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Reciprocal transformations of the space-time shifted nonlocal short pulse equations
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作者 Jing Wang Hua Wu Da-Jun Zhang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第12期14-19,共6页
Reciprocal transformations of the space-time shifted nonlocal short pulse equations are elaborated.Covariance of dependent and independent variables involved in the reciprocal transformations is investigated.Exact sol... Reciprocal transformations of the space-time shifted nonlocal short pulse equations are elaborated.Covariance of dependent and independent variables involved in the reciprocal transformations is investigated.Exact solutions of the space-time shifted nonlocal short pulse equations are given in terms of double Wronskians.Realness of independent variables involved in the reciprocal transformations is verified.Dynamics of some obtained solutions are illustrated. 展开更多
关键词 reciprocal transformation space-time shifted nonlocal short pulse equation covariance of variable solution
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Ward identities under the frame transformations in curved space-time
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作者 Susobhan Mandal 《Communications in Theoretical Physics》 SCIE CAS CSCD 2024年第9期107-117,共11页
Scalar-tensor theories of gravity are considered to be competitors to Einstein's theory of general relativity for the description of classical gravity,as they are used to build feasible models for cosmic inflation... Scalar-tensor theories of gravity are considered to be competitors to Einstein's theory of general relativity for the description of classical gravity,as they are used to build feasible models for cosmic inflation.These theories can be formulated both in the Jordan and Einstein frame,which are related by a Weyl transformation with a field transformation,known together as a frame transformation.These theories formulated in the above two frames are often considered to be equivalent from the point of view of classical theory.However,this is no longer true from the quantum field theoretical perspective.In the present article,we show that the Ward identities derived in the above two frames are not connected through the frame transformation.This shows that the quantum field theories formulated in these two frames are not equivalent to each other.Moreover,this inequivalence is also shown by comparing the effective actions derived in these two frames. 展开更多
关键词 ward identities frame transformations curved spacetime
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基于Transformer-卷积神经网络模型实现单节点腰部康复训练动作识别任务
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作者 余圣涵 成贤锴 +1 位作者 郑跃 杨颖 《中国组织工程研究》 北大核心 2026年第16期4125-4136,共12页
背景:惯性测量单元被广泛用于人体姿态感知与动态捕捉。深度学习已逐步替代传统规则与特征工程,广泛应用于动作识别任务。卷积神经网络在提取局部动态特征方面表现良好,Transformer则在建模长时序依赖方面展现出强大能力。目的:通过基于... 背景:惯性测量单元被广泛用于人体姿态感知与动态捕捉。深度学习已逐步替代传统规则与特征工程,广泛应用于动作识别任务。卷积神经网络在提取局部动态特征方面表现良好,Transformer则在建模长时序依赖方面展现出强大能力。目的:通过基于Transformer-卷积神经网络融合模型识别方法,实现在单惯性传感器条件下的腰部康复训练动作识别任务。方法:采集6名健康受试者佩戴单个惯性传感器条件下执行腰部康复动作的加速度与角速度数据,以动作类型为数据进行标注,制作腰部康复动作数据集。通过腰部康复动作数据集对Transformer-卷积神经网络融合模型进行训练,构建动作分类模型。通过留一交叉验证评估模型准确性,并与线性判别分析、支持向量机、多层感知、经典Transformer等模型进行性能对比。结果与结论:在5类动作识别任务中,Transformer-卷积神经网络模型准确率达96.67%,F1-score为0.9669。在单传感器输入的条件下,相较于传统模型,在识别精度与泛化能力方面具有明显优势。验证了基于单惯性测量单元数据的深度模型在腰部康复动作分类任务中的实用性,为轻量化、高部署性的居家腰部康复训练系统提供基础。 展开更多
关键词 慢性腰痛 康复训练 深度学习 transformER 单节点惯性传感器 动作分类
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REAL PALEY-WIENER THEOREMS FOR THE SPACE-TIME FOURIER TRANSFORM
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作者 Youssef EL HAOUI Mohra ZAYED 《Acta Mathematica Scientia》 SCIE CSCD 2023年第3期1105-1115,共11页
This paper presents an extension of certain forms of the real Paley-Wiener theorems to the Minkowski space-time algebra. Our emphasis is dedicated to determining the space-time valued functions whose space-time Fourie... This paper presents an extension of certain forms of the real Paley-Wiener theorems to the Minkowski space-time algebra. Our emphasis is dedicated to determining the space-time valued functions whose space-time Fourier transforms(SFT) have compact support using the partial derivatives operator and the Dirac operator of higher order. 展开更多
关键词 Paley-Wiener theorem Minkowski algebra space-time algebra space-time Fourier transform
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Compensate Effect Under Time-Scale Transformation in Vaidya-Bonner Space-Time 被引量:1
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作者 MA Yong ZHAO Zheng 《Chinese Physics Letters》 SCIE CAS CSCD 1996年第7期492-495,共4页
The Hawking effect in the Vaidya-Bonner space-time can be considered as a compensate effect of the scale transformation of coordinate time.The gauge potential is the contraction of the affine connection.It is found th... The Hawking effect in the Vaidya-Bonner space-time can be considered as a compensate effect of the scale transformation of coordinate time.The gauge potential is the contraction of the affine connection.It is found that the rate of change of temperature can be obtained as the pure gauge potential of the compensate field,in addition to the Hawking temperature which was known from the stationary black holes. 展开更多
关键词 GAUGE transformATION Vaidya
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INVISCID INCOMPRESSIBLE AND COMPRESSIBLE FLOW EQUATIONS UNDER SPACE-TIME TRANSFORMATION
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作者 Wu Ziniu (Department of Engineering Mechanics, Tsinghua University Beijing 100084,P.R.China) 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2001年第z1期104-107,共4页
The equations governing incompressible and compressible inviscid flows and written in the physical frame ( t,x,y,z ) are known to be linearly well posed and exhibit elliptic or hyperbolic nature. The linear well posed... The equations governing incompressible and compressible inviscid flows and written in the physical frame ( t,x,y,z ) are known to be linearly well posed and exhibit elliptic or hyperbolic nature. The linear well posedness is considered here for these equations under a space time transformation ( t,x,y,z)→(τ,ξ,η,ζ ), where the pseudo time τ and the new space coordinate ( ξ,η,ζ ) all depend on ( t,x,y,z ). Such a transformation could be useful for uniformly treating problems in which the flow is fast unsteady somewhere and slow unsteady or steady elsewhere. It is found that the transformation may alter the ellipticity, the hyperbolicty, and even the well posedness of the original equations. In one dimension, the transformed incompressible flow equations become weakly hyperbolic and the compressible ones could degenerate to elliptical equations. In high dimensions there are conditions such that the transformed equations become ill posed. 展开更多
关键词 INVISCID flows space-time transformATION WELL-POSEDNESS
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基于LSTM-Transformer模型的突水条件下矿井涌水量预测
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作者 李振华 姜雨菲 +1 位作者 杜锋 王文强 《河南理工大学学报(自然科学版)》 北大核心 2026年第1期77-85,共9页
目的矿井涌水量精准预测对预防矿井水害和保障矿井安全生产具有重要意义,为精准预测矿井涌水量,构建适用于华北型煤田受底板L_(1-4)灰岩含水层和奥陶系灰岩含水层水害威胁的矿井涌水量预测模型。方法以河南某典型矿井的水文监测数据为基... 目的矿井涌水量精准预测对预防矿井水害和保障矿井安全生产具有重要意义,为精准预测矿井涌水量,构建适用于华北型煤田受底板L_(1-4)灰岩含水层和奥陶系灰岩含水层水害威胁的矿井涌水量预测模型。方法以河南某典型矿井的水文监测数据为基础,提出LSTMTransformer模型。利用LSTM捕捉矿井涌水量的动态时序特征,通过Transformer的多头注意力机制分析含水层水位变化和矿井涌水量之间的复杂时序关联,构建水位动态变化驱动下的矿井涌水量精准预测框架。结果结果表明,LSTM-Transformer模型预测精度显著优于LSTM,CNN,Transformer和CNN-LSTM模型的,其均方根误差为20.91 m^(3)/h,平均绝对误差为16.08 m^(3)/h,平均绝对百分比误差为1.12%,且和单因素涌水量预测模型相比,水位-涌水量双因素预测模型预测结果更加稳定。结论LSTM-Transformer模型成功克服传统方法在捕捉复杂水文地质系统中水位-涌水量动态关联上的局限,为矿井涌水量动态预测提供可解释性强、鲁棒性好的解决方案,也为类似地质条件下矿井涌水量预测提供了新方法。 展开更多
关键词 涌水量预测 水位动态响应 LSTM-transformer耦合模型 时间序列预测 注意力机制 矿井安全生产
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A Robust Image Watermarking Based on DWT and RDWT Combined with Mobius Transformations
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作者 Atheer Alrammahi Hedieh Sajedi 《Computers, Materials & Continua》 2025年第7期887-918,共32页
Ensuring digital media security through robust image watermarking is essential to prevent unauthorized distribution,tampering,and copyright infringement.This study introduces a novel hybrid watermarking framework that... Ensuring digital media security through robust image watermarking is essential to prevent unauthorized distribution,tampering,and copyright infringement.This study introduces a novel hybrid watermarking framework that integrates Discrete Wavelet Transform(DWT),Redundant Discrete Wavelet Transform(RDWT),and Möbius Transformations(MT),with optimization of transformation parameters achieved via a Genetic Algorithm(GA).By combining frequency and spatial domain techniques,the proposed method significantly enhances both the imper-ceptibility and robustness of watermark embedding.The approach leverages DWT and RDWT for multi-resolution decomposition,enabling watermark insertion in frequency subbands that balance visibility and resistance to attacks.RDWT,in particular,offers shift-invariance,which improves performance under geometric transformations.Möbius transformations are employed for spatial manipulation,providing conformal mapping and spatial dispersion that fortify watermark resilience against rotation,scaling,and translation.The GA dynamically optimizes the Möbius parameters,selecting configurations that maximize robustness metrics such as Peak Signal-to-Noise Ratio(PSNR),Structural Similarity Index Measure(SSIM),Bit Error Rate(BER),and Normalized Cross-Correlation(NCC).Extensive experiments conducted on medical and standard benchmark images demonstrate the efficacy of the proposed RDWT-MT scheme.Results show that PSNR exceeds 68 dB,SSIM approaches 1.0,and BER remains at 0.0000,indicating excellent imperceptibility and perfect watermark recovery.Moreover,the method exhibits exceptional resilience to a wide range of image processing attacks,including Gaussian noise,JPEG compression,histogram equalization,and cropping,achieving NCC values close to or equal to 1.0.Comparative evaluations with state-of-the-art watermarking techniques highlight the superiority of the proposed method in terms of robustness,fidelity,and computational efficiency.The hybrid framework ensures secure,adaptive watermark embedding,making it highly suitable for applications in digital rights management,content authentication,and medical image protection.The integration of spatial and frequency domain features with evolutionary optimization presents a promising direction for future watermarking technologies. 展开更多
关键词 Digital watermarking Möbius transforms discrete wavelet transform redundant discrete wavelet transform genetic algorithm ROBUSTNESS geometric attacks
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A step-by-step Chebyshev space-time spectral method for force vibration of functionally graded structures
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作者 Haizhou Liu Yixin Huang Yang Zhao 《Acta Mechanica Sinica》 2025年第4期142-155,共14页
This paper proposes a new step-by-step Chebyshev space-time spectral method to analyze the force vibration of functionally graded material structures.Although traditional space-time spectral methods can reduce the acc... This paper proposes a new step-by-step Chebyshev space-time spectral method to analyze the force vibration of functionally graded material structures.Although traditional space-time spectral methods can reduce the accuracy mismatch between tem-poral low-order finite difference and spatial high-order discre tization,the ir time collocation points must increase dramatically to solve highly oscillatory solutions of structural vibration,which results in a surge in computing time and a decrease in accuracy.To address this problem,we introduced the step-by-step idea in the space-time spectral method.The Chebyshev polynomials and Lagrange's equation were applied to derive discrete spatial goverming equations,and a matrix projection method was used to map the calculation results of prev ious steps as the initial conditions of the subsequent steps.A series of numerical experiments were carried out.The results of the proposed method were compared with those obtained by traditional space-time spectral methods,which showed that higher accuracy could be achieved in a shorter computation time than the latter in highly oscillatory cases. 展开更多
关键词 Functionally graded materials space-time spectral method Step-by-step approach Forced vibration
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In an Ocean or a River:Bilinear Auto-Backlund Transformations and Similarity Reductions on an Extended Time-Dependent(3+1)-Dimensional Shallow Water Wave Equation 被引量:1
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作者 GAO Xin-yi 《China Ocean Engineering》 2025年第1期160-165,共6页
With respect to oceanic fluid dynamics,certain models have appeared,e.g.,an extended time-dependent(3+1)-dimensional shallow water wave equation in an ocean or a river,which we investigate in this paper.Using symbolic... With respect to oceanic fluid dynamics,certain models have appeared,e.g.,an extended time-dependent(3+1)-dimensional shallow water wave equation in an ocean or a river,which we investigate in this paper.Using symbolic computation,we find out,on one hand,a set of bilinear auto-Backlund transformations,which could connect certain solutions of that equation with other solutions of that equation itself,and on the other hand,a set of similarity reductions,which could go from that equation to a known ordinary differential equation.The results in this paper depend on all the oceanic variable coefficients in that equation. 展开更多
关键词 OCEAN RIVER extended time-dependent(3+1)-dimensional shallow water wave equation bilinear auto-Bäcklund transformation similarity reduction symbolic computation
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Change of Space-Time Structure under Lorentz Transformation
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作者 Ning Wu 《Journal of Modern Physics》 2014年第10期940-947,共8页
When we study Lorentz transformation in the framework of quantum gauge theory of gravity, we will find that the vacuum gravitational gauge field will be changed under gravitational gauge transformation, which will cha... When we study Lorentz transformation in the framework of quantum gauge theory of gravity, we will find that the vacuum gravitational gauge field will be changed under gravitational gauge transformation, which will change the structure of the physical space-time and cause clock dilation effect. The study in this paper provides us with new insights to understand the essential and intrinsic relation between special relativity and general relativity. It provides us with a new way to unify special relativity and general relativity. 展开更多
关键词 LORENTZ transformATION GRAVITATIONAL GAUGE transformATION space-time STRUCTURE GAUGE Theory of Gravity GRAVITATIONAL GAUGE Field
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Quasi-Orthogonal Space-Time Coding for Backscatter Communications with Multiple-Antenna Tags
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作者 Cao Shuiling Wang Gongpu +2 位作者 Gao Jie Kuang Lei Chintha Tellambura 《China Communications》 2025年第7期186-194,共9页
Existing orthogonal space-time block coding(OSTBC)schemes for backscatter communication systems cannot achieve a full transmission code rate when the tag is equipped with more than two antennas.In this paper,we propos... Existing orthogonal space-time block coding(OSTBC)schemes for backscatter communication systems cannot achieve a full transmission code rate when the tag is equipped with more than two antennas.In this paper,we propose a quasi-orthogonal spacetime block code(QOSTBC)that can achieve a full transmission code rate for backscatter communication systems with a four-antenna tag and then extend the scheme to support tags with 2i antennas.Specifically,we first present the system model for the backscatter system.Next,we propose the QOSTBC scheme to encode the tag signals.Then,we provide the corresponding maximum likelihood detection algorithms to recover the tag signals.Finally,simulation results are provided to demonstrate that our proposed QOSTBC scheme and the detection algorithm can achieve a better transmission code rate or symbol error rate performance for backscatter communication systems compared with benchmark schemes. 展开更多
关键词 backscatter communications channel coding Internet of Things(IoT) multiple antennas quasi-orthogonal space-time block code
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Hybrid DF and SIR Forwarding Strategy in Conventional and Distributed Alamouti Space-Time Coded Cooperative Networks
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作者 Slim Chaoui Omar Alruwaili +1 位作者 Faeiz Alserhani Haifa Harrouch 《Computer Modeling in Engineering & Sciences》 2025年第2期1933-1954,共22页
In this paper,we propose a hybrid decode-and-forward and soft information relaying(HDFSIR)strategy to mitigate error propagation in coded cooperative communications.In the HDFSIR approach,the relay operates in decode-... In this paper,we propose a hybrid decode-and-forward and soft information relaying(HDFSIR)strategy to mitigate error propagation in coded cooperative communications.In the HDFSIR approach,the relay operates in decode-and-forward(DF)mode when it successfully decodes the received message;otherwise,it switches to soft information relaying(SIR)mode.The benefits of the DF and SIR forwarding strategies are combined to achieve better performance than deploying the DF or SIR strategy alone.Closed-form expressions for the outage probability and symbol error rate(SER)are derived for coded cooperative communication with HDFSIR and energy-harvesting relays.Additionally,we introduce a novel normalized log-likelihood-ratio based soft estimation symbol(NL-SES)mapping technique,which enhances soft symbol accuracy for higher-order modulation,and propose a model characterizing the relationship between the estimated complex soft symbol and the actual high-order modulated symbol.Further-more,the hybrid DF-SIR strategy is extended to a distributed Alamouti space-time-coded cooperative network.To evaluate the~performance of the proposed HDFSIR strategy,we implement extensive Monte Carlo simulations under varying channel conditions.Results demonstrate significant improvements with the hybrid technique outperforming individual DF and SIR strategies in both conventional and distributed Alamouti space-time coded cooperative networks.Moreover,at a SER of 10^(-3),the proposed NL-SES mapping demonstrated a 3.5 dB performance gain over the conventional averaging one,highlighting its superior accuracy in estimating soft symbols for quadrature phase-shift keying modulation. 展开更多
关键词 Cooperative communication soft information relaying soft symbols modeling cooperative diversity gain distributed Alamouti space-time code
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HAUSDORFF DIMENSION OF RECURRENCE SETS FOR MATRIX TRANSFORMATIONS OF TORI
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作者 Zhangnan HU Bing LI 《Acta Mathematica Scientia》 2025年第4期1659-1673,共15页
Let T:T^(d)→T^(d),defined by Tx=AX(mod 1),where A is a d×d integer matrix with eigenvalues 1<|λ_(1)|≤|λ_(2)|≤…≤|λ_(d)|,We investigate the Hausdorff dimension of the recurrence set R(ψ)={x∈T^(d):T^(n)... Let T:T^(d)→T^(d),defined by Tx=AX(mod 1),where A is a d×d integer matrix with eigenvalues 1<|λ_(1)|≤|λ_(2)|≤…≤|λ_(d)|,We investigate the Hausdorff dimension of the recurrence set R(ψ)={x∈T^(d):T^(n)x∈B(x,ψ(n))for infinitely many n}forα≥log|λ_(d)/λ_(1)|,whereψis a positive decreasing function defined onℕand its lower order at infinity isα=lim inf_(n→∞)-logψ(n)/n.In the case that A is diagonalizable overℚwith integral eigenvalues,we obtain the dimension formula. 展开更多
关键词 quantitative recurrence properties Hausdorff dimension matrix transformations
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Revisit the classical[Fe_(4)S_(4)(SR)_(4)]^(2–)molecular clusters:The steric effects of ligands and their structural transformations
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作者 Yuhao Jin Zheng Zhou Haixiang Han 《Chinese Journal of Structural Chemistry》 2025年第9期42-48,共7页
The synthesized molecular clusters featuring the cubic[4Fe–4S]core have been studied for several decades,as they serve as true analogs of the active components in ferritin within biological systems.Such a model clust... The synthesized molecular clusters featuring the cubic[4Fe–4S]core have been studied for several decades,as they serve as true analogs of the active components in ferritin within biological systems.Such a model cluster has been extensively investigated in various fields,including structural modulation,catalysis,and self-assembly under laboratory conditions,with the aim of gaining an in-depth understanding of their roles in biological functions.Herein,we revisited three well-known[Fe_(4)S_(4)(SR)_(4)]^(2–)molecules,namely[Me_(4)N]_(2)[Fe_(4)S_(4)(SR)_(4)](R=o-MBT,m-MBT,p-MBT),and successfully established their single crystal structures that remain unknown prior to this work.Interestingly,it is revealed that the position of the substituent methyl group has an obvious steric effect on the arrangement of the ligand around the[4Fe–4S]core,which further influences their overall packing patterns in single crystals.In addition,this work unveils two new structure transformation behaviors for the[Fe_(4)S_(4)(SR)_(4)]^(2–)system:i)the monomeric[Fe(SR)_(4)]^(2–)and tetrameric[Fe_(4)S_(4)(SR)_(4)]^(2–)can be interconverted,and ii)[Fe_(4)S_(4)(SR)_(4)]^(2–)can be transferred into an intriguing iron-oxide complex Na_(2)Fe_(6)O(OMe)_(18)·6MeOH in a well-controlled oxidizing environment. 展开更多
关键词 Iron sulfide clusters Steric effect of ligands Structural transformation X-ray crystallography
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层级特征融合Transformer的图像分类算法
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作者 段士玺 王博 《电子科技》 2026年第2期72-78,共7页
针对传统ViT(Vision Transformer)模型难以完成图像多层级分类问题,文中提出了基于ViT的图像分类模型层级特征融合视觉Transformer(Hierarchical Feature Fusion Vision Transformer,HICViT)。输入数据经过ViT提取模块生成多个不同层级... 针对传统ViT(Vision Transformer)模型难以完成图像多层级分类问题,文中提出了基于ViT的图像分类模型层级特征融合视觉Transformer(Hierarchical Feature Fusion Vision Transformer,HICViT)。输入数据经过ViT提取模块生成多个不同层级的特征图,每个特征图包含不同层次的抽象特征表示。基于层级标签将ViT提取的特征映射为多级特征,运用层级特征融合策略整合不同层级信息,有效增强模型的分类性能。在CIFRA-10、CIFRA-100和CUB-200-2011这3个数据集将所提模型与多种先进深度学习模型进行对比和分析。在CIFRA-10数据集,所提方法在第1层级、第2层级和第3层级的分类精度分别为99.70%、98.80%和97.80%。在CIFRA-100数据集,所提方法在第1层级、第2层级和第3层级的分类精度分别为95.23%、93.54%和90.12%。在CUB-200-2011数据集,所提方法在第1层级和第2层级的分类精度分别为98.09%和93.66%。结果表明,所提模型的分类准确率优于其他对比模型。 展开更多
关键词 深度学习 卷积神经网络 transformER 图像分类 层级特征 特征融合 多头注意力 Vision transformer
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Framework of Penrose Transforms on DP-Modules to the Electromagnetic Carpet of the Space-Time from the Moduli Stacks Perspective
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作者 Francisco Bulnes 《Journal of Applied Mathematics and Physics》 2014年第5期150-162,共13页
Considering the different versions of the Penrose transform on D-modules and their applications to different levels of DM-modules in coherent sheaves, we obtain a geometrical re-construction of the electrodynamical ca... Considering the different versions of the Penrose transform on D-modules and their applications to different levels of DM-modules in coherent sheaves, we obtain a geometrical re-construction of the electrodynamical carpet of the space-time, which is a direct consequence of the equivalence between the moduli spaces, that have been demonstrated in a before work. In this case, the equivalence is given by the Penrose transform on the quasi coherent Dλ-modules given by the generalized Verma modules diagram established in the Recillas conjecture to the group SO(1, n + 1), and consigned in the Dp-modules on which have been obtained solutions in field theory of electromagnetic type. 展开更多
关键词 Penrose transform MODULI Stack Dp-Modules Verma MODULES Field Theory Electro-Dynamical STACKS
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基于动态滑动时间窗口与Transformer的电动汽车充电负荷预测
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作者 郝爽 祖国强 +2 位作者 贾明辉 张志杰 李少雄 《河北工业大学学报》 2026年第1期44-52,68,共10页
因电动汽车充电行为具有非线性、时变性,传统预测方法难以捕捉其负荷复杂特征,因此本文提出基于动态窗口与Transformer的电动汽车充电负荷预测方法。首先,引入结合萤火虫算法(firefly algorithm,FA)的变分模态分解(variational mode dec... 因电动汽车充电行为具有非线性、时变性,传统预测方法难以捕捉其负荷复杂特征,因此本文提出基于动态窗口与Transformer的电动汽车充电负荷预测方法。首先,引入结合萤火虫算法(firefly algorithm,FA)的变分模态分解(variational mode decomposition,VMD),利用FA算法优化VMD的超参数,提取不同频率模态分量,降低数据噪声与复杂度。其次,按各模态波动与变化率,用动态滑动时间窗口技术确定动态滑动时间大小。然后,根据动态滑动时间窗口调整长短期记忆网络(long short-term memory network,LSTM)-Transformer模型参数,将各模态分量与动态滑动时间窗口输入LSTM-Transformer模型,由LSTM负责捕捉短期动态,Transformer用于把握全局依赖,以此提升预测精度。最终,累加各分量预测值得出结果。经Palo Alto电动汽车负荷数据集验证,与固定时间窗口的VMD-LSTM-Transformer模型相比,所提方法的平均绝对百分比误差降低9.23%。 展开更多
关键词 电动汽车负荷预测 变分模态分解 萤火虫算法 动态滑动时间窗口 transformER
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A Transformative Masterpiece--Chinese-built bridge in Tanzania boosts trade,connectivity
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作者 DERRICK SILIMINA 《ChinAfrica》 2026年第1期42-43,共2页
In the Kigongo area of Mwanza Region,northwest Tanzania,fishmonger Neema Aisha remembers how the morning’s fresh catch would sour while she queued for the ferry,putting her business at risk.
关键词 business risk FERRY BRIDGE CONNECTIVITY TRADE fishmonger transformative
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Effect of fluoride roasting on copper species transformation on chrysocolla surfaces and its role in enhanced sulfidation flotation
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作者 Yingqiang Ma Xin Huang +5 位作者 Yafeng Fu Zhenguo Song Sen Luo Shuanglin Zheng Feng Rao Wanzhong Yin 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期165-176,共12页
It is difficult to recover chrysocolla from sulfidation flotation which is closely related to the mineral surface composition.In this study,the effects of fluoride roasting on the surface composition of chrysocolla we... It is difficult to recover chrysocolla from sulfidation flotation which is closely related to the mineral surface composition.In this study,the effects of fluoride roasting on the surface composition of chrysocolla were investigated,its impact on sulfidation flotation was explored,and the mechanisms involved in both fluoride roasting and sulfidation flotation were discussed.With CaF_(2)as the roasting reagent,Na_(2)S·9H_(2)O as the sulfidation reagent,and sodium butyl xanthate(NaBX)as the collector,the results of the flotation experiments showed that fluoride roasting improved the floatability of chrysocolla,and the recovery rate increased from 16.87%to 82.74%.X-ray diffraction analysis revealed that after fluoride roasting,approximately all the Cu on the chrysocolla surface was exposed in the form of CuO,which could provide a basis for subsequent sulfidation flotation.The microscopy and elemental analyses revealed that large quantities of"pagoda-like"grains were observed on the sulfidation surface of the fluoride-roasted chrysocolla,indicating high crystallinity particles of copper sulfide.This suggests that the effect of sulfide formation on the chrysocolla surface was more pronounced.X-ray photoelectron spectroscopy revealed that fluoride roasting increased the relative contents of sulfur and copper on the surface and that both the Cu~+and polysulfide fractions on the surface of the minerals increased.This enhances the effect of sulfidation,which is conducive to flotation recovery.Therefore,fluoride roasting improved the effect of copper species transformation and sulfidation on the surface of chysocolla,promoted the adsorption of collectors,and improved the recovery of chrysocolla from sulfidation flotation. 展开更多
关键词 sulfidation flotation CHRYSOCOLLA fluoride roasting copper species transformation enhanced sulfidation
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