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Metal Flowing of Involute Spline Cold Roll-beating Forming 被引量:19
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作者 CUI Fengkui WANG Xiaoqiang +3 位作者 ZHANG Fengshou XU Hongyu QUAN Jianhui LI Yan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第5期1056-1062,共7页
The present research on involute spline cold roll-beating forming is mainly about the principles and motion relations of cold roll-beating,the theory of roller design,and the stress and strain field analysis of cold r... The present research on involute spline cold roll-beating forming is mainly about the principles and motion relations of cold roll-beating,the theory of roller design,and the stress and strain field analysis of cold roll-beating,etc.However,the research on law of metal flow in the forming process of involute spline cold roll-beating is rare.According to the principle of involute spline cold roll-beating,the contact model between the rollers and the spline shaft blank in the process of cold roll-beating forming is established,and the theoretical analysis of metal flow in the cold roll-beating deforming region is proceeded.A finite element model of the spline cold roll-beating process is established,the formation mechanism of the involute spline tooth profile in cold roll-beating forming process is studied,and the node flow tracks of the deformation area are analyzed.The experimental research on the metal flow of cold roll-beating spline is conducted,and the metallographic structure variation,grain characteristics and metal flow line of the different tooth profile area are analyzed.The experimental results show that the particle flow directions of the deformable bodies in cold roll-beating deformation area are determined by the minimum moving resistance.There are five types of metal flow rules of the deforming region in the process of cold roll-beating forming.The characteristics of involute spline cold roll-beating forming are given,and the forming mechanism of involute spline cold roll-beating is revealed.This paper researches the law of metal flow in the forming process of involute spline cold roll-beating,which provides theoretical supports for solving the tooth profile forming quality problem. 展开更多
关键词 involute SPLINE cold roll-beating FORMING RHEOLOGICAL rule simulation
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Numerical simulation of involutes spline shaft in cold rolling forming 被引量:5
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作者 王志奎 张庆 《Journal of Central South University》 SCIE EI CAS 2008年第S2期278-283,共6页
Design of forming dies and whole process of simulation of cold rolling involutes spline can be realized by using of CAD software of PRO-E and CAE software of DEFORM-3D. Software DEFORM-3D provides an automatic and opt... Design of forming dies and whole process of simulation of cold rolling involutes spline can be realized by using of CAD software of PRO-E and CAE software of DEFORM-3D. Software DEFORM-3D provides an automatic and optimized remeshing function, especially for the large deformation. In order to use this function sufficiently, simulation of cold rolling involutes spline can be implemented indirectly. The relationship between die and workpiece, forming force and characteristic of deformation in the forming process of cold rolling involutes spline are analyzed and researched. Meanwhile, reliable proofs for the design of dies and deforming equipment are provided. 展开更多
关键词 DEFORM-3D involutes SPLINE COLD ROLLING FORMING numerical simulation finite element
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Characteristic of involute slope modification of asymmetric spur gear 被引量:2
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作者 邓小禾 华林 韩星会 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第5期1676-1684,共9页
The meshing characteristic of asymmetric involute spur gear was studied, the equations of the geometric shape of the asymmetric gear for both sides were deduced, and the equations of contact ratio and the key points o... The meshing characteristic of asymmetric involute spur gear was studied, the equations of the geometric shape of the asymmetric gear for both sides were deduced, and the equations of contact ratio and the key points of contact were also obtained.Meanwhile, an involute slope modification method considering the effects of static transmission errors was proposed based on the meshing properties. The characteristic of the involute slope modification was analyzed by changing different modification parameters.The mesh stiffness and synthetic mesh stiffness of unmodified and modified asymmetric spur gears were investigated. Furthermore,the spectrums of synthetic mesh stiffness under different modification parameters were compared. Research results showed that the modification parameters influence the meshing performance of gear pairs, and the proposed modification method was feasible to improve the transmission performance of gear pairs with appropriate modification parameters. 展开更多
关键词 asymmetric gears involute slope modification synthetic mesh stiffness
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Oil Film Stiffness of Double Involute Gears Based on Thermal EHL Theory 被引量:1
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作者 Zhaoming Yin Zhimin Fan Feng Jiang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2021年第3期256-271,共16页
Lubrication failure is one of the main failure forms of gear failure.Time varying meshing stiffness is an important factor affecting the dynamic behavior of gears.However,the influence of oil film stiffness is usually... Lubrication failure is one of the main failure forms of gear failure.Time varying meshing stiffness is an important factor affecting the dynamic behavior of gears.However,the influence of oil film stiffness is usually ignored in the research process.In this paper,according to the meshing characteristics of double involute gears,based on the non-Newtonian thermal EHL theory,a new calculation method of normal and tangential oil film stiffness for double involute gears is established by the idea of subsection method.The oil film stiffness difference between double involute gears and common involute gears is analyzed,and the influence of tooth waist order parameters,working conditions,and thermal effect on the oil film stiffness are studied.The results reveal that there are some differences between normal and tangential oil film stiffness between double involute gears and common involute gears,but there is little difference.Compared with the torque,rotation speed and initial viscosity of the lubricating oil,the tooth waist order parameters have less influence on the oil film stiffness.Thermal effect has a certain influence on normal and tangential oil film stiffness,which indicates that the influence of thermal effect on the oil film can not be ignored.This research proposes a calculation method of normal and tangential oil film stiffness suitable for double involute gears,which provides a theoretical basis for improving the stability of the transmission. 展开更多
关键词 Double involute gear(DIG) Elastohydrodynamic lubrication(EHL) Oil film stiffness Thermal effect
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The Comparison of Different Degree of Convexity and 3D Modeling of Involute Hyperbolic Arch Dam 被引量:3
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作者 DU Qi-lu DU Ting-na ZHAO Hai-feng 《Computer Aided Drafting,Design and Manufacturing》 2011年第2期7-12,共6页
Because of good quality of compressive resistance,the hyperbolic arch dam is being increasingly applied to engineering projects.In order to satisfy the needs of compressive resistance under the conditions of high wate... Because of good quality of compressive resistance,the hyperbolic arch dam is being increasingly applied to engineering projects.In order to satisfy the needs of compressive resistance under the conditions of high water pressure,a stress analysis is required for the dam.During the stress analysis process however,due to the complexity of the three-dimensional modeling,it is very hard to form a model.Therefore,the stress analysis process is a barrier for the arch dam.In this article,based on the research of the new line-type arch dam,a mathematical model in different degree of convexity conditions of the dam is established;using the C++ language program,a computer three-dimensional model simulation is realized on AutoCAD.The accurate three-dimensional model is providing a finite element optimization design of the involute hyperbolic arch dam for the next step. 展开更多
关键词 the involute hyperbolic arch dam arch axis upstream arch arc downstream arch arc 3D modelling C++ program design
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EFFICIENCY OF INVOLUTE GEAR DRIVES WITH UNDERCUT PINIONS USED IN WRIST WATCHES
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作者 俞明 《Journal of China Textile University(English Edition)》 EI CAS 1994年第2期61-66,共6页
In wrist watches gear drives with undercut pinions are used. Those pinions have got a tooth number as few as 5—7. The efficiency of such gear drives is important because of the limited energy supply. The mean efficie... In wrist watches gear drives with undercut pinions are used. Those pinions have got a tooth number as few as 5—7. The efficiency of such gear drives is important because of the limited energy supply. The mean efficiency of gear drives can be expressed as E<sub>m</sub>=1/(φ<sub>2</sub>-φ<sub>1</sub>)(integral from φ<sub>1</sub> to φ<sub>2</sub>(E(φ)dφ)) in which <sup>0</sup><sub>1</sub>, <sup><</sup>sub>2</sub> are the approach angle and the recess angle respectively. In the discussion we assume that the friction coefficient between the two tooth flanks is constant because the sliding speed is relatively low in wrist watches and the main purpose is to find out the relation between gear parameters and its efficiency rather than to calculate the exact value of the efficiency. In normal conditions <sup>o</sup><sub>1</sub> and <sup>o</sup><sub>2</sub> can be found from the gear geometry without much difficulty. However when the pinion is an undercut one we have to first find the forming diameter where the involute profile starts. In this paper equations for the computation of the efficiency and the contact ratio of those gear drives are discussed. 展开更多
关键词 watches involute gears efficiency design contact ratio.
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A New Method for Calculating Inverse Involute Functions with High Precision
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作者 Zhou Ruzhong School of Mechanical Engineering, Southwest Jiaotong University, Chengdu 610031, China 《Journal of Modern Transportation》 1997年第1期70-72,共3页
ANewMethodforCalculatingInverseInvoluteFunctionswithHighPrecisionZhouRuzhongSchoolofMechanicalEngineering,So... ANewMethodforCalculatingInverseInvoluteFunctionswithHighPrecisionZhouRuzhongSchoolofMechanicalEngineering,SouthwestJiaotongUn... 展开更多
关键词 INVERSE involute PRECISION trigonometric FUNCTION
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EXPERIMENTAL STUDY ON OPEN-DIE COLD EXTRUSION FORMING TECHNIQUE FOR INVOLUTESPLINE SHAFTS 被引量:5
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作者 Zhang Zhenchun Li Jun +1 位作者 Zhou Lihua Men Liantong ( Tianjin University) 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 1996年第1期6-12,共3页
EXPERIMENTALSTUDYONOPEN-DIECOLDEXTRUSIONFORMINGTECHNIQUEFORINVOLUTESPLINESHAFTSEXPERIMENTALSTUDYONOPEN-DIECO... EXPERIMENTALSTUDYONOPEN-DIECOLDEXTRUSIONFORMINGTECHNIQUEFORINVOLUTESPLINESHAFTSEXPERIMENTALSTUDYONOPEN-DIECOLDEXTRUSIONFORMIN... 展开更多
关键词 involute SPLINE shafts Open-die EXTRUSION DIE ANGLE
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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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基于改进SSD的钢材表面缺陷检测 被引量:6
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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
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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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一种基于Involution卷积的三维人体重建方法
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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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Numerical Simulation of Dust Removal in the Cyclone Collector of a Straw Crusher Based on a Discrete Phase Model
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作者 Zhuang Wu Chang Su +1 位作者 Hua Xu Liu Wang 《Fluid Dynamics & Materials Processing》 EI 2023年第5期1143-1157,共15页
The cyclone dust collector is an important subsystem of straw crushers used in agriculture.In the present study,a new type of dust collector with involute morphology is proposed to obtain better dust removal efficienc... The cyclone dust collector is an important subsystem of straw crushers used in agriculture.In the present study,a new type of dust collector with involute morphology is proposed to obtain better dust removal efficiency with respect to that of classical tangential and spiral dust collectors.A discrete phase model(DPM)method is used in synergy with a turbulence model,and the SIMPLE algorithm to simulate the flow field inside the dust collector and the related particle dynamics.It is shown that the internal flow field features a primary swirl,a secondary swirl and blockage effects.Moreover,for the involute dust collector,the tangential velocity in the initial stage and the pressure in the high-pressure area are larger than those obtained for the classical types.The dust removal efficiency is 37.11%,25.3%,and 16.37%for the involute type dust collector,the tangential type and the spiral type,respectively. 展开更多
关键词 Cyclone dust collector the involute type efficiency of dust removal numerical simulation
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A Procedure for the Squaring of a Circle (of Any Radius)
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作者 Lyndon O. Barton 《Advances in Pure Mathematics》 2023年第2期96-102,共7页
This paper presents a graphical procedure for the squaring of a circle of any radius. This procedure, which is based on a novel application of the involute profile, when applied to a circle of arbitrary radius (using ... This paper presents a graphical procedure for the squaring of a circle of any radius. This procedure, which is based on a novel application of the involute profile, when applied to a circle of arbitrary radius (using only an unmarked ruler and a compass), produced a square equal in area to the given circle, which is 50 cm<sup>2</sup>. This result was a clear demonstration that not only is the construction valid for the squaring of a circle of any radius, but it is also capable of achieving absolute results (independent of the number pi (π), in a finite number of steps), when carried out with precision. 展开更多
关键词 Famous Problems in Mathematics ARCHIMEDES College Mathematics involute Mean Proportional Principle Squaring the Circle QUADRATURE Geometer’s Sketch Pad College Geometry
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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:1
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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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双线性内卷神经网络用于眼底疾病图像分类 被引量:4
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作者 杨洪刚 陈洁洁 徐梦飞 《计算机应用》 CSCD 北大核心 2023年第1期259-264,共6页
由于眼底图像具有复杂程度高、个体差异弱、类间距离短等特点,纯卷积神经网络(CNN)和基于注意力的网络并不能在眼底疾病图像分类任务上达到令人满意的精度。因此,采用involution算子实现了注意力双线性内卷神经网络(ABINN)模型用于眼底... 由于眼底图像具有复杂程度高、个体差异弱、类间距离短等特点,纯卷积神经网络(CNN)和基于注意力的网络并不能在眼底疾病图像分类任务上达到令人满意的精度。因此,采用involution算子实现了注意力双线性内卷神经网络(ABINN)模型用于眼底疾病图像分类。ABINN模型的参数量仅是传统双线性卷积神经网络(BCNN)模型的11%,并提取了眼底图像的底层语义信息和空间结构信息进行二阶特征融合,是CNN和注意力方法的有效并联。此外,提出了两种基于involution算子实现注意力计算的实例化方法:基于图块的注意力子网络(AST)和基于像素的注意力子网络(ASX),这两种方法可以在CNN的基础结构内完成注意力的计算,从而使双线性子网络能在同一个架构下训练并进行特征融合。在公开眼底图像数据集OIA-ODIR上进行实验,结果显示ABINN模型的精度为85%,比通用BCNN模型提高了15.8个百分点,比TransEye模型提高了0.9个百分点。 展开更多
关键词 眼底图像 注意力机制 involution算子 二阶特征融合 OIA-ODIR数据集
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轻量化篮球裁判手势识别算法
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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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GRU和Involution改进的深度伪造视频检测方法
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作者 刘亚琳 芦天亮 《计算机工程与应用》 CSCD 北大核心 2023年第22期276-283,共8页
近年来深度伪造视频在网络上广泛传播,造成了负面影响。针对现有检测模型准确率低和信息提取不够充分和全面的问题,提出了一种GRU(gated recurrent unit)和Involution改进的深度伪造视频检测方法。首先使用VGG19作为主干网络提取空间特... 近年来深度伪造视频在网络上广泛传播,造成了负面影响。针对现有检测模型准确率低和信息提取不够充分和全面的问题,提出了一种GRU(gated recurrent unit)和Involution改进的深度伪造视频检测方法。首先使用VGG19作为主干网络提取空间特征,并将Involution算子嵌入主干网络,从空间和通道信息两方面加强了人脸图像的空间建模能力。然后通过主胶囊层关注特征的位置信息和使用GRU提取帧间的时序特征。最后在训练模型阶段使用focalloss作为损失函数来平衡样本。在Deepfakes、FaceSwap和Celeb-DF数据集中进行测试,实验结果表明该方法优于主流检测方法,改进对比实验进一步证明了检测方法的有效性。 展开更多
关键词 深度伪造 门控循环单元(GRU) INVOLUTION 胶囊网络 focalloss
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注意力机制与Involution算子改进的人脸表情识别
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作者 郭靖圆 董乙杉 +1 位作者 刘晓文 卢树华 《计算机工程与应用》 CSCD 北大核心 2023年第23期95-103,共9页
针对复杂人脸表情识别面临背景干扰、空间信息分布不均匀等问题,提出一种注意力机制和Involution算子改进的人脸表情识别方法,该方法以VGG19为基线网络,前端引入注意力机制提取表情强相关特征,抑制背景干扰,并利用联合正则化策略平衡和... 针对复杂人脸表情识别面临背景干扰、空间信息分布不均匀等问题,提出一种注意力机制和Involution算子改进的人脸表情识别方法,该方法以VGG19为基线网络,前端引入注意力机制提取表情强相关特征,抑制背景干扰,并利用联合正则化策略平衡和改善特征数据分布,提高模型训练质量;后端采用密集连接加强有效特征复用,提取高层语义信息。所提方法在CK+、FER2013、RAF-DB等3个公开数据集上进行了验证,准确率均取得显著提高,且优于当前诸多先进方法。此外,为提高网络处理复杂条件下的数据集,在其后端引入Involution算子替代部分卷积层,提高了空间多样性信息学习能力。实验结果表明,所提模型可有效提高RAF-DB等复杂数据集的人脸表情识别准确率。 展开更多
关键词 表情识别 VGG19 卷积注意力机制 Involution算子 密集连接
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基于多种卷积核特征提取自适应融合的滚动轴承故障诊断方法
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作者 尚东方 申浩 王正 《轴承》 北大核心 2023年第11期81-86,共6页
传统卷积神经网络模型采用单一类型卷积核,面对复杂工况下的实际数据时存在特征提取不充分,故障识别率低等问题,因此提出了一种基于多种卷积核特征提取自适应融合的滚动轴承故障诊断方法(MCK-CNN)。首先,将轴承一维振动信号经过小波变... 传统卷积神经网络模型采用单一类型卷积核,面对复杂工况下的实际数据时存在特征提取不充分,故障识别率低等问题,因此提出了一种基于多种卷积核特征提取自适应融合的滚动轴承故障诊断方法(MCK-CNN)。首先,将轴承一维振动信号经过小波变换转换为二维时频图,将时频图经过一个共同的特征提取网络初步进行特征提取后并行经过一个常规的Convolution和Involution卷积网络;然后,经过2个由不同卷积核构成的网络进行不同方式的特征提取并通过CBAM注意力模块将两类特征自适应地融合;最后,将融合特征输入全连接层并通过Softmax函数输出分类结果。CWRU和实验室轴承数据集的试验结果表明,MCK-CNN模型的训练效率和故障识别率均较高。 展开更多
关键词 滚动轴承 故障诊断 深度学习 神经网络 卷积 INVOLUTION
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