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Algorithm for complex network diameter based on distance matrix 被引量:5
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作者 CHEN Bin ZHU Weixing LIU Ying 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第2期336-342,共7页
The network diameter is an important characteristic parameter of a complex network. Calculation for a large-scale complex network’s diameter has been an important subject in the study of complex networks. If the netw... The network diameter is an important characteristic parameter of a complex network. Calculation for a large-scale complex network’s diameter has been an important subject in the study of complex networks. If the network diameter is calculated directly, the problem mainly exists in efficiency for searching and counting the shortest paths. If the network diameter is calculated indirectly by studying the statistical function about the relationship between the network diameter and parameters affecting the diameter, the problems not only exist in the efficiency of statistic, but also exist in the function which may be not applicable to all kinds of networks. An algorithm for the complex network diameter based on the k order distance matrix is proposed with a matrix multiplication approach, and a mathematical proof for the algorithm correctness is given as well. Furthermore, some relevant propositions and deductions for reducing the complexity of this algorithm are put forward. With a good theoretical basis and a simple calculation process, this algorithm can be used to calculate the diameter of a large-scale complex network with small-world effect more accurately and efficiently. Two cases about the advanced research projects agency(ARPA) network model and the Chinese airline network model are adopted to verify the effect of this algorithm. 展开更多
关键词 complex network network diameter distance matrix
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Adaptive generalized matrix projective lag synchronization between two different complex networks with non-identical nodes and different dimensions 被引量:3
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作者 戴浩 贾立新 张彦斌 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第12期141-152,共12页
The adaptive generalized matrix projective lag synchronization between two different complex networks with non-identical nodes and different dimensions is investigated in this paper. Based on Lyapunov stability theory... The adaptive generalized matrix projective lag synchronization between two different complex networks with non-identical nodes and different dimensions is investigated in this paper. Based on Lyapunov stability theory and Barbalat's lemma, generalized matrix projective lag synchronization criteria are derived by using the adaptive control method. Furthermore, each network can be undirected or directed, connected or disconnected, and nodes in either network may have identical or different dynamics. The proposed strategy is applicable to almost all kinds of complex networks. In addition, numerical simulation results are presented to illustrate the effectiveness of this method, showing that the synchronization speed is sensitively influenced by the adaptive law strength, the network size, and the network topological structure. 展开更多
关键词 complex networks generalized matrix projective lag synchronization adaptive control Lyapunov stability theory
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A NEURAL NETWORK APPROACH TO GATE MATRIX LAYOUT 被引量:1
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作者 Zhou Qingshan Zou Yong Hu Jiandong(Dept. of Telecom. Engineering, Beijing University of Posts and Telecommunications, Beijing 100088) 《Journal of Electronics(China)》 1997年第3期209-214,共6页
Gate matrix layout problem plays an important role in integrated circuit design, but its optimization is NP-hard. In this paper, typical gate layout problem is analysed and adapted to neural network representation, fu... Gate matrix layout problem plays an important role in integrated circuit design, but its optimization is NP-hard. In this paper, typical gate layout problem is analysed and adapted to neural network representation, furthermore the simulated results are given. 展开更多
关键词 NEURAL network GATE matrix OPTIMIZATION
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Neural network-based matrix effect correction in EDXRF analysis 被引量:4
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作者 TUO Xianguo CHENG Bo MU Keliang LI Zhe 《Nuclear Science and Techniques》 SCIE CAS CSCD 2008年第5期278-281,共4页
In this paper we discuss neural network-based matrix effect correction in energy dispersive X-ray fluorescence (EDXRF) analysis,with detailed algorithm to classify the samples.The method can correct the matrix effect ... In this paper we discuss neural network-based matrix effect correction in energy dispersive X-ray fluorescence (EDXRF) analysis,with detailed algorithm to classify the samples.The method can correct the matrix effect effectively through classifying the samples automatically,and influence of X-ray absorption and enhancement by major elements of the samples is reduced.Experiments for the complex matrix effect correction in EDXRF analysis of samples in Pangang showed improved accuracy of the elemental analysis result. 展开更多
关键词 能量耗散X射线荧光分析 神经网络 聚类分析 基体效应 烧结矿物
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Linear matrix inequality approach to exponential synchronization of a class of chaotic neural networks with time-varying delays 被引量:1
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作者 吴炜 崔宝同 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第7期1889-1896,共8页
In this paper, a synchronization scheme for a class of chaotic neural networks with time-varying delays is presented. This class of chaotic neural networks covers several well-known neural networks, such as Hopfield n... In this paper, a synchronization scheme for a class of chaotic neural networks with time-varying delays is presented. This class of chaotic neural networks covers several well-known neural networks, such as Hopfield neural networks, cellular neural networks, and bidirectional associative memory networks. The obtained criteria are expressed in terms of linear matrix inequalities, thus they can be efficiently verified. A comparison between our results and the previous results shows that our results are less restrictive. 展开更多
关键词 chaotic neural networks exponential synchronization linear matrix inequalities
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Quantitative study on interactions between interfacial misfit dislocation networks and matrix dislocations in Ni-based single crystal superalloys 被引量:1
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作者 Jun Xiong Yaxin Zhu +1 位作者 Zhenhuan Li Minsheng Huang 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2017年第4期345-353,共9页
The interactions between the moving dislocation within matrix channel and the interfacial misfit dislocation networks on the two-phase interfaces in Ni-based single crystal superalloys are studied carefully via atomic... The interactions between the moving dislocation within matrix channel and the interfacial misfit dislocation networks on the two-phase interfaces in Ni-based single crystal superalloys are studied carefully via atomic modeling, with special focus on the factors influ- encing the critical bowing stress of moving dislocations in the matrix channel. The results show that the moving matrix dislocation type and its position with respect to the interfacial misfit dislocation segments have considerable influences on the interactions. If the moving matrix dislocation is pure screw, it reacts with the interracial misfit dislocation segments toward dislocation linear energy reduction, which decreases the critical bowing stress of screw dislocation due to dislocation linear energy release during the dislocation reactions. If the moving matrix dislocation is of 60^-mixed type, it is obstructed by the interaction between the mixed matrix dislocations and the misfit interfacial dislocation segments. As a result, the critical bowing stress increases significantly because extra interactive energy needs to be overcome. These two different effects on the critical bowing stress become in- creasingly significant when the moving matrix dislocation is very close to the interracial misfit dislocation segments. In addition, the matrix channel width also has a significant influence on the critical bowing stress, i.e. the narrower the matrix channel is, the higher the critical bowing stress is. The classical Orowan formula is modified to predict these effects on the critical bowing stress of moving matrix dislocation, which is in good agreement with the computational results. 展开更多
关键词 Dislocation interaction Misfit dislocation networks Molecular dynamics matrix dislocation Ni-based single crystal superalloys
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Linear matrix inequality approach for synchronization control of fuzzy cellular neural networks with mixed time delays
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作者 P.Balasubramaniam M.Kalpana R.Rakkiyappan 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第4期586-596,共11页
Fuzzy cellular neural networks (FCNNs) are special kinds of cellular neural networks (CNNs). Each cell in an FCNN contains fuzzy operating abilities. The entire network is governed by cellular computing laws. The ... Fuzzy cellular neural networks (FCNNs) are special kinds of cellular neural networks (CNNs). Each cell in an FCNN contains fuzzy operating abilities. The entire network is governed by cellular computing laws. The design of FCNNs is based on fuzzy local rules. In this paper, a linear matrix inequality (LMI) approach for synchronization control of FCNNs with mixed delays is investigated. Mixed delays include discrete time-varying delays and unbounded distributed delays. A dynamic control scheme is proposed to achieve the synchronization between a drive network and a response network. By constructing the Lyapunov-Krasovskii functional which contains a triple-integral term and the free-weighting matrices method an improved delay-dependent stability criterion is derived in terms of LMIs. The controller can be easily obtained by solving the derived LMIs. A numerical example and its simulations are presented to illustrate the effectiveness of the proposed method. 展开更多
关键词 asymptotic stability CHAOS fuzzy cellular neural networks linear matrix inequalities SYNCHRONIZATION
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Novel stability criteria for fuzzy Hopfield neural networks based on an improved homogeneous matrix polynomials technique
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作者 冯毅夫 张庆灵 冯德志 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第10期179-188,共10页
The global stability problem of Takagi-Sugeno(T-S) fuzzy Hopfield neural networks(FHNNs) with time delays is investigated.Novel LMI-based stability criteria are obtained by using Lyapunov functional theory to guar... The global stability problem of Takagi-Sugeno(T-S) fuzzy Hopfield neural networks(FHNNs) with time delays is investigated.Novel LMI-based stability criteria are obtained by using Lyapunov functional theory to guarantee the asymptotic stability of the FHNNs with less conservatism.Firstly,using both Finsler's lemma and an improved homogeneous matrix polynomial technique,and applying an affine parameter-dependent Lyapunov-Krasovskii functional,we obtain the convergent LMI-based stability criteria.Algebraic properties of the fuzzy membership functions in the unit simplex are considered in the process of stability analysis via the homogeneous matrix polynomials technique.Secondly,to further reduce the conservatism,a new right-hand-side slack variables introducing technique is also proposed in terms of LMIs,which is suitable to the homogeneous matrix polynomials setting.Finally,two illustrative examples are given to show the efficiency of the proposed approaches. 展开更多
关键词 Hopfield neural networks linear matrix inequality Takagi-Sugeno fuzzy model homogeneous polynomially technique
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Estimating Functional Brain Network with Low-Rank Structure via Matrix Factorization for MCI/ASD Identification
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作者 Yue Du Limei Zhang 《Journal of Applied Mathematics and Physics》 2021年第8期1946-1963,共18页
Functional brain networks (FBNs) provide a potential way for understanding the brain organizational patterns and diagnosing neurological diseases. Due to its importance, many FBN construction methods have been propose... Functional brain networks (FBNs) provide a potential way for understanding the brain organizational patterns and diagnosing neurological diseases. Due to its importance, many FBN construction methods have been proposed currently, including the low-order Pearson’s correlation (PC) and sparse representation (SR), as well as the high-order functional connection (HoFC). However, most existing methods usually ignore the information of topological structures of FBN, such as low-rank structure which can reduce the noise and improve modularity to enhance the stability of networks. In this paper, we propose a novel method for improving the estimated FBNs utilizing matrix factorization (MF). More specifically, we firstly construct FBNs based on three traditional methods, including PC, SR, and HoFC. Then, we reduce the rank of these FBNs via MF model for estimating FBN with low-rank structure. Finally, to evaluate the effectiveness of the proposed method, experiments have been conducted to identify the subjects with mild cognitive impairment (MCI) and autism spectrum disorder (ASD) from norm controls (NCs) using the estimated FBNs. The results on Alzheimer’s Disease Neuroimaging Initiative (ADNI) dataset and Autism Brain Imaging Data Exchange (ABIDE) dataset demonstrate that the classification performances achieved by our proposed method are better than the selected baseline methods. 展开更多
关键词 Functional Brain network matrix Factorization Pearson’s Correlation Sparse Representation High-Order Functional Connection Mild Cognitive Impairment Autism Spectrum Disorder
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Free-matrix-based time-dependent discontinuous Lyapunov functional for synchronization of delayed neural networks with sampled-data control 被引量:1
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作者 王炜 曾红兵 Kok-Lay Teo 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第11期127-134,共8页
This paper is concerned with the synchronization of delayed neural networks via sampled-data control. A new technique, namely, the free-matrix-based time-dependent discontinuous Lyapunov functional approach, is adopte... This paper is concerned with the synchronization of delayed neural networks via sampled-data control. A new technique, namely, the free-matrix-based time-dependent discontinuous Lyapunov functional approach, is adopted in constructing the Lyapunov functional, which takes advantage of the sampling characteristic of sawtooth input delay. Based on this discontinuous Lyapunov functional, some less conservative synchronization criteria are established to ensure that the slave system is synchronous with the master system. The desired sampled-data controller can be obtained through the use of the linear matrix inequality(LMI) technique. Finally, two numerical examples are provided to demonstrate the effectiveness and the improvements of the proposed methods. 展开更多
关键词 neural networks synchronization sampled-data control free-matrix-based inequality
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Community detection in multiplex networks via consensus matrix
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作者 Ning Nianwen Wu Bin 《网络与信息安全学报》 2017年第9期67-77,共11页
In complex network of real world, there are many types of relationships between individuals, and the more effective research ways for this kind of network is to abstract these relationship as a multiplex network. More... In complex network of real world, there are many types of relationships between individuals, and the more effective research ways for this kind of network is to abstract these relationship as a multiplex network. More and more researchers are attracted to be engaged in multiplex network research. A novel framework of community detection of multiplex network based on consensus matrix was presented. Firstly, this framework merges the structure of multiplex network and the information of link between each node into monoplex network. Then, the community structure information of each layer network was obtained through consensus matrix, and the traditional community division algorithm was utilized to carry out community detection of combine networks. The experimental results show that the proposed algorithm can get better performance of community partition in the real network datasets. 展开更多
关键词 计算机网络 网络管理 应用程序 信息安全
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On Synchronization of Pinning-Controlled Networks with Reducible and Asymmetric Coupling Matrix
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作者 Xuan Zhou Hui Feng +1 位作者 Jianwen Feng Yi Zhao 《Communications and Network》 2011年第2期118-126,共9页
This paper investigates the synchronization of directed networks whose coupling matrices are reducible and asymmetrical by pinning-controlled schemes. A strong sufficient condition is obtained to guarantee that the sy... This paper investigates the synchronization of directed networks whose coupling matrices are reducible and asymmetrical by pinning-controlled schemes. A strong sufficient condition is obtained to guarantee that the synchronization of the kind of networks can be achieved. For the weakly connected network, a method is presented in detail to solve two challenging fundamental problems arising in pinning control of complex networks: (1) How many nodes should be pinned? (2) How large should the coupling strength be used in a fixed complex network to realize synchronization? Then, we show the answer to the question that why all the diagonal block matrices of Perron-Frobenius normal matrices should be pinned? Besides, we find out the relation between the Perron-Frobenius normal form of coupling matrix and the differences of two synchronization conditions for strongly connected networks and weakly connected ones with linear coupling configuration. Moreover, we propose adaptive feedback algorithms to make the coupling strength as small as possible. Finally, numerical simulations are given to verify our theoretical analysis. 展开更多
关键词 Globally SYNCHRONIZATION Complex networkS PINNING Control REDUCIBLE and ASYMMETRIC matrix
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Fabrication and abrasive wear properties of metal matrix composites reinforced with three-dimensional network structure 被引量:2
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作者 WANG Shouren GENG Haoran +3 位作者 LI Kunshan SONG Bo WANG Yingzi HUI Linhai 《Rare Metals》 SCIE EI CAS CSCD 2006年第6期671-679,共9页
Reticulated polyurethane was chosen as the preceramic material for preparing the porous preform using the replication process. The immersing and sintering processes were each performed twice for fabricating a high-por... Reticulated polyurethane was chosen as the preceramic material for preparing the porous preform using the replication process. The immersing and sintering processes were each performed twice for fabricating a high-porosity and super-strong skeleton. The aluminum magnesium matrix composites reinforced with three-dimensional network structure were prepared using the infiltration technique by pressure assisting and vacuum driving. Light interfacial reactions have played a profitable role in most of the ceramic-metal systems. The metal matrix composites interpenetrated with the ceramic phase have a higher wear resistance than the metal matrix phase. The volume fraction of ceramic reinforcement has a significant effect on the abrasive wear, and the wear rate can be decreased with the increase of the volume fraction of reinforcement. 展开更多
关键词 metal matrix composites INFILTRATION fficdon and wear three dimensional network structure MICROSTRUCTURE
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Compressive Creep Behavior of TiC/AZ91D Magnesium-matrix Composites with Interpenetrating Networks
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作者 Liqing CHEN Jinhua GUO +1 位作者 Baohai YU Zongyi MA 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2007年第2期207-212,共6页
The 42.1 vol. pct TiC/AZ91D magnesium-matrix composites with interpenetrating networks were fabricated by in-situ reactive infiltration process. The compressive creep behavior of as-synthesized composites was investig... The 42.1 vol. pct TiC/AZ91D magnesium-matrix composites with interpenetrating networks were fabricated by in-situ reactive infiltration process. The compressive creep behavior of as-synthesized composites was investigated at temperature ranging from 673 to 723 K under loads of 95-108 MPa. For a comparative purpose,the creep behavior of the monolithic matrix alloy AZ91D was also conducted under loads of 15-55 MPa at 548-598 K. The creep mechanisms were theoretically analyzed based on the power-law relation. The results showed that the creep rates of both TiC/AZ91D composites and AZ91D alloy increase with increasing the temperature and load. The TiC/AZ91D composites possess superior creep resistance as compared with the AZ91D alloy. At deformation temperature below 573 K, the stress exponent n of AZ91D alloy approaches theoretical value of 5, which suggests that the creep process is controlled by dislocation climb. At 598 K, the stress exponentof AZ91D is close to 3, in which viscous non-basal slip deformation plays a key role in the process of creep deformation. However, the case differs from that of AZ91D alloy when the stress exponent n of TiC/AZ91D composites exceeds 9, which shows that there exists threshold stress in the creep process of the composites, similar to other types of composites. The average activation energies for the creep of the AZ91D alloy and TiC/AZ91D composites were calculated to be 144 and 152 k J/mol, respectively. The existence of threshold stress in the creep process of the composites leads to an increase in activation energy for creep. 展开更多
关键词 Magnesium-matrix composites TIC/AZ91D Interpenetrating networks In-situ reactive infiltration CREEP
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Data Gathering in Wireless Sensor Networks Via Regular Low Density Parity Check Matrix 被引量:1
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作者 Xiaoxia Song Yong Li 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第1期83-91,共9页
A great challenge faced by wireless sensor networks(WSNs) is to reduce energy consumption of sensor nodes. Fortunately, the data gathering via random sensing can save energy of sensor nodes. Nevertheless, its randomne... A great challenge faced by wireless sensor networks(WSNs) is to reduce energy consumption of sensor nodes. Fortunately, the data gathering via random sensing can save energy of sensor nodes. Nevertheless, its randomness and density usually result in difficult implementations, high computation complexity and large storage spaces in practical settings. So the deterministic sparse sensing matrices are desired in some situations. However,it is difficult to guarantee the performance of deterministic sensing matrix by the acknowledged metrics. In this paper, we construct a class of deterministic sparse sensing matrices with statistical versions of restricted isometry property(St RIP) via regular low density parity check(RLDPC) matrices. The key idea of our construction is to achieve small mutual coherence of the matrices by confining the column weights of RLDPC matrices such that St RIP is satisfied. Besides, we prove that the constructed sensing matrices have the same scale of measurement numbers as the dense measurements. We also propose a data gathering method based on RLDPC matrix. Experimental results verify that the constructed sensing matrices have better reconstruction performance, compared to the Gaussian, Bernoulli, and CSLDPC matrices. And we also verify that the data gathering via RLDPC matrix can reduce energy consumption of WSNs. 展开更多
关键词 Data gathering regular low density parity check(RLDPC) matrix sensing matrix signal reconstruction wireless sensor networks(WSNs)
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Linear matrix inequality approach for robust stability analysis for stochastic neural networks with time-varying delay
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作者 S.Lakshmanan P.Balasubramaniam 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第4期16-26,共11页
This paper studies the problem of linear matrix inequality (LMI) approach to robust stability analysis for stochastic neural networks with a time-varying delay. By developing a delay decomposition approach, the info... This paper studies the problem of linear matrix inequality (LMI) approach to robust stability analysis for stochastic neural networks with a time-varying delay. By developing a delay decomposition approach, the information of the delayed plant states can be taken into full consideration. Based on the new Lyapunov-Krasovskii functional, some inequality techniques and stochastic stability theory, new delay-dependent stability criteria are obtained in terms of LMIs. The proposed results prove the less conservatism, which are realized by choosing new Lyapunov matrices in the decomposed integral intervals. Finally, numerical examples are provided to demonstrate the less conservatism and effectiveness of the proposed LMI method. 展开更多
关键词 delay-dependent stability linear matrix inequality Lyapunov-Krasovskii functional stochastic neural networks
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雷公藤甲素治疗骨关节炎的网络药理学分析与实验验证 被引量:1
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作者 陈伊娴 陈晨 +2 位作者 卢立恒 汤锦鹏 于晓巍 《中国组织工程研究》 北大核心 2026年第4期805-815,共11页
背景:骨关节炎是一种具有致残性的慢性关节退化性疾病,以持续性炎症和软骨破坏为主要病理特征。雷公藤甲素可用于治疗各种慢性关节疾病,但雷公藤甲素治疗骨关节炎的作用机制尚未明确。目的:通过网络药理学筛选雷公藤甲素治疗骨关节炎的... 背景:骨关节炎是一种具有致残性的慢性关节退化性疾病,以持续性炎症和软骨破坏为主要病理特征。雷公藤甲素可用于治疗各种慢性关节疾病,但雷公藤甲素治疗骨关节炎的作用机制尚未明确。目的:通过网络药理学筛选雷公藤甲素治疗骨关节炎的有效靶点,并利用骨关节炎模型探讨雷公藤甲素对骨关节炎的治疗效果。方法:利用网络药理学预测雷公藤甲素治疗骨关节炎的潜在靶点和信号通路,之后应用分子对接技术对核心靶点进行验证。采用前交叉韧带横断术建立大鼠骨关节炎模型,造模8周后予雷公藤甲素及玻璃酸钠关节腔注射给药6周。干预6周后进行苏木精-伊红染色及番红O-固绿染色观察大鼠膝关节病理变化;ELISA法检测大鼠血清中炎症因子的水平;免疫组织化学染色法检测大鼠关节软骨中蛋白聚糖、含Ⅰ型血小板反应蛋白的解聚素金属蛋白酶5、Ⅱ型胶原蛋白、基质金属蛋白酶13的蛋白表达。结果与结论:(1)网络药理学结果表明,雷公藤甲素的作用靶点可能与抑制白细胞介素6、肿瘤坏死因子ɑ、白细胞介素1β、基质金属蛋白酶9等因子的释放,及NF-κB/JAK2-STAT3信号通路的过度活化相关;(2)雷公藤甲素可减轻骨关节炎大鼠的关节肿胀程度;改善关节软骨组织病理状态,维持软骨结构;降低骨关节炎大鼠血清中白细胞介素6、肿瘤坏死因子α、白细胞介素1β、基质金属蛋白酶9、基质金属蛋白酶3的水平;减少关节软骨中基质金属蛋白酶13和含Ⅰ型血小板反应蛋白的解聚素金属蛋白酶5的蛋白表达,增加软骨中Ⅱ型胶原和蛋白聚糖的表达,达到保护软骨的作用。 展开更多
关键词 骨关节炎 雷公藤甲素 网络药理学 炎症 关节软骨 基质金属蛋白酶13 核因子ΚB信号通路 工程化组织构建
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基于图论方法的多权重网络上随机SAIS模型指数稳定性分析
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作者 弋鑫 刘桂荣 《工程数学学报》 北大核心 2026年第1期63-76,共14页
研究了一类多权重复杂网络上具有意识衰减和人口异质性的随机SAIS传染病模型。利用图论的Kirchhoff矩阵树定理以及随机稳定性理论,将节点系统的Lyapunov函数和网络拓扑结构结合,构建多权重复杂网络的全局Lyapunov函数,给出了系统零解p... 研究了一类多权重复杂网络上具有意识衰减和人口异质性的随机SAIS传染病模型。利用图论的Kirchhoff矩阵树定理以及随机稳定性理论,将节点系统的Lyapunov函数和网络拓扑结构结合,构建多权重复杂网络的全局Lyapunov函数,给出了系统零解p阶矩指数稳定的充分条件。基于Erd¨os-R´eyni随机网络和WS小世界网络,通过数值仿真验证理论结果。 展开更多
关键词 随机传染病模型 多权重复杂网络 Kirchhoff矩阵树定理 LYAPUNOV函数 指数稳定性
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基于伪节点交叉注意力的远程步态情绪识别
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作者 卢亮宇 周成菊 《软件导刊》 2026年第1期47-53,共7页
近年来,情绪识别在心理计算、人机交互和精神状态监测中的应用引起了广泛关注。与面部情绪识别和脑电情绪识别(EEG)等其他方式相比,步态情绪识别所使用的采集无需高精度拍摄,且可以不用佩戴专门的采集设备进行远距离采集。尽管该领域已... 近年来,情绪识别在心理计算、人机交互和精神状态监测中的应用引起了广泛关注。与面部情绪识别和脑电情绪识别(EEG)等其他方式相比,步态情绪识别所使用的采集无需高精度拍摄,且可以不用佩戴专门的采集设备进行远距离采集。尽管该领域已经开展了一系列研究并取得了相应进展,但目前仍面临两个主要挑战。一是现有大多数基于步态情绪识别的工作都侧重于通过图卷积网络(GCN)从骨骼图像中探索人体关节的局部相关性,而忽略了人体关节的全局相关性;二是使用了人体自然连接关节骨架图,原有的固定连接会限制网络捕捉远距离关节之间相互作用的能力。为了解决这些问题,提出了一种基于伪节点交叉注意力的图卷积网络,通过伪节点的方法有效地实现全局和局部关节节点的信息及时传递,并使用交叉注意力方法捕获有效和高效的步态表示以进行情绪状态识别。将所提出的方法在情绪步态数据集Emotion-Gait上进行评估,准确率达到88.63%,与已有经典先进模型相比性能更优。 展开更多
关键词 步态情绪识别 交叉注意力 图卷积神经网络 关节邻接矩阵
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Recursion-transform approach to compute the resistance of a resistor network with an arbitrary boundary 被引量:22
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作者 谭志中 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第2期94-100,共7页
We consider a profound problem of two-point resistance in the resistor network with a null resistor edge and an arbitrary boundary,which has not been solved before because the Green's function technique and the Lapla... We consider a profound problem of two-point resistance in the resistor network with a null resistor edge and an arbitrary boundary,which has not been solved before because the Green's function technique and the Laplacian matrix approach are invalid in this case.Looking for the exact solutions of resistance is important but difficult in the case of the arbitrary boundary since the boundary is a wall or trap which affects the behavior of a finite network.In this paper,we give a general resistance formula that is composed of a single summation by using the recursion-transform method.Meanwhile,several interesting results are derived by the general formula.Further,the current distribution is given explicitly as a byproduct of the method. 展开更多
关键词 exact solution resistor network matrix equation recursion-transform boundary conditions
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