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Implementation of configuration dependent stiffness proportional damping for the dynamics of rigid multi-block systems 被引量:3
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作者 Yun Byeong Chae Jae Kwan Kim 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2003年第1期87-98,共12页
The distinct element method(DEM)has been used successfully for the dynamic analysis of rigid block sys- tems.One of many difficulties associated with DEM is modeling of damping.In this paper,new procedures are propose... The distinct element method(DEM)has been used successfully for the dynamic analysis of rigid block sys- tems.One of many difficulties associated with DEM is modeling of damping.In this paper,new procedures are proposed for the damping modeling and its numerical implementation in distinct element analysis of rigid muhi-block systems.The stiff- ness proportional damping is constructed for the prescribed damping ratio,based on the non-zero fundamental frequency ef- fective during the time interval while the boundary conditions remain essentially constant.At this time interval,the funda- mental frequency can be estimated without complete eigenvalue analysis.The damping coefficients will vary while the damp- ing ratio remains the same throughout the entire analysis.A new numerical procedure is developed to prevent unnecessary energy loss that can occur during the separation phases.These procedures were implemented in the development of the dis- tinet element method for the dynamic analyses of piled multi-block systems.The analysis results |or the single-block and two-block systems were in a good agreement with the analytic predictions.Applications to the seismic analyses of piled four- block systems revealed that the new procedures can make a significant difference and may lead to much-improved results. 展开更多
关键词 multi-block systems stiffness proportional damping ROCKING impact distinet element method rigid body dynamics
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Hydrodynamic Performance Analysis of the Ducted Propeller Based on the Combination of Multi-Block Hybrid Mesh and Reynolds Stress Model 被引量:1
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作者 Xueming He Hecai Zhao +2 位作者 Xuedong Chen Zailei Luo Yannan Miao 《Journal of Flow Control, Measurement & Visualization》 2015年第2期67-74,共8页
In order to analyze the hydrodynamic performance of the ducted propeller with high precision, this paper proposes a new method which combines Multi-Block Hybrid Mesh and Reynolds Stress Model (MBHM & RSM). The cal... In order to analyze the hydrodynamic performance of the ducted propeller with high precision, this paper proposes a new method which combines Multi-Block Hybrid Mesh and Reynolds Stress Model (MBHM & RSM). The calculation errors of MBHM & RSM and standard two-equation model (standard k-ε model) on the ducted propeller JD7704 +Ka4-55 are compared. The maximum error of the total thrust coefficient KT, the duct thrust coefficient KTN, the torque coefficient KQ and the open-water efficiency η0 of MBHM & RSM are 2.98%, 4.01%, 1.46%, and 0.89%, respectively, which are lower than those of standard k-ε model. Indeed, the pressure distribution on the propeller surfaces, the pressure and the velocity vector distribution of the flow field are also analyzed, which are consistent with the theory. It is demonstrated that MBHM & RSM on the thruster dynamics analysis are feasible. This paper provides reference in the thruster designing of underwater robot. 展开更多
关键词 multi-block Hybrid MESH RSM Ducted PROPELLER HYDRODYNAMIC Performance
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Application and Validation of a Multi-block Constitutive Model at Landslides of the Wenchuan Earthquake
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作者 STAMATOPOULOS Constantine XIONG Ke DI Baofeng 《工程科学与技术》 EI CAS CSCD 北大核心 2018年第3期33-45,共13页
A multi-block model and a corresponding computer program have been developed which predict the kinematics of landslides.Furthermore,a unique event for studying different models simulating the triggering and movement o... A multi-block model and a corresponding computer program have been developed which predict the kinematics of landslides.Furthermore,a unique event for studying different models simulating the triggering and movement of landslides is the 2008Wenchuan earthquake in the mountainous region in Sichuan Province of China,which caused a large number of rapid landslides.The purpose of the paper is two-fold:(a)to propose and incorporate into the multi-block model constitutive relations predicting soil response along slip surfaces,and(b)to apply the multi-block model with the constitutive relations at landslides triggered by the Wenchuan earthquake.The proposed constitutive equations predict the shape of the shear stress-displacement response measured in ring shear tests.In the application,four landslides caused by the Wenchuan earthquake were considered.Only in one of these landslides the shear resistance-displacement response along the slip surface has been measured in laboratory tests.At this landslide,the triggering and movement of the landslide was predicted.In the other landslides,back analyses were performed and it was observed that the multi-block model predicted reasonably well the final configuration of all slides.In addition,as the measured and back-estimated total friction angle of all landslides was less than 180,and the materials along the slip surface were sandy,it is inferred that some,or all of the slip surface during these slides was sheared in an undrained manner and excess pore pressures generated during sliding played a key role in the triggering and movement of these landslides.Concluding,the paper(A)proposed and validated a multi-block constitutive model which can be applied to predict the triggering and movement of earthquake-induced slides and(B)by analyzing four landslides of the 2008 Wenchuan earthquake,it concludes that some,or all of the slip surface during these slides,was sheared in an undrained manner and excess pore pressures generated during sliding played a key role in the triggering and movement of these landslides. 展开更多
关键词 Wenchuan earthquake multi-block model seismic displacement LANDSLIDES back analysis strain softening
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NOVEL SYNTHESIS OF LONG MULTI-BLOCK HETEROPOLYMER CHAINS WITH AN ORDERED SEQUENCE AND CONTROLLABLE BLOCK LENGTHS
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作者 Chi Wu Zuo-wei Xie +1 位作者 Guang-zhao Zhang Guo-fu Zi Department of Chemistry, The Chinese University of Hong Kong Shatin, N.T., Hong Kong China 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2001年第5期451-454,共4页
It had very long been a dream in polymer science to synthesize long multi-block polymer chains with an orderedchain sequence and controllable block lengths. Using ionic or living free radical polymerization or furnish... It had very long been a dream in polymer science to synthesize long multi-block polymer chains with an orderedchain sequence and controllable block lengths. Using ionic or living free radical polymerization or furnishing each end ofpolymer blocks with a reactive functional group, one can only prepare heteropolymer chains with few long blocks, such asdiblock and triblock copolymers. The most plausible result so far was a pentablock copolymer. Recently, using a combinationof polymer physics and synthetic chemistry, we have invented self-assembly assisted polycondensation (SAAP). Thiscommunication reports the results of using this novel. method to connect 10-100 triblock polymer chains together to formlong multi-block heteropolymer chains with an ordered sequence and controllable block lengths. 展开更多
关键词 multi-block copolymer self assembly self assembly assisted polypolymerization novel polymer synthesis
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Sulfonated fluorinated multi-block copolymer hybrid containing sulfonated(poly ether ether ketone) and graphene oxide: A ternary hybrid membrane architecture for electrolyte applications in proton exchange membrane fuel cells
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作者 Ae Rhan Kim Mohanraj Vinothkannan Dong Jin Yoo 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2018年第4期1247-1260,共14页
A ternary hybrid membrane architecture consisting of sulfonated fluorinated multi-block copolymer (SFMC), sulfonated (poly ether ether ketone) (SPEEK) and I or 5 wt% graphene oxide (GO) was fabricated through ... A ternary hybrid membrane architecture consisting of sulfonated fluorinated multi-block copolymer (SFMC), sulfonated (poly ether ether ketone) (SPEEK) and I or 5 wt% graphene oxide (GO) was fabricated through a facile solution casting approach. The simple, but effective monomer sulfonation was performed for SFMC to create compact and rigid hydrophobic backbone structures, while conventional random sulfonation was carried-out for SPEEK. Hydrophilic-hydrophobic-hydrophilic structure of SFMC enhances the compatibility with SPEEK and GO and allows for an unprecedented approach to alter me- chanical strength and proton conductivity of ternary hybrid membrane, as verified from universal test machine (UTM) curves and alternating current (AC) impedance plots. The impact of GO integration on the morphology and roughness of hybrid membrane was scrutinized using field emission scanning electron microscope (FE-SEM) and atomic force microscope (AFM). Ternary hybrid showed uniform intercalation of GO nanosheets throughout the entire surface of membrane with an increased surface roughness of 8.91 nm. The constructed ternary hybrid membrane revealed excellent water absorption, ion exchange capacity and gas barrier properties, while retaining reasonable dimensional stability. The well-optimized ternary hybrid membrane containing 5 wt% GO revealed a maximum proton conductivity of 111.9 mS/cm, which is higher by a factor of two-fold with respect to that of bare SFMC membrane. The maximum PEMFC power density of 528.07mW/cm2 was yielded by ternary hybrid membrane at a load current density of 1321.1 mA/cm2 when operating the cell at 70 ℃ under 100% relative humidity (RH). In comparison, a maximum power density of only 182.06 mW/cm2 was exhibited by the bare SFMC membrane at a load current density of 455.56 mA/cm2 under same operating conditions. 展开更多
关键词 Sulfonated fluorinated multi-block copolymer Sulfonated(poly ether ether ketone) Graphene oxide Hydrogen bonding Proton conductivity
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SYNTHESIS AND CHARACTERIZATION OF LIQUID CRYSTALLINE MULTI-BLOCK COPOLYMERS,POLY[1,6-BIS(4-OXYBENZOYL-OXY)HEXANE TEREPHTHALATE]-b-BISPHENOL A POLYCARBONATE
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作者 周其庠 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 1999年第5期447-452,共6页
A series of liquid crystalline multi-block copolymers poly[1.6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segment lengths were synthesized in tetrachloroethane ... A series of liquid crystalline multi-block copolymers poly[1.6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segment lengths were synthesized in tetrachloroethane by solution polycondensation in which hydroxyl terminated PC and acyl chloride terminated PHTH-6 were used. It is found that block copolymers with high molecular weight and well-defined structures were obtained. All the block copolymers exhibit a nematic liquid crystalline texture. 展开更多
关键词 liquid crystalline multi-block copolymer synthesis texture
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PHASE STRUCTURE AND THERMAL BEHAVIOR OF LIQUID CRYSTALLINE MULTI-BLOCK COPOLYMERS,POLY[1,6-BIS(4-OXYBENZOYL-OXY)HEXANE TEREPHTHALATE]-b-BISPHENOL A POLYCARBONATE
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作者 周其庠 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 1999年第5期453-458,共6页
Liquid crystalline multi-block copolymers poly[1,6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segments of polycarbonate (PC) and thermotropic polyester PHTH-6 w... Liquid crystalline multi-block copolymers poly[1,6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segments of polycarbonate (PC) and thermotropic polyester PHTH-6 were synthesized in tetrachloroethane at 144 similar to 146 degrees C. The influence of segment length on the resulting phase structure and thermal behavior of block copolymers was also discussed. It is demonstrated by TEM and DMA that the resulting block copolymers show a considerable microphase separation. The degree of phase separation and the thermal behavior of the block copolymers are strongly dependent on the molecular weight of the segments incorporated. 展开更多
关键词 liquid crystalline multi-block copolymer phase structure thermal behavior
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Pontoon Bridge Hydrodynamic Computations by Multi-block Grid Generation Technique
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作者 潘小强 沈庆 《Defence Technology(防务技术)》 SCIE EI CAS 2006年第1期57-62,共6页
To investigate the hydrodynamic characteristic of pontoon bridge, the multi-block grid generation technique with numerical methods for viscous fluid dynamics is applied to numerical simulations on the hydrodynamic cha... To investigate the hydrodynamic characteristic of pontoon bridge, the multi-block grid generation technique with numerical methods for viscous fluid dynamics is applied to numerical simulations on the hydrodynamic characteristic of a ribbon ferrying raft model at a series of towing speeds. Comparison of the simulated results with the experimental data indicates that the simulated results are acceptable. It shows that the multi-block grid generation technique is effective in the computation on pontoon bridge hydrodynamics. 展开更多
关键词 趸船 栅格技术 水力计算
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Correlation-aware probabilistic data summarization for large-scale multi-block scientific data visualization
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作者 Yang Yang Kecheng Lu +2 位作者 Yu Wu Yunhai Wang Yi Cao 《Computational Visual Media》 SCIE EI CSCD 2023年第3期513-529,共17页
In this paper,we propose a correlationaware probabilistic data summarization technique to efficiently analyze and visualize large-scale multi-block volume data generated by massively parallel scientific simulations.Th... In this paper,we propose a correlationaware probabilistic data summarization technique to efficiently analyze and visualize large-scale multi-block volume data generated by massively parallel scientific simulations.The core of our technique is correlation modeling of distribution representations of adjacent data blocks using copula functions and accurate data value estimation by combining numerical information,spatial location,and correlation distribution using Bayes’rule.This effectively preserves statistical properties without merging data blocks in different parallel computing nodes and repartitioning them,thus significantly reducing the computational cost.Furthermore,this enables reconstruction of the original data more accurately than existing methods.We demonstrate the effectiveness of our technique using six datasets,with the largest having one billion grid points.The experimental results show that our approach reduces the data storage cost by approximately one order of magnitude compared to state-of-the-art methods while providing a higher reconstruction accuracy at a lower computational cost. 展开更多
关键词 correlation-awareness large-scale data multi-block methods probabilistic data summarization
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A Bregman-style Partially Symmetric Alternating Direction Method of Multipliers for Nonconvex Multi-block Optimization
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作者 Peng-jie LIU Jin-bao JIAN Guo-dong MA 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2023年第2期354-380,共27页
The alternating direction method of multipliers(ADMM)is one of the most successful and powerful methods for separable minimization optimization.Based on the idea of symmetric ADMM in two-block optimization,we add an u... The alternating direction method of multipliers(ADMM)is one of the most successful and powerful methods for separable minimization optimization.Based on the idea of symmetric ADMM in two-block optimization,we add an updating formula for the Lagrange multiplier without restricting its position for multiblock one.Then,combining with the Bregman distance,in this work,a Bregman-style partially symmetric ADMM is presented for nonconvex multi-block optimization with linear constraints,and the Lagrange multiplier is updated twice with different relaxation factors in the iteration scheme.Under the suitable conditions,the global convergence,strong convergence and convergence rate of the presented method are analyzed and obtained.Finally,some preliminary numerical results are reported to support the correctness of the theoretical assertions,and these show that the presented method is numerically effective. 展开更多
关键词 nonconvex optimization multi-block optimization alternating direction method with multipliers Kurdyka-Lojasiewicz property convergence rate
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Inertial Proximal ADMM for Separable Multi-Block Convex Optimizations and Compressive Affine Phase Retrieval
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作者 Peng LI Wen Gu CHEN Qi Yu SUN 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2023年第8期1459-1496,共38页
Separable multi-block convex optimization problem appears in many mathematical and engineering fields.In the first part of this paper,we propose an inertial proximal ADMM to solve a linearly constrained separable mult... Separable multi-block convex optimization problem appears in many mathematical and engineering fields.In the first part of this paper,we propose an inertial proximal ADMM to solve a linearly constrained separable multi-block convex optimization problem,and we show that the proposed inertial proximal ADMM has global convergence under mild assumptions on the regularization matrices.Affine phase retrieval arises in holography,data separation and phaseless sampling,and it is also considered as a nonhomogeneous version of phase retrieval,which has received considerable attention in recent years.Inspired by convex relaxation of vector sparsity and matrix rank in compressive sensing and by phase lifting in phase retrieval,in the second part of this paper,we introduce a compressive affine phase retrieval via lifting approach to connect affine phase retrieval with multi-block convex optimization,and then based on the proposed inertial proximal ADMM for 3-block convex optimization,we propose an algorithm to recover sparse real signals from their(noisy)affine quadratic measurements.Our numerical simulations show that the proposed algorithm has satisfactory performance for affine phase retrieval of sparse real signals. 展开更多
关键词 Inertial proximal ADMM separable multi-block convex optimization affine phase retrieval
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基于TRIZ理论的多工位柔性压曲机设计
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作者 唐静静 杨磊 +3 位作者 徐雪萌 刘权 李颖鹏 张东凯 《包装与食品机械》 CAS 北大核心 2024年第1期46-52,共7页
针对压曲机单点单次压制曲块质量不稳定、提浆效果差等问题,采用TRIZ理论对压曲机进行总体方案创新设计。利用分割、多维化原理设计多工位压曲装置,包括落料、预压整形、3次捶打和脱模输出等6个工位,平均产量为500块/h。采用复制、动态... 针对压曲机单点单次压制曲块质量不稳定、提浆效果差等问题,采用TRIZ理论对压曲机进行总体方案创新设计。利用分割、多维化原理设计多工位压曲装置,包括落料、预压整形、3次捶打和脱模输出等6个工位,平均产量为500块/h。采用复制、动态化、改变参数、近似化原理设计锤头装置,每个模盒均对应包含8个可独立捶打的柔性锤头装置,实现24次/周期的多点、多频次柔性捶打。运用SolidWorks进行设备虚拟建模,通过样机验证方案。试验结果表明,设备压制的曲块含水率约为12%,曲块表面提浆效果面积比约为82%,曲皮厚度约为0.96 cm,曲块中间松、四周紧,断面整洁。研究为压曲机的创新设计提供新的思路。 展开更多
关键词 TRIZ理论 压曲机 多工位 柔性
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基于高效通道注意力的多阶段图像去雨网络
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作者 李国金 张书铭 +1 位作者 林森 陶志勇 《电光与控制》 CSCD 北大核心 2024年第4期109-114,120,共7页
针对现有图像去雨算法不能更好地保留图像背景细节的问题,提出一种基于高效通道注意力的多阶段图像去雨网络。首先,网络使用3×3卷积提取雨图的浅层特征并传递给高效通道注意力模块,为不同的特征通道分配不同的权重;然后,传递给3个... 针对现有图像去雨算法不能更好地保留图像背景细节的问题,提出一种基于高效通道注意力的多阶段图像去雨网络。首先,网络使用3×3卷积提取雨图的浅层特征并传递给高效通道注意力模块,为不同的特征通道分配不同的权重;然后,传递给3个并行阶段,在前2个阶段中,使用编码-解码器进行多尺度特征提取,减少雨纹信息丢失,其中使用Transformer模块抑制无用信息传递;最后,在第3个阶段使用初始分辨率模块代替编码-解码器,从而保留输出图像的精细特征。实验结果表明,所提算法在Rain800、Rain12、Rain100L和Rain100H公开测试集上的结构相似性分别为0.830、0.968、0.960和0.944,峰值信噪比分别为27.33 dB、35.27 dB、36.79 dB和28.94 dB。所提算法相比于经典和新颖的图像去雨算法,在去除雨纹和恢复背景细节上具有更好的效果。 展开更多
关键词 深度学习 图像去雨 多阶段网络 Transformer模块 通道注意力机制
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基于街区演替对出行拥堵影响的城市更新启示——以江苏淮安为例
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作者 唐乐 陈雯 《城市规划》 CSCD 北大核心 2024年第1期55-64,共10页
城市街区演替的多维现象是各种城市问题持续劣化的微观成因,探明其中影响是实施城市更新行动的重要依据。针对江苏省淮安市107处城市街区,利用时空多源数据,采用逻辑降维、关联分析、地理加权回归等方法,构建可表征空间规模、交通设施... 城市街区演替的多维现象是各种城市问题持续劣化的微观成因,探明其中影响是实施城市更新行动的重要依据。针对江苏省淮安市107处城市街区,利用时空多源数据,采用逻辑降维、关联分析、地理加权回归等方法,构建可表征空间规模、交通设施、日常出行、社会经济及公共交通等演替现象的多维复合要素体系,揭示城市街区演替对交通出行拥堵的时空影响机理。影响机理表明空间规模与日常出行演替具有显著一致的正向影响,公共交通演替具有显著一致的负向影响,交通设施与社会经济的演替则不具显著影响。依循时空影响机理,结合可预见变化、官方指导意见和近期实践经验,情景模拟了全局性交通出行改善下各类街区更新的空间增容阙值,作为城市更新启示。 展开更多
关键词 城市更新 街区演替 交通出行拥堵 多维复合要素 影响机理
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多接收子阵下特征波束的角度空间调制方法
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作者 王喜媛 王勇 《电子科技大学学报》 EI CAS CSCD 北大核心 2024年第3期390-395,共6页
基于波束赋形的波束切换空间调制算法,不仅可以提高频谱效率,还可以利用天线阵列增益提高能量效率。该文利用信道响应构造统计平均的协方差矩阵,构造正交特征向量作为阵列的加权矢量,形成相互独立的多个等效传输信道,利用波束赋形增益... 基于波束赋形的波束切换空间调制算法,不仅可以提高频谱效率,还可以利用天线阵列增益提高能量效率。该文利用信道响应构造统计平均的协方差矩阵,构造正交特征向量作为阵列的加权矢量,形成相互独立的多个等效传输信道,利用波束赋形增益和分集增益提高无线通信的传输可靠性和传输能力。进一步采用天线子阵分组方法,克服信道相关性带来的不利影响。性能分析和仿真结果表明,特征波束角度空间调制方案可获得更多的波束组合数目,会明显改善译码性能和频谱效率。 展开更多
关键词 特征波束形成 空间调制 正交空时分组码 MIMO 最大似然
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Multi-block SSD based on small object detection for UAV railway scene surveillance 被引量:21
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作者 Yundong LI Han DONG +3 位作者 Hongguang LI Xueyan ZHANG Baochang ZHANG Zhifeng XIAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第6期1747-1755,共9页
A method of multi-block Single Shot Multi Box Detector(SSD)based on small object detection is proposed to the railway scene of unmanned aerial vehicle surveillance.To address the limitation of small object detection,a... A method of multi-block Single Shot Multi Box Detector(SSD)based on small object detection is proposed to the railway scene of unmanned aerial vehicle surveillance.To address the limitation of small object detection,a multi-block SSD mechanism,which consists of three steps,is designed.First,the original input images are segmented into several overlapped patches.Second,each patch is separately fed into an SSD to detect the objects.Third,the patches are merged together through two stages.In the first stage,the truncated object of the sub-layer detection result is spliced.In the second stage,a sub-layer suppression and filtering algorithm applying the concept of non-maximum suppression is utilized to remove the overlapped boxes of sub-layers.The boxes that are not detected in the main-layer are retained.In addition,no sufficient labeled training samples of railway circumstance are available,thereby hindering the deployment of SSD.A two-stage training strategy leveraging to transfer learning is adopted to solve this issue.The deep learning model is preliminarily trained using labeled data of numerous auxiliaries,and then it is refined using only a few samples of railway scene.A railway spot in China,which is easily damaged by landslides,is investigated as a case study.Experimental results show that the proposed multi-block SSD method produces an overall accuracy of 96.6%and obtains an improvement of up to 9.2%compared with the traditional SSD. 展开更多
关键词 Deep learning multi-block Single Shot MultiBox Detector(SSD) Objection detection Railway scene Unmanned aerial vehicle remote sensing
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An Efficient Dynamic Mesh Generation Method for Complex Multi-Block Structured Grid 被引量:2
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作者 Li Ding Zhiliang Lu Tongqing Guo 《Advances in Applied Mathematics and Mechanics》 SCIE 2014年第1期120-134,共15页
Aiming at a complex multi-block structured grid,an efficient dynamic mesh generation method is presented in this paper,which is based on radial basis functions(RBFs)and transfinite interpolation(TFI).When the object i... Aiming at a complex multi-block structured grid,an efficient dynamic mesh generation method is presented in this paper,which is based on radial basis functions(RBFs)and transfinite interpolation(TFI).When the object is moving,the multi-block structured grid would be changed.The fast mesh deformation is critical for numerical simulation.In this work,the dynamic mesh deformation is completed in two steps.At first,we select all block vertexes with known deformation as center points,and apply RBFs interpolation to get the grid deformation on block edges.Then,an arc-lengthbased TFI is employed to efficiently calculate the grid deformation on block faces and inside each block.The present approach can be well applied to both two-dimensional(2D)and three-dimensional(3D)problems.Numerical results show that the dynamic meshes for all test cases can be generated in an accurate and efficient manner. 展开更多
关键词 multi-block structured grid mesh deformation radial basis functions transfinite interpolation.
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联合多尺度块匹配的非局部均值去噪算法
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作者 陈浩宇 许光宇 《海南师范大学学报(自然科学版)》 CAS 2024年第1期46-55,共10页
针对非局部均值(Non-Local Means,NLM)图像去噪算法易产生伪影与平滑细节的问题,提出一种联合多尺度图像块匹配的像素相似性测度,提高NLM算法去噪性能。首先,研究与分析了加权欧氏距离与欧氏距离两种相似性度量以及图像块尺寸设置对NLM... 针对非局部均值(Non-Local Means,NLM)图像去噪算法易产生伪影与平滑细节的问题,提出一种联合多尺度图像块匹配的像素相似性测度,提高NLM算法去噪性能。首先,研究与分析了加权欧氏距离与欧氏距离两种相似性度量以及图像块尺寸设置对NLM算法的影响。其次,通过引入图像特征信息并利用K-means聚类方法将图像划分为平坦区域和包含边缘与纹理的结构区域,对每个类别中的像素点,联合两种尺度图像块匹配计算像素的平滑权重。最后,优化了算法的滤波参数。实验结果表明,提出的算法在噪声去除与细节保持方面明显优于经典的NLM算法,相比其他改进的NLM算法也有优势。 展开更多
关键词 图像去噪 非局部均值 局部特征 多尺度块匹配
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多尺度融合与FMB改进的YOLOv8异常行为检测方法
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作者 石洋宇 左景 +2 位作者 谢承杰 郑棣文 卢树华 《计算机工程与应用》 CSCD 北大核心 2024年第9期101-110,共10页
针对异常行为检测目标面临多尺度变化、易漏检误检以及复杂背景干扰等问题,提出了一种多尺度特征融合与快速多交叉结构改进的行人异常行为检测方法。该方法以YOLOv8为基线网络,在模型主干部分设计了快速多交叉结构提升上下文信息感知能... 针对异常行为检测目标面临多尺度变化、易漏检误检以及复杂背景干扰等问题,提出了一种多尺度特征融合与快速多交叉结构改进的行人异常行为检测方法。该方法以YOLOv8为基线网络,在模型主干部分设计了快速多交叉结构提升上下文信息感知能力并减少网络参数,提出空间递进卷积池化模块实现多尺度信息融合,降低尺度差异带来的易漏检误检问题,提高检测的准确度;在模型颈部中引入SimAM注意力机制抑制复杂背景干扰,提升目标检测性能;最后采用WIoU损失函数平衡检测锚框的惩戒力度增强模型泛化性能。所提方法在UCSD-Ped1、UCSD-Ped2数据集进行验证,并在OPIXray数据集进行了泛化性测试。结果表明,所提方法异常行为识别精度较诸多先进检测算法均有不同程度的提升,且参数量更小,是一种性能较为优异的行人异常行为检测方法。 展开更多
关键词 异常行为检测 YOLOv8 空间递进卷积池化(S-PCP) 快速多交叉结构(FMB)
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一种复杂背景下的铁路货运车辆车号定位方法
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作者 蔡康程 赖毅辉 +1 位作者 周书民 蓝贤桂 《现代电子技术》 北大核心 2024年第9期82-85,共4页
针对复杂背景下铁路货运车辆车号定位复杂、定位准确率低的问题,提出一种采用ResNet50作为基本特征提取网络,同时引入空残差块对学习样本进行多层特征融合,构造了一种新的特征提取网络和改进算法,提高目标检测网络的特征表达能力,实现... 针对复杂背景下铁路货运车辆车号定位复杂、定位准确率低的问题,提出一种采用ResNet50作为基本特征提取网络,同时引入空残差块对学习样本进行多层特征融合,构造了一种新的特征提取网络和改进算法,提高目标检测网络的特征表达能力,实现了快速车号目标检测。实验数据集采用自建数据集,并通过三个对比实验验证了该方法的可靠性。当IoU阈值为0.5时,改进算法的平均精度值为97.1%,分别比F⁃VGG和F⁃ResNet50高9.4%和6.8%,同时采用改进算法对我国铁路常用不同车型货运车辆进行车号定位测试实验,从实验结果可以看出优化方法没有误分类或漏检。改进后的算法可以提高复杂背景下铁路货运车辆车号的定位精度,具有较强的泛化能力,对实现复杂背景下车辆车号快速定位具有一定的参考意义。 展开更多
关键词 车号定位 特征提取网络 RCNN ResNet50 空残差块 多层特征融合
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