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Sensitivity Analysis of Structural Dynamic Behavior Based on the Sparse Polynomial Chaos Expansion and Material Point Method
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作者 Wenpeng Li Zhenghe Liu +4 位作者 Yujing Ma Zhuxuan Meng Ji Ma Weisong Liu Vinh Phu Nguyen 《Computer Modeling in Engineering & Sciences》 2025年第2期1515-1543,共29页
This paper presents a framework for constructing surrogate models for sensitivity analysis of structural dynamics behavior.Physical models involving deformation,such as collisions,vibrations,and penetration,are devel-... This paper presents a framework for constructing surrogate models for sensitivity analysis of structural dynamics behavior.Physical models involving deformation,such as collisions,vibrations,and penetration,are devel-oped using the material point method.To reduce the computational cost of Monte Carlo simulations,response surface models are created as surrogate models for the material point system to approximate its dynamic behavior.An adaptive randomized greedy algorithm is employed to construct a sparse polynomial chaos expansion model with a fixed order,effectively balancing the accuracy and computational efficiency of the surrogate model.Based on the sparse polynomial chaos expansion,sensitivity analysis is conducted using the global finite difference and Sobol methods.Several examples of structural dynamics are provided to demonstrate the effectiveness of the proposed method in addressing structural dynamics problems. 展开更多
关键词 Structural dynamics DEFORMATION material point method sparse polynomial chaos expansion adaptive randomized greedy algorithm sensitivity analysis
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Algorithm for Fast Calculation of Hirzebruch-Jung Continued Fraction Expansions to Coding of Graph Manifolds
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作者 Fernando I. Becerra López Vladimir N. Efremov Alfonso M. Hernández Magdaleno 《Applied Mathematics》 2015年第10期1676-1684,共9页
We present a new algorithm for the fast expansion of rational numbers into continued fractions. This algorithm permits to compute the complete set of integer Euler numbers of the sophisticate tree graph manifolds, whi... We present a new algorithm for the fast expansion of rational numbers into continued fractions. This algorithm permits to compute the complete set of integer Euler numbers of the sophisticate tree graph manifolds, which we used to simulate the coupling constant hierarchy for the universe with five fundamental interactions. Moreover, we can explicitly compute the integer Laplacian block matrix associated with any tree plumbing graph. This matrix coincides up to sign with the integer linking matrix (the main topological invariant) of the graph manifold corresponding to the plumbing graph. The need for a special algorithm appeared during computations of these topological invariants of complicated graph manifolds since there emerged a set of special rational numbers (fractions) with huge numerators and denominators;for these rational numbers, the ordinary methods of expansion in continued fraction became unusable. 展开更多
关键词 Hirzebruch-Jung Continued Fraction Fast expansion algorithm GRAPH MANIFOLDS
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Analytic Theory of Finite Asymptotic Expansions in the Real Domain. Part II-C: Constructive Algorithms for Canonical Factorizations and a Special Class of Asymptotic Scales
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作者 Antonio Granata 《Advances in Pure Mathematics》 2015年第8期503-526,共24页
This part II-C of our work completes the factorizational theory of asymptotic expansions in the real domain. Here we present two algorithms for constructing canonical factorizations of a disconjugate operator starting... This part II-C of our work completes the factorizational theory of asymptotic expansions in the real domain. Here we present two algorithms for constructing canonical factorizations of a disconjugate operator starting from a basis of its kernel which forms a Chebyshev asymptotic scale at an endpoint. These algorithms arise quite naturally in our asymptotic context and prove very simple in special cases and/or for scales with a small numbers of terms. All the results in the three Parts of this work are well illustrated by a class of asymptotic scales featuring interesting properties. Examples and counterexamples complete the exposition. 展开更多
关键词 ASYMPTOTIC expansionS CANONICAL FACTORIZATIONS of Disconjugate OPERATORS algorithms for CANONICAL FACTORIZATIONS CHEBYSHEV ASYMPTOTIC Scales
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AN EXPANSION AND CORRECTION ALGORITHM FOR PHOTOELECTRIC IMAGE WITH GEOMETRIC DISTORTION^1
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作者 Liu Jingen Wu Zhipeng Liu Shangqian (Lab. 503, Xidian University, Xi’an 710071) 《Journal of Electronics(China)》 2003年第3期189-193,共5页
A creepy photoelectric endoscopy system with good performance is studied, and anexpansion and correction algorithm for a compressed photoelectric image with serious geometricdistortion is presented. The algorithm can ... A creepy photoelectric endoscopy system with good performance is studied, and anexpansion and correction algorithm for a compressed photoelectric image with serious geometricdistortion is presented. The algorithm can not only correct the geometric distortion, but alsorestore the gray-level distribution by means of ternary convolution algorithm. The details andthe outline in the image are very clear. It is proved to be of high performance in practice. 展开更多
关键词 Photoelectric image Geometric distortion Image expansion and correction Ternary convolution algorithm
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基于Ring-Sum-Expansion范式的Reed-Muller展开式算法 被引量:1
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作者 朱皖宁 陈汉武 +1 位作者 刘志昊 王冬 《东南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2010年第5期932-936,共5页
为了改善生成Reed-Muller展开式的灵活性,提出了基于RSE范式的Reed-Muller展开式算法.根据将析取主范式转化为Ring-Sum-Expansion范式的过程,先使用真值表输入项构造预处理表,再从真值表中抽取使输出项为真的二进制码,通过预处理表直接... 为了改善生成Reed-Muller展开式的灵活性,提出了基于RSE范式的Reed-Muller展开式算法.根据将析取主范式转化为Ring-Sum-Expansion范式的过程,先使用真值表输入项构造预处理表,再从真值表中抽取使输出项为真的二进制码,通过预处理表直接解出每一个输出项的Reed-Muller展开式.对算法进行复杂度分析比较表明,与通常所用的GRM递归算法和GRM矩阵相乘Reed-Muller展开式算法相比,该算法在生成展开式时具有更好的灵活性,可以单独生成指定输出项的Reed-Muller展开式,不同于常用算法必须要一次生成全部输出项的Reed-Muller展开式. 展开更多
关键词 Ring-Sum-expansion范式 Reed-Muller展开式 GRM递归算法 GRM矩阵算法
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基于冗余度和方差的P-Cycle圈构造算法的研究 被引量:1
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作者 孙强 李德莉 任叶 《铁道学报》 EI CAS CSCD 北大核心 2018年第12期101-107,共7页
铁路光传送网络是高速铁路地面基础设施的神经中枢,为避免网络故障给铁路运营带来巨大损失,重点研究光传送网P-Cycle(Pre-configured Cycle)保护技术,提出在圈扩展时以所有候选圈上未保护工作容量的方差、冗余度两个指标为比较标准的RVP... 铁路光传送网络是高速铁路地面基础设施的神经中枢,为避免网络故障给铁路运营带来巨大损失,重点研究光传送网P-Cycle(Pre-configured Cycle)保护技术,提出在圈扩展时以所有候选圈上未保护工作容量的方差、冗余度两个指标为比较标准的RVPA(Redundancy and Variance Based P-Cycle Construction Algorithm)算法。圈扩展的过程中,算法将选择方差与冗余度能同时满足条件的候选圈作为本轮扩展圈,有效限制了完成保护的P-Cycle圈个数;圈扩展停止条件中,当UPL与参数M、冗余度的大小关系满足条件时,则停止圈扩展,从而限制圈上节点数,使圈个数与圈长度得到有效均衡;在仿真过程中,利用泛欧网络拓扑COST239对RVPA算法进行仿真,并对比分析不同M值下的性能。仿真结果表明,在相同空闲资源与待保护工作容量设定下,参数M取0.5时效果最优,并且RVPA算法的保护容量效率、所需圈的个数、算法整体耗时、总冗余度均优于已有的POCA(P-Cycle Optimization Configuration Heuristic Algorithm)算法。 展开更多
关键词 生存性 p-cycle保护 p-cycle圈扩展算法 资源占用 保护容量效率
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基于α-expansion的超分辨率图像重建
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作者 张东晓 李翠华 《中国科技论文》 CAS 北大核心 2015年第8期937-941,共5页
为了获得更精确的超分辨率重建结果,在重建高分辨率像素时,剔除对重建贡献微弱甚至没有贡献的低分辨率像素,保留有所贡献的低分辨率像素。对低分辨率像素的贡献进行程度化,获得所有低分辨率像素的加权贡献,并进一步建立超分辨率重建的... 为了获得更精确的超分辨率重建结果,在重建高分辨率像素时,剔除对重建贡献微弱甚至没有贡献的低分辨率像素,保留有所贡献的低分辨率像素。对低分辨率像素的贡献进行程度化,获得所有低分辨率像素的加权贡献,并进一步建立超分辨率重建的极小化能量函数,使用α-expansion算法求解能量函数极小化问题。在求解过程中,保留3个像素间的关系,可避免由能量函数的近似而引入的错误信息。实验结果表明,所提方法是合理、有效的。 展开更多
关键词 图像处理 超分辨率 α-expansion算法 图像重建 程度化
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High mobility channel estimation method based on improved basis expansion model 被引量:2
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作者 Jinjin Huang Yisheng Zhao +2 位作者 Zhixiang Dong Mengjia Chen Zhonghui Chen 《Digital Communications and Networks》 SCIE 2019年第2期76-83,共8页
In this paper,the problem of high mobility channel estimation in the Long-Term Evolution for Railway(LTE-R)communication system is investigated.By using a Basis Expansion Model(BEM),the channel impulse response is mod... In this paper,the problem of high mobility channel estimation in the Long-Term Evolution for Railway(LTE-R)communication system is investigated.By using a Basis Expansion Model(BEM),the channel impulse response is modeled as the sum of several basis functions multiplied by coefficients.By estimating the basis function coefficients,the fast time-varying channel can be approximated.In order to reduce the estimation error resulting from the high frequency basis function,the Generalized Complex Exponential BEM(GCE-BEM)is modified to form an Improved GCE-BEM(IGCE-BEM)by adding a correction coefficient to the basis function.Moreover,an Improved Baseline Tilting(IBT)method is proposed to reduce the Gibbs effect.In addition,linear interpolation,Gauss interpolation,and three-order Hermite interpolation are adopted to obtain the channel impulse response at non pilot locations based on the channel estimation results at pilot positions.The simulation results show that the IGCE-BEM outperforms the CE-BEM and GCE-BEM in terms of the Normalized Mean Squared Error(NMSE).The IB T method is better than the BT method in reducing the Gibbs effect.In addition,combined with the IBT,the IGCE-BEM also has low NMSE under high moving speed and high noise power.The performance of the threeorder Hermite interpolation method is higher than that of the linear interpolation and Gauss interpolation approaches. 展开更多
关键词 Channel estimation LTE-R Basis expansion model Interpolation algorithm
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Multi-objective Transmission Expansion Planning Considering Life Cycle Cost 被引量:31
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作者 LIU Lu CHENG Haozhong MA Zeliang YAO Liangzhong BAZARGAN Masoud 《中国电机工程学报》 EI CSCD 北大核心 2012年第22期I0007-I0007,19,共1页
为克服目前全寿命周期成本(life cycle cost,LCC)技术的应用局限于设备运行或维护阶段的不足,针对输电网整体建立一个3维LCC层级模型,包括时间维度、元件维度和费用维度。费用维度进一步分解为设备级、系统级、外部环境成本。研究了... 为克服目前全寿命周期成本(life cycle cost,LCC)技术的应用局限于设备运行或维护阶段的不足,针对输电网整体建立一个3维LCC层级模型,包括时间维度、元件维度和费用维度。费用维度进一步分解为设备级、系统级、外部环境成本。研究了以可靠性为中心的维护手段的应用对维护成本的影响,利用电量不足期望值计算故障成本。在此基础上,对风电等4种不确定因素进行建模,建立以LCC成本最小和切负荷量最小为多目标的输电网机会约束规划模型。采用正态边界交点算法联合改进小生境遗传算法,对模型有效求解。最后,分别对18节点系统和77节点系统进行算例分析。研究结果给出了帕累托解集及推荐的最优规划方案;此外,LCC费用分解图表明了各费用的比重和影响,有利于指导未来资产管理。 展开更多
关键词 生命周期成本 输电网规划 多目标 扩展规划 输电网络 最低成本 维护成本 成本管理
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Numerical Solution of Differential Equations by Direct Taylor Expansion
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作者 Pirooz Mohazzabi Jennifer L. Becker 《Journal of Applied Mathematics and Physics》 2017年第3期623-630,共8页
A variation of the direct Taylor expansion algorithm is suggested and applied to several linear and nonlinear differential equations of interest in physics and engineering, and the results are compared with those obta... A variation of the direct Taylor expansion algorithm is suggested and applied to several linear and nonlinear differential equations of interest in physics and engineering, and the results are compared with those obtained from other algorithms. It is shown that the suggested algorithm competes strongly with other existing algorithms, both in accuracy and ease of application, while demanding a shorter computation time. 展开更多
关键词 TAYLOR Series expansion algorithm NUMERICAL Solution DIFFERENTIAL EQUATIONS
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A Novel Bi-Level VSC-DC Transmission Expansion Planning Method of VSC-DC for Power System Flexibility and Stability Enhancement
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作者 Weigang Jin Lei Chen +3 位作者 Shencong Zheng Yuqi Jiang Yifei Li Hongkun Chen 《Energy Engineering》 EI 2024年第11期3161-3179,共19页
Investigating flexibility and stability boosting transmission expansion planning(TEP)methods can increase the renewable energy(RE)consumption of the power systems.In this study,we propose a bi-level TEP method for vol... Investigating flexibility and stability boosting transmission expansion planning(TEP)methods can increase the renewable energy(RE)consumption of the power systems.In this study,we propose a bi-level TEP method for voltage-source-converter-based direct current(VSC-DC),focusing on flexibility and stability enhancement.First,we established the TEP framework of VSC-DC,by introducing the evaluation indices to quantify the power system flexibility and stability.Subsequently,we propose a bi-level VSC-DC TEP model:the upper-level model acquires the optimal VSC-DC planning scheme by using the improved moth flame optimization(IMFO)algorithm,and the lower-level model evaluates the flexibility through time-series production simulation.Finally,we applied the proposedVSC-DC TEPmethod to the modified IEEE-24 and IEEE-39 test systems,and obtained the optimalVSCDC planning schemes.The results verified that the proposed method can achieve excellent RE curtailment with high flexibility and stability.Furthermore,the well-designed IMFO algorithm outperformed the traditional particle swarm optimization(PSO)and moth flame optimization(MFO)algorithms,confirming the effectiveness of the proposed approach. 展开更多
关键词 VSC-DC transmission expansion planning renewable energy consumption line delivery flexibility short-circuit ratio improved moth flame optimization algorithm
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Hybrid Framework for Structural Analysis: Integrating Topology Optimization, Adjacent Element Temperature-Driven Pre-Stress, and Greedy Algorithms
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作者 Ibrahim T.Teke Ahmet H.Ertas 《Computers, Materials & Continua》 2025年第7期243-264,共22页
This study presents a novel hybrid topology optimization and mold design framework that integrates process fitting,runner system optimization,and structural analysis to significantly enhance the performance of injecti... This study presents a novel hybrid topology optimization and mold design framework that integrates process fitting,runner system optimization,and structural analysis to significantly enhance the performance of injection-molded parts.At its core,the framework employs a greedy algorithm that generates runner systems based on adjacency and shortest path principles,leading to improvements in both mechanical strength and material efficiency.The design optimization is validated through a series of rigorous experimental tests,including three-point bending and torsion tests performed on key-socket frames,ensuring that the optimized designs meet practical performance requirements.A critical innovation of the framework is the development of the Adjacent Element Temperature-Driven Prestress Algorithm(AETDPA),which refines the prediction of mechanical failure and strength fitting.This algorithm has been shown to deliver mesh-independent accuracy,thereby enhancing the reliability of simulation results across various design iterations.The framework’s adaptability is further demonstrated by its ability to adjust optimization methods based on the unique geometry of each part,thus accelerating the overall design process while ensuring struc-tural integrity.In addition to its immediate applications in injection molding,the study explores the potential extension of this framework to metal additive manufacturing,opening new avenues for its use in advanced manufacturing technologies.Numerical simulations,including finite element analysis,support the experimental findings and confirm that the optimized designs provide a balanced combination of strength,durability,and efficiency.Furthermore,the integration challenges with existing injection molding practices are addressed,underscoring the framework’s scalability and industrial relevance.Overall,this hybrid topology optimization framework offers a computationally efficient and robust solution for advanced manufacturing applications,promising significant improvements in design efficiency,cost-effectiveness,and product performance.Future work will focus on further enhancing algorithm robustness and exploring additional applications across diverse manufacturing processes. 展开更多
关键词 Plastic injection molding 3D printing three-point bending tensile test adjacent element temperature-driven pre-stress algorithm D-S-ER S-D-S-ER thermal expansion greedy algorithm
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改进灰狼优化算法天然气余压发电参数优化
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作者 蒋林 王弘涛 +2 位作者 丁辉 朱静东 张艺馨 《煤气与热力》 2026年第3期50-55,共6页
在天然气高压差比情况下余压发电系统通常采用多级膨胀发电方式,然而中间压力选择不当和天然气入口气压波动将导致余压发电效率变低,甚至恶化发电系统的稳定性。为此,提出一种基于多策略改进灰狼优化算法的高压差比天然气余压发电参数... 在天然气高压差比情况下余压发电系统通常采用多级膨胀发电方式,然而中间压力选择不当和天然气入口气压波动将导致余压发电效率变低,甚至恶化发电系统的稳定性。为此,提出一种基于多策略改进灰狼优化算法的高压差比天然气余压发电参数优化方法。依据实例,在定工况下,使用所提算法,二级膨胀优化结果误差仅为0.041 W,三级膨胀优化结果误差仅为30 W,验证了其有效性。进一步使用所提算法在变工况下进行仿真实验,得到原工艺、变化后工况二级膨胀误差仅为0.053、0.00055 W,三级膨胀误差仅为3.7、7.8 W,验证了所提算法具有较强的工况适应性。基于多策略改进灰狼优化算法的高压差比天然气余压发电参数优化方法在定工况、变工况下优化结果误差均较小,算法的有效性和工况适应性均优良。 展开更多
关键词 多策略改进灰狼优化算法 天然气余压发电 高压差比 多级膨胀 中间压力
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基于负荷可行域和可靠性跟踪的电力系统扩容规划及其求解算法
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作者 李轩 谢开贵 +1 位作者 邵常政 胡博 《上海交通大学学报》 北大核心 2026年第2期200-210,I0003,共12页
电力系统可靠性评估计算复杂度高,难以嵌入电力系统扩容规划模型中.为了实现考虑可靠性的系统扩容规划,提出一种基于负荷可行域和可靠性跟踪的电力系统扩容规划模型及其求解算法.建立基于负荷可行域的近似距离模型,将可靠性评估中的切... 电力系统可靠性评估计算复杂度高,难以嵌入电力系统扩容规划模型中.为了实现考虑可靠性的系统扩容规划,提出一种基于负荷可行域和可靠性跟踪的电力系统扩容规划模型及其求解算法.建立基于负荷可行域的近似距离模型,将可靠性评估中的切负荷计算从优化问题求解转变为方程求解,降低可靠性评估计算复杂度.基于近似距离模型,建立可靠性指标对设备容量的灵敏度模型,实现针对设备容量的可靠性跟踪.最后提出以可靠性提升为目标的电力系统扩容规划模型,以及基于可靠性跟踪和贪心算法的优化求解算法.结果表明:近似距离模型能够有效降低可靠性评估的计算复杂度;灵敏度模型能够正确反映设备容量变化对系统可靠性的影响;扩容规划模型及求解算法能够达到最优的系统扩容规划结果. 展开更多
关键词 扩容规划 可靠性跟踪 负荷可行域 近似距离模型 贪心算法
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同伦类约束下系留无人机轨迹规划方法研究
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作者 张若璠 李新凯 +3 位作者 孟月 王聪 马萍 张宏立 《火力与指挥控制》 北大核心 2026年第3期99-106,共8页
智能化技术的发展使系留无人机在未来无人战场中至关重要。针对系留无人机在复杂环境中运动受限且路径搜索效率低的问题,提出一种同伦类约束下的轨迹规划方法。建立系留电缆与运动轨迹之间的关系,构造可行路图,提高了全局规划能力。改进... 智能化技术的发展使系留无人机在未来无人战场中至关重要。针对系留无人机在复杂环境中运动受限且路径搜索效率低的问题,提出一种同伦类约束下的轨迹规划方法。建立系留电缆与运动轨迹之间的关系,构造可行路图,提高了全局规划能力。改进A^(*)搜索算法的启发函数和节点搜索策略,提高了路径搜索的效率。仿真结果表明,所提方法搜索时间更短、扩展节点数更少,有效解决了系留无人机在复杂环境下的运动规划问题。 展开更多
关键词 系留无人机 同伦类约束 轨迹规划 A^(*)算法 节点搜索策略
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基于阶梯波盲移频的LFM雷达干扰技术
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作者 张梦杰 赵忠凯 《电子信息对抗技术》 2026年第1期1-7,共7页
针对非整数阶盲移频干扰生成的欺骗干扰效果单一,假目标分布规律等问题,提出了一种基于阶梯波盲移频的线性调频(Linear Frequency Modulation,LFM)雷达干扰。设计了均匀阶梯波和非均匀阶梯波两种移频方法,推导了基于阶梯波盲移频的LFM... 针对非整数阶盲移频干扰生成的欺骗干扰效果单一,假目标分布规律等问题,提出了一种基于阶梯波盲移频的线性调频(Linear Frequency Modulation,LFM)雷达干扰。设计了均匀阶梯波和非均匀阶梯波两种移频方法,推导了基于阶梯波盲移频的LFM雷达干扰数学模型。该技术引入阶梯波函数对系统阶数进行调制,在系统延时不变的情况下,可以实现精确位置的欺骗假目标群或固定范围内的随机假目标。通过调整阶梯波函数的各项参数,可以完成对假目标位置、幅度和数量的控制。仿真验证表明,采用均匀阶梯波函数可以实现特定位置的密集假目标,采用非均匀阶梯波函数能够在特定范围内生成随机的假目标。对调频斜率捷变的雷达有着较强的干扰能力,具有较好的工程应用意义。 展开更多
关键词 非整数阶频谱扩展和压缩算法 阶梯波函数 欺骗干扰 压制干扰
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计及线损的交流输电网线路扩展鲁棒规划方法
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作者 武振宇 刘永行 +3 位作者 刘源森 张艺涵 郑永乐 祖文静 《电气传动》 2026年第4期76-85,共10页
随着“双碳”目标的提出和新型电力系统的发展,风光等可再生能源占比不断提高,负荷体量增大且波动性增强,源荷双侧不确定性对输电网线路扩展提出了更高要求。同时,输电网输电量的增加使得线损成为影响输电网线路规划方案经济性的关键因... 随着“双碳”目标的提出和新型电力系统的发展,风光等可再生能源占比不断提高,负荷体量增大且波动性增强,源荷双侧不确定性对输电网线路扩展提出了更高要求。同时,输电网输电量的增加使得线损成为影响输电网线路规划方案经济性的关键因素。为此,提出了一种同时考虑线损和源荷不确定性的交流输电网线路扩展鲁棒规划方法。首先,建立考虑线损的交流潮流模型,以提升建模精度,确保规划方案的经济性;其次,采用典型场景集替代传统极限场景集,以降低决策保守性,构建基于典型场景集的N-1预想故障约束集,以保障系统安全运行。所提模型为含大规模整数变量的混合整数二阶锥规划问题,计算复杂度高。为提高求解效率,采用列和约束生成(C&CG)算法将模型分解为主问题和多个典型场景子问题,通过迭代求解实现高效计算。最后,基于改进的IEEE-24节点系统以及IEEE-118节点系统进行仿真计算,验证了所提模型和方法的有效性。 展开更多
关键词 线路损耗 交流潮流模型 鲁棒优化 C&CG算法 线路扩展规划
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Research on a Multilayer Network Community Detection Algorithm Based on Local Information Expansion
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作者 Xiaoming Li Neal N.Xiong +3 位作者 Wei Yu Long Chen Hongpeng Bai Hongwei Jin 《Big Data Mining and Analytics》 2025年第6期1282-1306,共25页
Multilayer networks,as an important branch of network science,have become a powerful tool for revealing and analyzing the internal structures of complex systems.Within these networks,community detection is particularl... Multilayer networks,as an important branch of network science,have become a powerful tool for revealing and analyzing the internal structures of complex systems.Within these networks,community detection is particularly crucial,as it assists in uncovering hidden patterns within the network.We construct a seed node selection method based on the local structural characteristics of network nodes and,by integrating deep learning methods,establish a local information expansion strategy.This approach effectively identifies and expands community boundaries,developing a novel multilayer network community detection algorithm—the Layered Information Expansion Detection Algorithm(LIEDA).Its exceptional performance has been experimentally verified using multiple real-world datasets.Compared with existing technologies,the LIEDA has considerable accuracy,stability,and adaptability advantages.Compared with various popular benchmark algorithms,the model has substantially improved multiple evaluation metrics across several authoritative public and synthetic datasets. 展开更多
关键词 multilayer network community detection local information expansion strategy algorithm efficiency structural hierarchy
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Improved ACE and ICF low complexity joint algorithm to reduce PAPR of CO-OFDM system 被引量:1
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作者 LI Ting-ting TONG Zheng-rong +1 位作者 ZHANG Wei-hua LIU-Ye 《Optoelectronics Letters》 EI 2021年第4期209-214,共6页
Active constellation expansion(ACE) and iterative clipping and filtering(ICF) are simple and effective techniques for reducing the peak-to-average ratio(PAPR) in coherent optical orthogonal frequency division multiple... Active constellation expansion(ACE) and iterative clipping and filtering(ICF) are simple and effective techniques for reducing the peak-to-average ratio(PAPR) in coherent optical orthogonal frequency division multiplexing(CO-OFDM) systems, but effective PAPR suppression requires a lot of iterations. To overcome this shortcoming, a joint algorithm based on improved active constellation expansion(IACE) and ICF(IACE-ICF) is proposed. The simulation results show that at the complementary cumulative distribution function(CCDF) of 10-4, the PAPR of IACE-ICF(G=4, iter=4) algorithm is optimized by 1.507 d B, 1.13 d B and 0.204 d B compared with that of the IACE, ICF(iter=4) and ICF-IACE(G=4, iter=4) algorithms, respectively. Meanwhile, when the bit error rate(BER) is 10-3, the optical signal to noise ratio(OSNR) of the proposed scheme is optimized by 2.04 d B, 1.75 d B and 1.4 d B compared with that of clipping, ICF(iter=4) and ICF-IACE(G=4, iter=4) algorithms, respectively. On the other hand, the proposed scheme can reduce the number of complex multiplications by 14.29% and complex additions by 28.57% compared with the ICF(iter=14) scheme. 展开更多
关键词 algorithm expansion scheme
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An Algorithm to Determine RBFNN’s Center Based on the Improved Density Method
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作者 Mingwen Zheng Yanping Zhang 《Open Journal of Applied Sciences》 2014年第1期1-5,共5页
It takes more time and is easier to fall into the local minimum value when using the traditional full-supervised learning algorithm to train RBFNN. Therefore, the paper proposes one algorithm to determine the RBFNN’s... It takes more time and is easier to fall into the local minimum value when using the traditional full-supervised learning algorithm to train RBFNN. Therefore, the paper proposes one algorithm to determine the RBFNN’s data center based on the improvement density method. First it uses the improved density method to select RBFNN’s data center, and calculates the expansion constant of each center, then only trains the network weight with the gradient descent method. To compare this method with full-supervised gradient descent method, the time not only has obvious reduction (including to choose data center’s time by density method), but also obtains better classification results when using the data set in UCI to carry on the test to the network. 展开更多
关键词 RADIAL BASIS Function Neural Network Data CENTER expansion CONSTANT Density Method Full-Supervised algorithm
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