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Multi-block SSD based on small object detection for UAV railway scene surveillance 被引量:34
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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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Implementation of configuration dependent stiffness proportional damping for the dynamics of rigid multi-block systems 被引量:4
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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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基于SPH-FEM流固耦合作用下多级拦挡坝动力响应分析
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作者 王永胜 龚蕓 祝佳 《灾害学》 北大核心 2026年第1期104-114,共11页
为探明泥石流与多级拦挡结构间的相互作用机制,该文建立了耦合的光滑粒子流体动力学(SPH)和有限元方法(FEM)的数值模型,模拟泥石流浆体与块石的相互耦合过程,分析了格栅-重力坝、格栅-格栅坝和重力-重力坝三种组合坝在泥石流作用下动力... 为探明泥石流与多级拦挡结构间的相互作用机制,该文建立了耦合的光滑粒子流体动力学(SPH)和有限元方法(FEM)的数值模型,模拟泥石流浆体与块石的相互耦合过程,分析了格栅-重力坝、格栅-格栅坝和重力-重力坝三种组合坝在泥石流作用下动力响应,包括泥石流速度、冲击力、坝体支反力和Von Mises应力。结果表明:多级拦挡坝承泥石流冲击力与坝体结构密切相关,格栅坝透水性强、整体荷载小但局部应力集中;重力坝借浆体缓冲层降低局部应力。此外,一级坝支反力普遍高于二级坝,当一级为重力坝时应力剧增,为格栅坝则使荷载分配合理、减小应力差。因此坝体结构特性对荷载分配具有调控作用,为工程实践中优选坝型组合可提供设计参考。 展开更多
关键词 泥石流 SPH-FEM耦合 多级拦挡坝 动力响应
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Single event upset induced multi-block error and its mitigation strategy for SRAM-based FPGA 被引量:5
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作者 XING KeFei YANG JianWei +1 位作者 ZHANG ChuangSheng HE Wei 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第10期2657-2664,共8页
According to the SRAM-based FPGA's single event effect problem in space application,single event upset induced multi-block error(SEU-MBE) phenomenon and its mitigation strategy are studied in the paper.After analy... According to the SRAM-based FPGA's single event effect problem in space application,single event upset induced multi-block error(SEU-MBE) phenomenon and its mitigation strategy are studied in the paper.After analyzing the place and route result,the paper points out that the essence of SEU-MBE is that some important modules exceed the safe internal distance.Two approaches,area constraint method(ACM) and incremental route algorithm(IRA),are proposed,which can reduce the error rate by manipulating programmable switch matrix and interconnection points within FPGA route resource.Fault injection experiments indicate that error detection rate is above 98.6% for both strategies,and FPGA resources increment and performance penalty are around 10%. 展开更多
关键词 SRAM-based FPGA single event upset induced multi-block error place and route
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An Efficient Dynamic Mesh Generation Method for Complex Multi-Block Structured Grid 被引量:5
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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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A PRIMAL-DUAL FIXED POINT ALGORITHM FOR MULTI-BLOCK CONVEX MINIMIZATION 被引量:1
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作者 Peijun Chen Jianguo Huang Xiaoqun Zhang 《Journal of Computational Mathematics》 SCIE CSCD 2016年第6期723-738,共16页
We have proposed a primal-dual fixed point algorithm (PDFP) for solving minimiza- tion of the sum of three convex separable functions, which involves a smooth function with Lipschitz continuous gradient, a linear co... We have proposed a primal-dual fixed point algorithm (PDFP) for solving minimiza- tion of the sum of three convex separable functions, which involves a smooth function with Lipschitz continuous gradient, a linear composite nonsmooth function, and a nonsmooth function. Compared with similar works, the parameters in PDFP are easier to choose and are allowed in a relatively larger range. We will extend PDFP to solve two kinds of separable multi-block minimization problems, arising in signal processing and imaging science. This work shows the flexibility of applying PDFP algorithm to multi-block prob- lems and illustrates how practical and fully splitting schemes can be derived, especially for parallel implementation of large scale problems. The connections and comparisons to the alternating direction method of multiplier (ADMM) are also present. We demonstrate how different algorithms can be obtained by splitting the problems in different ways through the classic example of sparsity regularized least square model with constraint. In particular, for a class of linearly constrained problems, which are of great interest in the context of multi-block ADMM, can be also solved by PDFP with a guarantee of convergence. Finally, some experiments are provided to illustrate the performance of several schemes derived by the PDFP algorithm. 展开更多
关键词 Primal-dual fixed point algorithm multi-block optimization problems.
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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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条件扩散和多通道高低频并行的红外与可见光图像融合
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作者 邸敬 王鹤然 +2 位作者 梁婵 刘冀钊 廉敬 《光学精密工程》 北大核心 2025年第1期148-163,共16页
针对去噪扩散模型在红外与可见光图像融合任务中缺少基准真实值和可见光信息利用不足的问题,提出一种条件扩散和多通道高低频并行的红外与可见光图像融合模型。条件扩散模型利用拼接技术将拼接源图像作为基准真实值进行训练,获得红外与... 针对去噪扩散模型在红外与可见光图像融合任务中缺少基准真实值和可见光信息利用不足的问题,提出一种条件扩散和多通道高低频并行的红外与可见光图像融合模型。条件扩散模型利用拼接技术将拼接源图像作为基准真实值进行训练,获得红外与可见光图像特征提取任务的最优先验分布,在反向去噪过程中引入多通道似然校正模块,更有效地模拟红外与可见光图像的多通道复杂分布。然后,提出细节自适应去噪网络来完成红外与可见光图像的多通道高低频特征提取任务。最后,在融合网络中设计了一种多通道高低频并行融合模块,采用区域一致性融合网络和多通道低频特征融合网络分别完成高低频特征的融合。该模型为红外与可见光图像融合任务提供了一种可训练的扩散模型范式用于特征提取,使用特定的卷积神经网络进行特征融合。通过与近年来提出的9种高水平方法相比,在MSRS和RoadScene数据集上的实验结果表明,本文方法的8种客观评价指标平均提升了4.52%~59.62%。本文方法在色彩保真度和纹理细节保持等方面都优于其他方法,符合人眼视觉特性,能够很好地处理各种光照和环境场景下的红外与可见光图像融合任务。 展开更多
关键词 图像融合 红外与可见光 条件扩散模型 细节自适应去噪网络 多通道高低频并行融合模块
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考虑列车追踪间隔时间与区间运行时间的高速铁路限速方案优化研究 被引量:1
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作者 张守帅 王迪 +1 位作者 闫海峰 杨渊 《铁道学报》 北大核心 2025年第9期95-103,共9页
列车追踪间隔时间是影响高速铁路通过能力的关键因素,取决于所有相关列车间隔时间的最大值,在非瓶颈地点的列车间隔时间存在一定余量,通过限速可以影响列车制动距离和列车运行速度,进而实现对各列车间隔时间的整体优化。分析目标距离控... 列车追踪间隔时间是影响高速铁路通过能力的关键因素,取决于所有相关列车间隔时间的最大值,在非瓶颈地点的列车间隔时间存在一定余量,通过限速可以影响列车制动距离和列车运行速度,进而实现对各列车间隔时间的整体优化。分析目标距离控制方式下高速铁路闭塞时间的组成,研究限速对闭塞时间、追踪间隔时间的影响。以列车追踪间隔时间和列车区间运行时间最短为目标,考虑线路限速、列车运行速度变化因素,构建高速铁路限速方案的优化模型。针对该多目标优化问题,分析无效限速的场景,在NSGA-Ⅱ算法的基础上设计基于比较策略的动态调整算法,提高解的质量。以大西高速铁路典型区间为例进行研究,通过对NSGA-Ⅱ算法和优化后的算法进行对比,验证优化算法的有效性。在Pareto前沿中选择典型解分析限速设置的基本规律,在列车追踪间隔时间由212.1 s减少至144.5 s的过程中,列车运行时间仅增加了110 s。 展开更多
关键词 高速铁路 目标距离控制方式 闭塞时间 限速 多目标优化
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街区更新视域下“责任多师”协同工作机制构建的实现路径——基于北京市街道基层责任规划师工作的思考 被引量:1
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作者 奚雪松 陈广峰 郑昌辉 《规划师》 北大核心 2025年第6期84-91,共8页
针对北京市责任规划师在街区更新基层工作中面对的规划增权、多方融资、多元主体、复杂系统和融合集成等现实需求与转型要求,从经济可行、社会善治、空间优化、运维有序、科技赋能5个版块,提出新时期街区更新“五位一体”的体系架构及... 针对北京市责任规划师在街区更新基层工作中面对的规划增权、多方融资、多元主体、复杂系统和融合集成等现实需求与转型要求,从经济可行、社会善治、空间优化、运维有序、科技赋能5个版块,提出新时期街区更新“五位一体”的体系架构及其与责任规划师相对应的“六项职责”和“十二重身份”。同时,从工作模式、组织体系、考核方式和保障机制4个层面,探讨街区更新视域下“责任多师”协同工作机制构建的实现路径,以期进一步完善北京市责任规划师制度体系,并为全国各地责任规划师制度的建立、完善及全面支撑城市更新行动的开展提供思路、模式和路径的借鉴。 展开更多
关键词 街区更新 责任规划师 责任多师 协同工作机制 北京市
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基于双通道多特征融合网络语音情感识别 被引量:2
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作者 裴晓敏 刘诗琦 《微电子学与计算机》 2025年第1期9-16,共8页
单一语音特征无法充分表达语音情感,而多个声学特征简单拼接的融合方法容易造成情感信息丢失,且采用单个通道特征提取网络无法全面提取语音中的情感特征。针对上述问题,本文提出基于双通道特征融合网络语音情感识别,以梅尔频率倒谱系数... 单一语音特征无法充分表达语音情感,而多个声学特征简单拼接的融合方法容易造成情感信息丢失,且采用单个通道特征提取网络无法全面提取语音中的情感特征。针对上述问题,本文提出基于双通道特征融合网络语音情感识别,以梅尔频率倒谱系数、均方根、过零率和色度短时傅里叶变换这4种对情感种类贡献度较大的语音特征作为输入,采用双通道网络结构分别提取短时局部特征和全局上下文特征;将基于一维空洞卷积的局部特征提取网络和引入自注意力机制的双向长短时记忆全局特征提取网络并行,避免信息相互干扰;利用投票策略的集成学习方法实现各通道深层特征的充分融合,以获得语音中更深层的情感信息和更加精准的分类准确率。实验结果表明:基于双通道多特征融合网络模型在TESS、RAVDESS、SAVEE、CREMA-D数据集和混合数据集实现了99.89%、95.89%、96.61%、97.75%和95.13%的情感识别准确率,与同类型的多个语音情感识别模型相比性能优异,识别准确率高于其他模型。 展开更多
关键词 双通道 多特征融合 1D CNN LSTM 自注意力机制
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