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Optimal structural design for a certain near-space composite propeller of airship using adaptive region division blending model
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作者 Weigang AN Tianyu LIN Shigen WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第5期301-316,共16页
Near-space airship is a frontier and hotspot in current military research and development,and the near-space composite propeller is the key technology for its development.In order to obtain higher aerodynamic efficien... Near-space airship is a frontier and hotspot in current military research and development,and the near-space composite propeller is the key technology for its development.In order to obtain higher aerodynamic efficiency at an altitude of 22 km,a certain near-space composite propeller is designed as a long and slender aerodynamic shape with a 10 m diameter,which brings many challenges to the composite structure design.The initial design is obtained by the composite structure variable stiffness design method using based on fixed region division blending model.However,it weighs 23.142 kg,exceeding the required 20 kg.In order to meet the structural design requirements of the propeller,a variable stiffness design method using the adaptive region division blending model is proposed in this paper.Compared with the methods using the fixed region division blending model,this method optimizes region division,stacking thickness and stacking sequence in a single level,considering the coupling effect among them.Through a more refined region division,this method can provide a more optimal design for composite tapered structures.Additionally,to improve the efficiency of optimization subjected to manufacturing constraints,a hierarchical penalty function is proposed to quickly filter out the solutions that do not meet manufacturing constraints.The above methods combined with a Genetic Algorithm(GA)using specific encoding are adopted to optimize the near-space composite propeller.The optimal design of the structure weighs 18.831 kg,with all manufacturing constraints and all structural response constraints being satisfied.Compared with the initial design,the optimal design has a more refined region division,and achieves a weight reduction of 18.6%.This demonstrates that a refined region division can significantly improve the mechanical performance of the composite tapered structure. 展开更多
关键词 Structural optimization Composite tapered structure Genetic algorithm Adaptive region division Manufacturing constraint Near-space composite propeller
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Optimal Training Design and Placement for MIMO Orthogonal Frequency Division Multiplexing Channel Estimation
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作者 林成裕 钱良 +2 位作者 张文军 徐友云 李洪烈 《Journal of Shanghai Jiaotong university(Science)》 EI 2010年第1期58-63,共6页
This paper deals with optimal training design and placement over multiple orthogonal frequency division multiplexing(OFDM) symbols for the least squares(LS) channel estimation in multiple-input multipleoutput(MIMO) OF... This paper deals with optimal training design and placement over multiple orthogonal frequency division multiplexing(OFDM) symbols for the least squares(LS) channel estimation in multiple-input multipleoutput(MIMO) OFDM systems.First,the optimal pilot sequences over multiple OFDM symbols are derived by co-cyclic Jacket matrices based on the minimum mean square error(MSE) of the LS channel estimation.Then,an enhanced channel estimation method using sliding window is proposed to improve further the performance for the optimal pilot sequences in fast-varying channels.Simulation results show that the enhancedmethod can efficiently improve the performances for the optimal pilot sequences over two and four OFDM symbols,especially in fast-varying channels. 展开更多
关键词 co-cyclic Jacket matrix optimal pilot sequences channel estimation multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-OFDM)
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Design of Simulation for Time-Division Multiplexing Digital Optimal Frequency Band Transmission System
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作者 Luyong Ren Qian Xi 《Open Journal of Applied Sciences》 2021年第10期1083-1091,共9页
This paper designs a simulation experiment model of the overall structure of time-division multiplexing digital optimal frequency band transmission system based on MATLAB simulation platform. The parameters of each mo... This paper designs a simulation experiment model of the overall structure of time-division multiplexing digital optimal frequency band transmission system based on MATLAB simulation platform. The parameters of each module in the simulation model are set. The working process and performance of the time-division multiplexing digital optimal band transmission system are simulated. The simulation results show that the digital optimal band transmission system achieves the best transmission receiving conditions and performance, and the designed time-division multiplexing optimal digital band transmission simulation system achieves its functions. The research in this paper will help to improve the level of digital communication technology and to understand the structure of time-division multiplexing digital optimal band transmission system. 展开更多
关键词 Time division Multiplexing optimal Reception Frequency Band Transmission System MATLAB Simulink Simulation
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Phase-Division-Based Dynamic Optimization of Linkages for Drawing Servo Presses 被引量:5
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作者 Zhi-Gang Zhang Li-Ping Wang Yan-Ke Cao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2017年第6期1426-1437,共12页
Existing linkage-optimization methods are designed for mechanical presses; few can be directly used for servo presses, so development of the servo press is limited. Based on the complementarity of linkage opti- mizati... Existing linkage-optimization methods are designed for mechanical presses; few can be directly used for servo presses, so development of the servo press is limited. Based on the complementarity of linkage opti- mization and motion planning, a phase-division-based linkage-optimization model for a drawing servo press is established. Considering the motion-planning principles of a drawing servo press, and taking account of work rating and efficiency, the constraints of the optimization model are constructed. Linkage is optimized in two modes: use of either constant eccentric speed or constant slide speed in the work segments. The performances of optimized link- ages are compared with those of a mature linkage SL4- 2000A, which is optimized by a traditional method. The results show that the work rating of a drawing servo press equipped with linkages optimized by this new method improved and the root-mean-square torque of the servo motors is reduced by more than 10%. This research pro- vides a promising method for designing energy-saving drawing servo presses with high work ratings. 展开更多
关键词 Drawing servo press Linkage optimization Phase-division Motion planning
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Energy Efficiency Operating Indicator Forecasting and Speed Design Optimization for Polar Ice Class Merchant Vessels
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作者 LU Yu LI Chen−ran +3 位作者 ZHU Xiang−hang LI Shi−an GU Zhu−hao LIU She−wen 《船舶力学》 北大核心 2025年第6期901-911,共11页
In order to accurately forecast the main engine fuel consumption and reduce the Energy Efficiency Operational Indicator(EEOI)of merchant ships in polar ice areas,the energy transfer relationship between ship-machine-p... In order to accurately forecast the main engine fuel consumption and reduce the Energy Efficiency Operational Indicator(EEOI)of merchant ships in polar ice areas,the energy transfer relationship between ship-machine-propeller is studied by analyzing the complex force situation during ship navigation and building a MATLAB/Simulink simulation platform based on multi-environmental resistance,propeller efficiency,main engine power,fuel consumption,fuel consumption rate and EEOI calculation module.Considering the environmental factors of wind,wave and ice,the route is divided into sections,the calculation of main engine power,main engine fuel consumption and EEOI for each section is completed,and the speed design is optimized based on the simulation model for each section.Under the requirements of the voyage plan,the optimization results show that the energy efficiency operation index of the whole route is reduced by 3.114%and the fuel consumption is reduced by 9.17 t. 展开更多
关键词 Energy Efficiency Operational Indicator ice-class ships segment division design optimization
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Multi-dimensional and Multi-threshold Airframe Damage Region Division Method Based on Correlation Optimization
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作者 CAI Shuyu SHI Tao SHI Lizhong 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第5期788-799,共12页
In order to obtain the image of airframe damage region and provide the input data for aircraft intelligent maintenance,a multi-dimensional and multi-threshold airframe damage region division method based on correlatio... In order to obtain the image of airframe damage region and provide the input data for aircraft intelligent maintenance,a multi-dimensional and multi-threshold airframe damage region division method based on correlation optimization is proposed.On the basis of airframe damage feature analysis,the multi-dimensional feature entropy is defined to realize the full fusion of multiple feature information of the image,and the division method is extended to multi-threshold to refine the damage division and reduce the impact of the damage adjacent region’s morphological changes on the division.Through the correlation parameter optimization algorithm,the problem of low efficiency of multi-dimensional multi-threshold division method is solved.Finally,the proposed method is compared and verified by instances of airframe damage image.The results show that compared with the traditional threshold division method,the damage region divided by the proposed method is complete and accurate,and the boundary is clear and coherent,which can effectively reduce the interference of many factors such as uneven luminance,chromaticity deviation,dirt attachment,image compression,and so on.The correlation optimization algorithm has high efficiency and stable convergence,and can meet the requirements of aircraft intelligent maintenance. 展开更多
关键词 airframe damage region division multi-dimensional feature entropy MULTI-THRESHOLD correlation optimization aircraft intelligent maintenance
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Joint Resource Allocation and Trajectory Optimization in a UAV-Enabled OFDMA Network
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作者 Chen Yong Zhang Xianyu +2 位作者 Zhang Yu Wang Wei Yang Hua 《China Communications》 2025年第10期72-87,共16页
Due to the extraordinary advantages,un-manned aerial vehicle(UAV)can be utilized as aerial base station(BS)to provide temporary and on-demand wireless connections for user equipments in the cover-age area.This article... Due to the extraordinary advantages,un-manned aerial vehicle(UAV)can be utilized as aerial base station(BS)to provide temporary and on-demand wireless connections for user equipments in the cover-age area.This article specifically considers the UAV-enabled orthogonal frequency division multiple access(OFDMA)wireless communication network.Consid-ering a practical scenario,a joint resource allocation and trajectory design optimization problem with the constraints on UAV mobility,limited total resource and backhaul link rate has been formulated,which aims to maximize the minimum achievable average rate of the users.To tackle the coupling and non-convexity of the proposed problem,an efficient opti-mization algorithm has been proposed based on alter-nating optimization,successive convex approximation and introducing slack variable techniques.Simulation results illustrate that the proposed optimization algo-rithm can effectively improve the system performance.Also,the numerical results unveil that joint optimiza-tion is superior to baseline schemes. 展开更多
关键词 joint optimization orthogonal frequency division multiple access resource allocation spectral efficiency trajectory design unmanned aerial vehicle
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Quantitative division of succession and spatial patterns among different stand developmental stages in Changbai Mountains 被引量:2
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作者 GONG Zhi-wen KANG Xin-gang GU Li 《Journal of Mountain Science》 SCIE CSCD 2019年第9期2063-2078,共16页
Broadleaf-Korean pine forests exhibit high species richness and distinctive species composition, which are currently becoming more dominant among natural forests in Changbai Mountains of northeastern China. Understand... Broadleaf-Korean pine forests exhibit high species richness and distinctive species composition, which are currently becoming more dominant among natural forests in Changbai Mountains of northeastern China. Understanding the ecological process of restored vegetation is quite important for ecosystem reconstruction. Distinguishing stand development stages and analyzing the dynamic spatial patterns could provide insights into significant community coexistence mechanisms. In the present study, eight permanent study areas were established according to the substituting space for time method in Changbai Mountains of north-eastern China. The optimal division method was used to quantify the successional series into different stand development stages, and the point pattern analysis method(L(r) function) was used to analyse the dynamic changes in spatial patterns and interspecific associations. Our results suggested that:(1) The stand development process was divided into five stages: the first three stages were poplar-birch secondary forests in different stages of recovery, the fourth stage was thespruce-fir mixed forest, and the last stage was the primary broadleaf-Korean pine forest;(2) The spatial pattern showed an aggregated distribution at a small scale and changed to a random distribution as the scale increased in poplar-birch secondary forests, but the spatial pattern appeared to be randomly distributed in spruce-fir mixed forest and broadleafKorean pine forest;(3) The interspecific associations between pioneer species and climax species changed from negative to positive among the different stand stages, and environmental resources were shared among these species. Interspecific differences in shade tolerance among the tree species were key determinants of forest dynamics and structure. Our study is vital to the understanding of the forest development;thus, the spatial change features should receive greater attention when forest management is being planned and restoration strategies are being developed for the Changbai Mountains. 展开更多
关键词 Dynamic spatial patterns INTERSPECIFIC association optimal division method STAND DEVELOPMENTAL STAGES Space for time substitution
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高含水油藏注水层段划分及注采液量调配协同优化设计方法 被引量:1
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作者 张先敏 李闪闪 +2 位作者 冯其红 刘晨 刘向斌 《油气地质与采收率》 北大核心 2025年第2期142-151,共10页
精细分层注水是高含水油藏提高采收率的重要手段,但其层段划分和配注量设计通常脱节,难以最大限度地发挥工艺协同效应。为此,在分层注水最佳层段划分数目未知的条件下,以经济净现值最大化为目标,考虑多种工程地质条件约束,构建了集注水... 精细分层注水是高含水油藏提高采收率的重要手段,但其层段划分和配注量设计通常脱节,难以最大限度地发挥工艺协同效应。为此,在分层注水最佳层段划分数目未知的条件下,以经济净现值最大化为目标,考虑多种工程地质条件约束,构建了集注水层段划分组合及注采液量调配于一体的精细分层注水优化数学模型,并结合蜣螂优化算法,形成了高含水油藏注水层段划分及注采液量调配协同优化设计方法,实现精细分层注水关键工艺参数的一体化优化设计。以Egg模型为例,在维持注采总液量相同的条件下,对比了单一的各井注采液量优化、单一的分层注水措施参数优化以及两者一体化精细优化等3种方式下的调控效果。对比结果表明,对于层间物性干扰严重的高含水油藏,采用一体化精细优化方式,对分层注水井的层段划分方式、配注量及其他各井的注采液量调配进行协同优化,其效果显著优于单一注采液量优化或分层注水措施参数优化方式;一体化精细优化通过自动划分重组注水层段、智能匹配调整注采液量参数,有效缓解了高含水阶段的层间矛盾,优化水驱流场,实现各油层的均衡驱替,预测生产5a,采收率较优化前提高1.08个百分点。 展开更多
关键词 高含水 分层注水 层段划分 蜣螂优化算法 协同优化
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基于PSO的燃料电池船舶航速与功率分配策略协同优化
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作者 王宁 李志强 《中国舰船研究》 北大核心 2025年第3期211-222,共12页
[目的]针对复杂航行环境下难以获取最优航速而导致燃料电池船舶的能效提升有限的问题,提出基于粒子群算法的燃料电池船舶航速与功率分配策略协同优化方法。[方法]采用K-means对气象环境数据进行空间网格聚类分析并作为航线分段的依据,... [目的]针对复杂航行环境下难以获取最优航速而导致燃料电池船舶的能效提升有限的问题,提出基于粒子群算法的燃料电池船舶航速与功率分配策略协同优化方法。[方法]采用K-means对气象环境数据进行空间网格聚类分析并作为航线分段的依据,进而通过船舶航行阻力分析和等效氢耗思想构建燃料电池船舶的航速-氢耗模型。同时,以加速度为优化参数设计航速优化值在航段之间传承-链接的优化方式,进而运用粒子群算法对船舶全航程航速和燃料电池输出功率进行优化。[结果]仿真验证结果表明,相较于原航速和传统航速分段优化方法,航速与功率分配策略协同优化方法分别降低了3.85%和1.99%的氢气消耗。[结论]该方法有效提高了短程船舶航行能效,并改善了传统分段优化的航速阶梯分布缺陷问题,可为燃料电池船舶的推广应用提供参考。 展开更多
关键词 氢燃料电池船舶 航线划分 航速优化 动力-航行协同优化 粒子群算法
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基于天空区域分割与边缘优化的图像去雾算法
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作者 赵小强 周康毅 《兰州理工大学学报》 北大核心 2025年第1期92-99,共8页
针对暗通道先验算法对天空区域和景深突变区域处理能力不足,复原后的图像存在光晕以及颜色失真等降质问题,提出一种将区域分割与边缘优化相结合的去雾算法.首先,提出一种有效的自适应阈值分割算法,将有雾图像中的天空区域和非天空区域... 针对暗通道先验算法对天空区域和景深突变区域处理能力不足,复原后的图像存在光晕以及颜色失真等降质问题,提出一种将区域分割与边缘优化相结合的去雾算法.首先,提出一种有效的自适应阈值分割算法,将有雾图像中的天空区域和非天空区域分割开来,在天空区域内对全局大气光值进行求解.其次,对有雾图像天空区域的暗通道和透射率进行分析,求出天空区域透射率权重图,进而求出该区域透射率;对非天空区域提出一种边缘优化算法来改进暗通道,抑制光晕现象的产生.然后,通过引导滤波细化透射率,利用大气散射模型复原出图像.最后,对复原后的图像进行色调映射,使其更加符合人眼视觉特性.实验结果表明,本文算法去雾效果明显,天空区域恢复自然,边缘光晕现象得到有效抑制,复原后的图像在主观视觉和客观指标方面均表现出色. 展开更多
关键词 暗通道先验 天空区域分割 透射率权重 边缘优化 色调映射
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基于脆弱性分析的我国航空货运网络结构优化
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作者 李艳伟 陈安军 《计算机工程与设计》 北大核心 2025年第2期399-407,共9页
为降低我国航空货运网络破坏后造成的损失,设计一种适用于航空货运网络的结构优化方案。针对货运量加权的航空货运网络进行脆弱性仿真攻击,确定最佳蓄意攻击策略,识别网络脆弱性节点、连边;根据脆弱性分析结果及航空货运网络运营特征,... 为降低我国航空货运网络破坏后造成的损失,设计一种适用于航空货运网络的结构优化方案。针对货运量加权的航空货运网络进行脆弱性仿真攻击,确定最佳蓄意攻击策略,识别网络脆弱性节点、连边;根据脆弱性分析结果及航空货运网络运营特征,提出基于社区划分的“脆弱性节点复制”的网络优化思路,运用改进相似性链路预测、模块度社区划分的方法确定备选增边集合;考虑到成本问题为遗传算法适应度函数添加成本约束求解最优增边方案,对优化前后网络全局脆弱性、节点脆弱性进行仿真对比验证了优化方案的可行性。 展开更多
关键词 航空货运 脆弱性 结构优化 综合评价 链路预测 社区划分 遗传算法
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省以下政府间税收收入分享的典型模式、差异化因素及优化路径研究
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作者 唐明 谢石勇 《中央财经大学学报》 北大核心 2025年第10期37-56,共20页
国发〔2022〕20号提出“适时稳步调整省以下政府间收入划分”。目前省以下税收收入划分呈现出“两大模式、一省一策”基本格局。第一种模式采取税种分成法,第二种模式包括税收总额分成、税收增量分成和一般公共预算收入总额(增量)分成... 国发〔2022〕20号提出“适时稳步调整省以下政府间收入划分”。目前省以下税收收入划分呈现出“两大模式、一省一策”基本格局。第一种模式采取税种分成法,第二种模式包括税收总额分成、税收增量分成和一般公共预算收入总额(增量)分成。两种模式运行产生的主要差异为第一种分成模式的省级财政集权程度明显大于第二种模式。该差异源于多种因素的交织影响,各省份辖区内经济和财政发展均衡程度和资源禀赋差异是影响各省份采取不同分享模式(具体表现为省级不同程度的财力集中度)较为显著的因素。本文利用省级面板数据进行了平均意义上的检验,实证结果表明,辖区内财政经济发展差异越大,省级财力集中程度越高;一省资源禀赋越丰富,资源税在地方税收占比越大,省级财力集中度越高。针对上述差异化分享模式及其主要影响因素,需以国发〔2022〕20号文件为指导,结合各省份差异化的经济基础、资源禀赋以及财政收支状况等,从区域均衡、绿色转型、权责匹配、治理效能四个维度构建系统性改革框架,形成“分类施策、动态调整、激励相容”的现代化省以下税收收入分享机制。 展开更多
关键词 省以下税收收入分享 区域均衡度 资源禀赋 分享机制优化
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计及负荷需求响应的含分布式储能系统的配电网自愈策略
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作者 孙坚 余紫灿 《武汉大学学报(工学版)》 北大核心 2025年第8期1275-1283,共9页
随着分布式间歇性能源在配电网中的持续渗透,配电网的故障恢复面临巨大挑战,负荷级别及其需求响应作为制约配网故障恢复的重要因素应该被纳入考虑,为此提出一种基于负荷级别优先孤岛划分和网络重构相结合的故障恢复策略。首先建立含有... 随着分布式间歇性能源在配电网中的持续渗透,配电网的故障恢复面临巨大挑战,负荷级别及其需求响应作为制约配网故障恢复的重要因素应该被纳入考虑,为此提出一种基于负荷级别优先孤岛划分和网络重构相结合的故障恢复策略。首先建立含有分布式储能系统的配电网模型和负荷模型,利用分布式能源主动形成孤岛为优先级别高的负荷供电,对能响应需求的可控负荷制定优先恢复集,根据分布式储能系统的出力将优先级别高的负荷纳入孤岛范围。然后根据孤岛划分的结果,对剩余的非故障失电区域使用改进的鲸鱼算法进行主网重构从而恢复供电。从初始种群和迭代过程2个方面改进传统鲸鱼算法,使用Sobol序列替换原随机序列作为初始种群,在求解过程中引入自适应收敛因子和自适应权重策略,使算法在求解时长和迭代次数方面均有提升。以网络损耗量最小、恢复电量最大和开关动作次数最小为目标,使用改进的鲸鱼优化算法求解未恢复供电区域的网络重构问题。在IEEE33节点系统中分别进行不同时段发生故障时的仿真,结果表明不同时段负荷的需求响应与配电网孤岛划分结果有紧密联系,孤岛划分与主网重构配合能够有效应对分布式能源出力不稳定,得到最佳的故障恢复策略。 展开更多
关键词 分布式储能系统 负荷需求响应 孤岛划分 鲸鱼优化算法 配电网重构
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成渝城市群铁路客运网特性研究
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作者 薛锋 王朝阳 曾与 《北京交通大学学报》 北大核心 2025年第1期17-27,共11页
针对现有的区域铁路网特性研究较少考虑站点之间的联系程度、分析视角单一等问题,从社团划分的角度出发,以成渝城市群铁路客运网为研究对象,开展铁路网结构及功能复杂特性研究.首先,考虑铁路基础设施和列车开行,采用Space L和Space P方... 针对现有的区域铁路网特性研究较少考虑站点之间的联系程度、分析视角单一等问题,从社团划分的角度出发,以成渝城市群铁路客运网为研究对象,开展铁路网结构及功能复杂特性研究.首先,考虑铁路基础设施和列车开行,采用Space L和Space P方法分别构建铁路客运物理网与服务网模型;其次,通过计算度分布、平均路径长度等拓扑统计指标分析网络整体特性;最后,引入社团结构理论研究网络内部特性,提出一种基于改进粒子群算法的铁路网社团划分方法,进一步分析成渝城市群铁路客运网的社团构成、地理分布及内部连通性.研究结果表明:成渝城市群铁路客运物理网具有无标度特性,服务网具有小世界特性;物理网被划分为12个社团,其空间分布具有明显地理特征,与铁路干线分布基本吻合;服务网被划分为8个社团,其空间分布突破了地理位置的限制,社团内部站点表现出远距离相互作用,同时各社团网络也具有小世界特性.研究成果可为推动成渝城市群铁路客运网一体化发展,提升铁路网的可靠性提供参考. 展开更多
关键词 铁路运输 成渝城市群铁路客运网 社团划分 网络特性 粒子群算法
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基于PSO-SLM和Delta-Sigma调制的峰均功率比降低技术
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作者 张颖 苏洁 +2 位作者 汪颖 王廷云 庞拂飞 《工业控制计算机》 2025年第2期145-147,共3页
为了降低正交频分复用系统信号的峰均功率比,提出基于粒子群优化算法的选择性映射法联合Delta-Sigma调制的方案。该方法使用PSO算法求得SLM算法中最优相位因子,并与频域信号点乘,经过快速傅里叶逆变换得到时域信号,再对时域信号进行Delt... 为了降低正交频分复用系统信号的峰均功率比,提出基于粒子群优化算法的选择性映射法联合Delta-Sigma调制的方案。该方法使用PSO算法求得SLM算法中最优相位因子,并与频域信号点乘,经过快速傅里叶逆变换得到时域信号,再对时域信号进行Delta-Sigma调制。仿真结果表明,在降低PAPR和提高系统信噪比方面,所提方案相较于传统SLM算法展示出显著优势。具体而言,在互补累计分布函数为0.005时,所提出的PSO-SLM联合DSM方案较传统的SLM算法,其PAPR降低了1.7 dB,同时,在过采样率为800,误码率为10-3时,实现了4.2 dB的信噪比性能提升。 展开更多
关键词 正交频分复用 粒子群优化算法 选择性映射法 Delta-Sigma调制 峰均功率比
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基于网格与域质心权重的自适应k-means聚类GDCW-AKM算法 被引量:2
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作者 蔡巍 孙广宇 +2 位作者 杨飞 姚博 李传宪 《油气储运》 北大核心 2025年第5期581-589,共9页
【目的】根据物理实体构建的天然气管道数字孪生体会源源不断地产生大量数据,数据挖掘面临计算成本、效率及可扩展性等挑战。k-means聚类算法是应用最广泛的数据挖掘方法之一,但是需要指定簇数k,且初始质心的选择决定聚类的计算效率以... 【目的】根据物理实体构建的天然气管道数字孪生体会源源不断地产生大量数据,数据挖掘面临计算成本、效率及可扩展性等挑战。k-means聚类算法是应用最广泛的数据挖掘方法之一,但是需要指定簇数k,且初始质心的选择决定聚类的计算效率以及是否会陷入局部最优,这导致传统k-means算法处理大数据通常需要数分钟甚至更久,同时聚类结果不唯一,需要多次运行取最优结果。【方法】为满足管道数字孪生体对实时数据挖掘的需求,提出一种基于网格与域质心权重的自适应k-means聚类GDCW-AKM算法:①将数据集划分到大小一致的网格空间里,用网格空间的中心位置代替这个空间,空间内数据的数量作为权重赋予该点,得到样本集与权重集;②再次将样本集划分成多个域,把每个域的质心作为样本,域内数据的权重之和作为新的权重,得到新的样本集与权重集;③为每个样本赋予密度ρ与距离δ,令r=δ√ρ,根据r值对样本进行降序排序;④设置多组k值,选择前k个r对应的样本作为初始质心,聚类结果的方差比准则最大值对应的k与初始质心即为最佳簇数与最佳初始质心,该次聚类结果即最终结果。【结果】将GDCW-AKM算法应用于山东天然气管道公司某站场,通过运行时间以及多种内部评价指标评估该算法的性能。结果表明,该算法能够准确识别站场管道历史运行数据的工况数量,并能确切地将新增数据分配到所属工况类别,且在聚类精度达到k-means算法的99%以上的情况下后续计算效率大幅提高,数据量达到20×10^(4)时效率提高近12倍,数据量越大效率提升越明显。【结论】基于网格与域质心权重的自适应k-means聚类GDCW-AKM算法能充分满足站场管道数字孪生体对算法效率与精度的要求,可在站场大力推广应用。 展开更多
关键词 数字孪生 天然气管道 K-MEANS聚类 网格划分 最佳簇数 最佳初始质心
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基于改进鲸鱼算法的多目标单元划分方法
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作者 程学宇 王迎春 +1 位作者 张琪 王垠凯 《组合机床与自动化加工技术》 北大核心 2025年第5期7-13,共7页
单元式生产方式可以提高制造企业满足多元化、定制化市场需求的能力。针对制造单元划分问题,以单元加工密度和成组功效为优化目标并引入权重因子q建立数学模型,结合肘部法则和K-Means++确认最佳单元数量,在此基础上提出了改进鲸鱼算法(i... 单元式生产方式可以提高制造企业满足多元化、定制化市场需求的能力。针对制造单元划分问题,以单元加工密度和成组功效为优化目标并引入权重因子q建立数学模型,结合肘部法则和K-Means++确认最佳单元数量,在此基础上提出了改进鲸鱼算法(improved whale optimization algorithm,IWOA),根据数学模型特点,采用浮点数编码策略分配机器和零件;为提高算法全局寻优能力,引入随机学习策略提高个体信息分享能力及种群多样性;为提高算法收敛速度和稳定性,设计自适应权重策略;为避免算法陷入局部最优,引入柯西变异策略。基于改进期望函数确认最佳单元划分方案。以工业汽轮机企业为实际案例,设计对比3种算法验证了该算法的有效性。 展开更多
关键词 单元划分 改进鲸鱼算法 期望函数 多目标优化
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大型风电基地集电线路拓扑结构优化
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作者 孙锐 侯振 +2 位作者 许昌 韩星星 张子荣 《广东电力》 北大核心 2025年第2期66-74,共9页
在风电产业快速发展的过程中,风电项目也在向大型化、基地化发展,且当前风电场集电线路设计方法有待改进。对此提出了一种启发式的T接优化算法,通过在风电场中布置T接塔作为斯坦纳(Steiner)点,来解决架空线路的转角约束,同时进一步优化... 在风电产业快速发展的过程中,风电项目也在向大型化、基地化发展,且当前风电场集电线路设计方法有待改进。对此提出了一种启发式的T接优化算法,通过在风电场中布置T接塔作为斯坦纳(Steiner)点,来解决架空线路的转角约束,同时进一步优化集电线路的拓扑结构,减小总成本。为进一步降低电能输送成本、节约输电走廊对土地的占用以及增大线路输电容量,改进克鲁斯卡尔(Kruskal)算法用于实现同塔双回,完成对集电线路的进一步优化。以某风电基地项目示范项目进行算例分析,计算结果表明,与工程实际相比,应用T接优化算法的集电线路总造价降低了5.42%。该算法能在一定程度上降低集电线路造价,可为工程应用提供参考。 展开更多
关键词 风电基地 集电线路 回路划分 T接优化算法 改进克鲁斯卡尔算法
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基于考虑时段划分的光储系统储能容量优化配置研究 被引量:1
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作者 李宁 孙彦贺 +1 位作者 房立亮 王剑 《电子设计工程》 2025年第12期151-155,共5页
为保证光伏并网后电力系统的稳定性和可靠性,合理的光储系统储能容量配置尤为重要,因此提出基于考虑时段划分的光储系统储能容量优化配置方法。采用模糊隶属度函数划分时段;以时段为基础构建光储系统储能容量配置优化模型,并确定储能系... 为保证光伏并网后电力系统的稳定性和可靠性,合理的光储系统储能容量配置尤为重要,因此提出基于考虑时段划分的光储系统储能容量优化配置方法。采用模糊隶属度函数划分时段;以时段为基础构建光储系统储能容量配置优化模型,并确定储能系统充放电平衡约束条件,基于动态优化的蚁群算法求解优化模型,获取光储系统储能容量优化配置结果。测试结果显示,该方法能够结合实际情况可靠划分时段,优化配置后光伏消纳率和自给率最高分别达到90.2%和88.5%,能够进行灵活的配置,降低网络损耗,保证电压稳定。 展开更多
关键词 考虑时段划分 光储系统 容量优化配置 光伏发电峰谷差 模糊隶属度函数 动态优化
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