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基于深度网络的可控混合式磁力耦合器退磁诊断
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作者 王爽 章熙泰 +1 位作者 郭永存 孙守锁 《浙江大学学报(工学版)》 北大核心 2026年第2期279-286,302,共9页
可控混合式磁力耦合器的退磁程度直接影响耦合器的传动性能,准确诊断是保障稳定运行的关键.为此,将格拉姆角和场(GASF)与改进残差网络(ResNet)结合提出退磁故障诊断方法.通过有限元仿真提取耦合器气隙内不同位置的电流密度数据,利用GAS... 可控混合式磁力耦合器的退磁程度直接影响耦合器的传动性能,准确诊断是保障稳定运行的关键.为此,将格拉姆角和场(GASF)与改进残差网络(ResNet)结合提出退磁故障诊断方法.通过有限元仿真提取耦合器气隙内不同位置的电流密度数据,利用GASF方法将一维时序数据转换为二维图像,以增强特征表达能力.在此基础上,将注意力机制嵌入ResNet结构,提升网络对故障细节特征的学习与分类能力.实验表明,所提方法在测试集上的平均诊断准确率为97.67%,较EfficientNet、RepVGG、ViT、AlexNet分别提升15.04、14.73、10.66和9.37个百分点.通过实验平台验证所提方法在可控混合式磁力耦合器退磁故障诊断中的有效性和优越性,该方法对真实退磁故障的识别准确率为96.5%. 展开更多
关键词 磁力耦合器 格拉姆角和场(GASF) 残差网络(ResNet) 注意力机制 故障诊断
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一种多神经网络加权组合的滑坡位移组合预测模型
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作者 瞿伟 杜易泽 +2 位作者 徐荣堂 李久元 边子策 《大地测量与地球动力学》 北大核心 2026年第2期139-147,共9页
结合支持向量回归(SVR)、反向传播神经网络(BPNN)和线性回归神经网络(LRNN)三种机器学习模型,构建一种多神经网络加权组合的滑坡位移组合预测模型。该组合模型构建过程主要由单一模型预测和多神经网络加权两部分组成,模型并不着重于当... 结合支持向量回归(SVR)、反向传播神经网络(BPNN)和线性回归神经网络(LRNN)三种机器学习模型,构建一种多神经网络加权组合的滑坡位移组合预测模型。该组合模型构建过程主要由单一模型预测和多神经网络加权两部分组成,模型并不着重于当前预测点之前所有历史时刻的预测误差,而更关注当前预测点的邻近时段,根据实测数据利用最小二乘法计算赋予当前预测点最优的单一类预测模型的权重系数,再基于此权重系数对单一类预测模型当前预测点的预测结果进行加权求和,最终获得高精度预测结果。通过对我国典型黄土滑坡域甘肃黑方台党川滑坡体北斗/GNSS实测数据对比测试表明,相较于单一类型预测模型、简单平均组合预测模型及多神经网络切换预测模型,本文组合预测模型具有更高的预测精度,具有较好的推广应用价值。 展开更多
关键词 滑坡 位移预测 神经网络 最小二乘 加权组合
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基于GASF-CWT转换和特征融合的变压器故障诊断方法
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作者 穆娜瓦尔·阿不都克热木 吐松江·卡日 +3 位作者 谢丽蓉 张淑敏 刘鹏伟 韦强宇 《现代电子技术》 北大核心 2026年第2期95-102,共8页
针对电力变压器一维油色谱特征数据输入限制深度学习模型性能,以及单一数据转换方法无法充分反映原始序列数据重要特征,从而影响故障诊断准确率等问题,提出一种基于GASF-CWT转换和特征融合的变压器故障诊断方法。首先,使用格拉姆求和角... 针对电力变压器一维油色谱特征数据输入限制深度学习模型性能,以及单一数据转换方法无法充分反映原始序列数据重要特征,从而影响故障诊断准确率等问题,提出一种基于GASF-CWT转换和特征融合的变压器故障诊断方法。首先,使用格拉姆求和角场(GASF)、连续小波变换(CWT)将一维变压器故障样本数据转换为特征图像。其次,以ResNet50网络作为基础模型,并在其特征提取层添加特征融合模块,将转换后的两种图像同时输入模型,为模型提供更全面的特征信息;最后,在模型的残差结构中添加高效通道注意力(ECA)模块,增强网络对重要特征的关注并抑制无关特征,实现高效特征提取的变压器故障诊断方法。实验结果表明,所提方法的故障诊断准确率达到94.64%,相比于性能最好的常用RF方法提升6.38%,具有较好的诊断能力,可为电力变压器安全可靠运行提供重要参考。 展开更多
关键词 电力变压器 故障诊断 格拉姆求和角场 连续小波变换 特征融合 高效通道注意力
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A highly robust bionic polarization orientation method for night applications
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作者 Xiaojie LIU Jun LIU +5 位作者 Pengwei HU Xin LIU Huiliang CAO Chenguang WANG Chong SHEN Jun TANG 《Chinese Journal of Aeronautics》 2026年第1期425-435,共11页
Autonomous navigation is a key technology for unmanned motion platforms to perform their tasks smoothly.The current approaches for daytime polarization navigation have been extensively researched.However,the polarizat... Autonomous navigation is a key technology for unmanned motion platforms to perform their tasks smoothly.The current approaches for daytime polarization navigation have been extensively researched.However,the polarization light intensity is the fundamental information within the polarization image,and the light intensity at night is 6-8 orders of magnitude lower than that during the day,which increase the noise and the loss of local polarization information due to occlusion,resulting in a significant decrease in the polarization orientation accuracy.Aimed at the problem,a bio-inspired model is introduced to denoise and enhance weak nighttime polarization patterns.Further,to address the issue of outlier interference in the occluded environment during practical application,a fast-fitting method of the solar meridian based on the anti-symmetric distribution of the polarization angle adjusted by Proportional and Differential(PD)control is proposed.The experimental results show that the method proposed in this paper achieves a dynamic orientation error Root Mean Square Error(RMSE)of 0.7°in the weak polarization mode at night and in the presence of local occlusion.The proposed method has strong robustness under weak polarization occlusion at night,and the orientation accuracy is improved by 97%and 80%in comparison to the least squares method,which provides a new method for polarization navigation at night.This effectively improves the robustness and environmental applicability of the bionic polarization compass for nighttime applications. 展开更多
关键词 Autonomous navigation Occlusion environment Polarized light compass Spatiotemporal summation enhancement Unmanned motion platforms Weak polarization
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基于邓肯–张模型的土体压缩变形计算方法研究
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作者 陈高 刘泽 +1 位作者 张超 周身平 《建筑技术》 2026年第2期233-237,共5页
地基沉降计算是工程设计中一项至关重要的内容,选择合适的沉降计算方法对沉降量做出估算,对预防工程事故的发生十分必要。经典地基沉降计算方法主要是分层总和法,其沉降估算精度的关键因素是e–p曲线,因此建立一种合理的土体侧限压缩变... 地基沉降计算是工程设计中一项至关重要的内容,选择合适的沉降计算方法对沉降量做出估算,对预防工程事故的发生十分必要。经典地基沉降计算方法主要是分层总和法,其沉降估算精度的关键因素是e–p曲线,因此建立一种合理的土体侧限压缩变形分析模型具有重要的工程价值。首先,在土体压缩变形特性分析基础上,建立仅含简单压缩性指标的压缩变形曲线分析模型,其参数具有明确的物理意义。其次,根据不同土体侧限压缩性指标获得相应的理论e–p曲线,并与土体侧限压缩试验曲线进行比较。最后,利用本研究方法和规范法对两个工程实例进行沉降估算。结果表明:本研究模型曲线能够模拟土体侧限压缩变形过程,反映出土体侧限压缩的应变硬化特性,具有较强的准确性和适用性,本研究地基沉降估算方法具有精度高和速度快的特点。 展开更多
关键词 岩土工程 地基沉降 分层总和法 e–p曲线 侧限压缩
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基于改进K均值聚类分析和粒子群算法的阀门流量特性曲线优化
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作者 任鹏伟 肖宇翔 +3 位作者 孙嘉明 高源 文思源 何成兵 《汽轮机技术》 北大核心 2026年第1期69-75,共7页
针对火电机组阀门流量特性实际曲线偏离理论曲线的问题,提出一种基于改进K均值聚类分析和改进粒子群算法相结合的阀门流量特性曲线优化方法。首先,采用数据加和筛选法进行历史运行数据预处理,建立原始阀门流量特性数据集;然后,基于等效... 针对火电机组阀门流量特性实际曲线偏离理论曲线的问题,提出一种基于改进K均值聚类分析和改进粒子群算法相结合的阀门流量特性曲线优化方法。首先,采用数据加和筛选法进行历史运行数据预处理,建立原始阀门流量特性数据集;然后,基于等效蒸汽流量法建立阀门流量特性优化数据集;之后,提出改进K均值聚类分析算法拟合构建实际阀门流量特性曲线;最后,提出改进粒子群算法获得优化后的阀门流量特性曲线。以经典测试函数为例,验证了改进粒子群算法可有效避免进行复杂优化时易陷入局部最优的问题,并具有很高的参数识别精度和鲁棒性。以某330MW机组为例,详细分析了阀门流量特性曲线优化过程,基于该机组的一次调频仿真模型,比较了阀门优化前后一次调频性能,验证了本文方法的有效性。 展开更多
关键词 火电机组 阀门流量特性曲线 数据加和筛选法 改进K均值聚类分析 改进粒子群算法
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A self-cited pixel summation based image encryption algorithm 被引量:1
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作者 Guo-Dong Ye Xiao-Ling Huang +1 位作者 Leo Yu Zhang Zheng-Xia Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第1期131-138,共8页
In this paper, a novel image encryption algorithm is presented based on self-cited pixel summation. With the classical mechanism of permutation plus diffusion, a pixel summation of the plain image is employed to make ... In this paper, a novel image encryption algorithm is presented based on self-cited pixel summation. With the classical mechanism of permutation plus diffusion, a pixel summation of the plain image is employed to make a gravity influence on the pixel positions in the permutation stage. Then, for each pixel in every step of the diffusion stage, the pixel summation calculated from the permuted image is updated. The values from a chaotic sequence generated by an intertwining logistic map are selected by this summation. Consequently, the keystreams generated in both stages are dependent on both the plain image and the permuted image. Because of the sensitivity of the chaotic map to its initial conditions and the plain-imagedependent keystreams, any tiny change in the secret key or the plain image would lead to a significantly different cipher image. As a result, the proposed encryption algorithm is immune to the known plaintext attack(KPA) and the chosen plaintext attack(CPA). Moreover, experimental simulations and security analyses show that the proposed permutationdiffusion encryption scheme can achieve a satisfactory level of security. 展开更多
关键词 pixel summation image encryption algorithm intertwining logistic map GRAVITY SECURITY
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Application of Gaussian Beam Summation Migration in Reflected In-seam Wave Imaging 被引量:1
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作者 HAN Jianguang LÜQingtian +2 位作者 ZHANG Zhiheng YANG Shun WANG Shuo 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2024年第1期276-284,共9页
The geological conditions for coal mining in China are complex,with various structural issues such as faults and collapsed columns seriously compromising the safety of coal mine production.In-seam wave exploration is ... The geological conditions for coal mining in China are complex,with various structural issues such as faults and collapsed columns seriously compromising the safety of coal mine production.In-seam wave exploration is an effective technique for acquiring detailed information on geological structures in coal seam working faces.However,the existing reflected in-seam wave imaging technique can no longer meet the exploration precision requirements,making it imperative to develop a new reflected in-seam wave imaging technique.This study applies the Gaussian beam summation(GBS)migration method to imaging coal seams'reflected in-seam wave data.Firstly,with regard to the characteristics of the reflected in-seam wave data,methods such as wavefield removal and enveloped superposition are employed for the corresponding wavefield separation,wave train compression and other processing of reflected in-seam waves.Thereafter,imaging is performed using the GBS migration technique.The feasibility and effectiveness of the proposed method for reflected in-seam wave imaging are validated by conducting GBS migration tests on 3D coal-seam fault models with different dip angles and throws.By applying the method to reflected in-seam wave data for an actual coal seam working face,accurate imaging of a fault structure is obtained,thereby validating its practicality. 展开更多
关键词 reflected in-seam wave Gaussian beam summation migration numerical tests fault
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Loudness Summation and Weightings for Loudness and Environmental Noise Assessment 被引量:1
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作者 Juhani Parmanen 《Open Journal of Acoustics》 2014年第3期105-114,共10页
A stationary loudness model has been built up on the basis of the former ISO 226: 1987 concerning equal-loudness-level contours. The loudness and loudness level expressions derived in the study include the same parame... A stationary loudness model has been built up on the basis of the former ISO 226: 1987 concerning equal-loudness-level contours. The loudness and loudness level expressions derived in the study include the same parameters as used when determining the equal-loudness-level contours of the former ISO standard. However, as an additional main idea, a loudness summation rule has been proposed in the study. Moreover, the loudness expressions have been normalised to give the same values for people who have a similar sense of hearing. It has also been found that the loudness expressions include basically two different weightings. The first weighting is a conservative frequency weighting in the domain of sound pressure level, and the second weighting consists of coefficients applied to the weighted sound pressure levels. The latter have the greatest effect on the very low-frequency range. Finally, the paper includes a new way to use the A-weighting which takes into account the compressed character of the equal-loudness-level contours at the low frequency range. This method remarkably transforms the character of the A-weighting as a measure for low-frequency environmental noise. 展开更多
关键词 LOUDNESS LOUDNESS LEVEL LOUDNESS summation FREQUENCY Weightings A-Weighting LOW FREQUENCY Noise
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On a Kind of Series Summation Utilizing C-Numbers 被引量:2
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作者 Leetsch C.HSU Xinrong MA 《Journal of Mathematical Research with Applications》 CSCD 2014年第1期1-11,共11页
This paper provides a pair of summation formulas for a kind of combinatorial series involvingak+b m as a factor of the summand. The construction of formulas is based on a certain series transformation formula [2, 7, ... This paper provides a pair of summation formulas for a kind of combinatorial series involvingak+b m as a factor of the summand. The construction of formulas is based on a certain series transformation formula [2, 7, 9] and by making use of the C-numbers [3]. Various consequences and examples including several remarkable classic identities are presented to illustrate some applications of the formulas obtained. 展开更多
关键词 combinatorial series summation formula diference operator generalized Stirling number C-number.
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Estimates of three classical summations on the spaces F_p^(α,q)(R^n)(0 < p ≤ 1)
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作者 GAO Gui-lian ZHONG Yong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2014年第3期329-338,共10页
We obtain the boundedness on Fp^α,q(R^n)for the Poisson summation and Gauss summation. Their maximal operators are proved to be bounded from Fp^α,q(R^n)to L∞(R^n)For the maximal operator of the Bochner-Riesz ... We obtain the boundedness on Fp^α,q(R^n)for the Poisson summation and Gauss summation. Their maximal operators are proved to be bounded from Fp^α,q(R^n)to L∞(R^n)For the maximal operator of the Bochner-Riesz summation, we prove that it is bounded from Fp^α,q(R^n)to L n-pα/pn,(0〈p≤ 1)∞(R^n). 展开更多
关键词 Poisson summation Gauss summation Bochner-Riesz summation Triebel-Lizorkin space.
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ULAM-HYERS-RASSIAS STABILITY AND EXISTENCE OF SOLUTIONS TO NONLINEAR FRACTIONAL DIFFERENCE EQUATIONS WITH MULTIPOINT SUMMATION BOUNDARY CONDITION
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作者 Syed Sabyel HAIDER Mujeeb Ur REHMAN 《Acta Mathematica Scientia》 SCIE CSCD 2020年第2期589-602,共14页
The purpose of this study is to acquire some conditions that reveal existence and stability for solutions to a class of difference equations with non-integer orderμ∈(1,2].The required conditions are obtained by appl... The purpose of this study is to acquire some conditions that reveal existence and stability for solutions to a class of difference equations with non-integer orderμ∈(1,2].The required conditions are obtained by applying the technique of contraction principle for uniqueness and Schauder’s fixed point theorem for existence.Also,we establish some conditions under which the solution of the considered class of difference equations is generalized Ulam-Hyers-Rassias stable.Example for the illustration of results is given. 展开更多
关键词 Fractional difference equation Green's function existence and uniqueness Ulam-Hyers-Rassias stability summation boundary condition
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On the best convergence order of a new class of triangular summation operators
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作者 孟佳娜 赵连霞 《Journal of Shanghai University(English Edition)》 CAS 2006年第5期399-401,共3页
In this paper, a new class of triangular summation operators based on the equidistant nodes was constructed. It is proved that this class of operators converges uniformly to arbitrary continuous fimctions with the per... In this paper, a new class of triangular summation operators based on the equidistant nodes was constructed. It is proved that this class of operators converges uniformly to arbitrary continuous fimctions with the period 2π on the whole axis, Fttrthermore, the best approximation order and the highest convergence order are obtained. In contrast to certain operators constructed by Bernstein and Kis in the previous works, the convergence properties of the new operator constructed in this paper are superior. 展开更多
关键词 triangular summation operator uniform convergence the best approxdmation order the highest convergence order
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The Non-countable Summation Type Hahn-Schur Theorems
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作者 LUETong-fu HUJian-hua CHOMin-hyung 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2005年第2期137-140,共4页
The classical countable summation type Hahn-Schur theorem is a famous result in summation theory and measure theory. An interesting problem is whether the theorem can be generalized to non-countable summation case? In... The classical countable summation type Hahn-Schur theorem is a famous result in summation theory and measure theory. An interesting problem is whether the theorem can be generalized to non-countable summation case? In this paper, we show that the answer is true. 展开更多
关键词 rton-countable set summation Abelian topological group Hahn-Schur theorem
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Summation of Reciprocals Related to Square of Products of Fibonacci Numbers
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作者 席高文 王淑玉 《Chinese Quarterly Journal of Mathematics》 CSCD 2009年第3期400-406,共7页
By applying the method of on summation by parts,the purpose of this paper is to give several reciprocal summations related to squares of products of the Fibonacci numbers.
关键词 Fibonacci numbers summation SQUARE reciprocal
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SUMMATION OF TRIGONOMETRIC SERIES BY FOURIER TRANSFORMS
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作者 钱伟长 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1989年第5期385-397,共13页
This paper gives the theorems concerning the summation of trigonometric series with the help of Fourier transforms. By means of the known results of Fourier transforms, many difficult and complex problems of summation... This paper gives the theorems concerning the summation of trigonometric series with the help of Fourier transforms. By means of the known results of Fourier transforms, many difficult and complex problems of summation of trigonometric series can be solved. This method is a comparatively unusual way to find the summation of trigonometric series, and has been used to establish the comprehensive table of summation of trigonometric series. In this table 10 thousand scries arc given, and most of them are new. 展开更多
关键词 exp summation OF TRIGONOMETRIC SERIES BY FOURIER TRANSFORMS
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On a New Family of Trigonometric Summation Polynomials of Bernstein Type
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作者 袁学刚 何甲兴 《Northeastern Mathematical Journal》 CSCD 2006年第1期99-104,共6页
A new family of trigonometric summation polynomials, Gn,r(f; θ), of Bernstein type is constructed. In contrast to other trigonometric summation polynomials, the convergence properties of the new polynomials are sup... A new family of trigonometric summation polynomials, Gn,r(f; θ), of Bernstein type is constructed. In contrast to other trigonometric summation polynomials, the convergence properties of the new polynomials are superior to others. It is proved that Gn,r(f; θ) converges to arbitrary continuous functions with period 2π uniformly on (-∞ +∞) as n→ ∞. In particular, Gn,r(f; θ) has the best convergence order, and its saturation order is 1/n^2r+4. 展开更多
关键词 trigonometric summation polynomial uniform convergence the best convergence order saturation order
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Discrete Vector Calculus and Helmholtz Hodge Decomposition for Classical Finite Difference Summation by Parts Operators
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作者 Hendrik Ranocha Katharina Ostaszewski Philip Heinisch 《Communications on Applied Mathematics and Computation》 2020年第4期581-611,共31页
In this article,discrete variants of several results from vector calculus are studied for clas-sical finite difference summation by parts operators in two and three space dimensions.It is shown that existence theorems... In this article,discrete variants of several results from vector calculus are studied for clas-sical finite difference summation by parts operators in two and three space dimensions.It is shown that existence theorems for scalar/vector potentials of irrotational/solenoidal vector fields cannot hold discretely because of grid oscillations,which are characterised explicitly.This results in a non-vanishing remainder associated with grid oscillations in the discrete Helmholtz Hodge decomposition.Nevertheless,iterative numerical methods based on an interpretation of the Helmholtz Hodge decomposition via orthogonal projections are pro-posed and applied successfully.In numerical experiments,the discrete remainder vanishes and the potentials converge with the same order of accuracy as usual in other first-order partial differential equations.Motivated by the successful application of the Helmholtz Hodge decomposition in theoretical plasma physics,applications to the discrete analysis of magnetohydrodynamic(MHD)wave modes are presented and discussed. 展开更多
关键词 summation by parts Vector calculus Helmholtz Hodge decomposition Mimetic properties Wave mode analysis
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OPTIMAL SUMMATION INTERVAL AND NONEXISTENCE OF POSITIVE SOLUTIONS TO A DISCRETE SYSTEM
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作者 陈晓莉 郑雄军 《Acta Mathematica Scientia》 SCIE CSCD 2014年第6期1720-1730,共11页
In this paper, we are concerned with properties of positive solutions of the following Euler-Lagrange system associated with the weighted Hardy-Littlewood-Sobolev inequality in discrete form{uj =∑ k ∈Zn vk^q/(1 + ... In this paper, we are concerned with properties of positive solutions of the following Euler-Lagrange system associated with the weighted Hardy-Littlewood-Sobolev inequality in discrete form{uj =∑ k ∈Zn vk^q/(1 + |j|)^α(1 + |k- j|)^λ(1 + |k|)^β,(0.1)vj =∑ k ∈Zn uk^p/(1 + |j|)^β(1 + |k- j|)^λ(1 + |k|)^α,where u, v 〉 0, 1 〈 p, q 〈 ∞, 0 〈 λ 〈 n, 0 ≤α + β≤ n- λ,1/p+1〈λ+α/n and 1/p+1+1/q+1≤λ+α+β/n:=λ^-/n. We first show that positive solutions of(0.1) have the optimal summation interval under assumptions that u ∈ l^p+1(Z^n) and v ∈ l^q+1(Z^n). Then we show that problem(0.1) has no positive solution if 0 〈λˉ pq ≤ 1 or pq 〉 1 and max{(n-λ^-)(q+1)/pq-1,(n-λ^-)(p+1)/pq-1} ≥λ^-. 展开更多
关键词 summation optimal interval nonexistence weighted Hardy-Littlewood-Sobolev inequality
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The Proof and Application of a Summation Formula
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作者 Yongmin Wang 《Advances in Pure Mathematics》 2022年第9期541-559,共19页
In this paper, some conclusions related to the prime number theorem, such as the Mertens formula are improved by the improved Abelian summation formula, and some problems such as “Dirichlet” function and “W(n)” fu... In this paper, some conclusions related to the prime number theorem, such as the Mertens formula are improved by the improved Abelian summation formula, and some problems such as “Dirichlet” function and “W(n)” function are studied. 展开更多
关键词 Abel summation Formula Mertens a Prime Number Theorem Dirichlet Function Conclusion Improvement
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