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A Novel Vertical Handoff Algorithm Based on Fuzzy Logic in Aid of Grey Prediction Theory in Wireless Heterogeneous Networks 被引量:2
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作者 刘侠 蒋铃鸽 《Journal of Shanghai Jiaotong university(Science)》 EI 2012年第1期25-30,共6页
To coordinate the various access technologies in the 4G communication system,intelligent vertical handoff algorithms are required.This paper mainly deals with a novel vertical handoff decision algorithm based on fuzzy... To coordinate the various access technologies in the 4G communication system,intelligent vertical handoff algorithms are required.This paper mainly deals with a novel vertical handoff decision algorithm based on fuzzy logic with the aid of grey theory and dynamic weights adaptation.The grey prediction theory(GPT) takes 4 sampled received signal strengths as input parameters,and calculates the predicted received signal strength in order to reduce the call dropping probability.The fuzzy logic theory based quantitative decision algorithm takes 3 quality of service(QoS)metric,received signal strength(RSS),available bandwidth(BW),and monetary cost (MC)of candidate networks as input parameters.The weight of each QoS metrics is adjusted along with the networks changing to trace the network condition.The final optimized vertical handoff decision is made by comparing the quantitative decision values of the candidate networks.Simulation results demonstrate that the proposed algorithm provides high performance in heterogeneous as well as homogeneous network environments. 展开更多
关键词 fuzzy logic theory grey prediction algorithm quantitative decision vertical handoff
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Soft measurement model of ring's dimensions for vertical hot ring rolling process using neural networks optimized by genetic algorithm 被引量:2
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作者 汪小凯 华林 +3 位作者 汪晓旋 梅雪松 朱乾浩 戴玉同 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第1期17-29,共13页
Vertical hot ring rolling(VHRR) process has the characteristics of nonlinearity,time-variation and being susceptible to disturbance.Furthermore,the ring's growth is quite fast within a short time,and the rolled ri... Vertical hot ring rolling(VHRR) process has the characteristics of nonlinearity,time-variation and being susceptible to disturbance.Furthermore,the ring's growth is quite fast within a short time,and the rolled ring's position is asymmetrical.All of these cause that the ring's dimensions cannot be measured directly.Through analyzing the relationships among the dimensions of ring blanks,the positions of rolls and the ring's inner and outer diameter,the soft measurement model of ring's dimensions is established based on the radial basis function neural network(RBFNN).A mass of data samples are obtained from VHRR finite element(FE) simulations to train and test the soft measurement NN model,and the model's structure parameters are deduced and optimized by genetic algorithm(GA).Finally,the soft measurement system of ring's dimensions is established and validated by the VHRR experiments.The ring's dimensions were measured artificially and calculated by the soft measurement NN model.The results show that the calculation values of GA-RBFNN model are close to the artificial measurement data.In addition,the calculation accuracy of GA-RBFNN model is higher than that of RBFNN model.The research results suggest that the soft measurement NN model has high precision and flexibility.The research can provide practical methods and theoretical guidance for the accurate measurement of VHRR process. 展开更多
关键词 vertical hot ring rolling dimension precision soft measurement model artificial neural network genetic algorithm
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A lifting-wavelet-based iterative thresholding correction for atomic force microscopy images with vertical distortion
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作者 Yifan Bai Yinan Wu Yongchun Fang 《Nanotechnology and Precision Engineering》 2025年第3期29-40,共12页
To eliminate distortion caused by vertical drift and illusory slopes in atomic force microscopy(AFM)imaging,a lifting-wavelet-based iterative thresholding correction method is proposed in this paper.This method achiev... To eliminate distortion caused by vertical drift and illusory slopes in atomic force microscopy(AFM)imaging,a lifting-wavelet-based iterative thresholding correction method is proposed in this paper.This method achieves high-quality AFM imaging via line-by-line corrections for each distorted profile along the fast axis.The key to this line-by-line correction is to accurately simulate the profile distortion of each scanning row.Therefore,a data preprocessing approach is first developed to roughly filter out most of the height data that impairs the accuracy of distortion modeling.This process is implemented through an internal double-screening mechanism.A line-fitting method is adopted to preliminarily screen out the obvious specimens.Lifting wavelet analysis is then carried out to identify the base parts that are mistakenly filtered out as specimens so as to preserve most of the base profiles and provide a good basis for further distortion modeling.Next,an iterative thresholding algorithm is developed to precisely simulate the profile distortion.By utilizing the roughly screened base profile,the optimal threshold,which is used to screen out the pure bases suitable for distortion modeling,is determined through iteration with a specified error rule.On this basis,the profile distortion is accurately modeled through line fitting on the finely screened base data,and the correction is implemented by subtracting the modeling result from the distorted profile.Finally,the effectiveness of the proposed method is verified through experiments and applications. 展开更多
关键词 Atomic force microscopy Lifting wavelet analysis Iterative thresholding algorithm vertical distortion
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A multi-strategy pigeon-inspired optimization approach to active disturbance rejection control parameters tuning for vertical take-off and landing fixed-wing UAV 被引量:20
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作者 Hangxuan HE Haibin DUAN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第1期19-30,I0001,共13页
In this paper.Active Disturbance Rejection Control(ADRC)is utilized in the pitch control of a vertical take-off and landing fixed-wing Unmanned Aerial Vehicle(UAV)to address the problem of height fluctuation during th... In this paper.Active Disturbance Rejection Control(ADRC)is utilized in the pitch control of a vertical take-off and landing fixed-wing Unmanned Aerial Vehicle(UAV)to address the problem of height fluctuation during the transition from hover to level flight.Considering the difficulty of parameter tuning of ADRC as well as the requirement of accuracy and rapidity of the controller,a Multi-Strategy Pigeon-Inspired Optimization(MSPIO)algorithm is employed.Particle Swarm Optimization(PSO),Genetic Algorithm(GA),the basic Pigeon-Inspired Optimization(PIO),and an improved PIO algorithm CMPIO are compared.In addition,the optimized ADRC control system is compared with the pure Proportional-Integral-Derivative(PID)control system and the non-optimized ADRC control system.The effectiveness of the designed control strategy for forward transition is verified and the faster convergence speed and better exploitation ability of the proposed MSPIO algorithm are confirmed by simulation results. 展开更多
关键词 Active Disturbance Rejection Control(ADRC) Pigeon-inspired optimization algorithm Transition mode Unmanned Aerial Vehicle(UAV) vertical take-off and landing
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Application of dynamic vibration absorber for vertical vibration control of corrugated rolling mill 被引量:6
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作者 Dong-ping He Hui-dong Xu +3 位作者 Ming Wang Tao Wang Chao-ran Ren Zhi-hua Wang 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2023年第4期736-748,共13页
A variable mass tuned particle absorber is designed for the nonlinear vertical vibration control of the corrugated rolling mill in the composite plate rolling process.Considering the nonlinear damping and nonlinear st... A variable mass tuned particle absorber is designed for the nonlinear vertical vibration control of the corrugated rolling mill in the composite plate rolling process.Considering the nonlinear damping and nonlinear stiffness between the corrugated interface,a three-degree-of-freedom nonlinear vertical vibration mathematical model of corrugated rolling mill based on dynamic vibration absorber control is established.The multi-scale method is used to solve the amplitude–frequency characteristic curve equation of the installed dynamic vibration absorber(DVA)system.The effects of stiffness coefficient and damping coefficient on the amplitude–frequency characteristic curve are analyzed.The expressions of the dynamic developed factor of the corrugated roll are derived,and the influence laws of mass ratio,frequency ratio and damping ratio on the dynamic amplification factor are analyzed.The optimal parameters of the DVA are obtained by adaptive genetic algorithm.The control effect of the DVA on the nonlinear vertical vibration is studied by numerical simulation.The feasibility of the designed dynamic absorber is verified through experiments.The results show that the designed dynamic absorber can effectively suppress the vertical vibration of the corrugated roller. 展开更多
关键词 Corrugated rolling mill Nonlinear vertical vibration Adaptive genetic algorithm Multiscale method Dynamic vibration absorber
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Research and Application on Web Information Retrieval Based on Improved FP-Growth Algorithm 被引量:3
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作者 JIAO Minghai YAN Ping JIANG Huiyan 《Wuhan University Journal of Natural Sciences》 CAS 2006年第5期1065-1068,共4页
A kind of single linked lists named aggregative chain is introduced to the algorithm, thus improving the architecture of FP tree. The new FP tree is a one-way tree and only the pointers that point its parent at each n... A kind of single linked lists named aggregative chain is introduced to the algorithm, thus improving the architecture of FP tree. The new FP tree is a one-way tree and only the pointers that point its parent at each node are kept. Route information of different nodes in a same item are compressed into aggregative chains so that the frequent patterns will be produced in aggregative chains without generating node links and conditional pattern bases. An example of Web key words retrieval is given to analyze and verify the frequent pattern algorithm in this paper. 展开更多
关键词 data mining CHAINS fp-growth algorithm frequent pattern aggregative information retrieval
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Three-dimensional transformation of magnetization direction and magnetic field component at low latitudes based on vertical relationship 被引量:6
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作者 He Tao Xiong Sheng-Qing Wang Wan-Yin 《Applied Geophysics》 SCIE CSCD 2022年第1期91-106,145,共17页
The transformation of the magnetization direction and the magnetic fi eld component is one of the important methods in magnetic data processing and transformation,which can be conducted in both wavenumber and spatial ... The transformation of the magnetization direction and the magnetic fi eld component is one of the important methods in magnetic data processing and transformation,which can be conducted in both wavenumber and spatial domains.The transformation method in the wavenumber domain has simpler processing expression and higher processing effi ciency than in the spatial domain;however,they are unstable at low latitude.In this paper,the conclusion that the sum is 0 of two vertical magnetic fi eld components(magnetization inclinations are also perpendicular)in 2D is used for the 3D transformation of the magnetization direction and the magnetic field component.In addition,the transformation method at low latitudes based on vertical relationship(VMT)is proposed,which is an iterative algorithm that converts the transformation of the magnetization direction and the magnetic field component at the low latitude into the high latitude.This method restrains the instability of transformation of constant and variable magnetization direction and magnetic fi eld components in low latitudes.The accuracy,stability,and practicality are verifi ed from synthetic models and real data. 展开更多
关键词 the transformation of magnetization direction and magnetic field component wavenumber domain low latitudes vertical relationship iterative algorithm.
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Accelerating BP-Based Iterative Low-Density Parity-Check Decoding by Modified Vertical and Horizontal Processes 被引量:2
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作者 陈婧文 仰枫帆 +1 位作者 罗琳 THO Le-Ngoc 《Journal of Southwest Jiaotong University(English Edition)》 2009年第4期275-282,共8页
Two modified BP algorithms related to vertical and horizontal processes are proposed to accelerate iterative low-density parity- check (LDPC) decoding over an additive white Gaussian noise (AWGN) channel, where th... Two modified BP algorithms related to vertical and horizontal processes are proposed to accelerate iterative low-density parity- check (LDPC) decoding over an additive white Gaussian noise (AWGN) channel, where the newly updated extrinsic information is immediately used in the current decoding round. Theoretical analysis and simulation results demonstrate that both the modified approaches provide significant performance improvements over the traditional BP algorithm with almost no additional decoding complexity. The proposed algorithm with modified horizontal process offers even better performance than another algorithm with the modified horizontal process. The two modified BP algorithms are very promising in practical communications since both can achieve an excellent trade-off between the performance and decoding complexity. 展开更多
关键词 LDPC codes Iterative decoding BP algorithm Extrinsic information Horizontal process vertical process
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Investigation of Natural Convection Heat Transfer Coefficient on Extended Vertical Base Plates 被引量:1
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作者 M. Fahiminia M. M. Naserian +1 位作者 H. R. Goshayeshi D. Majidian 《Energy and Power Engineering》 2011年第2期174-180,共7页
In this research, Computational analysis of the laminar natural convection on vertical surfaces has been in-vestigated. Natural convection is observed when density gradients are present in a fluid acted upon by a grav... In this research, Computational analysis of the laminar natural convection on vertical surfaces has been in-vestigated. Natural convection is observed when density gradients are present in a fluid acted upon by a gravitational field. Our example of this phenomenon is the heated vertical plate exposed to air, which, far from the plate, is motionless. The CFD simulations are carried out using fluent software. Governing equa-tions are solved using a finite volume approach. Coupling between the velocity and pressure is made with SIMPLE algorithm. The resultant system of discretized linear algebraic equations is solved with an alternat-ing direction implicit scheme. Then a configuration of rectangular fins is put in different ways on the surface and natural convection heat transfer coefficient on these no slope surfaces is studied and finally optimization is done. 展开更多
关键词 Natural CONVECTION vertical SURFACES Simple algorithm RECTANGULAR FINS
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Optimized Design of H-Type Vertical Axis Wind Airfoil at Multiple Angles of Attack 被引量:1
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作者 Chunyan Zhang Shuaishuai Wang +1 位作者 Yinhu Qiao Zhiqiang Zhang 《Fluid Dynamics & Materials Processing》 EI 2023年第10期2661-2679,共19页
Numerical simulations are conducted to improve the energy acquisition efficiency of H-type vertical axis wind turbines through the optimization of the related blade airfoil aerodynamic performance.The Bézier curve... Numerical simulations are conducted to improve the energy acquisition efficiency of H-type vertical axis wind turbines through the optimization of the related blade airfoil aerodynamic performance.The Bézier curve is initi-ally used tofit the curve profile of a NACA2412 airfoil,and the moving asymptote algorithm is then exploited to optimize the design of the considered H-type vertical-axis wind-turbine blade airfoil for a certain attack angle.The results show that the maximum lift coefficient of the optimized airfoil is 8.33%higher than that of the original airfoil.The maximum lift-to-drag ratio of the optimized airfoil exceeds the maximum lift-to-drag ratio of the ori-ginal airfoil by 11.22%.Moreover,the power coefficient is increased by 12.19%and the torque coefficient of the wind turbine is significantly improved. 展开更多
关键词 H-type vertical axis wind turbine Bézier curves moving asymptote algorithm airfoil optimization
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Recognition of vertical vowel graphemes of Korean characters based on combination of vowel graphemes
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作者 崔荣一 洪炳熔 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2002年第3期302-306,共5页
Korean characters consist of 2 dimensional distributed consonantal and vowel graphemes. The purpose of reducing the 2 dimensional characteristics of Korean characters to linear arrangements at early stage of character... Korean characters consist of 2 dimensional distributed consonantal and vowel graphemes. The purpose of reducing the 2 dimensional characteristics of Korean characters to linear arrangements at early stage of character recognition is to decrease the complexity of following recognition task. By defining the identification codes for the vowel graphemes of Korean characters, the rules for combination of vowel graphemes are established, and a recognition algorithm based on the rules for combination of vowel graphemes, is therefore proposed for vertical vowel graphemes. The algorithm has been proved feasilbe through demonstrating simulations. 展开更多
关键词 KOREAN character RECOGNITION identification codes of VOWEL graphemes COMBINATION rules of vowelgraphemes RECOGNITION algorithm for vertical VOWEL graphemes
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Vertical two-dimensional non-hydrostatic pressure model with single layer
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作者 康玲 郭晓明 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2013年第6期721-730,共10页
The vertical two-dimensional non-hydrostatic pressure models with multiple layers can make prediction more accurate than those obtained by the hydrostatic pres- sure assumption. However, they are time-consuming and un... The vertical two-dimensional non-hydrostatic pressure models with multiple layers can make prediction more accurate than those obtained by the hydrostatic pres- sure assumption. However, they are time-consuming and unstable, which makes them unsuitable for wider application. In this study, an efficient model with a single layer is developed. Decomposing the pressure into the hydrostatic and dynamic components and integrating the x-momentum equation from the bottom to the free surface can yield a horizontal momentum equation, in which the terms relevant to the dynamic pressure are discretized semi-implicitly. The convective terms in the vertical momentum equation are ignored, and the rest of the equation is approximated with the Keller-box scheme. The velocities expressed as the unknown dynamic pressure are substituted into the continuity equation, resulting in a tri-diagonal linear system solved by the Thomas algorithm. The validation of solitary and sinusoidal waves indicates that the present model can provide comparable results to the models with multiple layers but at much lower computation cost. 展开更多
关键词 vertical two-dimensional model non-hydrostatic pressure single layer Thomas algorithm WAVE
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Improvment of Free Convection Heat Transfer Rateof Rectangular Heatsink on Vertical Base Plates
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作者 HamidReza Goshayeshi Mahdi Fahiminia Mohammad Mahdi Naserian 《Energy and Power Engineering》 2011年第4期525-532,共8页
In this paper, the laminar heat transfer of natural convection on vertical surfaces is investigated. Most of the studies on natural convection have been considered constantly whereas velocity and temperature domain, d... In this paper, the laminar heat transfer of natural convection on vertical surfaces is investigated. Most of the studies on natural convection have been considered constantly whereas velocity and temperature domain, do not change with time, transient one are used a lot. Governing equations are solved using a finite volume approach. The convective terms are discretized using the power-law scheme, whereas for diffusive terms the central difference is employed. Coupling between the velocity and pressure is made with SIMPLE algorithm. The resultant system of discretized linear algebraic equations is solved with an alternating direction implicit scheme. Then a configuration of rectangular fins is put in different ways on the surface and heat transfer of natural convection on these surfaces without sliding is studied and finally optimization is investigated. 展开更多
关键词 NATURAL CONVECTION vertical SURFACES Simple algorithm RECTANGULAR FINS
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Vertical Federated Learning Based on Consortium Blockchain for Data Sharing in Mobile Edge Computing
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作者 Yonghao Zhang Yongtang Wu +2 位作者 Tao Li Hui Zhou Yuling Chen 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第10期345-361,共17页
The data in Mobile Edge Computing(MEC)contains tremendousmarket value,and data sharing canmaximize the usefulness of the data.However,certain data is quite sensitive,and sharing it directly may violate privacy.Vertica... The data in Mobile Edge Computing(MEC)contains tremendousmarket value,and data sharing canmaximize the usefulness of the data.However,certain data is quite sensitive,and sharing it directly may violate privacy.Vertical Federated Learning(VFL)is a secure distributed machine learning framework that completes joint model training by passing encryptedmodel parameters rather than raw data,so there is no data privacy leakage during the training process.Therefore,the VFL can build a bridge between data demander and owner to realize data sharing while protecting data privacy.Typically,the VFL requires a third party for key distribution and decryption of training results.In this article,we employ the consortium blockchain instead of the traditional third party and design a VFL architecture based on the consortium blockchain for data sharing in MEC.More specifically,we propose a V-Raft consensus algorithm based on Verifiable Random Functions(VRFs),which is a variant of the Raft.The VRaft is able to elect leader quickly and stably to assist data demander and owner to complete data sharing by VFL.Moreover,we apply secret sharing todistribute the private key to avoid the situationwhere the training result cannot be decrypted if the leader crashes.Finally,we analyzed the performance of the V-Raft and carried out simulation experiments,and the results show that compared with Raft,the V-Raft has higher efficiency and better scalability. 展开更多
关键词 Mobile edge computing vertical federated learning consortium blockchain consensus algorithm
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Structural Design Optimization of a Vertical Axis Wind Turbine for Seismic Qualification and Lightweight
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作者 Young-Hyu Choi Min-Gyu Kang 《World Journal of Engineering and Technology》 2016年第3期158-167,共10页
Recently, there is a growing interest in seismic qualification of ridges, buildings and mechanical equipment worldwide due to increase of accidents caused by earthquake. Severe earthquake can bring serious problems in... Recently, there is a growing interest in seismic qualification of ridges, buildings and mechanical equipment worldwide due to increase of accidents caused by earthquake. Severe earthquake can bring serious problems in the wind turbines and eventually lead to an interruption to their electric power supply. To overcome and prevent these undesirable problems, structural design optimization of a small vertical axis wind turbine has performed, in this study, for seismic qualification and lightweight by using a Genetic Algorithm (GA) subject to some design constraints such as the maximum stress limit, maximum deformation limit, and seismic acceleration gain limit. Also, the structural design optimizations were conducted for the four different initial design variable sets to confirm robustness of the optimization algorithm used. As a result, all the optimization results for the 4 different initial designs showed good agreement with each other properly. Thus the structural design optimization of a small vertical-axis wind turbine could be successfully accomplished. 展开更多
关键词 Small vertical-Axis Wind Turbine Seismic Qualification Response Spectrum Analysis Structural Design Optimization Genetic algorithm
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VHO Algorithm for Heterogeneous Networks of UAV-Hangar Cluster Based on GA Optimization and Edge Computing
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作者 Siliang Chen Dongri Shan Yansheng Niu 《Computers, Materials & Continua》 2025年第12期5263-5286,共24页
With the increasing deployment of Unmanned Aerial Vehicle-Hangar(UAV-H)clusters in dynamic environments such as disaster response and precision agriculture,existing networking schemes often struggle with adaptability ... With the increasing deployment of Unmanned Aerial Vehicle-Hangar(UAV-H)clusters in dynamic environments such as disaster response and precision agriculture,existing networking schemes often struggle with adaptability to complex scenarios,while traditional Vertical Handoff(VHO)algorithms fail to fully address the unique challenges of UAV-H systems,including high-speed mobility and limited computational resources.To bridge this gap,this paper proposes a heterogeneous network architecture integrating 5th Generation Mobile Communication Technology(5G)cellular networks and self-organizing mesh networks for UAV-H clusters,accompanied by a novel VHO algorithm.The proposed algorithm leverages Multi-Attribute Decision-Making(MADM)theory combined with Genetic Algorithm(GA)optimization,incorporating edge computing to enable real-time decision-making and offload computational tasks efficiently.By constructing a utility function through attribute and weight matrices,the algorithm ensures UAV-H clusters dynamically select the optimal network access with the highest utility value.Simulation results demonstrate that the proposed method reduces network handoff times by 26.13%compared to the Decision Tree VHO(DT-VHO),effectively mitigating the ping-pong effect,and enhancing total system throughput by 19.99%under the same conditions.In terms of handoff delay,it outperforms the Artificial Neural Network VHO(ANN-VHO),significantly improving the Quality of Service(QoS).Finally,real-world hardware platform experiments validate the algorithm’s feasibility and superior performance in practical UAV-H cluster operations.This work provides a robust solution for seamless network connectivity in high-mobility UAV clusters,offering critical support for emerging applications requiring reliable and efficient wireless communication. 展开更多
关键词 vertical handoff heterogeneous networks genetic algorithm multiple-attribute decision-making unmanned aerial vehicle edge computing
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基于Spark框架的FP-Growth大数据频繁项集挖掘算法 被引量:13
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作者 邵梁 何星舟 尚俊娜 《计算机应用研究》 CSCD 北大核心 2018年第10期2932-2935,共4页
针对大数据中的频繁项集挖掘问题,提出一种基于Spark框架的FP-Growth频繁项集并行挖掘算法。首先,根据垂直布局思想将数据按照事务标志符垂直排列,以此解决扫描整个数据集的缺陷;然后,通过FPGrowth算法构建频繁模式树,并生成频繁1-项集... 针对大数据中的频繁项集挖掘问题,提出一种基于Spark框架的FP-Growth频繁项集并行挖掘算法。首先,根据垂直布局思想将数据按照事务标志符垂直排列,以此解决扫描整个数据集的缺陷;然后,通过FPGrowth算法构建频繁模式树,并生成频繁1-项集;接着,通过扫描垂直数据集来计算项集的支持度,从而识别出非频繁项,并将其从数据集中删除以降低数据尺寸;最后,通过迭代过程来生成频繁k-项集。在标准数据集上的实验结果表明,该算法能够有效挖掘出频繁项集,在执行时间方面具有很大的优越性。 展开更多
关键词 大数据 频繁项集挖掘 Spark框架 fp-growth算法 垂直布局
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基于MapReduce的垂直FP-growth挖掘算法研究 被引量:2
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作者 王嵘冰 徐红艳 魏莲莲 《计算机与数字工程》 2018年第7期1284-1287,1296,共5页
在大数据背景下,为了提高算法的并行度,论文提出了一种基于MapReduce的垂直FP-growth挖掘算法,将MapReduce模式和传统的挖掘算法相结合。首先由Map函数对事物数据库项进行解析,Reduce函数对频繁项的支持度进行计算并对全局频繁树进行合... 在大数据背景下,为了提高算法的并行度,论文提出了一种基于MapReduce的垂直FP-growth挖掘算法,将MapReduce模式和传统的挖掘算法相结合。首先由Map函数对事物数据库项进行解析,Reduce函数对频繁项的支持度进行计算并对全局频繁树进行合并,从而使垂直FP-growth算法的迭代过程并行化;然后,通过全局频繁项的计算得到准确的频繁项集和关联规则。最后,通过实验验证论文所提算法不仅能够保持原FP-growth算法的准确度,而且在大数据处理中具有较高的集群性能和执行效率。 展开更多
关键词 数据挖掘 垂直fp-growth算法 MAPREDUCE 并行计算
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基于列车能耗与建设成本的重载铁路线路纵断面双目标优化
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作者 孙铭浩 曾勇 《铁道标准设计》 北大核心 2026年第1期17-24,40,共9页
为了在重载铁路线路纵断面优化中达到同时降低列车运行能耗和建设成本的目的,首先,以变坡点里程和高程为决策变量,考虑坡长与坡度两类约束,以最小化列车能耗与建设成本为目标,建立重载铁路线路纵断面双目标优化模型;其次,将“擂台赛”... 为了在重载铁路线路纵断面优化中达到同时降低列车运行能耗和建设成本的目的,首先,以变坡点里程和高程为决策变量,考虑坡长与坡度两类约束,以最小化列车能耗与建设成本为目标,建立重载铁路线路纵断面双目标优化模型;其次,将“擂台赛”法与粒子群算法相结合,利用“擂台赛”法改进非支配解集构造过程,通过聚集距离和边际效益分析获取全局最优解,提出双目标粒子群改进算法,并将排除法作为对比方法,以反世代距离评价指标(IGD)为评价指标,采用典型测试函数对改进算法性能进行分析;最后,结合某线路设计案例,对构建的双目标优化模型与改进算法进行应用分析。研究结果表明:与排除法相比,基于“擂台赛”法的粒子群改进算法性能有明显提升,利用其优化典型测试函数时得到的IGD值为0.028,比排除法小0.052,得到的Pareto最优解个数为20个,比排除法多5个,耗时比排除法少0.26s;与人工设计方案相比,通过本模型优化后的方案,其列车能耗降低3.44%,建设成本降低22.1%。 展开更多
关键词 重载铁路 纵断面优化 双目标粒子群改进算法 “擂台赛”法 列车能耗 建设成本
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Small World Properties Generated by a New Algorithm Under Same Degree of All Nodes 被引量:8
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作者 LI Yong FANG Jin-Qing LIU Qiang LIANG Yong 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第5期950-954,共5页
Based on the model of the same degree of all nodes we proposed before, a new algorithm, the so-called “spread all over vertices” (SAV) algorithm, is proposed for generating small-world properties from a regular ri... Based on the model of the same degree of all nodes we proposed before, a new algorithm, the so-called “spread all over vertices” (SAV) algorithm, is proposed for generating small-world properties from a regular ring lattices. During randomly rewiring connections the SAV is used to keep the unchanged number of links. Comparing the SAV algorithm with the Watts-Strogatz model and the “spread all over boundaries” algorithm, three methods can have the same topological properties of the small world networks. These results offer diverse formation of small world networks. It is helpful to the research of some applications for dynamics of mutual oscillator inside nodes and interacting automata associated with networks. 展开更多
关键词 small world network the same degree of all nodes in the network “spread all over vertices”algorithm average shortest path length average clustering coefficient
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