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On r-Hued Coloring of Hypercubes
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作者 FENG Bowen XIONG Wei 《新疆大学学报(自然科学版中英文)》 CAS 2024年第6期651-656,686,共7页
For positive integers k and r,a(k,r)-coloring of graph G is a proper vertex k-coloring of G such that the neighbors of any vertex v∈V(G)receive at least min{d_(G)(v),r}different colors.The r-hued chromatic number of ... For positive integers k and r,a(k,r)-coloring of graph G is a proper vertex k-coloring of G such that the neighbors of any vertex v∈V(G)receive at least min{d_(G)(v),r}different colors.The r-hued chromatic number of G,denoted χ_(r)(G),is the smallest integer k such that G admits a(k,r)-coloring.Let Q_(n) be the n-dimensional hypercube.For any integers n and r with n≥2 and 2≤r≤5,we investigated the behavior of χ_(r)(Q_(n)),and determined the exact value of χ_(2)(Q_(n))and χ_(3)(Q_(n))for all positive integers n. 展开更多
关键词 HYPERCUBE COLORING r-hued chromatic number
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On Restricted Connectivity and Extra Connectivity of Hypercubes and Folded Hypercubes 被引量:14
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作者 徐俊明 朱强 +1 位作者 侯新民 周涛 《Journal of Shanghai Jiaotong university(Science)》 EI 2005年第2期203-207,共5页
Given a graph G and a non-negative integer h, the h-restricted connectivity κh(G) of G is the minimum cardinality of a set of vertices of G, in which at least h neighbors of any vertex is not included, if any, whos... Given a graph G and a non-negative integer h, the h-restricted connectivity κh(G) of G is the minimum cardinality of a set of vertices of G, in which at least h neighbors of any vertex is not included, if any, whose deletion disconnects G and every remaining component has the minimum degree of vertex at least h; and the h-extra connectivity κh(G) of G is the minimum cardinality of a set of vertices of G, if any, whose deletion disconnects G and every remaining component has order more than h. This paper shows that for the hypercube Qn and the folded hypercube FQn, κ1(Qn)=κ(1)(Qn)=2n-2 for n≥3, κ2(Qn)=3n-5 for n≥4, κ1(FQn)=κ(1)(FQn)=2n for n≥4 and κ(2)(FQn)=4n-4 for n≥8. 展开更多
关键词 CONNECTIVITY conditional connectivity restricted connectivity extra connectivity HYPERCUBE folded hypercube
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Fault-Tolerant Cycles Embedding in Folded Hypercubes 被引量:3
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作者 LIU Hongmei TANG Maozeng 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2016年第3期191-198,共8页
The generalized conditional fault-tolerant embedding is investigated, in which the n-dimensional folded hypercube networks (denoted by FQn) acts as the host graph, and the longest fault-free cycle represents the gue... The generalized conditional fault-tolerant embedding is investigated, in which the n-dimensional folded hypercube networks (denoted by FQn) acts as the host graph, and the longest fault-free cycle represents the vip graph. Under the conditions looser than that of previous works, it is shown that FQn has a cycle with length at least 2n -21F, I when the number of faulty vertices and non-critical edges is at most 2n-4; where |Fv| is the number of faulty vertices. It provides further theoretical evidence for the fact that FQn has excellent node-fault-tolerance and edge-fault-tolerance when used as a topology of large scale computer networks. 展开更多
关键词 fault tolerance cycle embedding folded hypercube networks
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On the extra edge-connectivity of hypercubes 被引量:1
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作者 ZHANG Ming-zu MENG Ji-xiang YANG Wei-hua 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2016年第2期198-204,共7页
The classical hypercube structure is a popular topological architecture in parallel computing environments and a large number of variations based on the hypercube were posed in the past three decades. Reliability eval... The classical hypercube structure is a popular topological architecture in parallel computing environments and a large number of variations based on the hypercube were posed in the past three decades. Reliability evaluation of systems is important to the design and maintenance of multiprocessor systems. The h-extra edge-connectivity of graph G(V, E) is a kind of measure for the reliability of interconnection systems, which is defined as the minimum cardinality of a subset of edge set, if any, whose deletion disconnects G and such that every re- maining component has at least h vertices. This paper shows that the h-extra edge-connectivity 2n-1 2n-1 of the hypercube Qn is a constant 2n-1 for 2n-1/3≤ h2n-1, and n ≥ 4, which extends the result of [Bounding the size of the subgraph induced by m vertices and extra edge-connectivity of hypercubes, Discrete Applied Mathematics, 2013, 161(16): 2753-2757]. 展开更多
关键词 Edge fault tolerance Extra edge-connectivity HYPERCUBE
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Restricted-Faults Identification in Folded Hypercubes under the PMC Diagnostic Model
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作者 Tzu-Liang Kung 《Journal of Electronic Science and Technology》 CAS 2014年第4期424-428,共5页
System-level fault identification is a key subject for maintaining the reliability of multiprocessor interconnected systems. This task requires fast and accurate inferences based on big volume of data, and the problem... System-level fault identification is a key subject for maintaining the reliability of multiprocessor interconnected systems. This task requires fast and accurate inferences based on big volume of data, and the problem of fault identification in an unstructured graph has been proved to be NP-hard (non-deterministic polynomial-time hard). In this paper, we adopt the PMC diagnostic model (first proposed by Preparata, Metze, and Chien) as the foundation of point-to-point probing technology, and a system contains only restricted-faults if every of its fault-free units has at least one fault-free neighbor. Under this condition we propose an efficient method of identifying restricted-faults in the folded hypercube, which is a promising alternative to the popular hypercube topology. 展开更多
关键词 DIAGNOSABILITY fault tolerance PMCmodel folded hypercube reliability.
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A RIGOROUS PROOF ON CIRCULAR WIRELENGTH FOR HYPERCUBES
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作者 刘庆晖 唐志毅 《Acta Mathematica Scientia》 SCIE CSCD 2023年第2期919-941,共23页
We study embeddings of the n-dimensional hypercube into the circuit with 2nvertices.We prove that the circular wirelength attains a minimum by gray coding;that was called the CT conjecture by Chavez and Trapp(Discrete... We study embeddings of the n-dimensional hypercube into the circuit with 2nvertices.We prove that the circular wirelength attains a minimum by gray coding;that was called the CT conjecture by Chavez and Trapp(Discrete Applied Mathematics,1998).This problem had claimed to be settled by Ching-Jung Guu in her doctoral dissertation“The circular wirelength problem for hypercubes”(University of California,Riverside,1997).Many argue there are gaps in her proof.We eliminate the gaps in her dissertation. 展开更多
关键词 circular wirelength HYPERCUBE gray coding
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On Embedding of m-Sequential k-ary Trees into Hypercubes
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作者 Indra Rajasingh Bharati Rajan Ramanathan Sundara Rajan 《Applied Mathematics》 2010年第6期499-503,共5页
In this paper, we present an algorithm for embedding an m-sequential k-ary tree into its optimal hypercube with dilation at most 2 and prove its correctness.
关键词 HYPERCUBE EMBEDDING DILATION Pre-order Labeling Hamiltonian Cycle k-ary Tree
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A Proof for g-Good-Neighbor Diagnosability of Exchanged Hypercubes
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作者 Yunxia Ren Shiying Wang 《American Journal of Computational Mathematics》 2019年第3期133-142,共10页
The diagnosability of a multiprocessor system or an interconnection network is an important research topic. The system and an interconnection network have an underlying topology, which is usually presented by a graph.... The diagnosability of a multiprocessor system or an interconnection network is an important research topic. The system and an interconnection network have an underlying topology, which is usually presented by a graph. In this paper, we show proof for the g-good-neighbor diagnosability of the exchanged hypercube EH (s,t) under the PMC model and MM* model. 展开更多
关键词 INTERCONNECTION Network DIAGNOSABILITY Exchanged HYPERCUBE
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The Non-inclusion Diagnosability of Hypercubes Under the PMC Model
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作者 Mei-Jie Ma Min Xu +2 位作者 Tong-Tong Ding Xiang-Jun Li Qiang Zhu 《Journal of the Operations Research Society of China》 EI CSCD 2024年第2期478-484,共7页
Diagnosability of a multiprocessor system is an important measure of the reliability of interconnection networks.System-level diagnosis is a primary strategy to identify the faulty processors in a multiprocessor syste... Diagnosability of a multiprocessor system is an important measure of the reliability of interconnection networks.System-level diagnosis is a primary strategy to identify the faulty processors in a multiprocessor system.Based on a sound assumption proposed by Zhu et al.recently,we proposed a new diagnosability named non-inclusion diagnosability and showed that the non-inclusion diagnosability t_(N)(Q_(n))of the hypercube under the PMC model is 2n-2.That is,assume that if two vertex sets F_(1) and F_(2) are both consistent with a syndrome and F_(1)C F_(2),then F_(2) is not the faulty set which we are looking for;the faulty set F is 1-step diagnosable if|F|≤2n-2 in Q_(n) under the PMC model. 展开更多
关键词 Interconnection network DIAGNOSABILITY HYPERCUBE PMC model
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LINEAR REGRESSION OF INTERVAL-VALUED DATA BASED ON COMPLETE INFORMATION IN HYPERCUBES 被引量:4
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作者 Huiwen WANG Rong GUAN Junjie WU 《Journal of Systems Science and Systems Engineering》 SCIE EI CSCD 2012年第4期422-442,共21页
Recent years have witnessed an increasing interest in interval-valued data analysis. As one of the core topics, linear regression attracts particular attention. It attempts to model the relationship between one or mor... Recent years have witnessed an increasing interest in interval-valued data analysis. As one of the core topics, linear regression attracts particular attention. It attempts to model the relationship between one or more explanatory variables and a response variable by fitting a linear equation to the interval-valued observations. Despite of the well-known methods such as CM, CRM and CCRM proposed in the literature, further study is still needed to build a regression model that can capture the complete information in interval-valued observations. To this end, in this paper, we propose the novel Complete Information Method (CIM) for linear regression modeling. By dividing hypercubes into informative grid data, CIM defines the inner product of interval-valued variables, and transforms the regression modeling into the computation of some inner products. Experiments on both the synthetic and real-world data sets demonstrate the merits of CIM in modeling interval-valued data, and avoiding the mathematical incoherence introduced by CM and CRM. 展开更多
关键词 Interval-valued data linear regression complete information method (CIM) hypercubes
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小视野HyperCUBE序列并压缩感知技术在单髋关节高清成像中的应用价值
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作者 炼宇飞 韩晓东 +1 位作者 黄仲夏 吴涛 《分子影像学杂志》 2025年第3期347-352,共6页
目的 探讨小视野HyperCUBE序列并压缩感知(HS)技术在单髋关节高清成像中的应用价值,以在确保图像质量前提下缩短扫描时间,优化扫描流程。方法 收集健康志愿者20例,男女各10例,年龄20~35岁,所有志愿者均在1.5T MR行单侧髋关节冠状位扫描... 目的 探讨小视野HyperCUBE序列并压缩感知(HS)技术在单髋关节高清成像中的应用价值,以在确保图像质量前提下缩短扫描时间,优化扫描流程。方法 收集健康志愿者20例,男女各10例,年龄20~35岁,所有志愿者均在1.5T MR行单侧髋关节冠状位扫描,扫描序列:常规HyperCUBE、HyperCUBE并HS(HS因子分别为1.25、1.5、2.0),扫描时间分别为6 min 21 s、3 min22 s、2 min 14 s、1 min 41 s。扫描完成后,对4组图像进行主客观评价,主观评价由2位具有10年以上影像诊断经验的副主任医师通过“5分法”进行双盲评判,主观评判项目包括图像均匀度、伪影、图像模糊程度、图像整体质量,结果采用秩和检验进行统计分析,并对评价者的一致性进行Kappa分析;客观评价从图像信噪比(SNR)、背景噪声、对比噪声比(CNR)进行评判,结果采用单变量方差分析进行统计分析。结果 常规HyperCUBE、HyperCUBE并HS(HS因子1.25)、HyperCUBE并HS(HS因子1.5)、HyperCUBE并HS(HS因子2.0)的主观评分分别为:图像均匀度四分位数为(4,5)、(4,5)、(4,5)、(4,5)(P>0.05);伪影四分位数为(4,5)、(4,5)、(3,4)、(3,3)(P<0.05);图像模糊程度四分位数为(4,5)、(4,5)、(3.25,4)、(3,2)(P<0.05);图像整体质量为(4,5)、(4,5)、(3.25,3)、(2.25,2.50)(P<0.05)。4组客观评分分别为:股骨头SNR:34.54±3.65、44.98±3.41、30.54±1.32、29.54±1.98(P<0.05);背景噪声:10.69±1.13、5.54±1.31、3.54±1.28、2.11±1.98(P<0.05);股骨头-肌肉CNR:163.45±11.47、168.61±15.12、161.61±15.12、168.45±10.67(P>0.05)。结论 HyperCUBE小视野3D超长回波链假稳态快速自旋回波序列通过施加超选择性饱和脉冲在不增加过采样及扫描时间的前提下缩短扫描时间,配伍新型MRI加速技术HS可进一步加快扫描速度,为临床提供3D高清单髋关节扫描提供有力支持,其中HyperCUBE并HS1.25图像质量最佳。 展开更多
关键词 压缩感知 HYPERCUBE MRI 髋关节
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Performance of Multicast Communication on Hypercubes
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作者 徐海水 李显济 Richard W.Nau 《Journal of Computer Science & Technology》 SCIE EI CSCD 1993年第4期374-378,共5页
Based upon hypercube multiprocessor systems,this paper analyses in detail the communication performance under the background of the greedy multicast algorithm GMA.The mean delay time of a mes- sage both at a node and ... Based upon hypercube multiprocessor systems,this paper analyses in detail the communication performance under the background of the greedy multicast algorithm GMA.The mean delay time of a mes- sage both at a node and in the system under multicasting is derived.For the sake of contrast,the delay of multicast message is compared with that of multiple one-to-one messages. 展开更多
关键词 hypercubes message passing MULTICASTING
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LOEV-APO-MLP:Latin Hypercube Opposition-Based Elite Variation Artificial Protozoa Optimizer for Multilayer Perceptron Training
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作者 Zhiwei Ye Dingfeng Song +7 位作者 Haitao Xie Jixin Zhang Wen Zhou Mengya Lei Xiao Zheng Jie Sun Jing Zhou Mengxuan Li 《Computers, Materials & Continua》 2025年第12期5509-5530,共22页
The Multilayer Perceptron(MLP)is a fundamental neural network model widely applied in various domains,particularly for lightweight image classification,speech recognition,and natural language processing tasks.Despite ... The Multilayer Perceptron(MLP)is a fundamental neural network model widely applied in various domains,particularly for lightweight image classification,speech recognition,and natural language processing tasks.Despite its widespread success,training MLPs often encounter significant challenges,including susceptibility to local optima,slow convergence rates,and high sensitivity to initial weight configurations.To address these issues,this paper proposes a Latin Hypercube Opposition-based Elite Variation Artificial Protozoa Optimizer(LOEV-APO),which enhances both global exploration and local exploitation simultaneously.LOEV-APO introduces a hybrid initialization strategy that combines Latin Hypercube Sampling(LHS)with Opposition-Based Learning(OBL),thus improving the diversity and coverage of the initial population.Moreover,an Elite Protozoa Variation Strategy(EPVS)is incorporated,which applies differential mutation operations to elite candidates,accelerating convergence and strengthening local search capabilities around high-quality solutions.Extensive experiments are conducted on six classification tasks and four function approximation tasks,covering a wide range of problem complexities and demonstrating superior generalization performance.The results demonstrate that LOEV-APO consistently outperforms nine state-of-the-art metaheuristic algorithms and two gradient-based methods in terms of convergence speed,solution accuracy,and robustness.These findings suggest that LOEV-APO serves as a promising optimization tool for MLP training and provides a viable alternative to traditional gradient-based methods. 展开更多
关键词 Artificial protozoa optimizer multilayer perceptron Latin hypercube sampling opposition-based learning neural network training
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Seismic performance probabilistic assessment of long-span single-pylon suspension bridge subject to nonstationary ground motions
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作者 Zhang Jin Mo Yangyang +2 位作者 Yang Zhenyu Liu Xiang Shi Xinghu 《Earthquake Engineering and Engineering Vibration》 2025年第3期843-859,共17页
Probabilistic assessment of seismic performance(SPPA)is a crucial aspect of evaluating the seismic behavior of structures.For complex bridges with inherent uncertainties,conducting precise and efficient seismic reliab... Probabilistic assessment of seismic performance(SPPA)is a crucial aspect of evaluating the seismic behavior of structures.For complex bridges with inherent uncertainties,conducting precise and efficient seismic reliability analysis remains a significant challenge.To address this issue,the current study introduces a sample-unequal weight fractional moment assessment method,which is based on an improved correlation-reduced Latin hypercube sampling(ICLHS)technique.This method integrates the benefits of important sampling techniques with interpolator quadrature formulas to enhance the accuracy of estimating the extreme value distribution(EVD)for the seismic response of complex nonlinear structures subjected to non-stationary ground motions.Additionally,the core theoretical approaches employed in seismic reliability analysis(SRA)are elaborated,such as dimension reduction for simulating non-stationary random ground motions and a fractional-maximum entropy single-loop solution strategy.The effectiveness of this proposed method is validated through a three-story nonlinear shear frame structure.Furthermore,a comprehensive reliability analysis of a real-world long-span,single-pylon suspension bridge is conducted using the developed theoretical framework within the OpenSees platform,leading to key insights and conclusions. 展开更多
关键词 seismic performance probabilistic assessment single-pylon suspension bridge maximum entropy method correlation reduced Latin hypercube sampling method unequal weights
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Comparing disaggregation approaches DSMART and PPD in disaggregating soil series maps
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作者 Tahmid Huq EASHER Daniel SAURETTE +3 位作者 Brandon HEUNG Adam GILLESPIE Richard J.HECK Asim BISWAS 《Pedosphere》 2025年第2期387-404,共18页
Conventional soil maps(CSMs)often have multiple soil types within a single polygon,which hinders the ability of machine learning to accurately predict soils.Soil disaggregation approaches are commonly used to improve ... Conventional soil maps(CSMs)often have multiple soil types within a single polygon,which hinders the ability of machine learning to accurately predict soils.Soil disaggregation approaches are commonly used to improve the spatial and attribute precision of CSMs.The approach disaggregation and harmonization of soil map units through resampled classification trees(DSMART)is popular but computationally intensive,as it generates and assigns synthetic samples to soil series based on the areal coverage information of CSMs.Alternatively,the disaggregation approach pure polygon disaggregation(PPD)assigns soil series based solely on the proportions of soil series in pure polygons in CSMs.This study compared these two disaggregation approaches by applying them to a CSM of Middlesex County,Ontario,Canada.Four different sampling methods were used:two sampling designs,simple random sampling(SRS)and conditional Latin hypercube sampling(cLHS),with two sample sizes(83100 and 19420 samples per sampling plan),both based on an area-weighted approach.Two machine learning algorithms(MLAs),C5.0 decision tree(C5.0)and random forest(RF),were applied to the disaggregation approaches to compare the disaggregation accuracy.The accuracy assessment utilized a set of 500 validation points obtained from the Middlesex County soil survey report.The MLA C5.0(Kappa index=0.58–0.63)showed better performance than RF(Kappa index=0.53–0.54)based on the larger sample size,and PPD with C5.0 based on the larger sample size was the best-performing(Kappa index=0.63)approach.Based on the smaller sample size,both cLHS(Kappa index=0.41–0.48)and SRS(Kappa index=0.40–0.47)produced similar accuracy results.The disaggregation approach PPD exhibited lower processing capacity and time demands(1.62–5.93 h)while yielding maps with lower uncertainty as compared to DSMART(2.75–194.2 h).For CSMs predominantly composed of pure polygons,utilizing PPD for soil series disaggregation is a more efficient and rational choice.However,DSMART is the preferable approach for disaggregating soil series that lack pure polygon representations in the CSMs. 展开更多
关键词 conditioned Latin hypercube sampling conventional soil map machine learning algorithm processing capacity and time sample size simple random sampling soil map unit soil series disaggregation
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Sequential search-based Latin hypercube sampling scheme for digital twin uncertainty quantification with application in EHA
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作者 Dong LIU Shaoping WANG +1 位作者 Jian SHI Di LIU 《Chinese Journal of Aeronautics》 2025年第4期176-192,共17页
For uncertainty quantification of complex models with high-dimensional,nonlinear,multi-component coupling like digital twins,traditional statistical sampling methods,such as random sampling and Latin hypercube samplin... For uncertainty quantification of complex models with high-dimensional,nonlinear,multi-component coupling like digital twins,traditional statistical sampling methods,such as random sampling and Latin hypercube sampling,require a large number of samples,which entails huge computational costs.Therefore,how to construct a small-size sample space has been a hot issue of interest for researchers.To this end,this paper proposes a sequential search-based Latin hypercube sampling scheme to generate efficient and accurate samples for uncertainty quantification.First,the sampling range of the samples is formed by carving the polymorphic uncertainty based on theoretical analysis.Then,the optimal Latin hypercube design is selected using the Latin hypercube sampling method combined with the"space filling"criterion.Finally,the sample selection function is established,and the next most informative sample is optimally selected to obtain the sequential test sample.Compared with the classical sampling method,the generated samples can retain more information on the basis of sparsity.A series of numerical experiments are conducted to demonstrate the superiority of the proposed sequential search-based Latin hypercube sampling scheme,which is a way to provide reliable uncertainty quantification results with small sample sizes. 展开更多
关键词 Digital Twin(DT) Genetic algorithms(GA) Optimal Latin Hypercube Design(Opt LHD) Sequential test Uncertainty Quantification(UQ) EHA
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A Fault-Tolerant and Heuristic Routing Algorithm for Faulty Hypercubes 被引量:2
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作者 闵有力 闵应骅 《Journal of Computer Science & Technology》 SCIE EI CSCD 1995年第6期536-544,共9页
A fault-tolerant and heuristic routing algorithm for faulty hypercube sys-tems is described. To improve the efficiency, the algorithm adopts a heuristic backtracking strategy and each node has an array to record its a... A fault-tolerant and heuristic routing algorithm for faulty hypercube sys-tems is described. To improve the efficiency, the algorithm adopts a heuristic backtracking strategy and each node has an array to record its all neighbors'faulty link information to avoid unnecessary searching for the known faulty links. Furthermore, the faulty link information is dynamically accumulated and the technique of heuristically searching for optimal link is used. The algo rithm routes messages through the minimum feasible path between the sender and receiver if at Ieast one such path ekists, and ta.kes the optimal path with higher probability when faulty links exist in the faulty hypercube. 展开更多
关键词 Fault tolerance HYPERCUBE heuristic backtracking message routing
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The Edge-pancyclicity of Generalized Hypercubes 被引量:1
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作者 Lei Ma Hongmei Liu Changqing Liu 《Journal of Systems Science and Information》 2009年第1期49-55,共7页
Generalized hypercubes (denoted by Q(d1,d2,... ,dn)) is an important network topology for parallel processing computer systems. Some methods of forming big cycle from small cycles and links have been developed. Ba... Generalized hypercubes (denoted by Q(d1,d2,... ,dn)) is an important network topology for parallel processing computer systems. Some methods of forming big cycle from small cycles and links have been developed. Basing on which, we has proved that in generalized hypercubes, every edge can be contained on a cycle of every length from 3 to IV(G)I inclusive and all kinds of length cycles have been constructed. The edgepanciclieity and node-pancilicity of generalized hypercubes can be applied in the topology design of computer networks to improve the network performance. 展开更多
关键词 complete graph PANCYCLICITY generalized hypercube
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CYCLES EMBEDDING ON FOLDED HYPERCUBES WITH FAULTY NODES
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作者 Dan Yuan Hongmei Liu Maozheng Tang 《Annals of Applied Mathematics》 2016年第1期69-78,共10页
Let FFv be the set of faulty nodes in an n-dimensional folded hypercube FQn with |FFv| ≤ n - 1 and all faulty vertices are not adjacent to the same vertex. In this paper, we show that if n ≥ 4, then every edge of ... Let FFv be the set of faulty nodes in an n-dimensional folded hypercube FQn with |FFv| ≤ n - 1 and all faulty vertices are not adjacent to the same vertex. In this paper, we show that if n ≥ 4, then every edge of FQn - FFv lies on a fault-free cycle of every even length from 6 to 2n - 2|FFv|. 展开更多
关键词 olded hypercube interconnection network FAULT-TOLERANT PATH
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Probabilistic Calculation of Tidal Currents forWind Powered Systems Using PSO Improved LHS 被引量:2
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作者 Hongsheng Su Shilin Song Xingsheng Wang 《Energy Engineering》 EI 2024年第11期3289-3303,共15页
This paper introduces the Particle SwarmOptimization(PSO)algorithmto enhance the LatinHypercube Sampling(LHS)process.The key objective is to mitigate the issues of lengthy computation times and low computational accur... This paper introduces the Particle SwarmOptimization(PSO)algorithmto enhance the LatinHypercube Sampling(LHS)process.The key objective is to mitigate the issues of lengthy computation times and low computational accuracy typically encountered when applying Monte Carlo Simulation(MCS)to LHS for probabilistic trend calculations.The PSOmethod optimizes sample distribution,enhances global search capabilities,and significantly boosts computational efficiency.To validate its effectiveness,the proposed method was applied to IEEE34 and IEEE-118 node systems containing wind power.The performance was then compared with Latin Hypercubic Important Sampling(LHIS),which integrates significant sampling with theMonte Carlomethod.The comparison results indicate that the PSO-enhanced method significantly improves the uniformity and representativeness of the sampling.This enhancement leads to a reduction in data errors and an improvement in both computational accuracy and convergence speed. 展开更多
关键词 Latin hypercube sampling Monte Carlo simulation probabilistic currents particle swarm algorithm significant sampling
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