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Research on Variable Condition Properties and Experimental Verification of a Variable Cross-Section Scroll Expander
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作者 Junying Wei Guangxian Yin +5 位作者 Jihao Zhang Wenwen Chang Chenrui Zhang Zhengyi Li Long Chang Minghan Peng 《Frontiers in Heat and Mass Transfer》 2025年第4期1185-1201,共17页
The scroll expander,as the core component of the micro-compressed air energy storage and power generation system,directly affects the output efficiency of the system.Meanwhile,the scroll profile plays a central role i... The scroll expander,as the core component of the micro-compressed air energy storage and power generation system,directly affects the output efficiency of the system.Meanwhile,the scroll profile plays a central role in determining the output performance of the scroll expander.In this study,in order to investigate the output characteristics of a variable cross-section scroll expander,numerical simulation and experimental studies were con-ducted by using Computational Fluid Dynamics(CFD)methods and dynamic mesh techniques.The impact of critical parameters on the output performance of the scroll expander was analyzed through the utilization of the control variable method.It is found that increasing the inlet pressure and temperature within a certain range can improve the output power of the scroll expander.However,the increase in temperature and meshing clearance leads to a decline in the overall output performance of the scroll expander,leading to a decrease in volumetric efficiency by 8.43%and 12.79%,respectively.The experiments demonstrate that under equal inlet pressure conditions,increasing the inlet temperature elevates both the rotational speed and torque output of the scroll expander.Specifically,compared to operating at normal temperatures,the output torque increases by 21.8%under high-temperature conditions.However,the rate of speed and torque variation decreases as a consequence of enlarged meshing clearance,resulting in increased internal leakage and reduction in isentropic efficiency. 展开更多
关键词 Circular involute variable cross-section scroll expander numerical simulation internal flow field output characteristics experimental verification
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基于改进YOLOv7-tiny的高空作业人员安防装备检测算法 被引量:1
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作者 文家燕 周志文 +1 位作者 辛华健 谢广明 《现代电子技术》 北大核心 2024年第13期164-171,共8页
针对现有高空作业人员安防装备检测算法参数量较大且检测目标相对单一,难以适应复杂的高空作业场景等问题,提出一种基于改进YOLOv7-tiny的高空作业人员安防装备检测算法。首先,将主干网络重新设计为更轻量的YOLOv7-FasterNet,并调整空... 针对现有高空作业人员安防装备检测算法参数量较大且检测目标相对单一,难以适应复杂的高空作业场景等问题,提出一种基于改进YOLOv7-tiny的高空作业人员安防装备检测算法。首先,将主干网络重新设计为更轻量的YOLOv7-FasterNet,并调整空间金字塔池化结构,实现模型参数量的压缩;其次,在ELAN-L模块中扩展梯度传输路径的分支,解决了模型压缩造成的通道信息缺失问题,提升了特征信息的提取能力;最后,将网络中下采样部分替换为Involution模块,降低参数冗余,增强网络对全局的捕获能力。实验结果表明,改进的YOLOv7-tiny算法能够更好地适应复杂高空作业场景,在开源数据集上具备良好的性能。该算法的平均检测精度达到94.7%,较原模型提升1.5%,参数量较原模型下降11.6%,实验结果验证了算法改进措施的有效性。 展开更多
关键词 目标检测 安防装备 高空作业 YOLOv7-tiny 轻量化 INVOLUTION
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基于IViT的锂离子电池健康状态估计 被引量:2
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作者 廖列法 占玉敏 刘映宝 《电子测量技术》 北大核心 2024年第18期63-70,共8页
准确预测锂离子电池的健康状态(SOH)至关重要。针对电池单个周期的不同阶段退化机制存在差异和实际运用场景下数据获取不完整等挑战,提出一种基于Involution-Vision Transformer(IViT)的锂离子电池SOH估计方法。从电压时间曲线中自动提... 准确预测锂离子电池的健康状态(SOH)至关重要。针对电池单个周期的不同阶段退化机制存在差异和实际运用场景下数据获取不完整等挑战,提出一种基于Involution-Vision Transformer(IViT)的锂离子电池SOH估计方法。从电压时间曲线中自动提取能有效表征锂离子电池退化信息的特征,使用Involution模块在不同位置上自适应地分配权重,利用Vision Transformer学习不同阶段的高级特征表示并捕获全局依赖关系。实验结果表明,IVIT的预测误差在0.5%左右,且当整体数据缺失50%的情况下误差仅为2%左右,证明了所提方法的有效性和稳定性。 展开更多
关键词 锂离子电池 健康状态 INVOLUTION Vision Transformer
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基于Involution算子和协调反向注意力的息肉图像分割
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作者 万鸿炜 陈平华 《计算机与现代化》 2024年第11期84-90,98,共8页
结肠影像中的息肉存在形态多变、边缘粘膜模糊的特点。针对现有的结肠息肉分割网络因卷积算子的固有限制而导致的特征提取不充分,以及因区域和边界关系刻画不全导致的分割不完整的问题,提出一种基于Involution算子和协调反向注意力的网... 结肠影像中的息肉存在形态多变、边缘粘膜模糊的特点。针对现有的结肠息肉分割网络因卷积算子的固有限制而导致的特征提取不充分,以及因区域和边界关系刻画不全导致的分割不完整的问题,提出一种基于Involution算子和协调反向注意力的网络模型IN-CRNet。在编码器部分,设计基于Involution算子的感受野模块InRFB,自适应地捕获不同尺度的上下文语义信息,增强模型对形态复杂的结肠息肉的识别能力;在解码器部分,设计协调反向注意力模块CRA,同时关注区域和边界的重要程度,并构建两者的关系,自底向上地逐渐完善边缘轮廓的分割细节。在5个结肠息肉数据集上的验证实验表明,IN-CRNet具有良好的分割精度和泛化能力。 展开更多
关键词 图像分割 结肠息肉 Involution算子 协调反向注意力
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An Involution over Dyck Paths Related with Stirling Statistics
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作者 Peng CAO Joanna N.CHEN 《Journal of Mathematical Research with Applications》 CSCD 2024年第4期437-443,共7页
We construct an involution over Dyck paths,which implies the distribution of statistics“the number of peak”,“the number of returns”and“the height of the last peak”.As an application,equidistributions of several ... We construct an involution over Dyck paths,which implies the distribution of statistics“the number of peak”,“the number of returns”and“the height of the last peak”.As an application,equidistributions of several Stirling statistics over 132-avoiding and 321-avoiding permutations are presented. 展开更多
关键词 INVOLUTIONS Dyck paths PATTERN PEAK returns
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Application of Isogeometric Analysis Method in Three-Dimensional Gear Contact Analysis
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作者 Long Chen Yan Yu +2 位作者 Yanpeng Shang Zhonghou Wang Jing Zhang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第4期817-846,共30页
Gears are pivotal in mechanical drives,and gear contact analysis is a typically difficult problem to solve.Emerging isogeometric analysis(IGA)methods have developed new ideas to solve this problem.In this paper,a thre... Gears are pivotal in mechanical drives,and gear contact analysis is a typically difficult problem to solve.Emerging isogeometric analysis(IGA)methods have developed new ideas to solve this problem.In this paper,a threedimensional body parametric gear model of IGA is established,and a theoretical formula is derived to realize single-tooth contact analysis.Results were benchmarked against those obtained from commercial software utilizing the finite element analysis(FEA)method to validate the accuracy of our approach.Our findings indicate that the IGA-based contact algorithmsuccessfullymet theHertz contact test.When juxtaposed with the FEA approach,the IGAmethod demonstrated fewer node degrees of freedomand reduced computational units,all whilemaintaining comparable accuracy.Notably,the IGA method appeared to exhibit consistency in analysis accuracy irrespective of computational unit density,and also significantlymitigated non-physical oscillations in contact stress across the tooth width.This underscores the prowess of IGA in contact analysis.In conclusion,IGA emerges as a potent tool for addressing contact analysis challenges and holds significant promise for 3D gear modeling,simulation,and optimization of various mechanical components. 展开更多
关键词 Contact analysis involute gear isogeometric analysis finite element analysis
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High‑Order ADER Discontinuous Galerkin Schemes for a Symmetric Hyperbolic Model of Compressible Barotropic Two‑Fluid Flows
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作者 Laura Río‑Martín Michael Dumbser 《Communications on Applied Mathematics and Computation》 2024年第4期2119-2154,共36页
This paper presents a high-order discontinuous Galerkin(DG)finite-element method to solve the barotropic version of the conservative symmetric hyperbolic and thermodynamically compatible(SHTC)model of compressible two... This paper presents a high-order discontinuous Galerkin(DG)finite-element method to solve the barotropic version of the conservative symmetric hyperbolic and thermodynamically compatible(SHTC)model of compressible two-phase flow,introduced by Romenski et al.in[59,62],in multiple space dimensions.In the absence of algebraic source terms,the model is endowed with a curl constraint on the relative velocity field.In this paper,the hyperbolicity of the system is studied for the first time in the multidimensional case,showing that the original model is only weakly hyperbolic in multiple space dimensions.To restore the strong hyperbolicity,two different methodologies are used:(i)the explicit symmetrization of the system,which can be achieved by adding terms that contain linear combinations of the curl involution,similar to the Godunov-Powell terms in the MHD equations;(ii)the use of the hyperbolic generalized Lagrangian multiplier(GLM)curl-cleaning approach forwarded.The PDE system is solved using a high-order ADER-DG method with a posteriori subcell finite-volume limiter to deal with shock waves and the steep gradients in the volume fraction commonly appearing in the solutions of this type of model.To illustrate the performance of the method,several different test cases and benchmark problems have been run,showing the high order of the scheme and the good agreement when compared to reference solutions computed with other well-known methods. 展开更多
关键词 Compressible two-fluid flows Symmetric hyperbolic and thermodynamically compatible(SHTC)systems Hyperbolic systems with curl involutions High-order ADER discontinuous Galerkin(DG)schemes with subcell finite-volume limiter Conservative form of hyperbolic models
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基于改进SSD的钢材表面缺陷检测 被引量:27
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作者 阎馨 杨月川 屠乃威 《现代制造工程》 CSCD 北大核心 2023年第5期112-120,共9页
工业生产过程中,钢材表面缺陷的检测对于钢材的质量控制发挥着十分重要的作用,针对钢材表面缺陷检测中存在的检测精度低、检测速度慢等问题,提出了一种钢材表面缺陷检测的改进SSD算法。在所提算法中,采用Transformer多头注意力机制模块... 工业生产过程中,钢材表面缺陷的检测对于钢材的质量控制发挥着十分重要的作用,针对钢材表面缺陷检测中存在的检测精度低、检测速度慢等问题,提出了一种钢材表面缺陷检测的改进SSD算法。在所提算法中,采用Transformer多头注意力机制模块代替原SSD结构中的Conv5_1层,以提高小目标检测的能力;原SSD结构中的Conv7操作替换为Involution算子操作,以减少运算的参数量;对网络结构进行特征融合处理,以更全面地检测特征图中所包含的信息。利用NEU-DET数据集进行实验,实验结果表明改进后的SSD算法是有效的,可以高效检测到钢材表面的小目标缺陷,相比改进前平均检测精度提高了4.5%,检测速度提高了13.6%。 展开更多
关键词 钢材表面缺陷检测 改进SSD算法 注意力机制 Involution算子 特征融合
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基于弱监督数据集的猪只图像实例分割 被引量:2
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作者 王海燕 江烨皓 +2 位作者 黎煊 马云龙 刘小磊 《农业机械学报》 EI CAS CSCD 北大核心 2023年第10期255-265,共11页
在智慧养殖研究中,基于深度学习的猪只图像实例分割方法,是猪只个体识别、体重估测、行为识别等下游任务的关键。为解决模型训练需要大量的逐像素标注图像,以及大量的人力和时间成本的问题,采用弱监督猪只分割策略,制作弱监督数据集,提... 在智慧养殖研究中,基于深度学习的猪只图像实例分割方法,是猪只个体识别、体重估测、行为识别等下游任务的关键。为解决模型训练需要大量的逐像素标注图像,以及大量的人力和时间成本的问题,采用弱监督猪只分割策略,制作弱监督数据集,提出一种新的特征提取骨干网络RdsiNet:首先在ResNet-50残差模块基础上引入第2代可变形卷积,扩大网络感受野;其次,使用空间注意力机制,强化网络对重要特征的权重值;最后引入involution算子,借助其空间特异性和通道共享性,实现加强深层空间信息、将特征映射同语义信息连接的功能。通过消融实验和对比实验证明了RdsiNet对于弱监督数据集的有效性,实验结果表明其在Mask R-CNN模型下分割的mAP_(Semg)达到88.6%,高于ResNet-50、GCNet等一系列骨干网络;在BoxInst模型下mAP_(Semg)达到95.2%,同样高于ResNet-50骨干网络的76.7%。而在分割图像对比中,使用RdsiNet骨干网络的分割模型同样具有更好的分割效果:在图像中猪只堆叠情况下,能更好地分辨猪只个体;使用BoxInst训练的模型,测试图像中掩码具有更高的精细度,这更有利于开展下游分析。 展开更多
关键词 猪只 弱监督实例分割 空间注意力机制 involution算子
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雷峰塔下的张爱玲:《雷峰塔》、《易经》,与“回旋”和“衍生”的美学 被引量:29
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作者 王德威 王宇译 《现代中文学刊》 2010年第6期74-87,F0002,共15页
本文通过张爱玲英文小说《雷峰塔》和《易经》及其它文本的比较阅读,提出以下观察:一、相对于写实/现实主义作为中国现代文学的主流形式,张爱玲穿越修辞、文类以及语言的界限,以重复书写发展出一种“衍生”(derivation)、“回旋... 本文通过张爱玲英文小说《雷峰塔》和《易经》及其它文本的比较阅读,提出以下观察:一、相对于写实/现实主义作为中国现代文学的主流形式,张爱玲穿越修辞、文类以及语言的界限,以重复书写发展出一种“衍生”(derivation)、“回旋”(involution)的美学。二、透过对自身故事的多重叙述,张爱玲颠覆传统家族历史的大叙事。通过书写,她化记忆为技艺,也重塑过往吉光片羽的存在与形式。三、张爱玲创作中回旋、衍生的倾向也带出了一种独特的(文学)史观。张的史观表明她后四十年的创作其实不只限于她以各种形式重写的自传故事,也同时包括另外两项计划:一是将吴语的《海上花列传》翻译为国语,再翻译成英文;另外则是通过细读文本、文献考证以及传记研究的方式参详《红楼梦》。 展开更多
关键词 衍生(derivation) 回旋(involution) 革命(revolution) 记忆书写 现代性
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一种基于Involution卷积的三维人体重建方法 被引量:1
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作者 童立靖 张成智 《湖北民族大学学报(自然科学版)》 CAS 2023年第2期184-190,共7页
针对从视频中恢复三维人体模型运动序列时,由于图像特征提取能力有限而导致三维人体模型运动序列重建效果不佳的问题,提出了一种基于Involution卷积的三维人体重建方法。首先为了引入自注意力机制,在ResNet50网络结构中加入Involution算... 针对从视频中恢复三维人体模型运动序列时,由于图像特征提取能力有限而导致三维人体模型运动序列重建效果不佳的问题,提出了一种基于Involution卷积的三维人体重建方法。首先为了引入自注意力机制,在ResNet50网络结构中加入Involution算子,获取视频图像帧的特征向量,然后使用姿态估计网络和形状估计网络获取人体姿势以及形状参数,最后使用蒙皮多人线性模型(skinned multi-person linear model, SMPL)生成三维人体模型的运动序列。在三维姿态户外数据集(3D pose in the wild, 3DPW)上与视频人体姿态形状估计推理(video inference for body pose and shape estimation, VIBE)方法以及时间一致性网格恢复(temporally consistent mesh recovery, TCMR)方法进行对比实验,平均精度相比于VIBE、TCMR分别提升了3.1%、0.7%,能够为运动捕捉、三维人体动画制作等工作提供更为准确的三维人体模型。 展开更多
关键词 三维人体 姿态估计 SMPL 视频序列 Involution算子
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A Mathematical Comparison of the Schwarzschild and Kerr Metrics 被引量:2
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作者 J.-F. Pommaret 《Journal of Modern Physics》 2020年第10期1672-1710,共39页
A few physicists have recently constructed the generating compatibility conditions (CC) of the Killing operator for the Minkowski (M), Schwarzschild (S) and Kerr (K) metrics. They discovered second order CC, well know... A few physicists have recently constructed the generating compatibility conditions (CC) of the Killing operator for the Minkowski (M), Schwarzschild (S) and Kerr (K) metrics. They discovered second order CC, well known for M, but also third order CC for S and K. In a recent paper (DOI:10.4236/jmp.2018.910125) we have studied the cases of M and S, without using specific technical tools such as Teukolski scalars or Killing-Yano tensors. However, even if S(<em>m</em>) and K(<em>m</em>, <em>a</em>) are depending on constant parameters in such a way that S <span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;">&rarr;</span></span></span></span> M when <em>m</em> <span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;">&rarr;</span></span></span></span> 0 and K<span style="white-space:nowrap;"><span style="white-space:nowrap;">&rarr;</span></span><span style="white-space:nowrap;"><span style="white-space:nowrap;"></span></span> S when <em>a</em> <span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;">&rarr;</span></span></span></span> 0, the CC of S do not provide the CC of M when <em>m</em> <span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;">&rarr;</span></span></span> 0 while the CC of K do not provide the CC of S when a <span style="white-space:nowrap;"><span style="white-space:nowrap;"><span style="white-space:nowrap;">&rarr;</span></span></span> 0. In this paper, using tricky motivating examples of operators with constant or variable parameters, we explain why the CC are depending on the choice of the parameters. In particular, the only purely intrinsic objects that can be defined, namely the extension modules, may change drastically. As the algebroid bracket is compatible with the <em>prolongation/projection</em> (PP) procedure, we provide for the first time all the CC for K in an intrinsic way, showing that they only depend on the underlying Killing algebra and that the role played by the Spencer operator is crucial. We get K < S < M with 2 < 4 < 10 for the Killing algebras and explain why the formal search of the CC for M, S or K are strikingly different, even if each Spencer sequence is isomorphic to the tensor product of the Poincaré sequence for the exterior derivative by the corresponding Lie algebra. 展开更多
关键词 Formal Integrability involutivity Compatibility Condition Janet Sequence Spencer Sequence Minkowski Metric Schwarzschild Metric Kerr Metric
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Generating Compatibility Conditions and General Relativity 被引量:1
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作者 J.-F. Pommaret 《Journal of Modern Physics》 2019年第3期371-401,共31页
The search for the generating compatibility conditions (CC) of a given operator is a very recent problem met in general relativity in order to study the Killing operator for various standard useful metrics. Accordingl... The search for the generating compatibility conditions (CC) of a given operator is a very recent problem met in general relativity in order to study the Killing operator for various standard useful metrics. Accordingly, this paper can be considered as a natural continuation of a previous paper recently published in JMP under the title Minkowski, Schwarschild and Kerr metrics revisited. In particular, we prove that the intrinsic link existing between the lack of formal exactness of an operator sequence on the jet level, the lack of formal exactness of its corresponding symbol sequence and the lack of formal integrability (FI) of the initial operator is of a purely homological nature as it is based on the long exact connecting sequence provided by the so-called snake lemma in homological algebra. It is therefore quite difficult to grasp it in general and even more difficult to use it on explicit examples. It does not seem that any one of the results presented in this paper is known as most of the other authors who studied the above problem of computing the total number of generating CC are confusing this number with the degree of generality introduced by A. Einstein in his 1930 letters to E. Cartan. One of the motivating examples that we provide is so striking that it is even difficult to imagine that such an example could exist. We hope this paper could be used as a source of testing examples for future applications of computer algebra in general relativity and, more generally, in mathematical physics. 展开更多
关键词 FORMAL Theory of SYSTEMS of Partial DIFFERENTIAL Equations Compatibility Conditions ACYCLICITY FORMAL Integrability involutivity DIFFERENTIAL SEQUENCE JANET SEQUENCE Spencer SEQUENCE General Relativity Killing SYSTEMS
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Finite Parameter Solutions to the Manakov and the Derivative Manakov Equations
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作者 曹建莉 《Chinese Quarterly Journal of Mathematics》 CSCD 北大核心 2007年第2期236-244,共9页
Finite-dimensional integrable Hamiltonian systems, obtained through the non- linearization of the 3×3 spectral problems associated with the Manakov and the derivative Manakov equations, are investigated. A genera... Finite-dimensional integrable Hamiltonian systems, obtained through the non- linearization of the 3×3 spectral problems associated with the Manakov and the derivative Manakov equations, are investigated. A generating function method is used to give a simple and effective way to prove the involutivity of integrals. Finite-parameter solutions of the Manakov and the derivative Manakov equations are calculated based on the commutative systems of ordinary differential equations with these integrals as Hamiltonians. 展开更多
关键词 the Manakov equation the derivative Manakov equation the involutivity of conserved integrals
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Renovation and Involution — Paradox of Chinese Literature in Modernity
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作者 许贻斌 《海外英语》 2013年第17期212-213,共2页
With a special matter, Chinese literature has differences with traditional theories from western countries in essence, so that Chinese literature demonstrates its renovation and involution. The main reason is its tren... With a special matter, Chinese literature has differences with traditional theories from western countries in essence, so that Chinese literature demonstrates its renovation and involution. The main reason is its trends of modernity. The transformation from oversea exchange is very important. This paper mainly explains the specific content of paradox of Chinese literature in mo dernity, and explores the reasons for differences between China and western countries. 展开更多
关键词 RENOVATION INVOLUTION CHINESE LITERATURE modernity
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Minimum Resolution of the Minkowski, Schwarzschild and Kerr Differential Modules
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作者 J.-F. Pommaret 《Journal of Modern Physics》 2022年第4期620-670,共51页
Our recent arXiv preprints and published papers on the solution of the Riemann-Lanczos and Weyl-Lanczos problems have brought our attention on the importance of revisiting the algebraic structure of the Bianchi identi... Our recent arXiv preprints and published papers on the solution of the Riemann-Lanczos and Weyl-Lanczos problems have brought our attention on the importance of revisiting the algebraic structure of the Bianchi identities in Riemannian geometry. We also discovered in the meantime that, in our first GB book of 1978, we had already used a new way for studying the compatibility conditions (CC) of an operator that may not be necessarily formally integrable (FI) in order to construct canonical formally exact differential sequences on the jet level. The purpose of this paper is to prove that the combination of these two facts clearly shows the specific importance of the Spencer operator and the Spencer &delta;-cohomology, totally absent from mathematical physics today. The results obtained are unavoidable because they only depend on elementary combinatorics and diagram chasing. They also provide for the first time the purely intrinsic interpretation of the respective numbers of successive first, second, third and higher order generating CC. However, if they of course agree with the linearized Killing operator over the Minkowski metric, they largely disagree with recent publications on the respective numbers of generating CC for the linearized Killing operator over the Schwarzschild and Kerr metrics. Many similar examples are illustrating these new techniques, providing in particular a few resolutions in which the orders of the successive operators may go “up and down” surprisingly, like in the conformal situation for various dimensions. 展开更多
关键词 Formal Integrability involutivity Compatibility Conditions Spencer Operator Janet Sequence Spencer Sequence Differential Module Homological Algebra Extension Module
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改进人脸特征矫正网络的遮挡人脸识别方法 被引量:7
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作者 陈秋雨 芦天亮 《计算机应用研究》 CSCD 北大核心 2023年第5期1535-1541,共7页
现有人脸识别模型受口罩等遮挡因素影响导致准确率无法提升。当前主流研究方法将有无遮挡场景分开训练后,整合应用于多场景。针对遮挡人脸识别模型的局限性,提出一种改进人脸特征矫正网络(FFR-Net)模型。该模型可同时用于有无遮挡人脸... 现有人脸识别模型受口罩等遮挡因素影响导致准确率无法提升。当前主流研究方法将有无遮挡场景分开训练后,整合应用于多场景。针对遮挡人脸识别模型的局限性,提出一种改进人脸特征矫正网络(FFR-Net)模型。该模型可同时用于有无遮挡人脸识别并应用于口罩与眼镜遮挡两种识别场景中。人脸特征矫正网络模型提出了一种人脸特征矫正模块,为保证充分利用无遮挡区域特征信息,在该模块中的空间分支引入involution算子扩大图像信息交互区域,增强在空间范围内面部特征信息;在通道分支引入坐标注意力机制,捕获跨通道信息以增强特征表示,利于模型准确地定位识别目标区域;将Meta-ACON作为该模块新的动态激活函数,通过动态调整线性或非线性程度以提高模型泛化能力和计算准确度。最后,利用改进的人脸特征矫正网络模型在CASIA-Webface经处理的有无口罩遮挡人脸数据集上进行训练,其在LFW经处理的有无口罩遮挡数据集、Meglass数据集上的测试结果准确率分别达到了82.50%和89.75%,优于现有算法,验证了所提方法的有效性。 展开更多
关键词 遮挡人脸识别 involution算子 坐标注意力机制 动态激活函数
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基于小波变换和Involution卷积神经网络的滚动轴承故障诊断方法 被引量:8
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作者 王正 文传博 董逸凡 《轴承》 北大核心 2022年第11期61-67,共7页
传统卷积神经网络在滚动轴承故障诊断中存在梯度扩散、参数爆炸和训练时间长等缺点,为此提出一种基于Involution卷积神经网络的滚动轴承故障诊断方法。首先,通过小波变换将原始数据转换为时频图,经过数据预处理后送入基于Involution的... 传统卷积神经网络在滚动轴承故障诊断中存在梯度扩散、参数爆炸和训练时间长等缺点,为此提出一种基于Involution卷积神经网络的滚动轴承故障诊断方法。首先,通过小波变换将原始数据转换为时频图,经过数据预处理后送入基于Involution的神经网络模型;然后,经过不同Convolution卷积核对原始图像的局部区域特征进行不同方式的提取,扩展输入图像通道数;最后,通过Involution对特征图的每个像素点进行进一步特征提取,经过softmax层输出分类结果。CWRU轴承数据集和试验轴承数据集的分析结果表明,基于Involution卷积的神经网络模型所包含的参数较少,训练时间短,故障分类准确率可达99.75%,优于传统的CNN,DBN,自编码器等模型。 展开更多
关键词 滚动轴承 故障诊断 INVOLUTION 卷积神经网络 小波变换 时频域分析
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基于改进YOLOv5算法的火灾图像检测研究 被引量:6
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作者 王龙兴 刘为国 朱洪波 《湖北民族大学学报(自然科学版)》 CAS 2022年第2期196-201,共6页
针对传统的火灾检测系统检测时间长、容易误报等问题,提出了一种基于改进YOLOv5的火灾检测算法.首先,针对卷积操作受到感受野的限制,增加Involution算子来扩大感受野;其次,在模型中引入CA(coordinate attention)注意力机制,重新分配特... 针对传统的火灾检测系统检测时间长、容易误报等问题,提出了一种基于改进YOLOv5的火灾检测算法.首先,针对卷积操作受到感受野的限制,增加Involution算子来扩大感受野;其次,在模型中引入CA(coordinate attention)注意力机制,重新分配特征图高度和宽度上的权重;最后,使用定位损失函数α-CIoU替换CIoU,以提高模型回归精度.改进的YOLOv5算法的平均精度达到了68.4%,相较于标准算法的平均精度提高了3.9%,定位框更加准确,且检测速度提高了14%.实验结果表明改进后的算法模型明显提高了火灾检测的准确性和实时性. 展开更多
关键词 火灾检测 改进YOLOv5 Involution算子 注意力机制 α-CIoU
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轻量化篮球裁判手势识别算法 被引量:2
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作者 李忠雨 孙浩东 李娇 《计算机应用》 CSCD 北大核心 2023年第7期2173-2181,共9页
针对一般手势识别算法的参数量、计算量和精度难以平衡的问题,提出一种轻量化篮球裁判手势识别算法。该算法在YOLOV5s(You Only Look Once Version 5s)算法的基础上进行重构:首先,用Involution算子替代CSP1_1的卷积算子,以扩大上下文信... 针对一般手势识别算法的参数量、计算量和精度难以平衡的问题,提出一种轻量化篮球裁判手势识别算法。该算法在YOLOV5s(You Only Look Once Version 5s)算法的基础上进行重构:首先,用Involution算子替代CSP1_1的卷积算子,以扩大上下文信息捕获范围并减少核冗余;其次,在C3模块后加入协同注意力(CA)机制,以得到更强的手势特征提取能力;然后,用轻量化内容感知上采样算子改进原始上采样模块,并将采样点集中在目标区域而忽略背景部分;最后,利用以SiLU作为激活函数的Ghost-Net进行轻量化剪枝。在自制的篮球裁判手势数据集上的实验结果表明,该轻量化篮球裁判手势识别算法的计算量、参数量和模型大小分别为3.3 GFLOPs、4.0×10^(6)和8.5 MB,与YOLOV5s算法相比,分别减少了79%、44%和40%,mAP@0.5为91.7%,在分辨率为1920×1280的比赛视频上的检测帧率达到89.3 frame/s,证明该算法能满足低误差、高帧率和轻量化的要求。 展开更多
关键词 目标检测 手势识别 Involution算子 注意力机制 上采样 Ghost-Net
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