solution of linear systems arising from the ... In this paper, we are concerned with the numerical solution of second-order partial differential equations. We analyse the use of the Sine Transform precondilioners for the solution of linear systems arising from the discretization of p.d.e. via the preconditioned conjugate gradient method. For the second-order partial differential equations with Dirichlel boundary conditions, we prove that the condition number of the preconditioned system is O(1) while the condition number of the original system is O(m 2) Here m is the number of interior gridpoints in each direction. Such condition number produces a linear convergence rale. 展开更多
关键词 SINE transform finite difference METHOD SECOND-order partial differential equation condition number preconditioned conjugate gradient METHOD
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CEEMD-FastICA-CWT联合瞬态响应阶次的电驱总成噪声源识别
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作者 张威 景国玺 +2 位作者 武一民 杨征睿 高辉 《中国测试》 CAS 北大核心 2024年第4期144-152,共9页
以某增程式电驱动总成为研究对象,提出基于联合算法的噪声分离识别模型。首先,采用互补集合经验模态分解(complementary ensemble empirical mode decomposition,CEEMD)联合快速独立分量分析(fast independent component analysis,FastI... 以某增程式电驱动总成为研究对象,提出基于联合算法的噪声分离识别模型。首先,采用互补集合经验模态分解(complementary ensemble empirical mode decomposition,CEEMD)联合快速独立分量分析(fast independent component analysis,FastICA)方法提取纯电模式稳态工况下单一通道噪声信号特征,利用复Morlet小波变换及FFT对各分量信号时频特性进行识别。其次,采用阶次分析法和声能叠加法对稳态分量信号对应的各瞬态响应阶次能量进行对比分析,并结合皮尔逊积矩相关系数(Pearson product moment correlation coefficient,PPMCC)相似性识别确定不同噪声激励源贡献度。结果表明:减速齿副啮合噪声对该增程式电驱总成纯电模式运行噪声整体贡献度最大。 展开更多
关键词 电驱动总成 噪声源识别 互补集合经验模态分解 快速独立分量分析 连续小波变换 阶次分析
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一种跳转向量的隐性加权分数傅里叶变换通信方法
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作者 刘芳 黄珂婷 +1 位作者 侯宇 冯永新 《数据采集与处理》 CSCD 北大核心 2024年第2期445-455,共11页
加权分数傅里叶变换(Weighted fractional Fourier transform,WFRFT)技术可以极大地改变信号的特性,使信号的统计特性多样化,从而有效地保障通信信息安全。为解决单参数WFRFT通信抗扫描能力不足的问题,以单参数WFRFT为切入点,深入研究... 加权分数傅里叶变换(Weighted fractional Fourier transform,WFRFT)技术可以极大地改变信号的特性,使信号的统计特性多样化,从而有效地保障通信信息安全。为解决单参数WFRFT通信抗扫描能力不足的问题,以单参数WFRFT为切入点,深入研究单参数分数域的形成机理,分析其潜在的微观特征和暗特征,从而提出了一种基于跳转向量的隐性WFRFT通信方法(Implicit WFRFT communication method of jump vector,IWVJ)。利用调制阶数与星座图的关系,建立了跳变矩阵和跳变向量,并以此制定了控制规则。此外,通过跳变向量控制获得动态调制阶数,从而达到安全通信的目的。仿真结果表明,IWVJ方法对授权接收机具有较高的反变换解调相似度和较低的误码率,相比于具有普适扫描能力的非授权接收机性能更优。同时对解调阶数误差、基础调制阶数和跳转频率等参数的设置给出了适用的建议,使IWVJ方法能够更好地应用于通信系统,为具有抗干扰、抗截获和抗欺骗能力的保密通信提供技术依据。 展开更多
关键词 加权分数傅里叶变换 调制阶数 安全通信 扫描
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基于光谱处理方法的棉花叶绿素含量高光谱反演研究
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作者 买买提·沙吾提 李武耀 +1 位作者 崔锦涛 郑植 《棉花学报》 CSCD 北大核心 2024年第4期296-305,共10页
【目的】叶绿素含量可以用来评价棉花的长势情况,快速、准确和大面积监测棉花叶绿素含量,有助于实现精准农业。【方法】分别用0~2阶(步长为0.2)的分数阶微分处理和1~10尺度下的小波变换对田间测定的陆地棉和海岛棉等2种棉花的高光谱反... 【目的】叶绿素含量可以用来评价棉花的长势情况,快速、准确和大面积监测棉花叶绿素含量,有助于实现精准农业。【方法】分别用0~2阶(步长为0.2)的分数阶微分处理和1~10尺度下的小波变换对田间测定的陆地棉和海岛棉等2种棉花的高光谱反射率进行处理,提高棉花叶绿素含量反演精度。通过分析不同处理方式的光谱与叶绿素含量之间的相关性,筛选得出敏感波段;并运用支持向量机回归和随机森林回归模型分别构建棉花叶绿素含量高光谱估算模型。【结果】(1)在全波段范围内,2种棉花325~1075 nm光谱反射率曲线整体变化趋势基本相同,其反射率均随着叶绿素含量的增加而增大。(2)经连续小波变换和分数阶微分变换后,2种棉花高光谱数据和叶绿素含量的相关性有所增强。使用随机森林回归和小波能量系数7对陆地棉叶绿素含量的反演效果最好,建模集决定系数(coefficient of determination,R^(2))为0.931,均方根误差(root mean square error,RMSE)为0.782,剩余预测偏差(residual prediction deviation,RPD)为2.162;使用随机森林回归和小波能量系数6对海岛棉叶绿素含量的反演效果最佳,建模集R^(2)为0.932,RMSE为1.198,RPD为2.687。【结论】本研究可为棉花叶绿素含量遥感估算提供技术参考。 展开更多
关键词 陆地棉 长绒棉 叶绿素含量 冠层高光谱 连续小波变换 分数阶微分
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