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ACSF-ED: Adaptive Cross-Scale Fusion Encoder-Decoder for Spatio-Temporal Action Detection
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作者 Wenju Wang Zehua Gu +2 位作者 Bang Tang Sen Wang Jianfei Hao 《Computers, Materials & Continua》 2025年第2期2389-2414,共26页
Current spatio-temporal action detection methods lack sufficient capabilities in extracting and comprehending spatio-temporal information. This paper introduces an end-to-end Adaptive Cross-Scale Fusion Encoder-Decode... Current spatio-temporal action detection methods lack sufficient capabilities in extracting and comprehending spatio-temporal information. This paper introduces an end-to-end Adaptive Cross-Scale Fusion Encoder-Decoder (ACSF-ED) network to predict the action and locate the object efficiently. In the Adaptive Cross-Scale Fusion Spatio-Temporal Encoder (ACSF ST-Encoder), the Asymptotic Cross-scale Feature-fusion Module (ACCFM) is designed to address the issue of information degradation caused by the propagation of high-level semantic information, thereby extracting high-quality multi-scale features to provide superior features for subsequent spatio-temporal information modeling. Within the Shared-Head Decoder structure, a shared classification and regression detection head is constructed. A multi-constraint loss function composed of one-to-one, one-to-many, and contrastive denoising losses is designed to address the problem of insufficient constraint force in predicting results with traditional methods. This loss function enhances the accuracy of model classification predictions and improves the proximity of regression position predictions to ground truth objects. The proposed method model is evaluated on the popular dataset UCF101-24 and JHMDB-21. Experimental results demonstrate that the proposed method achieves an accuracy of 81.52% on the Frame-mAP metric, surpassing current existing methods. 展开更多
关键词 Spatio-temporal action detection encoder-decoder cross-scale fusion multi-constraint loss function
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Low-temperature-field-assisted fabrication of cross-scale tissue engineering scaffolds
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作者 Jing Ye Xingyu Zhou +4 位作者 Zhuo Huang Xianglin Zhang Wei Huang Bin Wu Huamin Zhou 《International Journal of Extreme Manufacturing》 2025年第2期388-416,共29页
In tissue engineering(TE),tissue-inducing scaffolds are a promising solution for organ and tissue repair owing to their ability to attract stem cells in vivo,thereby inducing endogenous tissue regeneration through top... In tissue engineering(TE),tissue-inducing scaffolds are a promising solution for organ and tissue repair owing to their ability to attract stem cells in vivo,thereby inducing endogenous tissue regeneration through topological cues.An ideal TE scaffold should possess biomimetic cross-scale structures,similar to that of natural extracellular matrices,at the nano-to macro-scale level.Although freeform fabrication of TE scaffolds can be achieved through 3D printing,this method is limited in simultaneously building multiscale structures.To address this challenge,low-temperature fields were adopted in the traditional fabrication processes,such as casting and 3D printing.Ice crystals grow during scaffold fabrication and act as a template to control the nano-and micro-structures.These microstructures can be optimized by adjusting various parameters,such as the direction and magnitude of the low-temperature field.By preserving the macro-features fabricated using traditional methods,additional micro-structures with smaller scales can be incorporated simultaneously,realizing cross-scale structures that provide a better mimic of natural organs and tissues.In this paper,we present a state-of-the-art review of three low-temperature-field-assisted fabrication methods—freeze casting,cryogenic3D printing,and freeze spinning.Fundamental working principles,fabrication setups,processes,and examples of biomedical applications are introduced.The challenges and outlook for low-temperature-assisted fabrication are also discussed. 展开更多
关键词 low temperature assisted fabrication cross-scale structure tissue engineering scaffold freeze casting cryogenic 3D printing
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Remote sensing image super-resolution via cross-scale hierarchical transformer
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作者 Yi Xiao Qiangqiang Yuan +1 位作者 Jiang He Liangpei Zhang 《Geo-Spatial Information Science》 CSCD 2024年第6期1914-1930,共17页
Global and local modeling is essential for image super-resolution tasks.However,current efforts often lack explicit consideration of the cross-scale knowledge in large-scale earth observation scenarios,resulting in su... Global and local modeling is essential for image super-resolution tasks.However,current efforts often lack explicit consideration of the cross-scale knowledge in large-scale earth observation scenarios,resulting in suboptimal single-scale representations in global and local modeling.The key motivation of this work is inspired by two observations:1)There exists hierarchical features at the local and global regions in remote sensing images,and 2)they exhibit scale variation of similar ground objects(e.g.cross-scale similarity).In light of these,this paper presents an effective method to grasp the global and local image hierarchies by systematically exploring the cross-scale correlation.Specifically,we developed a Cross-scale Self-Attention(CSA)to model the global features,which introduces an auxiliary token space to calculate cross-scale self-attention matrices,thus exploring global dependency from diverse token scales.To extract the cross-scale localities,a Cross-scale Channel Attention(CCA)is devised,where multi-scale features are explored and progressively incorporated into an enriched feature.Moreover,by hierarchically deploying CSA and CCA into transformer groups,the proposed Cross-scale Hierarchical Transformer(CHT)can effectively explore cross-scale representations in remote sensing images,leading to a favorable reconstruction performance.Comprehensive experiments and analysis on four remote sensing datasets have demonstrated the superiority of CHT in both simulated and real-world remote sensing scenes.In particular,our CHT outperforms the state-of-the-art approach(TransENet)in terms of PSNR by 0.11 dB on average,but only accounts for 54.8%of its parameters. 展开更多
关键词 SUPER-RESOLUTION TRANSFORMER cross-scale hierarchical attention remote sensing
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Cross-scale characteristics of backfill material using NMR and fractal theory 被引量:6
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作者 Jian-hua HU Qi-fan REN +4 位作者 Dong-jie YANG Shao-wei MA Jun-long SHANG Xiao-tian DING Zhou-quan LUO 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2020年第5期1347-1363,共17页
This paper analyzed the pore structure, quantified the pore fractal dimension, calculated the grading index(GI) of mixed aggregate, and studied the relationship among GI, pore structure, and strength to describe the c... This paper analyzed the pore structure, quantified the pore fractal dimension, calculated the grading index(GI) of mixed aggregate, and studied the relationship among GI, pore structure, and strength to describe the cross-scale characteristics of backfill, which is made from stone powder and cemented tailing. A series of experiments were conducted on stone powder cement tailings backfill(SPCTB). The GI formulas for mixed aggregates, containing stone powder and tailings, were derived based on the Füller theory. The nuclear magnetic resonance(NMR) fractal dimensions of backfills were derived using fractal geometry principles. Compared to the mesopore and macropore fractal dimensions, the correlation between micropore fractal dimension and macro-properties in terms of NMR porosity, pore structure complexity, uniaxial compression strength(UCS), and GI is the most significant. Macropore fractal dimension is generally correlated with UCS and GI and the other properties such as the shape of mixed aggregates also have an impact on fractal dimension. However, mesopore fractal dimension has no obvious relationship with macro-properties. Finally, the relationship between GI and UCS was studied, which contributed to improving backfill’s strength and optimizing gradation. 展开更多
关键词 backfill material cross-scale characteristics grading index fractal dimension nuclear magnetic resonance
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Texture evolution prediction of 2219 aluminum alloy sheet under hydro-bulging using cross-scale numerical modeling 被引量:1
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作者 Yanbo Pei Yonggang Hao +2 位作者 Jie Zhao Jiantong Yang Bugang Teng 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2023年第18期190-204,共15页
A simultaneous prediction of macroscopic deformation and microstructure evolution is critical for un-derstanding the deformation mechanism of components.In this work,the hydro-bulging process of 2219 aluminum alloy sh... A simultaneous prediction of macroscopic deformation and microstructure evolution is critical for un-derstanding the deformation mechanism of components.In this work,the hydro-bulging process of 2219 aluminum alloy sheet was investigated using cross-scale numerical modeling,in which the macroscopic finite element method(FEM)and crystal plasticity finite element method(CPFEM)were combined.The calculated texture evolution exhibits good agreement with the experimental results,and the stress er-ror between the two scales is generally small.The effects of different strain states on texture evolution and slip mode are further discussed.As the strain ratioηincreases,the volume fractions of the initial Rotated Copper texture component andγ-Fiber texture component decrease significantly,which tend to be stabilized at P texture component.The initial Rotated Cube texture component is inclined to rotate towards the Cube texture component,while the volume fraction of this orientation is relatively stable.The lower strain ratio can considerably enhance the activity of more equivalent slip systems,promoting a more uniform strain distribution over grains.The difficulty of grain deformation changes as the lat-tice rotates.The grain with easy-to-deform orientation can gradually rotate to a stable orientation during plastic deformation,which has a lower Schmid factor. 展开更多
关键词 cross-scale modeling Crystal plasticity Texture evolution Aluminum alloy Hydro-bulging forming
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Cross-scale Correlation of Macro-micro Evaluation Indexes for Asphalt Binder
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作者 YU Tengjiang ZHANG Haitao +2 位作者 SUN Xiaowen LI Ming WANG Haomin 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2022年第5期892-899,共8页
In order to further study the reliability of macro evaluation indexes,molecular dynamics (MD) was applied to the evaluation of asphalt binder.Micro evaluation indexes (potential energy,surface free energy,solubility p... In order to further study the reliability of macro evaluation indexes,molecular dynamics (MD) was applied to the evaluation of asphalt binder.Micro evaluation indexes (potential energy,surface free energy,solubility parameter and diffusion coefficient) of asphalt binder in different service phases (virgin,modified,aged and rejuvenated) were simulated.Combined with the variation characteristics of asphalt binder macro evaluation indexes (permeability,ductility,viscosity and softening point) in different service phases,the cross-scale correlation of macro-micro evaluation indexes was explored.The results show that the macro and micro evaluation indexes of asphalt binder have different characteristics in different service phases.The essence of the variation in the properties of asphalt binders is the difference in micro composition.In addition,there is a certain correlation between macro and micro evaluation indexes,which can be described by the gray relation theory.The cross-scale correlation of macro-micro evaluation indexes can provide a certain theoretical basis for the development of asphalt binder. 展开更多
关键词 asphalt binder macro-micro indexes cross-scale correlation different service phases molecular dynamics
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A multifractal method based on Spacematrix type units for analysing cross-scale characteristics of urban morphology 被引量:1
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作者 Chenyang Zhang Dian Shao +1 位作者 Junyan Yang Xinzhe Liu 《Frontiers of Architectural Research》 2025年第4期1132-1145,共14页
The urban morphological system,developed over multiple phases,exhibits complex cross-scale characteristics,with significant scale disc repancies among morphological elements at the same hierarchical level,which sugges... The urban morphological system,developed over multiple phases,exhibits complex cross-scale characteristics,with significant scale disc repancies among morphological elements at the same hierarchical level,which suggests that the cross-scale sliding model holds the potential to reveal additional characteristics of urban morphology.This paper introduces a multifractal method that integrates Spacematrix morphological classification for the analysis of detailed urban building data within defined boundaries.Using the Nanjing Old City in China as a case study,the results reveal a dense yet balanced urban form,showing annular differentiation characterized by fragmented fringe belts at the macro level and a uniform mixture of diverse land use types and building types at the micro level.The typical scale invariance and multifractality are not consistently observed across single-type analyses.The study identifies height uniformization and spaciousness differentiation in the scaling of urban morphology,attributing the multifractal mechanism to the interweaving and transformation of multiple types across scales.This enhanced multifractal approach improves spatial mapping capabilities,aiding in the elucidation of the formation mechanisms of urban morphology. 展开更多
关键词 Urban morphology cross-scale Urban morphology type MULTIFRACTAL Generalized dimension Spacematrix
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Cross-scale mechanical manipulation of mobile charges in centrosymmetric semiconductors via interplay between piezoelectricity and flexoelectricity
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作者 Chao Wei Ziwen Guo +1 位作者 Jian Tang Wenbin Huang 《Acta Mechanica Sinica》 2025年第9期120-137,共18页
Flexoelectricity,an electromechanical coupling between strain gradient and electrical polarization in dielectrics or semiconductors,has attracted significant scientific interest.It is reported that large flexoelectric... Flexoelectricity,an electromechanical coupling between strain gradient and electrical polarization in dielectrics or semiconductors,has attracted significant scientific interest.It is reported that large flexoelectric behaviors can be obtained at the nanoscale because of the size effect.However,the flexoelectric responses of centrosymmetric semiconductors(CSs)are extremely weak under a conventional beam-bending approach,owing to weak flexoelectric coefficients and small strain gradients.The flexoelectric-like effect is an enhanced electromechanical effect coupling the flexoelectricity and piezoelectricity.In this paper,a composite structure consisting of piezoelectric dielectric layers and a CS layer is proposed.The electromechanical response of the CS is significantly enhanced via antisymmetric piezoelectric polarization.Consequently,the cross-scale mechanically tuned carrier distribution in the semiconductor is realized.Meanwhile,the significant size dependence of the electromechanical fields in the semiconductor is demonstrated.The flexoelectronics suppression is found when the semiconductor thickness reaches a critical size(0.8μm).In addition,the first-order carrier density of the composite structure under local loads is illustrated.Our results can suggest the structural design for flexoelectric semiconductor devices. 展开更多
关键词 cross-scale mechanical manipulation Flexoelectricity Piezoelectricity Semiconductor
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Ultra-high-temperature application of MXene:Stabilization of 2D Ti_(3)C_(2)T_(x)for cross-scale strengthening and toughening of 3D TiC 被引量:3
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作者 Lu Liu Guobing Ying +6 位作者 Quanguo Jiang Dong Wen Peng Wang Meng Wu Ziying Ji Yongting Zheng Xiang Wang 《Journal of Advanced Ceramics》 SCIE EI CAS CSCD 2024年第1期1-10,共10页
Transition metal carbide/nitride cores within MXenes make them considerably useful for ultra-high-temperature reinforcement.However,extensive research on Ti_(3)C_(2)T_(x)MXene has revealed its tendency to undergo a ph... Transition metal carbide/nitride cores within MXenes make them considerably useful for ultra-high-temperature reinforcement.However,extensive research on Ti_(3)C_(2)T_(x)MXene has revealed its tendency to undergo a phase transition to TiCy at temperatures above 800℃due to high activity of a superficial Ti atomic layer.Herein,spark plasma sintering of Ti_(3)C_(2)T_(x)and TiC is performed to prevent the Ti_(3)C_(2)T_(x)phase transition at temperatures up to 1900℃through the fabrication of composites at a pressure of 50 MPa.Using a focused ion beam scanning electron microscope to separate layered substances in the composites and examining selected area diffraction spots in a transmission electron microscope enabled identification of non-phase-transitioned MXene.First-principles calculations based on density functional theory indicated the formation of strong chemical bonding interfaces between Ti_(3)C_(2)T_(x)and TiC,which imposed a stability constraint on the Ti atomic layer at the Ti_(3)C_(2)T_(x)surface.Mechanical performance tests,such as three-point bending and fracture toughness analysis,demonstrated that the addition of Ti_(3)C_(2)T_(x)can effectively improve the cross-scale strengthening and toughening of the TiC matrix,providing a new path for designing and developing two-dimensional(2D)carbides cross-scale-enhanced three-dimensional(3D)carbides with the same elements relying on a wide variety of MXenes. 展开更多
关键词 MXene ultra-high-temperature phase stability interface bonding cross-scale strengthening and toughening structural ceramic composites
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Cross-scale mechanical softening of Marcellus shale induced by CO_(2)-water-rock interactions using nanoindentation and accurate grain-based modeling 被引量:2
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作者 Yiwei Liu Quansheng Liu +3 位作者 Zhijun Wu Shimin Liu Yong Kang Xuhai Tang 《Underground Space》 SCIE EI CSCD 2024年第6期26-46,共21页
Mechanical softening behaviors of shale in CO_(2)-water–rock interaction are critical for shale gas exploitation and CO_(2)sequestration.This work investigated the cross-scale mechanical softening of shale triggered ... Mechanical softening behaviors of shale in CO_(2)-water–rock interaction are critical for shale gas exploitation and CO_(2)sequestration.This work investigated the cross-scale mechanical softening of shale triggered by CO_(2)-water–rock interaction.Initially,the mechanical softening of shale following 30 d of exposure to CO_(2)and water was assessed at the rock-forming mineral scale using nanoindentation.The mechanical alterations of rock-forming minerals,including quartz,muscovite,chlorite,and kaolinite,were analyzed and compared.Subsequently,an accurate grain-based modeling(AGBM)was proposed to upscale the nanoindentation results.Numerical models were generated based on the real microstructure of shale derived from TESCAN integrated minerals analyzer(TIMA)digital images.Mechanical parameters of shale minerals determined by nanoindentation served as input material properties for AGBMs.Finally,numerical simulations of uniaxial compression tests were conducted to investigate the impact of mineral softening on the macroscopic Young’s modulus and uniaxial compressive strength(UCS)of shale.The results present direct evidence of shale mineral softening during CO_(2)-water–rock interaction and explore its influence on the upscale mechanical properties of shale.This paper offers a microscopic perspective for comprehending CO_(2)-water-shale interactions and contributes to the development of a cross-scale mechanical model for shale. 展开更多
关键词 SHALE cross-scale modeling NANOINDENTATION CO_(2)-water-rock interaction Mechanical softening
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A 3-DOF piezoelectric robot with continuous walking gait aiming at cross-scale smooth motion 被引量:1
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作者 YU HongPeng LIU YingXiang +2 位作者 DENG Jie ZHANG ShiJing CHEN WeiShan 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2023年第1期233-242,共10页
Piezoelectric robots play important roles in the field of micromanipulation, but it is difficult for them to generate steady precision motion at any moment. In order to eliminate the changing inertial force and improv... Piezoelectric robots play important roles in the field of micromanipulation, but it is difficult for them to generate steady precision motion at any moment. In order to eliminate the changing inertial force and improve the motion smoothness, this work proposes a piezoelectric robot with continuous walking gait inspired by ants. The idea is verified with theoretical models and numerical simulation, and the performances are evaluated with experiments. The robot is proven to have the ability to generate 3-DOF(dgeree of freedom) continuous smooth motions with constant speeds. The maximum and minimum smooth velocities have a difference of six orders of magnitude, realizing cross-scale velocity control. Besides, the motion resolution reaches several nanometers with the unlimited workspace, so the cross-scale displacement control can be also obtained. Furthermore, with great robustness against varying loads, the stable actuation capability of the robot is more than 22 times of the self-weight. To sum up,the proposed robot generates cross-scale smooth motion in both aspects of displacement and velocity, so it has good prospects in the applications requiring steady precision motion. The design philosophy and research methods in this work can be valuable references for further advances of micromanipulation robots. 展开更多
关键词 piezoelectric robot continuous walking gait cross-scale displacement cross-scale velocity smooth motion constant speed
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Multi-scale observation and cross-scale mechanistic modeling on terrestrial ecosystem carbon cycle 被引量:17
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作者 CAO Mingkui YU Guirui LIU Jiyuan LI Kerang 《Science China Earth Sciences》 SCIE EI CAS 2005年第z1期17-32,共16页
To predict global climate change and to implement the Kyoto Protocol for stabilizing atmospheric greenhouse gases concentrations require quantifying spatio-temporal variations in the terrestrial carbon sink accurately... To predict global climate change and to implement the Kyoto Protocol for stabilizing atmospheric greenhouse gases concentrations require quantifying spatio-temporal variations in the terrestrial carbon sink accurately. During the past decade multi-scale ecological experiment and observation networks have been established using various new technologies (e.g. controlled environmental facilities, eddy covariance techniques and quantitative remote sensing), and have obtained a large amount of data about terrestrial ecosystem carbon cycle. However, uncertainties in the magnitude and spatio-temporal variations of the terrestrial carbon sink and in understanding the underlying mechanisms have not been reduced significantly. One of the major reasons is that the observations and experiments were conducted at individual scales independently, but it is the interactions of factors and processes at different scales that determine the dynamics of the terrestrial carbon sink. Since experiments and observations are always conducted at specific scales, to understand cross-scale interactions requires mechanistic analysis that is best to be achieved by mechanistic modeling. However, mechanistic ecosystem models are mainly based on data from single-scale experiments and observations and hence have no capacity to simulate mechanistic cross-scale interconnection and interactions of ecosystem processes. New-generation mechanistic ecosystem models based on new ecological theoretical framework are needed to quantify the mechanisms from micro-level fast eco-physiological responses to macro-level slow acclimation in the pattern and structure in disturbed ecosystems. Multi-scale data-model fusion is a recently emerging approach to assimilate multi-scale observational data into mechanistic, dynamic modeling, in which the structure and parameters of mechanistic models for simulating cross-scale interactions are optimized using multi-scale observational data. The models are validated and evaluated at different spatial and temporal scales and real-time observational data are assimilated continuously into dynamic modeling for predicting and forecasting ecosystem changes realistically. in summary, a breakthrough in terrestrial carbon sink research requires using approaches of multi-scale observations and cross-scale modeling to understand and quantify interconnections and interactions among ecosystem processes at different scales and their controls over ecosystem carbon cycle. 展开更多
关键词 global CLIMATE change TERRESTRIAL carbon sink MULTI-SCALE observation data-model fusion cross-scale MECHANISTIC modeling.
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The modelling and application of cross-scale human behavior in realizing the shop-floor digital twin[version 1;peer review:1 approved with reservations,1 not approved] 被引量:1
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作者 Tingyu Liu Mengming Xia +4 位作者 Qing Hong Yifeng Sun Pei Zhang Liang Fu Ke Chen 《Digital Twin》 2021年第1期24-38,共15页
The digital twin shop-floor has received much attention from the manufacturing industry as it is an important way to upgrade the shop-floor digitally and intelligently.As a key part of the shop-floor,humans'high a... The digital twin shop-floor has received much attention from the manufacturing industry as it is an important way to upgrade the shop-floor digitally and intelligently.As a key part of the shop-floor,humans'high autonomy and uncertainty leads to the difficulty in digital twin modeling of human behavior.Therefore,the modeling system for cross-scale human behavior in digital twin shop-floors was developed,powered by the data fusion of macro-behavior and micro-behavior virtual models.Shop-floor human macro-behavior mainly refers to the role of the human and their real-time position.Shop-floor micro-behavior mainly refers to real-time human limb posture and production behavior at their workstation.In this study,we reviewed and summarized a set of theoretical systems for cross-scale human behavior modeling in digital twin shop-floors.Based on this theoretical system,we then reviewed modeling theory and technology from macro-behavior and micro-behavior aspects to analyze the research status of shop-floor human behavior modeling.Lastly,we discuss and offer opinion on the application of cross-scale human behavior modeling in digital twin shop-floors.Cross-scale human behavior modeling is the key for realizing closed-loop interactive drive of human behavior in digital twin shop-floors. 展开更多
关键词 Digital twin shop-floor Human behavior cross-scale Macro-behavior Micro-behavior Theoretical system Model application
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低空无人机实时目标检测算法 被引量:2
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作者 杨永刚 姜文韬 高志云 《航空学报》 北大核心 2025年第16期210-223,共14页
针对低空无人机视角下的目标存在相互遮挡、像素小和复杂背景的问题,提出一种用于低空无人机平台的小目标检测算法HPRS-YOLO。在主干网络采用一种新的多尺度空间金字塔(SPMCC),抛弃基于最大池化的下采样形式,利用膨胀卷积动态调整网络... 针对低空无人机视角下的目标存在相互遮挡、像素小和复杂背景的问题,提出一种用于低空无人机平台的小目标检测算法HPRS-YOLO。在主干网络采用一种新的多尺度空间金字塔(SPMCC),抛弃基于最大池化的下采样形式,利用膨胀卷积动态调整网络的感受野,更有效地绘制检测对象的上下文信息;融合2种Metaformer模型改进C3K2模块,增强小目标结构和纹理特征信息,减少参数量,保持运算开销在较小水平;Dysample优化上采样算子,抑制偏移重叠和边界点值混乱,提高目标与背景的对比度;引入浅层细节处理模块(SDFM)重新设计颈部网络尾端,实现首尾跨尺度特征校准,强调对低层特征图的关注度,补偿小目标特征的缺失以及维护遮挡目标剩余空间信息的完整性。对数据集VisDrone2019进行消融实验和对比实验,相较于基线算法,mAP0.5和mAP0.5∶0.95分别提升5%和3%,对公开数据集DOTA进行泛化实验,mAP0.5提升2.0%,证明了所提算法具有良好的鲁棒性,最后将模型部署到嵌入式设备NVIDIA Jetson AGX Orin上进行验证,FPS达到60,表明HPRS-YOLO通过优化算法设计可以在保持高准确率的同时,确保实时检测的能力。 展开更多
关键词 低空无人机 小目标检测 多尺度 跨尺度特征校准 YOLOv11n Jetson AGX Orin
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融合多尺度交叉注意力和边缘感知的伪装目标检测 被引量:1
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作者 郝子强 张庆宝 +2 位作者 赵世豪 王焯豪 詹伟达 《计算机工程与应用》 北大核心 2025年第10期228-237,共10页
针对当前伪装目标检测算法无法准确、完整地检测出目标对象和其边缘的问题,提出了一种融合多尺度交叉注意力和边缘感知的伪装目标检测网络(multi-scale cross attention and edge perception network,MAEP-Net)。利用Res2Net-50提取图... 针对当前伪装目标检测算法无法准确、完整地检测出目标对象和其边缘的问题,提出了一种融合多尺度交叉注意力和边缘感知的伪装目标检测网络(multi-scale cross attention and edge perception network,MAEP-Net)。利用Res2Net-50提取图像的原始特征,并采用融合了多尺度交叉注意力的特征金字塔结构从通道、空间两个维度挖掘目标位置信息和凸显伪装目标区域特征;使用定位模块对目标的大致位置进行准确定位;边缘感知模块抑制低级特征中背景的噪声,融合边缘特征以获取更多的边缘细节信息;细化模块通过注意力机制分别从前景和背景两个方向关注目标线索,利用边缘先验、语义先验、领域先验、区域先验知识进一步细化目标结构和边缘轮廓。在3个公开数据集上的实验表明,所提算法相较于12种主流算法在4个客观评价指标上均取得了最优表现,尤其是在COD10K数据集上所提算法的加权平均值F-measure和平均绝对误差(mean absolute error,MAE)分别达到0.797和0.031。由此可见,所提算法在COD任务上具有较好的检测效果。 展开更多
关键词 多尺度交叉注意力 边缘感知 伪装目标检测 特征金字塔结构
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核反应堆堆芯三维跨尺度多物理场耦合分析程序CorTAF开发进展
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作者 苏光辉 董正阳 +3 位作者 刘凯 王明军 田文喜 秋穗正 《核动力工程》 北大核心 2025年第4期1-9,共9页
核反应堆堆芯作为核动力系统关键设备,其几何结构复杂,且不同物理场间存在强烈耦合作用。堆芯高精度精细化热工水力及多物理场耦合分析技术是先进核动力系统设计与安全分析的重要保证,西安交通大学核反应堆热工水力研究室(NuTHeL)构建... 核反应堆堆芯作为核动力系统关键设备,其几何结构复杂,且不同物理场间存在强烈耦合作用。堆芯高精度精细化热工水力及多物理场耦合分析技术是先进核动力系统设计与安全分析的重要保证,西安交通大学核反应堆热工水力研究室(NuTHeL)构建了全堆芯核-热-流-沉积多物理场耦合分析模型,基于开源计算流体动力学(CFD)平台自主开发了通道级核反应堆堆芯三维跨尺度多物理场耦合分析程序CorTAF系列,实现了基于CFD方法的全压力容器内全尺寸多物理场的计算分析与预测,并开展了基于国际基准题的确认和验证(V&V)工作。近年来,研究团队基于上述研究基础不断开发与完善程序的数学物理模型,目前CorTAF程序已经具备了面向多种堆型(压水堆、铅铋堆、钠冷快堆等)、涵盖多种物理场(中子物理、热工水力、腐蚀沉积等)、串联多个系统(堆芯、上腔室、下腔室等)的跨尺度耦合计算能力。本文以压水堆CorTAF程序为例,介绍了其主要功能,总结回顾了相关工作,并提出了未来工作展望。 展开更多
关键词 CorTAF 压水堆堆芯 通道级分辨率 多物理场耦合 压力容器跨尺度耦合
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通道混洗与跨尺度增强的轻量级铁路全景分割
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作者 陈永 周方春 周建宇 《工程科学学报》 北大核心 2025年第8期1722-1730,共9页
针对高速铁路场景下图像全景分割时存在全景分割精确度低,难以实现轻量级实时分割等问题,提出了一种通道混洗与跨尺度增强的轻量级铁路全景分割方法.首先,基于FasterNet网络,提出了轻量化CS_FasterNet特征提取网络,通过部分卷积和通道... 针对高速铁路场景下图像全景分割时存在全景分割精确度低,难以实现轻量级实时分割等问题,提出了一种通道混洗与跨尺度增强的轻量级铁路全景分割方法.首先,基于FasterNet网络,提出了轻量化CS_FasterNet特征提取网络,通过部分卷积和通道混洗优化了特征信息的聚合,实现对铁路场景下全景分割轻量化特征提取.其次,设计了多尺度特征交互增强模块,利用特征交互和跨特征融合,全面地捕捉局部的细节和全局信息,提高图像特征提取的质量.最后,改进预测融合模块对语义结果与实例结果进行融合,提升网络对图像分割的准确性,得到更加精细的全景分割输出结果.实验结果表明:所提轻量级模型在模型每秒处理帧率和计算量等评价指标均优于对比方法,相较于UPSNet方法,本文方法的每秒约处理11.5帧,全景分割质量提升了约9.9%,能够实现对不同铁路场景下图像全景分割的准确性和实时性. 展开更多
关键词 全景分割 高速铁路 轻量级 通道混洗 跨尺度特征增强
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基于改进YOLOv8的变电站设备缺陷检测算法 被引量:1
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作者 吴正平 杨俊 刘含 《无线电工程》 2025年第7期1448-1459,共12页
为解决现有变电站设备缺陷检测算法在复杂背景下存在的主干网络特征提取能力不足,以及在面对尺度不一、形状多样的目标时,从颈部到检测头的输入特征的表达能力弱,导致模型检测精度下降、错检和漏检严重的问题,提出了一种基于改进YOLOv8... 为解决现有变电站设备缺陷检测算法在复杂背景下存在的主干网络特征提取能力不足,以及在面对尺度不一、形状多样的目标时,从颈部到检测头的输入特征的表达能力弱,导致模型检测精度下降、错检和漏检严重的问题,提出了一种基于改进YOLOv8的变电站设备缺陷检测算法。在主干网络部分设计了跨分支特征融合(Cross-Branch Feature Fusion,CBFF)模块,通过多分支特征提取与融合策略,增强网络的特征提取能力,CBFF模块内集成了基于双卷积结构的感受野注意力特征提取(Receptive-field Attention Feature Extraction,RAFE)子模块,其核心为引入感受野注意力卷积(Receptive-field Attention Convolution,RFAConv)和卷积块注意力模块(Convolutional Block Attention Module,CBAM)改进后得到的感受野卷积注意力(Receptive-field Convolutional Block Attention Module Convolution,RFCBAMConv)模块;在颈部网络中采用多尺度卷积与多维协作注意力(Multidimensional Collaborative Attention,MCA)机制,重构颈部不同检测层前的跨阶段高效双卷积瓶颈(Faster Implementation of Cross Stage Partial Bottleneck with 2 Convolutions,C2f)模块,增强模型对多尺度目标的辨识能力。实验结果表明,相较于YOLOv8s基准模型,改进后的算法在精度(Precision,P)、召回率(Recall,R)、mAP@0.5、mAP@0.5:0.95上,分别提升了1.4%、3.2%、3.7%、2.2%,参数量减少了0.6 M。在与目前主流的9种目标检测算法的对比中,所提算法的综合性能最优,进一步验证了其在变电站设备缺陷检测中的优势。 展开更多
关键词 变电站 YOLOv8 跨分支特征融合 多尺度 缺陷检测
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基于YOLOv8n的重载铁路扣件状态检测网络
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作者 张宇 丁建明 《机械》 2025年第5期68-74,80,共8页
针对现有的重载铁路扣件检测算法在复杂背景下难以满足检测要求、漏检率高的问题,提出一种基于YOLOv8n改进的扣件状态检测算法YOLO-CSM,该模型在骨干层引入了压缩-激励结构(SENetV2),增强了模型在不同通道的特征提取能力,提升了对细节... 针对现有的重载铁路扣件检测算法在复杂背景下难以满足检测要求、漏检率高的问题,提出一种基于YOLOv8n改进的扣件状态检测算法YOLO-CSM,该模型在骨干层引入了压缩-激励结构(SENetV2),增强了模型在不同通道的特征提取能力,提升了对细节特征的表达能力。在颈部中引入跨尺度特征融合结构(CCFF),融合不同尺度的特征信息,使上下文信息整合能力得到提升。为了突出扣件目标特征并减少复杂背景的影响,在网络中添加多尺度扩张注意力机制(MSDA),使模型关注点聚焦于扣件处,提高扣件定位精度。实验结果显示,YOLO-CSM网络在自制的包含四种重载铁路扣件状态的数据集上m AP@50-95和精度分别达到了94.0%和98.9%,相比于YOLOv8n提升了4.8%和3.8%,证明所提方法有效提升了在复杂背景下的扣件检测算法的性能。 展开更多
关键词 扣件检测 压缩-激励模块 多尺度特征融合 多尺度扩张注意力机制
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颈淋巴结清扫损伤指数量表的汉化及信效度检验
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作者 任晓波 田梓蓉 +3 位作者 刘永玲 韦昌韵 金晓婷 许亚红 《护理研究》 北大核心 2025年第7期1138-1143,共6页
目的:汉化颈淋巴结清扫损伤指数(NDII)量表,并在头颈肿瘤行颈淋巴结清扫术(ND)病人中检验其信效度。方法:根据自我报告量表跨文化调适指南,经前译、整合、回译、专家委员会评定和预调查对NDII量表进行汉化。采用便利抽样方法,选取2024年... 目的:汉化颈淋巴结清扫损伤指数(NDII)量表,并在头颈肿瘤行颈淋巴结清扫术(ND)病人中检验其信效度。方法:根据自我报告量表跨文化调适指南,经前译、整合、回译、专家委员会评定和预调查对NDII量表进行汉化。采用便利抽样方法,选取2024年3月—2024年5月在首都医科大学附属北京同仁医院复诊的113例头颈肿瘤行颈淋巴结清扫术病人为研究对象,使用汉化后的NDII量表进行调查,检验其信效度。结果:中文版NDII量表各条目水平的内容效度指数为0.857~1.000,全体一致性量表水平的内容效度指数为0.900,平均量表水平的内容效度指数为0.986。以肩关节功能评价量表(CMS)、健康调查简表(SF-36)及颈部功能作为效标,NDII量表与CMS得分高度相关(r=0.817,P<0.01),与SF-36的躯体疼痛(BP)维度及生理机能(PF)维度中度相关(r=0.648,P<0.01;r=0.661,P<0.01),与颈部功能疼痛评分弱相关(r=-0.340,P<0.01),以颈部功能正常与否分组的两组头颈肿瘤行颈淋巴结清扫术病人NDII量表得分差异有统计学意义(P<0.01)。NDII量表的Cronbach's α系数为0.901,重测信度为0.959。结论:中文版NDII量表为单维度量表,具有良好的信效度,且操作性良好,可作为头颈肿瘤行颈淋巴结清扫术病人颈肩功能及相关生活质量测评的特异性评估工具。 展开更多
关键词 颈淋巴结清扫术 颈肩功能 跨文化调适 信度 效度 量表
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