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融合HOG与SVM算法的智能船机油液监测方法研究
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作者 高炳 王林 +1 位作者 李伟 刘国栋 《中国修船》 2025年第5期38-42,共5页
文章提出一种融合方向梯度直方图(HOG)与支持向量机(SVM)算法的船机油液监测方法,通过算法优化改进及应用,实现在不同状态下稳定智能地对船机油液磨损颗粒进行抗气泡干扰在线监测。从图像样本采集、图像样本预处理、融合HOG算法的图像... 文章提出一种融合方向梯度直方图(HOG)与支持向量机(SVM)算法的船机油液监测方法,通过算法优化改进及应用,实现在不同状态下稳定智能地对船机油液磨损颗粒进行抗气泡干扰在线监测。从图像样本采集、图像样本预处理、融合HOG算法的图像特征提取、融合SVM算法分类模型构建与训练等方面分析研究融合HOG与SVM的磨粒识别方法。搭建船舶气缸润滑油液系统在线监测试验台架,进行不同算法测试对比分析,结果显示:采用HOG+SVM融合方案的测试样本分类准确度明显提升,分类准确度高达84.35%。 展开更多
关键词 智能船舶 油液监测 船舶机舱 方向梯度直方图 支持向量机
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Absorption-Reflection-Transmission Power Coefficient Guiding Gradient Distribution of Magnetic MXene in Layered Composites for Electromagnetic Wave Absorption 被引量:2
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作者 Yang Zhou Wen Zhang +7 位作者 Dong Pan Zhaoyang Li Bing Zhou Ming Huang Liwei Mi Chuntai Liu Yuezhan Feng Changyu Shen 《Nano-Micro Letters》 2025年第6期466-481,共16页
The morphological distribution of absorbent in composites is equally important with absorbents for the overall electromagnetic properties,but it is often ignored.Herein,a comprehensive consideration including electrom... The morphological distribution of absorbent in composites is equally important with absorbents for the overall electromagnetic properties,but it is often ignored.Herein,a comprehensive consideration including electromagnetic component regulation,layered arrangement structure,and gradient concentration distribution was used to optimize impedance matching and enhance electromagnetic loss.On the microscale,the incorporation of magnetic Ni nanoparticles into MXene nanosheets(Ni@MXene)endows suitable intrinsic permittivity and permeability.On the macroscale,the layered arrangement of Ni@MXene increases the effective interaction area with electromagnetic waves,inducing multiple reflection/scattering effects.On this basis,according to the analysis of absorption,reflection,and transmission(A-R-T)power coefficients of layered composites,the gradient concentration distribution was constructed to realize the impedance matching at low-concentration surface layer,electromagnetic loss at middle concentration interlayer and microwave reflection at high-concentration bottom layer.Consequently,the layered gradient composite(LG5-10-15)achieves complete absorption coverage of X-band at thickness of 2.00-2.20 mm with RL_(min) of-68.67 dB at 9.85 GHz in 2.05 mm,which is 199.0%,12.6%,and 50.6%higher than non-layered,layered and layered descending gradient composites,respectively.Therefore,this work confirms the importance of layered gradient structure in improving absorption performance and broadens the design of high-performance microwave absorption materials. 展开更多
关键词 Magnetic MXene Layered and gradient structure Power coefficient Electromagnetic wave absorption
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Advances in the Development of Gradient Scaffolds Made of Nano‑Micromaterials for Musculoskeletal Tissue Regeneration
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作者 Lei Fang Xiaoqi Lin +5 位作者 Ruian Xu Lu Liu Yu Zhang Feng Tian Jiao Jiao Li Jiajia Xue 《Nano-Micro Letters》 SCIE EI CAS 2025年第3期455-500,共46页
The intricate hierarchical structure of musculoskeletal tissues,including bone and interface tissues,necessitates the use of complex scaffold designs and material structures to serve as tissue-engineered substitutes.T... The intricate hierarchical structure of musculoskeletal tissues,including bone and interface tissues,necessitates the use of complex scaffold designs and material structures to serve as tissue-engineered substitutes.This has led to growing interest in the development of gradient bone scaffolds with hierarchical structures mimicking the extracellular matrix of native tissues to achieve improved therapeutic outcomes.Building on the anatomical characteristics of bone and interfacial tissues,this review provides a summary of current strategies used to design and fabricate biomimetic gradient scaffolds for repairing musculoskeletal tissues,specifically focusing on methods used to construct compositional and structural gradients within the scaffolds.The latest applications of gradient scaffolds for the regeneration of bone,osteochondral,and tendon-to-bone interfaces are presented.Furthermore,the current progress of testing gradient scaffolds in physiologically relevant animal models of skeletal repair is discussed,as well as the challenges and prospects of moving these scaffolds into clinical application for treating musculoskeletal injuries. 展开更多
关键词 gradient scaffolds Musculoskeletal tissues Advanced manufacturing BIOMATERIALS Tissue regeneration
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The global lithospheric field modeling based on MSS-1 and other satellites' gradient data 被引量:1
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作者 YuXuan Lin Yan Feng +2 位作者 JiaXuan Zhang XinWu Li Ya Huang 《Earth and Planetary Physics》 2025年第3期677-685,共9页
We combine gradient data from the Macao Science Satellite-1(MSS-1),CHAllenging Minisatellite Payload(CHAMP),Swarm-A,and Swarm-C satellites to develop a 110-degree lithospheric magnetic field model.We then comprehensiv... We combine gradient data from the Macao Science Satellite-1(MSS-1),CHAllenging Minisatellite Payload(CHAMP),Swarm-A,and Swarm-C satellites to develop a 110-degree lithospheric magnetic field model.We then comprehensively evaluate the performance of the model by power spectral comparisons,correlation analyses,sensitivity matrix assessments,and comparisons with existing lithospheric field models.Results showed that using near east–west gradient data from MSS-1 significantly enhances the model correlation in the spherical harmonic degree(N) range of 45–60 while also mitigating the decline in correlation at higher degrees(N > 60).Furthermore,the unique orbital characteristics of MSS-1 enable its gradient data to provide substantial contributions to modeling in the mid-to low-latitude regions.With continued data acquisition from MSS-1 and further optimization of data processing methods,the performance of the model is expected to improve. 展开更多
关键词 lithospheric magnetic field Macao Science Satellite-1 gradient data LCS-1
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Enhanced rolling contact fatigue property of a rare earth addition bearing steel with a gradient nanostructured surface layer 被引量:1
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作者 G.S.Dong B.Gao +1 位作者 C.Y.Yang Z.B.Wang 《Journal of Materials Science & Technology》 2025年第8期267-277,共11页
Rolling contact fatigue performance is among the most important issues for applications of bearing steels.In this work,a recently developed surface modification technique,surface mechanical rolling treatment,was appli... Rolling contact fatigue performance is among the most important issues for applications of bearing steels.In this work,a recently developed surface modification technique,surface mechanical rolling treatment,was applied on a rare-earth addition bearing steel.And rolling contact fatigue behavior of treated samples was compared with that of as-received counterparts at different contacting stresses.The results demonstrated that a 700μm-thick gradient nanostructured surface layer is produced on samples by surface mechanical rolling treatment.The grain size decreases while the microhardness increases gradually with decreasing depth,reaching~23 nm and~10.2 GPa,respectively,at the top surface.Consequently,the rolling contact fatigue property is significantly enhanced.The characteristic life of treated samples is~3.2 times that of untreated counterparts according to Weibull curves at 5.6 GPa.Analyses of fatigue mechanisms demonstrated that the gradient nanostructured surface layer might not only retard material degradation and microcrack formation,but also prolong the steady-state elastic response stage under rolling contact fatigue. 展开更多
关键词 Rare earth addition bearing steel Surface mechanical rolling treatment Rolling contact fatigue gradient nanostructured MICROCRACK
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Elements gradient doping in Mn-based Li-rich layered oxides for long-life lithium-ion batteries 被引量:2
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作者 Yinzhong Wang Shiqi Liu +7 位作者 Xianwei Guo Boya Wang Qinghua Zhang Yuqiang Li Yulong Wang Guoqing Wang Lin Gu Haijun Yu 《Journal of Materials Science & Technology》 2025年第4期266-273,共8页
The cobalt-free Mn-based Li-rich layered oxide material has the advantages of low cost,high energy density,and good performance at low temperatures,and is the promising choice for energy storage batteries.However,the ... The cobalt-free Mn-based Li-rich layered oxide material has the advantages of low cost,high energy density,and good performance at low temperatures,and is the promising choice for energy storage batteries.However,the long-cycling stability of batteries needs to be improved.Herein,the Mn-based Li-rich cathode materials with small amounts of Li2 MnO3 crystal domains and gradient doping of Al and Ti elements from the surface to the bulk have been developed to improve the structure and interface stability.Then the batteries with a high energy density of 600 Wh kg^(-1),excellent capacity retention of 99.7%with low voltage decay of 0.03 mV cycle^(-1) after 800 cycles,and good rates performances can be achieved.Therefore,the structure and cycling stability of low voltage Mn-based Li-rich cathode materials can be significantly improved by the bulk structure design and interface regulation,and this work has paved the way for developing low-cost and high-energy Mn-based energy storage batteries with long lifetime. 展开更多
关键词 Mn-based Li-rich layered oxide cathode Li_(2)MnO_(3)crystal domain Elemental gradient Lithium-ion batteries Energy storage
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基于IFCM+HOG+SVM的变电站设备识别分类及故障诊断技术研究
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作者 王泽众 杨莉萍 +2 位作者 陈茜 席少卿 韩蓬 《微型电脑应用》 2025年第9期109-112,共4页
为了提高变电站设备故障监测和诊断效率,提出利用FLIR E75红外热像仪对变电站设备进行监测,并基于直觉模糊c均值聚类(IFCM)+方向梯度直方图(HOG)+支持向量机(SVM)对设备进行识别分类和故障诊断。结果表明:基于改进IFCM算法可有效解决红... 为了提高变电站设备故障监测和诊断效率,提出利用FLIR E75红外热像仪对变电站设备进行监测,并基于直觉模糊c均值聚类(IFCM)+方向梯度直方图(HOG)+支持向量机(SVM)对设备进行识别分类和故障诊断。结果表明:基于改进IFCM算法可有效解决红外图像存在明显的不均匀性和非高强度目标难以分割的问题,相较于模糊c均值聚类(FCM)算法,相对区域的平均错误率下降了58.8%;利用HOG+SVM对分割图像进行特征提取和识别分类,平均分类正确率达到96%;利用相对温差对设备故障进行分类,诊断结果与实际情况相符,表明提出的变电站设备识别分类及故障诊断技术合理可行。 展开更多
关键词 变电站设备 IFCM算法 hog SVM 相对温差 识别分类 故障诊断
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Vertical gradients of neutral winds observed by ICON and estimated by the Horizontal Wind Model during the geomagnetic storm on August 26−28,2021
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作者 JiaWei Wu Chao Xiong +1 位作者 YuYang Huang YunLiang Zhou 《Earth and Planetary Physics》 EI CAS 2025年第1期69-80,共12页
The Michelson Interferometer for Global High-resolution Thermospheric Imaging(MIGHTI)onboard the Ionospheric Connection Explorer(ICON)satellite offers the opportunity to investigate the altitude profile of thermospher... The Michelson Interferometer for Global High-resolution Thermospheric Imaging(MIGHTI)onboard the Ionospheric Connection Explorer(ICON)satellite offers the opportunity to investigate the altitude profile of thermospheric winds.In this study,we used the red-line measurements of MIGHTI to compare with the results estimated by Horizontal Wind Model 14(HWM14).The data selected included both the geomagnetic quiet period(December 2019 to August 2022)and the geomagnetic storm on August 26-28,2021.During the geomagnetic quiet period,the estimations of neutral winds from HWM14 showed relatively good agreement with the observations from ICON.According to the ICON observations,near the equator,zonal winds reverse from westward to eastward at around 06:00 local time(LT)at higher altitudes,and the stronger westward winds appear at later LTs at lower altitudes.At around 16:00 LT,eastward winds at 300 km reverse to westward,and vertical gradients of zonal winds similar to those at sunrise hours can be observed.In the middle latitudes,zonal winds reverse about 2-4 h earlier.Meridional winds vary more significantly than zonal winds with seasonal and latitudinal variations.According to the ICON observations,in the northern low latitudes,vertical reversals of meridional winds are found at 08:00-13:00 LT from 300 to 160 km and at around 18:00 LT from 300 to 200 km during the June solstice.Similar reversals of meridional winds are found at 04:00-07:00 LT from 300 to 160 km and at 22:00-02:00 LT from 270 to 200 km during the December solstice.In the southern low latitudes,meridional wind reversals occur at 08:00-11:00 LT from 200 to 160 km and at 21:00-02:00 LT from 300 to 200 km during the June solstice.During the December solstice,reversals of the meridional wind appear at 20:00-01:00 LT below 200 km and at 06:00-11:00 LT from 300 to 160 km.In the northern middle latitudes,the northward winds are dominant at 08:00-14:00 LT at 230 km during the June solstice.Northward winds persist until 16:00 LT at 160 and 300 km.During the December solstice,the northward winds are dominant from 06:00 to 21:00 LT.The vertical variations in neutral winds during the geomagnetic storm on August 26-28 were analyzed in detail.Both meridional and zonal winds during the active geomagnetic period observed by ICON show distinguishable vertical shear structures at different stages of the storm.On the dayside,during the main phase,the peak velocities of westward winds extend from a higher altitude to a lower altitude,whereas during the recovery phase,the peak velocities of the westward winds extend from lower altitudes to higher altitudes.The velocities of the southward winds are stronger at lower altitudes during the storm.These vertical structures of horizontal winds during the storm could not be reproduced by the HWM14 wind estimations,and the overall response to the storm of the horizontal winds in the low and middle latitudes is underestimated by HWM14.The ICON observations provide a good dataset for improving the HWM wind estimations in the middle and upper atmosphere,especially the vertical variations. 展开更多
关键词 horizontal neutral winds vertical gradients Ionospheric Connection Explorer satellite Horizontal Wind Model 14 geomagnetic storm
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基于HOG+AdaBoost算法的车辆盲区行人检测方法
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作者 孟天次 巩百川 《专用汽车》 2025年第8期33-35,共3页
针对因车辆盲区而引起交通事故频发的问题,提出了一种基于HOG+AdaBoost算法的车辆盲区行人检测方法。首先利用HOG特征提取算法提取行人特征和车辆特征,然后通过AdaBoost算法对样本进行分类训练,从而有效区分开人体目标与车辆背景区。实... 针对因车辆盲区而引起交通事故频发的问题,提出了一种基于HOG+AdaBoost算法的车辆盲区行人检测方法。首先利用HOG特征提取算法提取行人特征和车辆特征,然后通过AdaBoost算法对样本进行分类训练,从而有效区分开人体目标与车辆背景区。实验结果表明,所提算法相比于现有的算法有着更高的检测准确率,有效降低了车辆变道及转弯过程中的盲区事故风险。 展开更多
关键词 车辆盲区检测 hog特征提取算法 ADABOOST算法 行人检测
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A Modified PRP-HS Hybrid Conjugate Gradient Algorithm for Solving Unconstrained Optimization Problems
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作者 LI Xiangli WANG Zhiling LI Binglan 《应用数学》 北大核心 2025年第2期553-564,共12页
In this paper,we propose a three-term conjugate gradient method for solving unconstrained optimization problems based on the Hestenes-Stiefel(HS)conjugate gradient method and Polak-Ribiere-Polyak(PRP)conjugate gradien... In this paper,we propose a three-term conjugate gradient method for solving unconstrained optimization problems based on the Hestenes-Stiefel(HS)conjugate gradient method and Polak-Ribiere-Polyak(PRP)conjugate gradient method.Under the condition of standard Wolfe line search,the proposed search direction is the descent direction.For general nonlinear functions,the method is globally convergent.Finally,numerical results show that the proposed method is efficient. 展开更多
关键词 Conjugate gradient method Unconstrained optimization Sufficient descent condition Global convergence
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基于HOG的水电站机组出口隔离开关三相分合闸状态识别
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作者 崔凯 《电力勘测设计》 2025年第5期52-56,共5页
分闸和合闸状态下流经电路的电流水平并不相同,传统方法因无法及时响应电流水平的变化,导致识别结果延迟或不准确。因此,为有效识别开关状态,提出基于HOG的水电站机组出口隔离开关三相分合闸状态识别方法。针对HOG特征向量实施归一化处... 分闸和合闸状态下流经电路的电流水平并不相同,传统方法因无法及时响应电流水平的变化,导致识别结果延迟或不准确。因此,为有效识别开关状态,提出基于HOG的水电站机组出口隔离开关三相分合闸状态识别方法。针对HOG特征向量实施归一化处理,在此基础上,结合取样所得的隔离开关图像边缘节点,运算其梯度大小与方向,从而定义霍夫变换原则,实现基于HOG的水电站机组出口隔离开关图像边缘变换。利用识别阈值,判断水电站机组出口隔离开关的分合闸行为状态,完成识别算法的设计。实验结果表明,基于上述方法可以根据流通电流数值的不同,准确识别出水电站机组出口隔离开关的合闸与分闸状态。 展开更多
关键词 hog特征 水电站机组 隔离开关 三相分合闸 霍夫变换 识别阈值
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Graphene oxide-based nanofluidic membranes for reverse electrodialysis that generate electricity from salinity gradients
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作者 Changchun Yu Yiming Xiang +4 位作者 Tom Lawson Yandi Zhou Pingan Song Shulei Chou Yong Liu 《Carbon Energy》 2025年第1期36-51,共16页
A widely employed energy technology,known as reverse electrodialysis(RED),holds the promise of delivering clean and renewable electricity from water.This technology involves the interaction of two or more bodies of wa... A widely employed energy technology,known as reverse electrodialysis(RED),holds the promise of delivering clean and renewable electricity from water.This technology involves the interaction of two or more bodies of water with varying concentrations of salt ions.The movement of these ions across a membrane generates electricity.However,the efficiency of these systems faces a challenge due to membrane performance degradation over time,often caused by channel blockages.One potential solution to enhance system efficiency is the use of nanofluidic membranes.These specialized membranes offer high ion exchange capacity,abundant ion sources,and customizable channels with varying sizes and properties.Graphene oxide(GO)-based membranes have emerged as particularly promising candidates in this regard,garnering significant attention in recent literature.This work provides a comprehensive overview of the literature surrounding GO membranes and their applications in RED systems.It also highlights recent advancements in the utilization of GO membranes within these systems.Finally,it explores the potential of these membranes to play a pivotal role in electricity generation within RED systems. 展开更多
关键词 graphene oxide ion gradients nanofluidic membranes reverse electrodialysis salinity gradient power
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Discrete Ultra-Broadband Perfect Anomalous Reflection in Depth Gradient Metasurfaces
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作者 Siyu Gu Cong Wang +5 位作者 Ziying Gao Lei Gao Drolgar Feng Gao Shaojun Wang Yadong Xu 《Chinese Physics Letters》 2025年第9期28-33,共6页
Perfect anomalous reflections have been demonstrated in optical phase gradient metasurfaces(PGMs),but they suffer from single-frequency(narrow-band)response due to the intrinsic limitation of natural geometric periodi... Perfect anomalous reflections have been demonstrated in optical phase gradient metasurfaces(PGMs),but they suffer from single-frequency(narrow-band)response due to the intrinsic limitation of natural geometric periodicity.Here,we provide both numerical and analytical evidence that a depth gradient metasurface can achieve discrete ultra-broadband perfect anomalous reflection in the microwave range in the absence of geometric periodicity.Remarkably,by adjusting the operating frequency of the incident wave,the same effect can be steadily obtained via a physically equivalent phase periodicity in the PGM.Based on this mechanism,a perfect retroreflector with a broadband response ranging from 1 GHz to 40 GHz is realized.Our work has promising applications in communication,source tracking,and military satellites. 展开更多
关键词 phase gradient metasurfaces pgms discrete ultra broadband perfect anomalous reflection depth gradient metasurfaces optical phase gradient metasurfaces geometric periodicity adjusting operating frequency perfect anomalous reflections microwave range
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Effect of post-dynamic recrystallization on microstructure evolution of GH141 superalloy after gradient thermal deformation
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作者 Wenpeng Li Panzhi Wang +6 位作者 Qing Wang Jiadian Yang Jingjing Ruan Xin Zhou Lilong Zhu Liang Jiang Hua Zhang 《International Journal of Minerals,Metallurgy and Materials》 2025年第9期2211-2223,共13页
The GH141 superalloy ring-rolled parts often face microstructural inhomogeneity during production.This work investigated the effect of post-dynamic recrystallization on the microstructural evolution of GH141 superallo... The GH141 superalloy ring-rolled parts often face microstructural inhomogeneity during production.This work investigated the effect of post-dynamic recrystallization on the microstructural evolution of GH141 superalloy after gradient thermal deformation to solve the problem of microstructural inhomogeneity.Compression tests involving double cone(DC)samples were conducted at various temperatures to assess the effect of gradient strain on internal grain microstructure variation,which ranged from the rim to the center of the samples.The results demonstrate considerable microstructural inhomogeneity induced by gradient strain in the DC samples.The delay in heat preservation facilitated post-dynamic recrystallization(PDRX)and promoted extensive recrystallization in the DC samples experiencing large gradient strain,which resulted in a homogeneous grain microstructure throughout the samples.During compression at a relatively low temperature,dynamic recrystallization(DRX)was predominantly driven by continuous dynamic recrystallization(CDRX).As the deformation temperature increased,the DRX mechanism changed from CDRX-dominated to being dominated by discontinuous dynamic recrystallization(DDRX).During the delay of the heat preservation process,PDRX was dominated by a static recrystallization mechanism,along with the occurrence of meta-dynamic recrystallization(MDRX)mechanisms.In addition,the PDRX mechanism of twin-induced recrystallization nucleation was observed. 展开更多
关键词 GH141 superalloy gradient thermal deformation delay heat preservation gradient microstructure post-dynamic recrystallization recrystallization mechanism twining
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Grain boundary-mediated strain response mechanism of AZ31 gradient-structure Mg alloy plate under uniaxial tensile loading
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作者 Wen Tao Niu Feng Li +2 位作者 Yuan Qi Li Zi Yi Wang Lu Sun 《Journal of Magnesium and Alloys》 2025年第5期2283-2294,共12页
The changes in strain gradient induced by grain boundaries are crucial for enhancing the plasticity of gradient magnesium(Mg)alloys.The change of strain distribution influence by grain boundaries during plastic deform... The changes in strain gradient induced by grain boundaries are crucial for enhancing the plasticity of gradient magnesium(Mg)alloys.The change of strain distribution influence by grain boundaries during plastic deformation of the gradient structure was examined.In this paper,the gradient structure AZ31 Mg-alloy plate with the surface fine grain(FG)to the center coarse grain(CG)was fabricated using hard plate rolling(HPR).The microstructure and strain distribution of Mg-alloy with a gradient structure were analyzed by electron backscatter diffraction(EBSD)and Digital image correlation(DIC)during uniaxial tensile.The findings indicate that the gradient structure sample(GS sample)displays a uniform strain distribution during the tensile process.Coarse-grain sample(CG sample)have obvious strain concentration,which leads to premature fracture.Based on EBSD characterization,low-angle grain boundaries(LAGBs)accumulates in the CG during plastic deformation.Orientation of CG tends to the(0001)basal.At the same time,the density of geometrically necessary dislocations(GNDs)inside CG has changed,which improves the Heterogeneous deformation induced(HDI)stress of gradient structure.During the uniaxial tensile,LAGBs accumulates in CG and changes the strain distribution of the gradient structure,which induces the accumulation of GNDs,and hence improving the properties of the GS Mg-alloy.These findings unveil the mechanism of strength-plasticity synergism of GS alloys from a new perspective and offer insights into the application of GS in Mg-alloys. 展开更多
关键词 Hard plate rolling AZ31 gradient magnesium alloys Strain gradient Geometrically necessary dislocations
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Numerical design of transverse gradient coil with transformed magnetic gradient field over an effective imaging area
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作者 Chaoqun Niu Hongyi Qu 《Magnetic Resonance Letters》 2025年第1期40-51,共12页
Gradient coil is an essential component of a magnetic resonance imaging(MRI)scanner.To achieve high spatial resolution and imaging speed,a high-efficiency gradient coil with high slew rate is required.In consideration... Gradient coil is an essential component of a magnetic resonance imaging(MRI)scanner.To achieve high spatial resolution and imaging speed,a high-efficiency gradient coil with high slew rate is required.In consideration of the safety and comfort of the patient,the mechanical stability,acoustic noise and peripheral nerve stimulation(PNS)are also need to be concerned for practical use.In our previous work,a high-efficiency whole-body gradient coil set with a hybrid cylindrical-planar structure has been presented,which offers significantly improved coil performances.In this work,we propose to design this transverse gradient coil system with transformed magnetic gradient fields.By shifting up the zero point of gradient fields,the designed new Y-gradient coil could provide enhanced electromagnetic performances.With more uniform coil winding arrangement,the net torque of the new coil is significantly reduced and the generated sound pressure level(SPL)is lower at most tested frequency bands.On the other hand,the new transverse gradient coil designed with rotated magnetic gradient fields produces considerably reduced electric field in the human body,which is important for the use of rapid MR sequences.It's demonstrated that a safer and patient-friendly design could be obtained by using transformed magnetic gradient fields,which is critical for practical use. 展开更多
关键词 Magnetic resonance imaging(MRI) gradient coil Transformed magnetic gradient field Acoustic noise Induced electric field
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A Hybrid Approach for Heavily Occluded Face Detection Using Histogram of Oriented Gradients and Deep Learning Models
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作者 Thaer Thaher Muhammed Saffarini +3 位作者 Majdi Mafarja Abdulaziz Alashbi Abdul Hakim Mohamed Ayman A.El-Saleh 《Computer Modeling in Engineering & Sciences》 2025年第8期2359-2394,共36页
Face detection is a critical component inmodern security,surveillance,and human-computer interaction systems,with widespread applications in smartphones,biometric access control,and public monitoring.However,detecting... Face detection is a critical component inmodern security,surveillance,and human-computer interaction systems,with widespread applications in smartphones,biometric access control,and public monitoring.However,detecting faces with high levels of occlusion,such as those covered by masks,veils,or scarves,remains a significant challenge,as traditional models often fail to generalize under such conditions.This paper presents a hybrid approach that combines traditional handcrafted feature extraction technique called Histogram of Oriented Gradients(HOG)and Canny edge detection with modern deep learning models.The goal is to improve face detection accuracy under occlusions.The proposed method leverages the structural strengths of HOG and edge-based object proposals while exploiting the feature extraction capabilities of Convolutional Neural Networks(CNNs).The effectiveness of the proposed model is assessed using a custom dataset containing 10,000 heavily occluded face images and a subset of the Common Objects in Context(COCO)dataset for non-face samples.The COCO dataset was selected for its variety and realism in background contexts.Experimental evaluations demonstrate significant performance improvements compared to baseline CNN models.Results indicate that DenseNet121 combined with HOG outperforms other counterparts in classification metrics with an F1-score of 87.96%and precision of 88.02%.Enhanced performance is achieved through reduced false positives and improved localization accuracy with the integration of object proposals based on Canny and contour detection.While the proposed method increases inference time from 33.52 to 97.80 ms,it achieves a notable improvement in precision from 80.85% to 88.02% when comparing the baseline DenseNet121 model to its hybrid counterpart.Limitations of the method include higher computational cost and the need for careful tuning of parameters across the edge detection,handcrafted features,and CNN components.These findings highlight the potential of combining handcrafted and learned features for occluded face detection tasks. 展开更多
关键词 Occluded face detection hog canny edge detection deep learning features extraction
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Weakening of through-thickness texture gradient in tantalum plates by newly developed dynamic offsets and shear force adjustment rolling
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作者 Kai YU Long-fei XU +3 位作者 Li WANG Gui-peng LI Xiao-dan ZHANG Yu-hui WANG 《Transactions of Nonferrous Metals Society of China》 2025年第5期1517-1531,共15页
Traditional symmetrical rolling often induces through-thickness gradient microstructures and textures.In this study,ultra-high purity(99.999 wt.%)tantalum(Ta)served as a model material to address the texture gradient ... Traditional symmetrical rolling often induces through-thickness gradient microstructures and textures.In this study,ultra-high purity(99.999 wt.%)tantalum(Ta)served as a model material to address the texture gradient issue by employing dynamic offsets and shear force adjustment rolling(DS rolling)as an advanced rolling technique.The strain and stress distributions in Ta plates for DS rolling and symmetrical rolling processes were analyzed using Deform 3D software.Through-thickness textures and microstructures were characterized via electron backscatter diffraction.The results revealed that DS rolling effectively solved the problem of texture gradient by increasing the average shear strain from 0.05 to 0.56.In turn,the shear stress reduced the energy storage orientation dependence of{100}and{111}grains.Furthermore,DS rolling refined the recrystallized grains on an average of 30.9%. 展开更多
关键词 TANTALUM texture gradient ROLLING energy storage shear stress
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Gradient age-precipitation behavior induced by gradient nano-grain in Mg-Gd-Ag-Zr alloy
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作者 Bang-jun Li Jia-peng Sun +1 位作者 Jing Han Guo-song Wu 《Journal of Iron and Steel Research International》 2025年第1期19-24,共6页
Gradient nano-grained structure is frequently engineered into metallic materials,including Mg alloys,to achieve superior combination of strength and ductility.Nevertheless,the influence of this microstructural feature... Gradient nano-grained structure is frequently engineered into metallic materials,including Mg alloys,to achieve superior combination of strength and ductility.Nevertheless,the influence of this microstructural feature on aging precipitation behavior remains inadequately understood.In this study,the age-precipitation behavior of a gradient nano-grained Mg-Gd-Ag-Zr alloy prepared via ultrasonic severe surface rolling was investigated.The result indicates that the aging precipitation behavior exhibits a depth-dependent variation within this alloy.In the nano-grained surface layer,hierarchicalβnano-precipitates are predominant,while at greater depths,the precipitates consist ofβnanoparticles located at grain boundaries,along with intragranularβ′andγ″nano-plates.The formation ofβnano-precipitates deviates from the conventional precipitation behavior observed in Mg-Gd-Ag alloys,and is attributed to the high density of defects induced by the surface nano-grained structure.This finding advances our understanding of the precipitation behavior in the alloys with heterogeneous microstructure. 展开更多
关键词 Mg alloy gradient PRECIPITATION Aging behavior Microstructure
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A light-powered molecular pump achieving transmembrane concentration gradient
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作者 Man Wu Chuandong Jia 《Chinese Journal of Structural Chemistry》 2025年第4期12-13,共2页
According to the second law of thermodynamics,spontaneous chemical processes will ultimately reach the equilibrium state with the lowest energy.However,in biological systems,there are numerous highenergy states far fr... According to the second law of thermodynamics,spontaneous chemical processes will ultimately reach the equilibrium state with the lowest energy.However,in biological systems,there are numerous highenergy states far from equilibrium.One typical example is the transmembrane ion-concentration gradient,which plays crucial roles in maintaining homeostasis,regulating cell volume,and enabling cell signaling.Transmembrane ion-concentration gradient is achieved by an active transport process that requires the input of energy and the action of pump proteins.Replicating this process with synthetic supramolecular systems is particularly challenging,requiring both the input of energy and very specific,spatiotemporal control over ion uptake and release.In nature,pump proteins,such as protein-based ion channels,have evolved highly intricate architectures to perform this function.In contrast,Aprahamian and coworkers recently developed a much simpler smallmolecule system that functions as a molecular ion pump,utilizing light energy to pump chloride ions across a hydrophobic barrier against the concentration gradient[1]. 展开更多
关键词 active transport process light powered molecular pump high energy states transmembrane concentration gradient ion concentration gradient maintaining homeostasisregulating equilibrium state chemical processes
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