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Three-dimensional Information Decoupling System Based on PSD and Deviation Correction
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作者 YAN Chao-chao LU Jin YANG Hai-ma 《International English Education Research》 2015年第3期101-107,共7页
Three-dimensional Information Decoupling System Based on PSD were designed based on LabVIEW, in order to achieve precision, timeliness, reliability require-ments of the PSD used in the ATP system of Satellite Earth qu... Three-dimensional Information Decoupling System Based on PSD were designed based on LabVIEW, in order to achieve precision, timeliness, reliability require-ments of the PSD used in the ATP system of Satellite Earth quantum communication. Firstly, the laser light source was driven by a stepper motor to scan on the PSD photosensitive surface, and the voltage value was collected and calculated to get the spot position. Analyzing the cause of nonlinear, a mathematical model was built between the actual value and the measured value by using binary quadratic polynomial method, PSD nonlinear correction function would be got. Then, the object micro displacement and angle offset were measured by combining optical triangulation method, and the error of the measurement results was corrected. Experimental results showed that, after the correction, the measuring deviation could be significantly reduced, the PSD performance calibration requirements was achieved, the efficiency of the system was developed greatly by using LabVIEW. 展开更多
关键词 Position sensitive detector (PSD) three-dimensional information decoupling System Binary quadratic polynomial method Microdisplacement measurement Angle Measurement
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Three-dimensional Information Decoupling System Based on PSD and Deviation Correction
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作者 YAN Chao-chao LU Jin YANG Hai-ma 《Journal of Zhouyi Research》 2014年第6期101-107,共7页
关键词 信息系统 PSD 解耦 三维 LABVIEW 纠偏 校正功能 ATP系统
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Three-dimensional finite-time optimal cooperative guidance with integrated information fusion observer
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作者 Yiao Zhan Linwei Wang Di Zhou 《Defence Technology(防务技术)》 2025年第4期12-28,共17页
Intercepting high-maneuverability hypersonic targets in near-space environments poses significant challenges due to their extreme speeds and evasive capabilities.To address these challenges,this study presents an inte... Intercepting high-maneuverability hypersonic targets in near-space environments poses significant challenges due to their extreme speeds and evasive capabilities.To address these challenges,this study presents an integrated approach that combines a Three-Dimensional Finite-Time Optimal Cooperative Guidance Law(FTOC)with an Information Fusion Anti-saturation Predefined-time Observer(IFAPO).The proposed FTOC guidance law employs a nonlinear,non-quadratic finite-time optimal control strategy designed for rapid convergence within the limited timeframes of near-space interceptions,avoiding the need for remaining flight time estimation or linear decoupling inherent in traditional methods.To complement the guidance strategy,the IFAPO leverages multi-source information fusion theory and incorporates anti-saturation mechanisms to enhance target maneuver estimation.This method ensures accurate and real-time prediction of target acceleration while maintaining predefined convergence performance,even under complex interception conditions.By integrating the FTOC guidance law and IFAPO,the approach optimizes cooperative missile positioning,improves interception success rates,and minimizes fuel consumption,addressing practical constraints in military applications.Simulation results and comparative analyses confirm the effectiveness of the integrated approach,demonstrating its capability to achieve cooperative interception of highly maneuvering targets with enhanced efficiency and reduced economic costs,aligning with realistic combat scenarios. 展开更多
关键词 Anti-saturation predefined-time observer Nonlinear finite-time optimal control three-dimensional guidance information fusion
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An improved conditional denoising diffusion GAN for Mach number field reconstruction in a multi-tunnel combined inlet based on sparse parameter information
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作者 Ke MIN Fan LEI +2 位作者 Jiale ZHANG Chengxiang ZHU Yancheng YOU 《Chinese Journal of Aeronautics》 2026年第1期169-190,共22页
The internal flow fields within a three-dimensional inward-tunning combined inlet are extremely complex,especially during the engine mode transition,where the tunnel changes may impact the flow fields significantly.To... The internal flow fields within a three-dimensional inward-tunning combined inlet are extremely complex,especially during the engine mode transition,where the tunnel changes may impact the flow fields significantly.To develop an efficient flow field reconstruction model for this,we present an Improved Conditional Denoising Diffusion Generative Adversarial Network(ICDDGAN),which integrates Conditional Denoising Diffusion Probabilistic Models(CDDPMs)with Style GAN,and introduce a reconstruction discrimination mechanism and dynamic loss weight learning strategy.We establish the Mach number flow field dataset by numerical simulation at various backpressures for the mode transition process from turbine mode to ejector ramjet mode at Mach number 2.5.The proposed ICDDGAN model,given only sparse parameter information,can rapidly generate high-quality Mach number flow fields without a large number of samples for training.The results show that ICDDGAN is superior to CDDGAN in terms of training convergence and stability.Moreover,the interpolation and extrapolation test results during backpressure conditions show that ICDDGAN can accurately and quickly reconstruct Mach number fields at various tunnel slice shapes,with a Structural Similarity Index Measure(SSIM)of over 0.96 and a Mean-Square Error(MSE)of 0.035%to actual flow fields,reducing time costs by 7-8 orders of magnitude compared to Computational Fluid Dynamics(CFD)calculations.This can provide an efficient means for rapid computation of complex flow fields. 展开更多
关键词 Flow field reconstruction Improved Conditional Denoising Diffusion Generative Adversarial Network(ICDDGAN) Mode transition Sparse parameter information three-dimensional inward-tunning combined inlet
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Multi-scale information fusion and decoupled representation learning for robust microbe-disease interaction prediction
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作者 Wentao Wang Qiaoying Yan +5 位作者 Qingquan Liao Xinyuan Jin Yinyin Gong Linlin Zhuo Xiangzheng Fu Dongsheng Cao 《Journal of Pharmaceutical Analysis》 2025年第8期1738-1752,共15页
Research indicates that microbe activity within the human body significantly influences health by being closely linked to various diseases.Accurately predicting microbe-disease interactions(MDIs)offers critical insigh... Research indicates that microbe activity within the human body significantly influences health by being closely linked to various diseases.Accurately predicting microbe-disease interactions(MDIs)offers critical insights for disease intervention and pharmaceutical research.Current advanced AI-based technologies automatically generate robust representations of microbes and diseases,enabling effective MDI predictions.However,these models continue to face significant challenges.A major issue is their reliance on complex feature extractors and classifiers,which substantially diminishes the models’generalizability.To address this,we introduce a novel graph autoencoder framework that utilizes decoupled representation learning and multi-scale information fusion strategies to efficiently infer potential MDIs.Initially,we randomly mask portions of the input microbe-disease graph based on Bernoulli distribution to boost self-supervised training and minimize noise-related performance degradation.Secondly,we employ decoupled representation learning technology,compelling the graph neural network(GNN)to independently learn the weights for each feature subspace,thus enhancing its expressive power.Finally,we implement multi-scale information fusion technology to amalgamate the multi-layer outputs of GNN,reducing information loss due to occlusion.Extensive experiments on public datasets demonstrate that our model significantly surpasses existing top MDI prediction models.This indicates that our model can accurately predict unknown MDIs and is likely to aid in disease discovery and precision pharmaceutical research.Code and data are accessible at:https://github.com/shmildsj/MDI-IFDRL. 展开更多
关键词 Microbe-disease interactions(MDIs) Pharmaceutical research AI-Based technologies decoupled representation learning Multi-scale information fusion
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Permeability differences based on three-dimensional geometrical information of void spaces 被引量:1
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作者 Dae-Sung Cheon Manabu Takahashi Taehyun Kim 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2021年第2期368-376,共9页
In this study,the permeabilities of Berea and Otway sandstones were measured under different confining pressures,and porosity was investigated through mercury intrusion porosimetry(MIP).The total porosities of the Ber... In this study,the permeabilities of Berea and Otway sandstones were measured under different confining pressures,and porosity was investigated through mercury intrusion porosimetry(MIP).The total porosities of the Berea and Otway sandstones were approximately 17.4%and 25%,respectively.Pore size distributions of each sandstone were almost the same,but the pores in the Otway sandstone were slightly narrower.However,the permeability of the Otway sandstone was smaller than that of the Berea sandstone by one order of magnitude.Three-dimensional(3D)void geometry and geometrical properties of the void spaces relevant to flow were compared to obtain the relation between the permeability differences and porosities of the two sandstones.The 3D geometrical analysis using microfocus X-ray computed tomography(CT)was performed,and the pore geometries of both sandstones were compared using the 3D medial axis(3DMA)method.Pore and throat radii,pore coordination number,tortuosity,number of connecting paths,connecting path volume,and other factors were determined using 3DMA.The Otway sandstone was characterized by a small effective throat/pore radius ratio.Based on the fluid flow mechanism,the lower effective throat/pore radius ratio results in a lower permeability induced by the fluid energy loss,which means that the 3D geometrical shape of void spaces affects the permeability value. 展开更多
关键词 X-ray computed tomography(CT) POROSITY PERMEABILITY Geometrical information three-dimensional medial axis(3DMA)
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Exploring the Three-dimensional Framework of Knowledge Service in the field of Library and Information Science(LIS)
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作者 WANG Yuefen ZHANG Beibei WU Tingting 《Chinese Journal of Library and Information Science》 2010年第2期31-47,共17页
The evolution of the society and economy has stimulated the development of Knowledge Service(KS), making it an indispensable solution to address future challenges facing libraries and information institutions. However... The evolution of the society and economy has stimulated the development of Knowledge Service(KS), making it an indispensable solution to address future challenges facing libraries and information institutions. However at present, academic research on knowledge service is falling short and its definition is far from clear and complete. As such,this article proposes the Three-dimensional Framework Knowledge Service(TdFKS) for libraries and information institutions based on the knowledge value chain model. By making reliability analysis and mean value analysis of a questionnaire survey result, the article clarifies the structure of the three-dimensional framework and verifies the rationality of the TdFKS. 展开更多
关键词 Libraries and information institutions Knowledge service three-dimensional framework Reliability analysis Mean value analysis
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Three-Dimensional Cooperative Localization via Space-Air-Ground Integrated Networks 被引量:2
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作者 Wenxuan Li Yuanpeng Liu +1 位作者 Xiaoxiang Li Yuan Shen 《China Communications》 SCIE CSCD 2022年第1期253-263,共11页
The space-air-ground integrated network(SAGIN)combines the superiority of the satellite,aerial,and ground communications,which is envisioned to provide high-precision positioning ability as well as seamless connectivi... The space-air-ground integrated network(SAGIN)combines the superiority of the satellite,aerial,and ground communications,which is envisioned to provide high-precision positioning ability as well as seamless connectivity in the 5G and Beyond 5G(B5G)systems.In this paper,we propose a three-dimensional SAGIN localization scheme for ground agents utilizing multi-source information from satellites,base stations and unmanned aerial vehicles(UAVs).Based on the designed scheme,we derive the positioning performance bound and establish a distributed maximum likelihood algorithm to jointly estimate the positions and clock offsets of ground agents.Simulation results demonstrate the validity of the SAGIN localization scheme and reveal the effects of the number of satellites,the number of base stations,the number of UAVs and clock noise on positioning performance. 展开更多
关键词 space-air-ground integrated network(SAGIN) three-dimensional(3D)localization clock noise multi-source information
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Self-tuning Information Fusion Kalman Predictor Weighted by Diagonal Matrices and Its Convergence Analysis 被引量:14
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作者 DENG Zi-Li LI Chun-Bo 《自动化学报》 EI CSCD 北大核心 2007年第2期156-163,共8页
为有未知噪音统计的 multisensor 系统,使用现代时间系列分析方法,基于革新建模的动人的一般水准(麻省)的联机鉴定,并且基于为关联功能的矩阵方程的解决方案,噪音变化的评估者被获得,并且在线性最小的变化下面由斜矩阵加权的最佳... 为有未知噪音统计的 multisensor 系统,使用现代时间系列分析方法,基于革新建模的动人的一般水准(麻省)的联机鉴定,并且基于为关联功能的矩阵方程的解决方案,噪音变化的评估者被获得,并且在线性最小的变化下面由斜矩阵加权的最佳的信息熔化标准,一个自我调节的信息熔化 Kalman 预言者被介绍,它认识到自我调节的 dec 基于动态错误系统,一个新集中分析方法为自我调节的 fuser 被介绍。在一条认识的集中的一个新概念被介绍,它是比有概率一的集中弱的。如果 MA 革新模型的参数评价是一致的,那么,自我调节的熔化 Kalman 预言者将在一条认识收敛到最佳的熔化 Kalman 预言者,这严格地被证明,或与概率一,以便它有 asymptotic optimality。它能减少计算负担,并且对实时应用合适。为追踪系统的一个目标的一个模拟例子显示出它的有效性。 展开更多
关键词 人工智能 信息融合 集中分析 控制理论
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Three-dimensional critical slip surface locating and slope stability assessment for lava lobe of Unzen volcano 被引量:1
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作者 Mowen Xie Zengfu Wang +1 位作者 Xiangyu Liu Bo Xu 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE 2011年第1期82-89,共8页
Even Unzen volcano has been declared to be in a state of relative dormancy,the latest formed lava lobe No.11 now represents a potential slope failure mass based on the latest research.This paper concentrates on the st... Even Unzen volcano has been declared to be in a state of relative dormancy,the latest formed lava lobe No.11 now represents a potential slope failure mass based on the latest research.This paper concentrates on the stability of the lava lobe No.11 and its possible critical sliding mass.It proposes geographic information systems(GIS)based three-dimensional(3D)slope stability analysis models.It uses a 3D locating approach to identify the 3D critical slip surface and to analyze the 3D stability of the lava lobe No.11.At the same time,the new 3D approach shows the effectiveness in selecting the range of the Monte Carlo random variables and locating the critical slip surface in different parts of the lava lobe No.11.The results are very valuable for judging the stability of the lava lobe and assigning the monitoring equipments. 展开更多
关键词 three-dimensional(3D)slope stability limit equilibrium equation Unzen volcano lava lobe geographic information systems(GIS)
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Two-and Three-Dimensional Urban Core Determinants of the Urban Heat Island: A Statistical Approach 被引量:1
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作者 Bumseok Chun Jean-Michel Guldmann 《Journal of Environmental Science and Engineering(B)》 2012年第3期363-378,共16页
There is no doubt that the UHI (urban heat island) is a mounting problem in built-up environments, due to the energy retention by surface dense building materials, leading to increased temperatures, air pollution, a... There is no doubt that the UHI (urban heat island) is a mounting problem in built-up environments, due to the energy retention by surface dense building materials, leading to increased temperatures, air pollution, and energy consumption. Much of the earlier research on the UHI has used two-dimensional (2-D) information, such as land uses and the distribution of vegetation. In the case of homogeneous land uses, it is possible to predict surface temperatures with reasonable accuracy with 2-D information. However, three-dimensional (3-D) information is necessary to analyze more complex sites, including dense building clusters. In this research, 3-D building geometry information is combined with 2-D urban surface information to examine the relationship between urban characteristics and temperature. The research includes the following stages: (1) estimating urban temperature; (2) developing a 3-D city model; (3) generating geometric parameters; and (4) conducting statistical analyses using both linear and non-linear regression models. The implications of the results are discussed, providing guidelines for policies aiming to reduce the UHI. 展开更多
关键词 Urban heat island urban morphology three-dimensional city model geographic information system.
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Three-Dimensional Scene Encryption Algorithm Based on Phase Iteration Algorithm of the Angular-Spectral Domain
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作者 Chao Han Yuzhen Shen 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2020年第4期1074-1080,共7页
In order to increase the capacity of encrypted information and reduce the loss of information transmission, a three-dimensional(3 D) scene encryption algorithm based on the phase iteration of the angular spectrum doma... In order to increase the capacity of encrypted information and reduce the loss of information transmission, a three-dimensional(3 D) scene encryption algorithm based on the phase iteration of the angular spectrum domain is proposed in this paper. The algorithm, which adopts the layer-oriented method, generates the computer generated hologram by encoding the three-dimensional scene. Then the computer generated hologram is encoded into three pure phase functions by adopting the phase iterative algorithm based on angular spectrum domain,and the encryption process is completed. The three-dimensional scene encryption can improve the capacity of the information,and the three-phase iterative algorithm can guarantee the security of the encryption information. The numerical simulation results show that the algorithm proposed in this paper realized the encryption and decryption of three-dimensional scenes. At the same time, it can ensure the safety of the encrypted information and increase the capacity of the encrypted information. 展开更多
关键词 Angular spectrum diffraction information capacity phase iteration three-dimensional scene encryption
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Digitizing the Undigitized: Converting Traditional Archaeological Records into Computerized, Three-Dimensional Site Reconstruction
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作者 Nira Alperson-Afil 《Journal of Geographic Information System》 2019年第6期747-765,共19页
Archaeological excavation involves disintegration, removal, and reassembly of the archaeological record;as such it is considered by many to be an unrepeatable, destructive activity. This perception has contributed to ... Archaeological excavation involves disintegration, removal, and reassembly of the archaeological record;as such it is considered by many to be an unrepeatable, destructive activity. This perception has contributed to an advancement in archaeological practice, namely, the development of computerized recording systems that digitally record archaeological excavations spatially and volumetrically during fieldwork. This paper is concerned with those archaeological sites where digital field recording has not been done. These sites, recorded by traditional methods, should not be excluded from attempts to restructure the spatial, volumetric, and stratigraphic archaeological data. A thorough methodology for the conversion of traditional records into digitized data is presented, including the detailed procedures required for three-dimensional plotting of recorded data—both the excavated material and the drawn site maps and cross-sections. Finally, the use of these methods is demonstrated on a complex Early to Middle Pleistocene site, illustrating the benefits of digitization and three-dimensional reconstruction in resolving stratigraphic and spatial questions. 展开更多
关键词 Digital ARCHAEOLOGY GEOGRAPHIC information Systems Archaeological Recording Methods three-dimensional RECONSTRUCTION Model
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基于物理信息神经网络的水下弹性目标声散射求解方法
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作者 刘梦婷 李卓然 +4 位作者 秦志亮 于盛齐 马本俊 王志勇 郑毅 《声学学报》 北大核心 2026年第1期270-286,共17页
针对水下弹性目标声散射高精度、高效率求解需求,提出一种基于物理信息神经网络的建模方法,重点从网络结构、激活函数及损失权重分布等方面提升模型收敛性能。首先分析各区域配置点数对预测性能的影响;解耦流体域声压场与弹性体域位移... 针对水下弹性目标声散射高精度、高效率求解需求,提出一种基于物理信息神经网络的建模方法,重点从网络结构、激活函数及损失权重分布等方面提升模型收敛性能。首先分析各区域配置点数对预测性能的影响;解耦流体域声压场与弹性体域位移场的物理约束,构建并行和顺序化网络架构,增益调节输出值,平衡不同物理场的特征量纲差异;引入自适应权重方法和Snake激活函数进一步提升模型效率。以二维弹性目标为算例的数值结果表明,当目标为圆形且频率为2409 Hz时,解耦并行模型较传统模型收敛效率提升78.8%。随频率和形状复杂度增加,解耦并行模型的收敛效率和泛化能力明显提升。 展开更多
关键词 物理信息神经网络 水下弹性目标 声散射 解耦并行模型
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基于星载GNSS的地月空间航天器定位定轨分析
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作者 赵立谦 刘宁宁 +3 位作者 刘宪阳 张爽娜 沙琦昊 金彪 《先进小卫星技术(中英文)》 2026年第1期33-43,共11页
当前星载全球导航卫星系统(global navigation satellite system,GNSS)在地月空间应用的研究主要集中在距离地球6万km以内的地月转移轨道段,对于距离地球30万km以上的区域,GNSS的应用面临可用卫星不足、几何构型差、伪距观测噪声大及载... 当前星载全球导航卫星系统(global navigation satellite system,GNSS)在地月空间应用的研究主要集中在距离地球6万km以内的地月转移轨道段,对于距离地球30万km以上的区域,GNSS的应用面临可用卫星不足、几何构型差、伪距观测噪声大及载波相位测量不可用等挑战,目前鲜有研究涉及。针对这些问题,提出了基于时钟信息解耦的星载GNSS伪距定位和定轨方法,以经典远距离逆行轨道(distant retrograde orbit, DRO)为例,开展了地月空间飞行器搭载北斗三号卫星导航系统(Beidou-3navigation satellite system, BDS-3)接收机的半物理仿真试验,重点分析了在轨航天器对BDS-3星座的可见性和位置精度因子(position dilution of precision, PDOP)变化情况,评估了接收机实收导航信号的数据质量,并基于半物理仿真数据完成了星载BDS-3地月空间航天器定位与定轨验证。验证结果表明:仅依赖BDS-3单系统观测时,定位误差为14 435.83 m,定轨误差为255.46 m;应用时钟信息解耦后,两者可分别降至230.84 m和52.40 m,精度分别提高了98.4%和79.5%。 展开更多
关键词 星载GNSS 地月空间 时钟信息解耦 远距离逆行轨道 定轨
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Decoupled Wiener state fuser for descriptor systems 被引量:1
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作者 Chenjian RAN Zili DENG 《控制理论与应用(英文版)》 EI 2008年第4期365-371,共7页
By the modem time series analysis method, based on the autoregressive moving average (ARMA) innovation models and white noise estimation theory, using the optimal fusion rule weighted by diagonal matrices, a distrib... By the modem time series analysis method, based on the autoregressive moving average (ARMA) innovation models and white noise estimation theory, using the optimal fusion rule weighted by diagonal matrices, a distributed descriptor Wiener state fuser is presented by weighting the local Wiener state estimators for the linear discrete stochastic descriptor systems with multisensor. It realizes a decoupled fusion estimation for state components. In order to compute the optimal weights, the formulas of computing the cross-covariances among local estimation errors are presented based on cross-covariances among the local innovation processes, input white noise, and measurement white noises. It can handle the fused filtering, smoothing, and prediction problems in a unified framework. Its accuracy is higher than that of each local estimator. A Monte Carlo simulation example shows its effectiveness and correctness. 展开更多
关键词 Multisensor information fusion Weighted fusion decoupled fusion Descriptor system Wiener statefuser White noise estimator ARMA innovation model Modern time series analysis method
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Three-dimensional color photon counting microscopy using Bayesian estimation with adaptive priori information
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作者 Myungjin Cho 《Chinese Optics Letters》 SCIE EI CAS CSCD 2015年第7期36-39,共4页
In this Letter, we propose a novel three-dimeusional (3D) color microscopy for microorganisms under photon- starved conditions using photon counting integral imaging and Bayesian estimation with adaptive priori info... In this Letter, we propose a novel three-dimeusional (3D) color microscopy for microorganisms under photon- starved conditions using photon counting integral imaging and Bayesian estimation with adaptive priori infor- mation. In photon counting integral imaging, 3D images can be visualized using maximum likelihood estimation (MLE). However, since MLE does not consider a priori information of objects, the visual quality of 3D images may not be accurate. In addition, the only grayscale image can be reconstructed. Therefore, to enhance the visual quality of 3D images, we propose photon counting microscopy using maximum a posteriori with adaptive priori information. In addition, we consider a wavelength of each basic color channel to reconstruct 3D color images. To verify our proposed method, we carry out optical experiments. 展开更多
关键词 three-dimensional color photon counting microscopy using Bayesian estimation with adaptive priori information MLE
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基于机群空间解耦信息聚合的风速超短期预测 被引量:1
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作者 潘超 孙惠 +1 位作者 王超 孟涛 《电网技术》 北大核心 2025年第4期1393-1402,I0028,共11页
准确的风速预测对于系统稳定和经济运行至关重要,文章提出了一种基于机群空间解耦信息聚合的卷积记忆超短期预测模型。首先,分析了机群受到的尾流效应影响,将风机尾流影响因子嵌入聚类分析,实现了基于风机尾流关联的空间解耦。然后,构... 准确的风速预测对于系统稳定和经济运行至关重要,文章提出了一种基于机群空间解耦信息聚合的卷积记忆超短期预测模型。首先,分析了机群受到的尾流效应影响,将风机尾流影响因子嵌入聚类分析,实现了基于风机尾流关联的空间解耦。然后,构建时空关联指标选取各解耦簇代表风机,并结合时序信息相似性扩展簇内时空信息域。基于高阶时空域聚合信息,构建了卷积记忆网络(convolutional memory network,CMEN)以增强时空特征,进行风速超短期预测。最后,将所提模型应用于实际风电场风速预测,并与实测数据对比分析,验证了所提模型有效性和适用性。 展开更多
关键词 尾流 空间解耦 信息聚合 卷积记忆网络
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基于自适应原型解耦网络的小样本图像语义分割
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作者 付瑞玲 李姿景 +1 位作者 陈高威 钟德星 《燕山大学学报》 北大核心 2025年第6期487-495,共9页
针对现有的小样本图像语义分割方法对支持和查询图片的利用不充分问题,提出了一种基于自适应原型解耦网络的小样本图像语义分割新方法。首先,利用一组共享权重的主干网络将支持分支和查询分支中的图片映射到深度特征空间,并利用真实的... 针对现有的小样本图像语义分割方法对支持和查询图片的利用不充分问题,提出了一种基于自适应原型解耦网络的小样本图像语义分割新方法。首先,利用一组共享权重的主干网络将支持分支和查询分支中的图片映射到深度特征空间,并利用真实的支持掩码将支持特征图分解为支持前景和背景特征。然后,在支持前景特征图上生成指导查询图片分割的原型,并逐像素指导查询图片中未知目标的分割,通过比较支持图片的预测掩码与真实掩码之间的对比损失,将原始原型解耦为主要原型和辅助原型。最后,通过建立主要原型和查询分支上的全局原型间的信息交互,促进分支间原型的对齐。在经典的PASCAL-5i和COCO-20i数据集上进行1-way 1-shot和1-way 5-shot的实验,结果验证了所设计方法的优越性。 展开更多
关键词 图像语义分割 原型解耦 特征对齐 信息交互
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细节增强与跨尺度几何特征融合的遥感影像建筑物提取网络 被引量:2
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作者 孟月波 苏世龙 +1 位作者 黄欣羽 王恒 《地球信息科学学报》 北大核心 2025年第4期930-945,共16页
【目的】针对现有遥感影像建筑物提取模型中因冗余导致的特征表示能力差、建筑物边界不清晰及微小建筑物丢失问题。【方法】提出一种细节增强与跨尺度几何特征融合网络DCS-Net,由信息解耦与聚合模块(IRDM)、局部互相似性细节增强模块(LM... 【目的】针对现有遥感影像建筑物提取模型中因冗余导致的特征表示能力差、建筑物边界不清晰及微小建筑物丢失问题。【方法】提出一种细节增强与跨尺度几何特征融合网络DCS-Net,由信息解耦与聚合模块(IRDM)、局部互相似性细节增强模块(LMSE)和引导小目标推理的跨尺度几何特征融合模块(CGFF)组成。IRDM模块通过分配权重将冗余特征分离并重构,从空间和通道2个维度抑制冗余,促进有效特征学习;LMSE模块通过动态选择窗格以及编-解码特征之间的局部互相似性指定像素聚类,提升建筑物边缘信息的准确性和完整性;CGFF模块计算原始图像与不同语义级特征图间的特征分块关系,补偿信息损失以提升微小建筑物的提取性能。【结果】本文的实验基于2个公开数据集:WHU航拍数据集和Massachusetts建筑物检测数据集。实验结果表明,与UNet、PSPNet、Deeplab V3+、MANet、MAPNet、DRNet、Build-Former、MBR-HRNet、SDSNet、HDNet、DFFNet、UANet等现有建筑物提取算法相比,DCS-Net在各项评价指标中得到了显著提升,验证了所提方法的有效性。在WHU数据集上的交并比、F1值和95%HD达到92.94%、96.35%和75.79,对比现有最佳算法分别提升了0.79%、0.44%和1.90;在Massachusetts数据集上的指标为77.13%、87.06%和205.26,分别提升了0.72%、0.43%和13.84。【结论】DCS-Net能更为准确完整地提取出遥感影像中的建筑物,并显著缓解微小建筑物丢失的问题。 展开更多
关键词 遥感影像 建筑物提取 深度学习 信息解耦与聚合 细节增强 几何特征融合 像素语义聚类 微小目标补偿
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