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Robustness Optimization Algorithm with Multi-Granularity Integration for Scale-Free Networks Against Malicious Attacks 被引量:1
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作者 ZHANG Yiheng LI Jinhai 《昆明理工大学学报(自然科学版)》 北大核心 2025年第1期54-71,共18页
Complex network models are frequently employed for simulating and studyingdiverse real-world complex systems.Among these models,scale-free networks typically exhibit greater fragility to malicious attacks.Consequently... Complex network models are frequently employed for simulating and studyingdiverse real-world complex systems.Among these models,scale-free networks typically exhibit greater fragility to malicious attacks.Consequently,enhancing the robustness of scale-free networks has become a pressing issue.To address this problem,this paper proposes a Multi-Granularity Integration Algorithm(MGIA),which aims to improve the robustness of scale-free networks while keeping the initial degree of each node unchanged,ensuring network connectivity and avoiding the generation of multiple edges.The algorithm generates a multi-granularity structure from the initial network to be optimized,then uses different optimization strategies to optimize the networks at various granular layers in this structure,and finally realizes the information exchange between different granular layers,thereby further enhancing the optimization effect.We propose new network refresh,crossover,and mutation operators to ensure that the optimized network satisfies the given constraints.Meanwhile,we propose new network similarity and network dissimilarity evaluation metrics to improve the effectiveness of the optimization operators in the algorithm.In the experiments,the MGIA enhances the robustness of the scale-free network by 67.6%.This improvement is approximately 17.2%higher than the optimization effects achieved by eight currently existing complex network robustness optimization algorithms. 展开更多
关键词 complex network model MULTI-GRANULARITY scale-free networks ROBUSTNESS algorithm integration
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Malicious Code Modeling and Analysis in Weighted Scale-Free Networks 被引量:2
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作者 WANG Changguang WANG Fangwei +1 位作者 ZHANG Yangkai MA Jianfengi 《Wuhan University Journal of Natural Sciences》 CAS 2007年第1期51-54,共4页
We study the detailed malicious code propagating process in scale-free networks with link weights that denotes traffic between two nodes. It is found that the propagating velocity reaches a peak rapidly then decays in... We study the detailed malicious code propagating process in scale-free networks with link weights that denotes traffic between two nodes. It is found that the propagating velocity reaches a peak rapidly then decays in a power-law form, which is different from the well-known result in unweighted network case. Simulation results show that the nodes with larger strength are preferential to be infected, but the hierarchical dynamics are not clearly found. The simulation results also show that larger dispersion of weight of networks leads to slower propagating, which indicates that malicious code propagates more quickly in unweighted scale-free networks than in weighted scale-free networks under the same condition. These results show that not only the topology of networks but also the link weights affect the malicious propagating process. 展开更多
关键词 malicious code weighted scale-free networks propagation model
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Generalized minimum information path routing strategy on scale-free networks 被引量:1
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作者 周思源 王开 +3 位作者 张毅锋 裴文江 濮存来 李微 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第8期77-84,共8页
This paper presents a new routing strategy by introducing a tunable parameter into the minimum information path routing strategy we proposed previously. It is found that network transmission capacity can be considerab... This paper presents a new routing strategy by introducing a tunable parameter into the minimum information path routing strategy we proposed previously. It is found that network transmission capacity can be considerably enhanced by adjusting the parameter with various allocations of node capability for packet delivery. Moreover, the proposed routing strategy provides a traffic load distribution which can better match the allocation of node capability than that of traditional efficient routing strategies, leading to a network with improved transmission performance. This routing strategy, without deviating from the shortest-path routing strategy in the length of paths too much, produces improved performance indexes such as critical generating rate, average length of paths and average search information. 展开更多
关键词 scale-free networks routing strategy minimum information path
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Modelling the spread of sexually transmitted diseases on scale-free networks
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作者 刘茂省 阮炯 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第6期2115-2120,共6页
In this paper a new model for the spread of sexually transmitted diseases (STDs) is presented. The dynamic behaviors of the model on a heterogenons scale-free (SF) network are considered, where the absence of a th... In this paper a new model for the spread of sexually transmitted diseases (STDs) is presented. The dynamic behaviors of the model on a heterogenons scale-free (SF) network are considered, where the absence of a threshold on the SF network is demonstrated, and the stability of the disease-free equilibrium is obtained. Three immunization strategies, uniform immunization, proportional immunization and targeted immunization, are applied in this model. Analytical and simulated results are given to show that the proportional immunization strategy in the model is effective on SF networks. 展开更多
关键词 epidemic modelling scale-free networks IMMUNIZATION STDs spreading
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Random walk immunization strategy on scale-free networks
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作者 Weidong PEI Zengqiang CHEN Zhuzhi YUAN 《控制理论与应用(英文版)》 EI 2009年第2期151-156,共6页
A novel immunization strategy called the random walk immunization strategy on scale-free networks is proposed. Different from other known immunization strategies, this strategy works as follows: a node is randomly ch... A novel immunization strategy called the random walk immunization strategy on scale-free networks is proposed. Different from other known immunization strategies, this strategy works as follows: a node is randomly chosen from the network. Starting from this node, randomly walk to one of its neighbor node; if the present node is not immunized, then immunize it and continue the random walk; otherwise go back to the previous node and randomly walk again. This process is repeated until a certain fraction of nodes is immunized. By theoretical analysis and numerical simulations, we found that this strategy is very effective in comparison with the other known immunization strategies. 展开更多
关键词 scale-free networks Immunization strategy Random walk SIS model Epidemic spreading control
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Relaxation Dynamics in Condensation on Weighted Scale-Free Networks
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作者 TANG Ming LIU Zong-Hua 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第1期252-256,共5页
Most of the realistic networks are weighted scale-free networks. How this structure influences the condensation on it is a challenging problem. Recently, we make a first step to discuss its condensation [Phys. Rev. E ... Most of the realistic networks are weighted scale-free networks. How this structure influences the condensation on it is a challenging problem. Recently, we make a first step to discuss its condensation [Phys. Rev. E 74 (2006) 036101] and here we focus on its evolutionary process of phase transition. In order to show how the weighted transport influences the dynamical properties, we study the relaxation dynamics in a zero range process on weighted scale-free networks. We find that there is a hierarchical relaxation dynamics in the evolution and there is a scaling relation between the relaxation time and the jumping exponent. The relaxation dynamics can be illustrated by a mean-field equation. The theoretical predictions are confirmed by our numerical simulations. 展开更多
关键词 relaxation dynamics CONDENSATION scale-free networks
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Self-Organized Criticality in a Simple Neuron Model Based on Scale-Free Networks
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作者 LIN Min WANG Gang CHEN Tian-Lun 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第2X期362-366,共5页
A simple model for a set of interacting idealized neurons in scale-free networks is introduced. The basic elements of the model are endowed with the main features of a neuron function. We find that our model displays ... A simple model for a set of interacting idealized neurons in scale-free networks is introduced. The basic elements of the model are endowed with the main features of a neuron function. We find that our model displays powerlaw behavior of avalanche sizes and generates long-range temporal correlation. More importantly, we find different dynamical behavior for nodes with different connectivity in the scale-free networks. 展开更多
关键词 self-organized criticality AVALANCHE scale-free networks
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Convergence speed of consensus problems over undirected scale-free networks
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作者 孙巍 窦丽华 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第12期135-143,共9页
Scale-free networks and consensus behaviour among multiple agents have both attracted much attention. To investigate the consensus speed over scale-free networks is the major topic of the present work. A novel method ... Scale-free networks and consensus behaviour among multiple agents have both attracted much attention. To investigate the consensus speed over scale-free networks is the major topic of the present work. A novel method is developed to construct scale-free networks due to their remarkable power-law degree distributions, while preserving the diversity of network topologies. The time cost or iterations for networks to reach a certain level of consensus is discussed, considering the influence from power-law parameters. They are both demonstrated to be reversed power-law functions of the algebraic connectivity, which is viewed as a measurement on convergence speed of the consensus behaviour. The attempts of tuning power-law parameters may speed up the consensus procedure, but it could also make the network less robust over time delay at the same time. Large scale of simulations are supportive to the conclusions. 展开更多
关键词 scale-free networks CONSENSUS power-law distribution
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A Modified Earthquake Model Based on Generalized Barabási-Albert Scale-Free Networks
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作者 LIN Min WANG Gang CHEN Tian-Lun 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第6X期1011-1016,共6页
A modified Olami-Feder-Christenaen model of self-organized criticality on generalized Barabási-Albert (GBA) scale-flee networks is investigated. We find that our mode/ displays power-law behavior and the avalan... A modified Olami-Feder-Christenaen model of self-organized criticality on generalized Barabási-Albert (GBA) scale-flee networks is investigated. We find that our mode/ displays power-law behavior and the avalanche dynamical behavior is sensitive to the topological structure of networks. Furthermore, the exponent ~ of the model depends on b, which weights the distance in comparison with the degree in the GBA network evolution. 展开更多
关键词 self-organized criticality AVALANCHE GBA scale-free networks
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Self-organized Criticality in a Modified Evolution Model on Generalized Barabasi-Albert Scale-Free Networks
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作者 LIN Min WANG Gang CHEN Tian-Lun 《Communications in Theoretical Physics》 SCIE CAS CSCD 2007年第3期512-516,共5页
A modified evolution model of self-organized criticality on generalized Barabasi-Albert (GBA).scale-free networks is investigated. In our model, we find that spatial and temporal correlations exhibit critical behavi... A modified evolution model of self-organized criticality on generalized Barabasi-Albert (GBA).scale-free networks is investigated. In our model, we find that spatial and temporal correlations exhibit critical behaviors. More importantly, these critical behaviors change with the parameter b, which weights the distance in comparison with the degree in the GBA network evolution. 展开更多
关键词 self-organized criticality evolution model GBA scale-free networks
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Improving consensual performance of multi-agent systems in weighted scale-free networks
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作者 祁伟 许新建 汪映海 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第10期4217-4221,共5页
This paper studies consensus problems in weighted scale-free networks of asymmetrically coupled dynamical units, where the asymmetry in a given link is deter:mined by the relative degree of the involved nodes. It sho... This paper studies consensus problems in weighted scale-free networks of asymmetrically coupled dynamical units, where the asymmetry in a given link is deter:mined by the relative degree of the involved nodes. It shows that the asymmetry of interactions has a great effect on the consensus. Especially, when the interactions are dominant from higher- to lower-degree nodes, both the convergence speed and the robustness to communication delay are enhanced. 展开更多
关键词 consensus problems multi-agent systems scale-free networks
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Integrated systemic inflammatory response syndrome epidemic model in scale-free networks
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作者 蔡绍洪 张达敏 +1 位作者 龚光武 郭长睿 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第9期77-78,I0003-I0006,共6页
Based on the scale-free network, an integrated systemic inflammatory response syndrome model with artificial immunity, a feedback mechanism, crowd density and the moving activities of an individual can be built. The e... Based on the scale-free network, an integrated systemic inflammatory response syndrome model with artificial immunity, a feedback mechanism, crowd density and the moving activities of an individual can be built. The effects of these factors on the spreading process are investigated through the model. The research results show that the artificial immunity can reduce the stable infection ratio and enhance the spreading threshold of the system. The feedback mechanism can only reduce the stable infection ratio of system, but cannot affect the spreading threshold of the system. The bigger the crowd density is, the higher the infection ratio of the system is and the smaller the spreading threshold is. In addition, the simulations show that the individual movement can enhance the stable infection ratio of the system only under the condition that the spreading rate is high, however, individual movement will reduce the stable infection ratio of the system. 展开更多
关键词 scale-free networks systemic inflammatory response syndrome model analog simulation
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Finite density scaling laws of condensation phase transition in zero-range processes on scale-free networks
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作者 Guifeng Su Xiaowen Li +1 位作者 Xiaobing Zhang Yi Zhang 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第8期579-585,共7页
The dynamics of zero-range processes on complex networks is expected to be influenced by the topological structure of underlying networks.A real space complete condensation phase transition in the stationary state may... The dynamics of zero-range processes on complex networks is expected to be influenced by the topological structure of underlying networks.A real space complete condensation phase transition in the stationary state may occur.We study the finite density effects of the condensation transition in both the stationary and dynamical zero-range processes on scale-free networks.By means of grand canonical ensemble method,we predict analytically the scaling laws of the average occupation number with respect to the finite density for the steady state.We further explore the relaxation dynamics of the condensation phase transition.By applying the hierarchical evolution and scaling ansatz,a scaling law for the relaxation dynamics is predicted.Monte Carlo simulations are performed and the predicted density scaling laws are nicely validated. 展开更多
关键词 finite density scaling zero-range processes(ZRP) scale-free networks
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Factors That Affect the Centrality Controllability of Scale-Free Networks
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作者 胡栋 孙先 +2 位作者 李平 陈雁 张捷 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第12期174-177,共4页
The influence of a node in a network can be characterized by its macroscopic properties such as eigenvector centrality. An issue of significant theoretical and practical interest is to modify the influence or roles of... The influence of a node in a network can be characterized by its macroscopic properties such as eigenvector centrality. An issue of significant theoretical and practical interest is to modify the influence or roles of the nodes in a network, and recent advances indicate that this can be achieved by just controlling a subset of nodes: the socalled controllers. However, the relationship between the structural properties of a network and its controllability, e.g., the control of node importance, is still not well understood. Here we systematically" explore this relationship by constructing scale-free networks with a fixed degree sequence and tunable network characteristics. We calculate the relative size (nc*) of the minimai controlling set required to controi the importance of each individual node in a network. It is found that while clustering has no significant impact on nc*, changes in degree-degree correlations, heterogeneity and the average degree of networks demonstrate a discernible impact on its controllability. 展开更多
关键词 NET Factors That Affect the Centrality Controllability of scale-free networks
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Immunization for scale-free networks by random walker 被引量:7
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作者 胡柯 唐翌 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第12期2782-2787,共6页
Based on the random walk and the intentional random walk, we propose two types of immunization strategies which require only local connectivity information. On several typical scale-free networks, we demonstrate that ... Based on the random walk and the intentional random walk, we propose two types of immunization strategies which require only local connectivity information. On several typical scale-free networks, we demonstrate that these strategies can lead to the eradication of the epidemic by immunizing a small fraction of the nodes in the networks. Particularly, the immunization strategy based on the intentional random walk is extremely efficient for the assortatively mixed networks. 展开更多
关键词 immunization strategy scale-free network random walk intentional random walk
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Epidemic spreading in scale-free networks including the effect of individual vigilance 被引量:2
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作者 Gong Yong-Wang Song Yu-Rong Jiang Guo-Ping 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第1期41-45,共5页
In this paper, we study the epidemic spreading in scale-flee networks and propose a new susceptible-infected- recovered (SIR) model that includes the effect of individual vigilance. In our model, the effective sprea... In this paper, we study the epidemic spreading in scale-flee networks and propose a new susceptible-infected- recovered (SIR) model that includes the effect of individual vigilance. In our model, the effective spreading rate is dynamically adjusted with the time evolution at the vigilance period. Using the mean-field theory, an analytical result is derived. It shows that individual vigilance has no effect on the epidemic threshold. The numerical simulations agree well with the analytical result. Purthermore, we investigate the effect of individual vigilance on the epidemic spreading speed. It is shown that individual vigilance can slow the epidemic spreading speed effectively and delay the arrival of peak epidemic infection. 展开更多
关键词 scale-free network susceptible-infected-recovered model individual vigilance epidemicthreshold
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Synchronizability of Highly Clustered Scale-Free Networks 被引量:11
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作者 吴翔 汪秉宏 +3 位作者 周涛 王文旭 赵明 杨会杰 《Chinese Physics Letters》 SCIE CAS CSCD 2006年第4期1046-1049,共4页
We consider the effect of clustering coefficient on the synchronizability of coupled oscillators located on scale-free networks. The analytic result for the value of clustering coefficient aiming at a highly clustered... We consider the effect of clustering coefficient on the synchronizability of coupled oscillators located on scale-free networks. The analytic result for the value of clustering coefficient aiming at a highly clustered scale-free network model, the Holme-Kim model is obtained, and the relationship between network synchronizability and clustering coefficient is reported. The simulation results strongly suggest that the more clustered the network, the poorer the synchronizability. 展开更多
关键词 SMALL-WORLD networks US FLIGHT network
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Cascading failure in the wireless sensor scale-free networks 被引量:2
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作者 刘浩然 董明如 +1 位作者 尹荣荣 韩丽 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第5期293-299,共7页
In the practical wireless sensor networks (WSNs), the cascading failure caused by a failure node has serious impact on the network performance. In this paper, we deeply research the cascading failure of scale-free t... In the practical wireless sensor networks (WSNs), the cascading failure caused by a failure node has serious impact on the network performance. In this paper, we deeply research the cascading failure of scale-free topology in WSNs. Firstly, a cascading failure model for scale-free topology in WSNs is studied. Through analyzing the influence of the node load on cascading failure, the critical load triggering large-scale cascading failure is obtained. Then based on the critical load, a control method for cascading failure is presented. In addition, the simulation experiments are performed to validate the effectiveness of the control method. The results show that the control method can effectively prevent cascading failure. 展开更多
关键词 wireless sensor network scale-free topology cascading failure
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Opinion Spreading with Mobility on Scale-Free Networks 被引量:6
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作者 郭强 刘建国 +3 位作者 汪秉宏 周涛 陈兴文 姚玉华 《Chinese Physics Letters》 SCIE CAS CSCD 2008年第2期773-775,共3页
A continuum opinion dynamic model is presented based on two rules. The first one considers the mobilities of the individuals, the second one supposes that the individuals update their opinions independently. The resul... A continuum opinion dynamic model is presented based on two rules. The first one considers the mobilities of the individuals, the second one supposes that the individuals update their opinions independently. The results of the model indicate that the bounded confidence εc, separating consensus and incoherent states, of a scale-free network is much smaller than the one of a lattice. If the system can reach the consensus state, the sum of all individuals' opinion change Oc(t) quickly decreases in an exponential form, while if it reaches the incoherent state finally, Oc(t) decreases slowly and has the punctuated equilibrium characteristic. 展开更多
关键词 SCIENCE BASIC RESEARCH SMALL-WORLD networks COMPLEX networks PHASE-TRANSITION SZNAJD MODEL DYNAMICS OPTIMIZATION ROBUSTNESS EVOLUTION
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Robustness measurement of scale-free networks based on motif entropy 被引量:1
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作者 Yun-Yun Yang Biao Feng +3 位作者 Liao Zhang Shu-Hong Xue Xin-Lin Xie Jian-Rong Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第8期190-196,共7页
As a classical complex network model, scale-free network is widely used and studied. And motifs, as a high-order subgraph structure, frequently appear in scale-free networks, and have a great influence on the structur... As a classical complex network model, scale-free network is widely used and studied. And motifs, as a high-order subgraph structure, frequently appear in scale-free networks, and have a great influence on the structural integrity, functional integrity and dynamics of the networks. In order to overcome the shortcomings in the existing work on the robustness of complex networks, only nodes or edges are considered, while the defects of high-order structure in the network are ignored.From the perspective of network motif, we propose an entropy of node degree distribution based on motif to measure the robustness of scale-free networks under random attacks. The effectiveness and superiority of our method are verified and analyzed in the BA scale-free networks. 展开更多
关键词 MOTIF network robustness scale-free ENTROPY
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