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A Euclidean-Like Discrete Spacetime from the Unification of a Multitude of Hypercubic Lattices
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作者 Christiaan Theodorus de Groot 《Journal of Modern Physics》 2017年第8期1175-1189,共15页
An autonomous discrete space is proposed consisting of a huge number of four dimensional hypercubic lattices, unified along one of the four axes. The unification is such that the properties of the individual lattice a... An autonomous discrete space is proposed consisting of a huge number of four dimensional hypercubic lattices, unified along one of the four axes. The unification is such that the properties of the individual lattice are preserved. All the unifying axes are parallel, and the other axes have indeterminate mutual relations. The two kinds of axes are non-interchangeable resembling time and space of reality. The unification constitutes a framework without spatial properties. In case the axes with indeterminate relations are present at regular intervals in the time and the space, a Euclidean-like metric and goniometry can be obtained. In thus defined space-like structure, differences in speed and relativistic relations are only possible within regions of space enclosed by aberrations of the structure. 展开更多
关键词 DISCRETE Space hypercubic Lattice SPACETIME ANISOTROPY Euclidean Metric RELATIVITY
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Physical Constants as Result of the Many Hypercubic Lattices of a Multidirectional Discrete Space
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作者 Christiaan T. de Groot 《Journal of Modern Physics》 2020年第3期432-447,共16页
A multidirectional discrete space consists of numerous hypercubic lattices each of which contains one of the spatial directions. In such a space, several groups of lattices can be distinguished with a certain property... A multidirectional discrete space consists of numerous hypercubic lattices each of which contains one of the spatial directions. In such a space, several groups of lattices can be distinguished with a certain property. Each group is determined by the number of lattices it comprises, forming the characterizing numbers of the space. Using the specific properties of a multidirectional discrete space, it is shown that some of the characterizing numbers can be associated with a physical constant. The fine structure constant appears to be equal to the ratio of two of these numbers, which offers the possibility of calculating the series of smallest numerical values of these numbers. With these values, a reasoned estimate can be made of the upper limit of the smallest distance of the discrete space of approximately the Planck length. 展开更多
关键词 hypercubic Lattice Multidirectional DISCRETE SPACE Characterizing NUMBERS Fine Structure Constant Physical CONSTANTS PLANCK Length
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Particle-Wave Duality Resulting from the Granulation of Fields in a Hypercubic Lattice
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作者 Christiaan T. de Groot 《Journal of Modern Physics》 2021年第7期870-886,共17页
The possibility of granulated discrete fields is considered in which there are at least three distinct base granules. Because of the limited size of the granules, the motion of an endlessly extended particle field mus... The possibility of granulated discrete fields is considered in which there are at least three distinct base granules. Because of the limited size of the granules, the motion of an endlessly extended particle field must to be split into an inner and an outer part. The inner part moves gradually in a point particle-like fashion, the outer is moving step-wise in a wave-like manner. This dual behaviour is reminiscent of the particle-wave duality. Field granulation can be caused by deviations of the structure of the lattice at the boundaries of the granule, causing some axes of the granule to be tilted. The granules exhibit relativistic effects, inter alia, caused by the universality of the coordination number of the lattice. 展开更多
关键词 Discrete Space Granular Fields hypercubic Lattice Motion in a Lattice Particle-Wave Duality Relativistic Effects
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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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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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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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UAV data link anti-interference via SLHS-SVM-AdaBoost algorithm:Classification prediction and route planning 被引量:1
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作者 Shuo Zeng Xiao-Jia Xiang +2 位作者 Yong-Peng Dou Jing-Cheng Du Guang He 《Journal of Electronic Science and Technology》 EI CAS CSCD 2024年第4期37-52,共16页
The ability to predict the anti-interference communications performance of unmanned aerial vehicle(UAV)data links is critical for intelligent route planning of UAVs in real combat scenarios.Previous research in this a... The ability to predict the anti-interference communications performance of unmanned aerial vehicle(UAV)data links is critical for intelligent route planning of UAVs in real combat scenarios.Previous research in this area has encountered several limitations:Classifiers exhibit low training efficiency,their precision is notably reduced when dealing with imbalanced samples,and they cannot be applied to the condition where the UAV’s flight altitude and the antenna bearing vary.This paper proposes the sequential Latin hypercube sampling(SLHS)-support vector machine(SVM)-AdaBoost algorithm,which enhances the training efficiency of the base classifier and circumvents local optima during the search process through SLHS optimization.Additionally,it mitigates the bottleneck of sample imbalance by adjusting the sample weight distribution using the AdaBoost algorithm.Through comparison,the modeling efficiency,prediction accuracy on the test set,and macro-averaged values of precision,recall,and F1-score for SLHS-SVM-AdaBoost are improved by 22.7%,5.7%,36.0%,25.0%,and 34.2%,respectively,compared with Grid-SVM.Additionally,these values are improved by 22.2%,2.1%,11.3%,2.8%,and 7.4%,respectively,compared with particle swarm optimization(PSO)-SVM-AdaBoost.Combining Latin hypercube sampling with the SLHS-SVM-AdaBoost algorithm,the classification prediction model of anti-interference performance of UAV data links,which took factors like three-dimensional position of UAV and antenna bearing into consideration,is established and used to assess the safety of the classical flying path and optimize the flying route.It was found that the risk of loss of communications could not be completely avoided by adjusting the flying altitude based on the classical path,whereas intelligent path planning based on the classification prediction model of anti-interference performance can realize complete avoidance of being interfered meanwhile reducing the route length by at least 2.3%,thus benefiting both safety and operation efficiency. 展开更多
关键词 Anti-interference performance Classification prediction Data link Route planning Sequential Latin hypercube sampling(SLHS) Unmanned aerial vehicle(UAV)
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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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光RP(k)网络上Hypercube通信模式的波长指派算法 被引量:15
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作者 刘方爱 刘志勇 乔香珍 《软件学报》 EI CSCD 北大核心 2003年第3期575-581,共7页
波长指派是光网络设计的基本问题,设计波长指派算法是洞察光网络通信能力的基本方法.基于光RP(k)网络,讨论了其波长指派问题. 含有N=2n个节点的Hypercube通信模式,构造了节点间的一种排列次序Xn,并设计了RP(k)网络上的波长指派算法.在... 波长指派是光网络设计的基本问题,设计波长指派算法是洞察光网络通信能力的基本方法.基于光RP(k)网络,讨论了其波长指派问题. 含有N=2n个节点的Hypercube通信模式,构造了节点间的一种排列次序Xn,并设计了RP(k)网络上的波长指派算法.在构造该算法的过程中,得到了在环网络上实现n维Hypercube通信模式的波长指派算法.这两个算法具有较高的嵌入效率.在RP(k)网络上,实现Hypercube通信模式需要max{2,52n-5/3}个波长.而在环网络上,实现该通信模式需要复用N/3+N/12个波长,比已有算法需要复用N/3+N/4个波长有较大的改进.这两个算法对于光网络的设计具有较大的指导价值. 展开更多
关键词 光RP(k)网络 Hypercube通信模式 波长指派算法 计算机互连网络
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低偏差OALHD的构造 被引量:1
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作者 马长兴 张润楚 《应用概率统计》 CSCD 北大核心 2001年第2期149-155,共7页
本文给出了利用均匀设计和正交表构造低偏差 OALH设计的方法,该方法构造的设计既有优良的均匀性又具有正交设计的均衡性,一个更重要的优点是可以构造较大样本容量的设计点集。本文同时给出了某些参数的均匀设计表,这些设计优于... 本文给出了利用均匀设计和正交表构造低偏差 OALH设计的方法,该方法构造的设计既有优良的均匀性又具有正交设计的均衡性,一个更重要的优点是可以构造较大样本容量的设计点集。本文同时给出了某些参数的均匀设计表,这些设计优于现有的均匀设计,具有实用价值. 展开更多
关键词 布点偏差 均匀设计 OA-Based LATIN Hypercube设计 低偏差 均匀LH设计 均匀LH抽样 OALHD设计
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大跨度斜拉桥可靠度评估方法研究 被引量:1
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作者 陈铁冰 《深圳职业技术学院学报》 CAS 2014年第1期37-45,共9页
针对大型复杂桥梁结构极限状态方程一般难以显式表达的特点,提出了基于神经网络的大跨度斜拉桥可靠度评估方法.通过Latin hypercube抽样技术对随机参数进行抽样,应用大跨度斜拉桥非线性有限元进行分析.通过对随机抽样的样本数据进行训练... 针对大型复杂桥梁结构极限状态方程一般难以显式表达的特点,提出了基于神经网络的大跨度斜拉桥可靠度评估方法.通过Latin hypercube抽样技术对随机参数进行抽样,应用大跨度斜拉桥非线性有限元进行分析.通过对随机抽样的样本数据进行训练,应用神经网络的非线性映射和泛化技术,对大跨度斜拉桥的极限状态方程进行数值模拟.通过极限状态方程对随机变量的偏导数,求解结构可靠指标的优化问题,计算大跨度斜拉桥的可靠指标.结果表明:对于隐式极限状态方程的大跨度斜拉桥可靠度评估问题,本文方法具有较高的计算精度和较好的计算效率;荷载布置方式、作用位置等对斜拉桥可靠指标有很大影响;计入3种几何非线性效应后斜拉桥偏于不安全,其中斜拉索垂度非线性效应的影响最为显著. 展开更多
关键词 大跨度斜拉桥 可靠度 神经网络 LATIN hypercube抽样 隐式极限状态方程
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基于机群并行通信处理器HCP的选播通信操作算法
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作者 李金宝 李秀华 李建中 《黑龙江大学自然科学学报》 CAS 2000年第4期36-40,共5页
在我们自行研制的并行通信处理器HPC基础上,给出了一种基于Hypercube互连网络环境下的通信处理器HCP的选播通信算法,该算法可实现网络上的一个HCP向其他任意多个HCP发送相同的Frame的操作。
关键词 计算机机群 并行计算环境 计算机机群通信处理器 Hypercube互连网络 HCP选播通信
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超立方体网络的EE指数(英文)
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作者 刘家保 张季 《河北北方学院学报(自然科学版)》 2010年第6期4-6,共3页
一个新的图谱的特征不变量:网络的EE指数被定义为EE=EE(G)=∑i n eλi,λ1,λ2,…,λn为网络的特征多项式对应的特征值.给出了超立方体网络的的EE指数的计算公式.
关键词 超立方体网络 指数 Network HYPERCUBE 特征多项式 特征不变量 HYPERCUBE 计算公式 defined 特征值 NIE GRAPH based 图谱 定义
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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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Optimization on the Impeller of a Low-specific-speed Centrifugal Pump for Hydraulic Performance Improvement 被引量:16
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作者 PEI Ji WANG Wenjie +1 位作者 YUAN Shouqi ZHANG Jinfeng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第5期992-1002,共11页
In order to widen the high-efficiency operating range of a low-specific-speed centrifugal pump, an optimization process for considering efficiencies under 1.0Qd and 1.4Qd is proposed. Three parameters, namely, the bla... In order to widen the high-efficiency operating range of a low-specific-speed centrifugal pump, an optimization process for considering efficiencies under 1.0Qd and 1.4Qd is proposed. Three parameters, namely, the blade outlet width b2, blade outlet angle β2, and blade wrap angle φ, are selected as design variables. Impellers are generated using the optimal Latin hypercube sampling method. The pump efficiencies are calculated using the software CFX 14.5 at two operating points selected as objectives. Surrogate models are also constructed to analyze the relationship between the objectives and the design variables. Finally, the particle swarm optimization algorithm is applied to calculate the surrogate model to determine the best combination of the impeller parameters. The results show that the performance curve predicted by numerical simulation has a good agreement with the experimental results. Compared with the efficiencies of the original impeller, the hydraulic efficiencies of the optimized impeller are increased by 4.18% and 0.62% under 1.0Qd and 1.4Qd, respectively. The comparison of inner flow between the original pump and optimized one illustrates the improvement of performance. The optimization process can provide a useful reference on performance improvement of other pumps, even on reduction of pressure fluctuations. 展开更多
关键词 low-specific-speed centrifugal pump OPTIMIZATION optimal Latin hypercube sampling surrogate model particle swarm optimization algorithm numerical simulation
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Double-stage Metamodel and Its Application in Aerodynamic Design Optimization 被引量:9
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作者 ZHANG Dehu GAO Zhenghong +1 位作者 HUANG Likeng WANG Mingliang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2011年第5期568-576,共9页
Constructing metamodel with global high-fidelity in design space is significant in engineering design. In this paper, a double-stage metamodel (DSM) which integrates advantages of both interpolation metamodel and re... Constructing metamodel with global high-fidelity in design space is significant in engineering design. In this paper, a double-stage metamodel (DSM) which integrates advantages of both interpolation metamodel and regression metamodel is constructed. It takes regression model as the first stage to fit overall distribution of the original model, and then interpolation model of regression model approximation error is used as the second stage to improve accuracy. Under the same conditions and with the same samples, DSM expresses higher fidelity and represents physical characteristics of original model better. Besides, in order to validate DSM characteristics, three examples including Ackley function, airfoil aerodynamic analysis and wing aerodynamic analysis are investigated, In the end, airfoil and wing aerodynamic design optimizations using genetic algorithm are presented to verify the engineering applicability of DSM. 展开更多
关键词 OPTIMIZATION genetic algorithm double-stage metamodel Kriging BP neural network Latin hypercube Parsecmethod
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Diagnosabilities of exchanged hypercube networks under the pessimistic one-step diagnosis strategy 被引量:12
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作者 Jiarong Liang Ying Huang Liangcheng Ye 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第2期415-420,共6页
The exchanged hypercube EH(s, t) (where s ≥ 1 and t ≥ 1) is obtained by systematically reducing links from a regular hypercube Q,+t+l. One-step diagnosis of exchanged hypercubes which involves only one testi... The exchanged hypercube EH(s, t) (where s ≥ 1 and t ≥ 1) is obtained by systematically reducing links from a regular hypercube Q,+t+l. One-step diagnosis of exchanged hypercubes which involves only one testing phase during which processors test each other is discussed. The diagnosabilities of exchanged hypercubes are studied by using the pessimistic one-step diagno- sis strategy under two kinds of diagnosis models: the PMC model and the MM model. The main results presented here are the two proofs that the degree of diagnosability of the EH(s, t) under pessimistic one-step tl/tl fault diagnosis strategy is 2s where I ≤ s ≤ t (respectively, 2t, where 1 ≤ t ≤ s) based on the PMC model and that it is also 2s where 1 ≤ s ≤ t (respectively, 2t, where 1 ≤ t ≤ s) based on the MM* model. 展开更多
关键词 pessimistic diagnosis strategy exchanged hypercube network PMC model M M*model interconnection networks
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Application of the optimal Latin hypercube design and radial basis function network to collaborative optimization 被引量:16
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作者 ZHAO Min CUI Wei-cheng 《Journal of Marine Science and Application》 2007年第3期24-32,共9页
Improving the efficiency of ship optimization is crucial for modem ship design. Compared with traditional methods, multidisciplinary design optimization (MDO) is a more promising approach. For this reason, Collabora... Improving the efficiency of ship optimization is crucial for modem ship design. Compared with traditional methods, multidisciplinary design optimization (MDO) is a more promising approach. For this reason, Collaborative Optimization (CO) is discussed and analyzed in this paper. As one of the most frequently applied MDO methods, CO promotes autonomy of disciplines while providing a coordinating mechanism guaranteeing progress toward an optimum and maintaining interdisciplinary compatibility. However, there are some difficulties in applying the conventional CO method, such as difficulties in choosing an initial point and tremendous computational requirements. For the purpose of overcoming these problems, optimal Latin hypercube design and Radial basis function network were applied to CO. Optimal Latin hypercube design is a modified Latin Hypercube design. Radial basis function network approximates the optimization model, and is updated during the optimization process to improve accuracy. It is shown by examples that the computing efficiency and robustness of this CO method are higher than with the conventional CO method. 展开更多
关键词 multidisciplinary design optimization (MDO) collaborative optimization (CO) optimal Latin hypercube design radial basis function network APPROXIMATION
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