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Accurate machine learning models based on small dataset of energetic materials through spatial matrix featurization methods 被引量:9
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作者 Chao Chen Danyang Liu +4 位作者 Siyan Deng Lixiang Zhong Serene Hay Yee Chan Shuzhou Li Huey Hoon Hng 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2021年第12期364-375,I0009,共13页
A large database is desired for machine learning(ML) technology to make accurate predictions of materials physicochemical properties based on their molecular structure.When a large database is not available,the develo... A large database is desired for machine learning(ML) technology to make accurate predictions of materials physicochemical properties based on their molecular structure.When a large database is not available,the development of proper featurization method based on physicochemical nature of target proprieties can improve the predictive power of ML models with a smaller database.In this work,we show that two new featurization methods,volume occupation spatial matrix and heat contribution spatial matrix,can improve the accuracy in predicting energetic materials' crystal density(ρ_(crystal)) and solid phase enthalpy of formation(H_(f,solid)) using a database containing 451 energetic molecules.Their mean absolute errors are reduced from 0.048 g/cm~3 and 24.67 kcal/mol to 0.035 g/cm~3 and 9.66 kcal/mol,respectively.By leave-one-out-cross-validation,the newly developed ML models can be used to determine the performance of most kinds of energetic materials except cubanes.Our ML models are applied to predict ρ_(crystal) and H_(f,solid) of CHON-based molecules of the 150 million sized PubChem database,and screened out 56 candidates with competitive detonation performance and reasonable chemical structures.With further improvement in future,spatial matrices have the potential of becoming multifunctional ML simulation tools that could provide even better predictions in wider fields of materials science. 展开更多
关键词 Small database machine learning Energetic materials screening spatial matrix featurization method Crystal density Formation enthalpy n-Body interactions
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Towed line array sonar platform noise suppression based on spatial matrix filtering technology 被引量:5
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作者 HAN Dong LI Jian +2 位作者 KANG Chunyu HUANG Haining LI Qihu 《Chinese Journal of Acoustics》 2013年第4期379-390,共12页
The spatial matrix filter was designed and used for solving the problem to detect a weak target who was influenced by the strong nearby platform noise interference of the towed line array sonar. The MFP technology and... The spatial matrix filter was designed and used for solving the problem to detect a weak target who was influenced by the strong nearby platform noise interference of the towed line array sonar. The MFP technology and the DOA estimation technology were combined together by using the sound propagation characteristics of both target and interference. The spatial matrix filter with platform noise zero response constraint was designed by the near-field platform noise normal modes copy vectors and the far-field plane wave bearing vectors together. The optimal solution of the optimization problem for designing the spatial matrix filter was deduced directly, and it was simplified by the generalized singular value decomposition. The total response error to the plane wave bearing vectors and the total response to the platform noise copy vectors were given. The phenomena that strong interferences existed in the bearing course and blind areas existed after filtering were analyzed by the correlation between the plat- form noise copy vectors and the plane wave bearing vectors. It could be found from simulations that it has less blind area and higher detection ability by using the spatial matrix filtering technology. 展开更多
关键词 LINE Towed line array sonar platform noise suppression based on spatial matrix filtering technology
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Spatial weight matrix in dimensionality reduction reconstruction for microelectromechanical system-based photoacoustic microscopy 被引量:1
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作者 Yuanzheng Ma Chang Lu +2 位作者 Kedi Xiong Wuyu Zhang Sihua Yang 《Visual Computing for Industry,Biomedicine,and Art》 2020年第1期247-256,共10页
A micro-electromechanical system(MEMS)scanning mirror accelerates the raster scanning of optical-resolution photoacoustic microscopy(OR-PAM).However,the nonlinear tilt angular-voltage characteristic of a MEMS mirror i... A micro-electromechanical system(MEMS)scanning mirror accelerates the raster scanning of optical-resolution photoacoustic microscopy(OR-PAM).However,the nonlinear tilt angular-voltage characteristic of a MEMS mirror introduces distortion into the maximum back-projection image.Moreover,the size of the airy disk,ultrasonic sensor properties,and thermal effects decrease the resolution.Thus,in this study,we proposed a spatial weight matrix(SWM)with a dimensionality reduction for image reconstruction.The three-layer SWM contains the invariable information of the system,which includes a spatial dependent distortion correction and 3D deconvolution.We employed an ordinal-valued Markov random field and the Harris Stephen algorithm,as well as a modified delay-and-sum method during a time reversal.The results from the experiments and a quantitative analysis demonstrate that images can be effectively reconstructed using an SWM;this is also true for severely distorted images.The index of the mutual information between the reference images and registered images was 70.33 times higher than the initial index,on average.Moreover,the peak signal-to-noise ratio was increased by 17.08%after 3D deconvolution.This accomplishment offers a practical approach to image reconstruction and a promising method to achieve a real-time distortion correction for MEMS-based OR-PAM. 展开更多
关键词 Photoacoustic microscopy spatial weight matrix Dimensionality reduction Distortion correction Mutual information
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The Dendritic Cells’ Immunological Behaviors Modulated by the Spatial Confinements of Deposited Fibrin Matrix
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作者 Wenhui Hu Yun Wang +3 位作者 Jin Chen Yonggang Song Jinhua Long Zhu Zeng 《医用生物力学》 EI CAS CSCD 北大核心 2019年第A01期139-140,共2页
Implant materials,as foreign objects to host,can cause various degrees of inflammation in most cases.The inflammation is triggered by a series of immune responses and directly impacts the tissue regeneration process,w... Implant materials,as foreign objects to host,can cause various degrees of inflammation in most cases.The inflammation is triggered by a series of immune responses and directly impacts the tissue regeneration process,which determines the outcome of tissue repair.The immune responses are complex process involving numerous immune cells and can be divide into innate immune and adaptive immune responses.Once materials are implanted,innate immune responses are activated under the mediation of several immune cells(e.g.neutrophils and macrophages),meanwhile immature dendritic cells(imDCs)are recruited to the implant sites to recognize,internalize and process antigens.Upon antigen uptake,imDCs gradually differentiate into mature dendritic cells(mDCs)and migrate to secondary lymph nodes.In the lymph nodes,mDCs present processed antigen peptides to naive T lymphocytes and activate their antigen specific proliferation,resulting in initiation of adaptive immune responses.Due to their key position in the immune system,serving to bridge innate and adaptive immunity,DCs are crucial to guiding and modulating the immune responses caused by implanted materials.Therefore,figuring out the response of DCs to implanted materials and the exact role of DCs in tissue healing processes will provide deeper insight for the rational design of biomaterials.Previous studies on the effects of implants on immune functions of DCs are mainly focused on physical and chemical properties of the materials(e.g.released chemical composition,surface chemistry,substrate stiffness and surface topography).All these factors will change the microenvironment of the tissue around implant materials,which affect the immune functions of DCs.However,the change of microenvironment not only directly derives from the physical and chemical properties of the material(intrinsic),but also indirectly results from the remodeled extracellular matrix(ECM)caused by implanted materials.When blood or tissue fluid contact with materials after implantation,proteins(e.g.fibrin and collagen)will absorb and deposit on the surface of implants,leading to a provisionally stable matrix with microporous fibrous-liked network structure.It means that the remodeled ECM can provide adhesion sites for recruited DCs and form spatial confinement.DCs,as a kind of cells that are extremely sensitive to mechanical stimuli,theoretically,can response to the mechanical stimuli coming from spatial confinement of remodeled ECM,which may lead to a series of modulations in their cell morphologies and immune functions.Then,the remodeled ECM is a non-negligible mechanical cue.However,to the best of our knowledge,there is a lack of a simple and effective model to establish the relationship between the immune functions of DCs and remodeled ECM.Most studies on the responses of DCs to implanted materials are still based on suspension culture model,which is the normal status of DCs in vitro culture systems.In addition,the processes by which DC exerts immune functions(both endocytosis and antigen presentation)are dynamically physical interaction.It means that the changes of DCs’immune functions are highly correlated with the changes of their biomechanical characteristics caused by remodeled ECM.In this work,we have found that the ECM was remodeled by a large amount of fibrin matrix deposited on the surface of implants in the early stage of the inflammations following implantation.Thus,we used non-toxic salmon fibrin hydrogels with microporous fibrous-liked network structure to mimic the deposited fibrin matrix.Then,human monocyte-derived DCs were cultured on the surface and inside of the fibrin hydrogels to mimic the different spatial confinement states of fibrin matrix.Our results indicated that cell morphologies and cytoskeleton structures of DCs were regulated by the spatial confinement of fibrin hydrogels,resulting in generating mechanical stimuli for DCs.Furthermore,we have found that the biomechanical characteristics and the immune functions of both imDCs and mDC were also modulated.Considering the changes in surface markers,secreted cytokines and biomechanical characteristics of DCs,it indicates that the tendency and magnitude of modulations were highly associated with the spatial confinement of fibrin hydrogels.This model demonstrated that mechanical stimuli deriving from spatial confinement of deposited fibrin matrix is an important factor for regulating the biomechanical characteristics and immune functions of DCs. 展开更多
关键词 DENDRITIC cells FIBRIN matrix spatial CONFINEMENT mechanical stimuli IMMUNE functions
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Spatial spillover effects of transport infrastructure on regional economic growth
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作者 刘南 陈远高 周庆明 《Journal of Southeast University(English Edition)》 EI CAS 2007年第S1期33-39,共7页
Spatial spillover effects,either positive or negative,of transport infrastructure,highways/expressways,etc.,on regional economic growth are proposed.Using the panel data for 11 cities of Zhejiang province from 1994 to... Spatial spillover effects,either positive or negative,of transport infrastructure,highways/expressways,etc.,on regional economic growth are proposed.Using the panel data for 11 cities of Zhejiang province from 1994 to 2003,a spatial production function is applied to examine the spatial spillovers which can be generated as a positive output spillover from the transport infrastructure between neighboring cities.Some spatial weighted matrices are adopted to define different neighboring cities to measure how easily factors or economic activities can migrate between regions.The estimation results show that the output elasticity of the highway infrastructure in 11 cities are all insignificant at a 5% significance level;hence,highway infrastructure in a region cannot explain the same region's economic growth.On the other hand,the highway infrastructure of other contiguous regions has positive spillover effects on a same region's economic growth. 展开更多
关键词 transport infrastructure HIGHWAY economic growth effects of spatial spillovers spatial weighted matrix
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基于增强时空平滑算法的相干信号DOA估计
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作者 窦慧晶 路瑶 +1 位作者 张雨欣 刘胜浩 《北京工业大学学报》 北大核心 2026年第1期55-63,共9页
在相干信号波达方向(direction of arrival,DOA)估计中,当阵列接收到的相干信号处于低信噪比时,DOA估计性能会大大降低。针对该问题,提出一种增强的时空平滑(enhanced spatio-temporal smoothing,ESTS)算法,在使用时空相关矩阵重构接收... 在相干信号波达方向(direction of arrival,DOA)估计中,当阵列接收到的相干信号处于低信噪比时,DOA估计性能会大大降低。针对该问题,提出一种增强的时空平滑(enhanced spatio-temporal smoothing,ESTS)算法,在使用时空相关矩阵重构接收数据矩阵的时空平滑(spatio-temporal smoothing,STS)方法的基础上进行了改进。首先对子阵列时空相关矩阵进行平方预处理,然后通过充分利用子阵列时空相关矩阵的协方差和互协方差信息解相干,提高了相干信号的分辨率以及对噪声扰动的鲁棒性。理论分析和统计结果均表明,与其他空间平滑类解相干方法相比,该方法提高了在低信噪比、少快拍数、小角度分离情况下的相干信号DOA估计的去相关性能。 展开更多
关键词 波达方向(direction of arrival DOA)估计 相干信号 空间平滑 时空相关矩阵 互相关 分辨率
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Spatial Vibration and Its Numerical Analytical Method of Four-high Rolling Mills 被引量:11
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作者 Yong-jiang ZHENG Guang-xian SHEN +2 位作者 Yi-geng LI Ming LI Hong-min LIU 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2014年第9期837-843,共7页
The rolls in contemporary four-high mills cannot be maintained parallel during the rolling process. There- fore, four-high rolling mill vibrations take place in six degree of freedom (DOF) leading to spatial behavio... The rolls in contemporary four-high mills cannot be maintained parallel during the rolling process. There- fore, four-high rolling mill vibrations take place in six degree of freedom (DOF) leading to spatial behaviors invol- ving vertical, horizontal, axial, torsional, cross and swinging vibration modes resulting in complex relative motions between the rolls. Two numerical methods, modified Riccati-transfer matrix method (Riccati-TMM) and finite ele- ment method (FEM), are presented to analyze a spatial vibration characteristic of two four-high rolling mills with different stability. The natural frequency and mode shape of four-high rolling mills are obtained, and the clearance has a great effect on natural frequency and mode shape. In addition, field testing experiment is also conducted to measure natural frequency by power spectrum analysis of rolling mill vibration. Experimental results basically agree with those calculated by Riccati-TMM and FEM, which means that the Riccati-TMM and the FEM can be used for analysis of spatial vibration of four-high rolling mill. Meanwhile, the spatial vibration shows more compound vibra- tion behaviors and the negative effect of horizontal, vertical, cross and swinging vibration modes are effectively con- trolled after redesign of rolling mill. These advantages have a great significance for the rolling mill to be operated with a much higher rolling speed and improved yield of products. 展开更多
关键词 four-high roiling mill spatial vibration transfer matrix method FEM SIMULATION
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Low-Complexity Reconstruction of Covariance Matrix in Hybrid Uniform Circular Array
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作者 Fu Zihao Liu Yinsheng Duan Hongtao 《China Communications》 SCIE CSCD 2024年第3期66-74,共9页
Spatial covariance matrix(SCM) is essential in many multi-antenna systems such as massive multiple-input multiple-output(MIMO). For multi-antenna systems operating at millimeter-wave bands, hybrid analog-digital struc... Spatial covariance matrix(SCM) is essential in many multi-antenna systems such as massive multiple-input multiple-output(MIMO). For multi-antenna systems operating at millimeter-wave bands, hybrid analog-digital structure has been widely adopted to reduce the cost of radio frequency chains.In this situation, signals received at the antennas are unavailable to the digital receiver, and as a consequence, traditional sample average approach cannot be used for SCM reconstruction in hybrid multi-antenna systems. To address this issue, beam sweeping algorithm(BSA) which can reconstruct the SCM effectively for a hybrid uniform linear array, has been proposed in our previous works. However, direct extension of BSA to a hybrid uniform circular array(UCA)will result in a huge computational burden. To this end, a low-complexity approach is proposed in this paper. By exploiting the symmetry features of SCM for the UCA, the number of unknowns can be reduced significantly and thus the complexity of reconstruction can be saved accordingly. Furthermore, an insightful analysis is also presented in this paper, showing that the reduction of the number of unknowns can also improve the accuracy of the reconstructed SCM. Simulation results are also shown to demonstrate the proposed approach. 展开更多
关键词 hybrid array MILLIMETER-WAVE spatial covariance matrix uniform circular array
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Three Types of Spatial Function Zoning in Key Ecological Function Areas Based on Ecological and Economic Coordinated Development: A Case Study of Tacheng Basin, China 被引量:4
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作者 WANG Guiling YANG Degang +2 位作者 XIA Fuqiang ZHONG Ruisen XIONG Chuanhe 《Chinese Geographical Science》 SCIE CSCD 2019年第4期689-699,共11页
Three types of spatial function zoning is an effective measure for regional environmental protection and orderly development.For ecological and economic coordinated development, spatial function zones should be divide... Three types of spatial function zoning is an effective measure for regional environmental protection and orderly development.For ecological and economic coordinated development, spatial function zones should be divided scientifically to clear its direction of development and protection. Therefore, based on ecological constraints, a beneficial discussion would be about the key ecological function areas adopting the concept of ecological protection restriction and supporting socioeconomic development for spatial function zoning. In this paper, the researchers, taking Tacheng Basin, Xinjiang of China as an example, choose township as basic research unit and set up an evaluation index system from three aspects, namely, ecological protection suitability, agricultural production suitability, and urban development suitability, which are analyzed by using spatial analysis functions and exclusive matrix method. The results showed that: 1) This paper formed a set of multilevel evaluation index systems for three types of spatial function zoning of the key ecological function areas based on a novel perspective by scientifically dividing Tacheng Basin into ecological space, agricultural space, and urban space,which realized the integration and scientific orientation for spatial function at the township scale. 2) Under the guidance of three types of spatial pattern, the functional orientation and suggestions of development and protection was clearly defined for ecological protection zones,ecological economic zones, agricultural production zones, and urban development zones. 3) A new idea of space governance is provided to promote the coordinated and sustainable development between ecology and economy, which can break the traditional mode of thinking about regional economic development, and offers a scientific basis and reference for macro decision-making. 展开更多
关键词 KEY ECOLOGICAL FUNCTION areas township scale spatial FUNCTION ZONING mutual EXCLUSION matrix method coordination of ecology and development Tacheng Basin China
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Discrete time transfer matrix method for dynamics of multibody system with flexible beams moving in space 被引量:4
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作者 Xiao-Ting Rui Edwin Kreuzer +1 位作者 Bao Rong Bin He 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第2期490-504,共15页
In this paper, by defining new state vectors and developing new transfer matrices of various elements mov- ing in space, the discrete time transfer matrix method of multi-rigid-flexible-body system is expanded to stud... In this paper, by defining new state vectors and developing new transfer matrices of various elements mov- ing in space, the discrete time transfer matrix method of multi-rigid-flexible-body system is expanded to study the dynamics of multibody system with flexible beams moving in space. Formulations and numerical example of a rigid- flexible-body three pendulums system moving in space are given to validate the method. Using the new method to study the dynamics of multi-rigid-flexible-body system mov- ing in space, the global dynamics equations of system are not needed, the orders of involved matrices of the system are very low and the computational speed is high, irrespec- tive of the size of the system. The new method is simple, straightforward, practical, and provides a powerful tool for multi-rigid-flexible-body system dynamics. 展开更多
关键词 Multi-rigid-flexible-body system spatial mo- tion DYNAMICS Discrete time transfer matrix method
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GEOMETRICALLY NONLINEAR FINITE ELEMENT MODEL OF SPATIAL THIN-WALLED BEAMS WITH GENERAL OPEN CROSS SECTION 被引量:11
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作者 Xiaofeng Wang Qingshan Yang 《Acta Mechanica Solida Sinica》 SCIE EI 2009年第1期64-72,共9页
Based on the theory of Timoshenko and thin-walled beams, a new finite element model of spatial thin-walled beams with general open cross sections is presented in the paper, in which several factors are included such a... Based on the theory of Timoshenko and thin-walled beams, a new finite element model of spatial thin-walled beams with general open cross sections is presented in the paper, in which several factors are included such as lateral shear deformation, warp generated by nonuni- form torsion and second-order shear stress, coupling of flexure and torsion, and large displacement with small strain. With an additional internal node in the element, the element stiffness matrix is deduced by incremental virtual work in updated Lagrangian (UL) formulation. Numerical examples demonstrate that the presented model well describes the geometrically nonlinear property of spatial thin-walled beams. 展开更多
关键词 spatial beams thin-walled structures geometrically nonlinear finite element stiffness matrix
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Computation of Magnetic Anomalies and Gradients for Spatial Arbitrary Posture Regular Body
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作者 洪东明 姚长利 +2 位作者 郑元满 郭伟 骆遥 《Journal of Earth Science》 SCIE CAS CSCD 2009年第6期995-1002,共8页
In the interaction computation for 3D gravity and magnetic anomalies due to arbitrarily shaped homogenous magnetized polyhedron model composed of triangular facets, there are many difficult points, such as mass comput... In the interaction computation for 3D gravity and magnetic anomalies due to arbitrarily shaped homogenous magnetized polyhedron model composed of triangular facets, there are many difficult points, such as mass computing, absence of a mature computer technique in 3D geological body modeling, inconvenient human-computer interaction, hard program coding, etc.. Based on the formulae of the magnetic field due to horizontal regular bodies, and by applying forward theory with the three-dimensional Cartesian coordinate system transformation, the forward problems of magnetic anomalies and gradient tensors for arbitrary slantwise regular bodies were solved. It is shown that the magnetic calculating expressions of the arbitrary posture regular body are corrected by comparing results with the homogeneous polyhedral body model outcome data. Furthermore, in the same condition, the former significantly reduced forward time. Applying a new forward method of regular body expressions in arbitrary posture, developed software for interaction computation between the 3D geological body model and magnetic field has advantages of fast calculation speed, easy manipulation, etc.. 展开更多
关键词 regular magnetic body spatial posture coordinate system transformation transformation matrix forward calculation.
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基于平滑流式预测误差滤波的多道反褶积方法
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作者 秦宁 李凌云 +3 位作者 田坤 李傲伟 孙小东 赵亮 《石油物探》 北大核心 2025年第5期854-863,共10页
地震反褶积是提高地震资料分辨率的有效方法,在偏移成像和储层预测等领域发挥着重要作用。传统的反褶积方法通常基于平稳条件采用逐道反演策略进行,虽然可以在一定程度上提高地震记录的分辨率,但缺乏空间约束会导致处理结果的空间连续... 地震反褶积是提高地震资料分辨率的有效方法,在偏移成像和储层预测等领域发挥着重要作用。传统的反褶积方法通常基于平稳条件采用逐道反演策略进行,虽然可以在一定程度上提高地震记录的分辨率,但缺乏空间约束会导致处理结果的空间连续性较差。因此,提出了一种基于流式预测误差滤波器的多道反褶积方法。该方法利用时间和空间约束实现多道自适应反褶积,提高非平稳地震数据反褶积结果的空间连续性。同时,引入平滑矩阵,有利于保护边界和地质构造不被模糊化,对于地质构造复杂的地区尤为重要。新的反褶积方法能有效提高地震数据的纵向分辨率,同时,经过流计算减少计算量,适合处理非平稳的大规模数据。合成数据处理结果表明,加入空间约束能够改善反褶积结果的空间连续性,实际数据处理结果验证了该方法的有效性和实用性。 展开更多
关键词 多道反褶积 流式预测误差滤波 空间连续性 平滑矩阵 非平稳地震数据
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Control of Spatially Interconnected Systems with Random Communication Losses 被引量:4
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作者 LI Hui WU Qing-He HUANG Huang 《自动化学报》 EI CSCD 北大核心 2010年第2期258-266,共9页
This paper deals with analysis and synthesis problems of spatially interconnected systems where communicated information may get lost between subsystems. Spatial shift operator and temporal forward shift operator are ... This paper deals with analysis and synthesis problems of spatially interconnected systems where communicated information may get lost between subsystems. Spatial shift operator and temporal forward shift operator are introduced to model the interconnected systems as discrete time-space multidimensional linear systems with Markovian jumping parameters which reflect the state of communication channels. To ensure the whole system's well-posedness and mean square stability for a given packet loss rate, a condition is derived through analysis. Then a procedure of designing distributed dynamic output feedback controllers is proposed. The controllers have the same structure as the plants and are solved within the linear matrix inequality (LMI) framework. Finally, we apply these results to study the effect of communication losses on the multiple vehicle platoon control system, which further illustrates the effectiveness of the proposed model and method. 展开更多
关键词 spatially interconnected system communication loss Markovian jump linear system linear matrix inequality (LMI)
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基于RSCM与黎曼空间的运动想象脑电分类研究 被引量:1
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作者 廉小亲 刘春权 +2 位作者 高超 邓子谦 吴叶兰 《电子测量技术》 北大核心 2025年第9期84-93,共10页
近年来,运动想象(MI)在辅助医疗和人机交互领域备受关注。然而,经典的共空间模式(CSP)特征提取方法主要基于时域信号计算协方差矩阵(CM),易受噪声和伪迹干扰,且无法充分利用脑电信号(EEG)的频谱信息,导致分类精度与稳定性不足。为了解... 近年来,运动想象(MI)在辅助医疗和人机交互领域备受关注。然而,经典的共空间模式(CSP)特征提取方法主要基于时域信号计算协方差矩阵(CM),易受噪声和伪迹干扰,且无法充分利用脑电信号(EEG)的频谱信息,导致分类精度与稳定性不足。为了解决这一问题,本研究提出了一种基于正则化频谱协方差矩阵(RSCM)与黎曼空间的MI-EEG分类算法。首先,对预处理后的EEG信号进行快速傅里叶变换,计算频谱协方差矩阵,并进行岭正则化;然后,将正则化矩阵映射到切空间中进行平滑滤波,并将结果映射回黎曼空间以提取CSP特征;最后,采用支持向量机(SVM)完成分类任务。实验结果表明,在BCI竞赛IV数据集1和2a上,本研究方法的二分类平均准确率分别达到了86.95%和81.48%,较传统CSP分别提升了7.44%和9.57%;在BCI竞赛IV数据集2a上,本研究方法的四分类平均准确率达到了74.23%,较传统CSP方法提升了14.10%。实验结果表明,本研究方法在MI-EEG分类中具有有效性。 展开更多
关键词 运动想象 脑电信号 频谱协方差矩阵 黎曼空间 共空间模式
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基于粒子群算法的新型组合格构式塔架优化研究
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作者 孙香红 廖纪鹏 +2 位作者 沈月梅 赵子康 甘照圆 《太阳能学报》 北大核心 2025年第9期772-782,共11页
针对传统单管风电塔架存在施工工艺复杂、运输安装难,结构用钢量高等问题,提出一种上部为单管钢塔筒、下部为三肢柱格构式的新型组合塔架结构。首先,基于空间矩阵位移法构建求力模型,求解新型组合塔架的杆件应力;其次,建立以截面最大应... 针对传统单管风电塔架存在施工工艺复杂、运输安装难,结构用钢量高等问题,提出一种上部为单管钢塔筒、下部为三肢柱格构式的新型组合塔架结构。首先,基于空间矩阵位移法构建求力模型,求解新型组合塔架的杆件应力;其次,建立以截面最大应力一致性为优化目标的多目标优化模型;然后,以塔架的直径和厚度作为优化变量,考虑6个约束条件,编写基于粒子群优化算法的优化程序,实现了塔架下部-组合格构式塔架截面尺寸最优化;最后利用有限元软件ABAQUS,对3个角度(α=60°、α=45°和α=30°)的优化前后组合塔架结构建立有限元模型,分析和对比该组合格构式塔架结构的应力。发现该求力模型能准确求解杆件应力;当=45°时,结构优化效果最佳,收敛速度最快。优化后格构式塔架用钢量减少48.8%,截面有效率提升70.3%,各肢柱杆应力差减少70.2%。验证了基于粒子群优化算法模型可行,其结果和方法可以为同类型塔架的设计以及相似领域的研究提供理论参考依据。 展开更多
关键词 风力发电塔 粒子群优化 有限元分析 空间矩阵位移法 求力模型
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A new finite element of spatial thin-walled beams
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作者 王晓峰 张其林 杨庆山 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2010年第9期1141-1152,共12页
Based on the theories of Timoshenko's beams and Vlasov's thin-walled members, a new spatial thin-walled beam element with an interior node is developed. By independently interpolating bending angles and warp, factor... Based on the theories of Timoshenko's beams and Vlasov's thin-walled members, a new spatial thin-walled beam element with an interior node is developed. By independently interpolating bending angles and warp, factors such as transverse shear deformation, torsional shear deformation and their Coupling, coupling of flexure and torsion, and second shear stress are considered. According to the generalized variational theory of Hellinger-Reissner, the element stiffness matrix is derived. Examples show that the developed model is accurate and can be applied in the finite element analysis of thinwalled structures. 展开更多
关键词 spatial beams thin-walled section stiffness matrix shear deformation coupling of flexure and torsion second shear stress
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基于改进图卷积的多站点海浪高度预测方法
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作者 卢鹏 王慧 +1 位作者 王振华 郑宗生 《海洋测绘》 北大核心 2025年第4期37-42,共6页
海浪高度的变化不仅随时间变化,还受周围海域的影响。针对现有方法仅关注单一站点的时序特征,缺乏对同一区域内不同站点间海浪高度的时空信息提取问题,提出一种改进图卷积的多站点海浪高度预测模型SD-STSGCN。首先采用基于密度的K-mean... 海浪高度的变化不仅随时间变化,还受周围海域的影响。针对现有方法仅关注单一站点的时序特征,缺乏对同一区域内不同站点间海浪高度的时空信息提取问题,提出一种改进图卷积的多站点海浪高度预测模型SD-STSGCN。首先采用基于密度的K-means聚类对站点分组;其次提出缩放距离因子构建邻接矩阵以动态调整权重;最后结合扩张卷积的时空同步图卷积模块捕捉时空特征,非线性映射输出各组站点未来时段的海浪高度预测结果。在覆盖多维度场景的44个站点上进行大区域实验,结果表明,相比于LSTM和TCN等模型,SD-STSGCN的预测效果最好,该方法有效挖掘了多站点时空相关性,为海浪高度预测提供了有效的补充方案。 展开更多
关键词 海浪高度预测 多站点预测 时空同步图卷积 时空相关性 邻接矩阵
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基于自适应空谱约束的加权残差NMF高光谱图像解混
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作者 陈善学 戚俊杰 《信号处理》 北大核心 2025年第3期553-568,共16页
标准的非负矩阵分解(Nonnegative Matrix Factorization,NMF)模型应用于高光谱图像解混时,由于模型的非凸性、光谱和空间先验信息未充分利用的问题,导致解混精度不高。为提高解混性能,提出了一种基于自适应空谱约束的加权残差非负矩阵... 标准的非负矩阵分解(Nonnegative Matrix Factorization,NMF)模型应用于高光谱图像解混时,由于模型的非凸性、光谱和空间先验信息未充分利用的问题,导致解混精度不高。为提高解混性能,提出了一种基于自适应空谱约束的加权残差非负矩阵分解高光谱图像解混算法。该算法首先,对传统的NMF模型进行改进,利用在迭代过程中原始高光谱图像矩阵与重构图像矩阵之间的残差来构建残差权重因子,为损失函数的每一行分配贡献权重,以减轻噪声的影响,提高算法的鲁棒性。其次,为利用高光谱图像丰富的先验信息,算法引入像元空谱相似度来衡量像元间的相似性以捕获像元在空间及光谱上的联系,并由相似度矩阵自适应地确定像元邻域来构造空间权重因子,提升了丰度的分段平滑性。此外,结合丰度矩阵的固有特征,构造光谱权重因子,促进了丰度的稀疏性。最后,由于高光谱图像具有较高的光谱分辨率,相邻波段的反射值变化较小,因此端元光谱具有一定的平滑度,算法通过端元光谱反射值间的差异分配平滑权重,以调整在迭代过程中端元光谱的平滑程度。本文利用梯度下降推导出算法的乘法更新规则,为证明所提算法的有效性,将其与其他几种算法在模拟数据以及Jasper Ridge和Urban两个真实高光谱数据上进行实验,实验结果验证了该算法具有更好的解混性能。 展开更多
关键词 高光谱图像解混 非负矩阵分解 加权残差 像元空谱相似度 平滑权重
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企业ESG表现具有同群效应吗?——基于空间计量模型的实证检验 被引量:7
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作者 张琨 连璐瑶 《河北经贸大学学报》 北大核心 2025年第1期80-91,共12页
随着“双碳”目标的提出以及绿色可持续发展的推进,ESG理念为企业决策提供了新的思路。基于此,以2015—2022年中国A股上市企业为研究样本,引入空间面板计量模型,构建地区和行业空间权重矩阵,来考察企业ESG表现的同群效应。研究结果表明... 随着“双碳”目标的提出以及绿色可持续发展的推进,ESG理念为企业决策提供了新的思路。基于此,以2015—2022年中国A股上市企业为研究样本,引入空间面板计量模型,构建地区和行业空间权重矩阵,来考察企业ESG表现的同群效应。研究结果表明:同群企业ESG表现(内生同群效应)和其特征变量(外生同群效应)对目标企业ESG表现具有正向影响,且行业同群效应强于地区同群效应,模范企业能够激励同区域和同行业企业积极履行社会责任;机制检验发现,在市场竞争越激烈的行业以及法治环境越好的地区,企业ESG表现的同群效应越显著。对同群效应的经济后果进行分析,发现地区和行业同群效应分别对企业股票收益和股票流动性具有显著正向作用。因此,中国应充分发挥标杆企业的领航作用,加强地区法治环境建设,完善ESG披露准则,重视行业协会建设,进而提升企业ESG表现以及股票市场表现。 展开更多
关键词 ESG表现 同群效应 空间计量 空间权重矩阵 股票市场
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