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Inverse design framework of hybrid honeycomb structure with high impact resistance based on active learning 被引量:1
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作者 Xingyu Shen Ke Yan +5 位作者 Difeng Zhu Hao Wu Shijun Luo Shaobo Qi Mengqi Yuan Xinming Qian 《Defence Technology(防务技术)》 2026年第1期407-421,共15页
In this study,an inverse design framework was established to find lightweight honeycomb structures(HCSs)with high impact resistance.The hybrid HCS,composed of re-entrant(RE)and elliptical annular re-entrant(EARE)honey... In this study,an inverse design framework was established to find lightweight honeycomb structures(HCSs)with high impact resistance.The hybrid HCS,composed of re-entrant(RE)and elliptical annular re-entrant(EARE)honeycomb cells,was created by constructing arrangement matrices to achieve structural lightweight.The machine learning(ML)framework consisted of a neural network(NN)forward regression model for predicting impact resistance and a multi-objective optimization algorithm for generating high-performance designs.The surrogate of the local design space was initially realized by establishing the NN in the small sample dataset,and the active learning strategy was used to continuously extended the local optimal design until the model converged in the global space.The results indicated that the active learning strategy significantly improved the inference capability of the NN model in unknown design domains.By guiding the iteration direction of the optimization algorithm,lightweight designs with high impact resistance were identified.The energy absorption capacity of the optimal design reached 94.98%of the EARE honeycomb,while the initial peak stress and mass decreased by 28.85%and 19.91%,respectively.Furthermore,Shapley Additive Explanations(SHAP)for global explanation of the NN indicated a strong correlation between the arrangement mode of HCS and its impact resistance.By reducing the stiffness of the cells at the top boundary of the structure,the initial impact damage sustained by the structure can be significantly improved.Overall,this study proposed a general lightweight design method for array structures under impact loads,which is beneficial for the widespread application of honeycomb-based protective structures. 展开更多
关键词 Re-entrant honeycomb hybrid structures Inverse design Impact resistance LIGHTWEIGHT
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Silver chloride/chitosan‑based chloramine nanohybrid with excellent antibacterial activity:Design and structure characterization as well as Ag^(+)‑Cl^(-)synergistic antibacterial effect
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作者 ZHANG Xinzhe XU Jiarong +4 位作者 GAO Mochou LIU Yage ZHAO Yanbao CUI Jingzeng ZOU Xueyan 《无机化学学报》 北大核心 2026年第2期428-438,共11页
Chitosan(CTS)was grafted onto the surface of amino‑functionalized silver chloride silicon dioxide(AgCl@SiO_(2)‑NH_(2))cores to obtain AgCl@SiO_(2)/CTS hybrid nanoparticles.The as‑obtained AgCl@SiO_(2)/CTS nanoparticle... Chitosan(CTS)was grafted onto the surface of amino‑functionalized silver chloride silicon dioxide(AgCl@SiO_(2)‑NH_(2))cores to obtain AgCl@SiO_(2)/CTS hybrid nanoparticles.The as‑obtained AgCl@SiO_(2)/CTS nanoparticles were chlorinated by NaClO solution to get AgCl@SiO_(2)/CTS‑based chloramine nano‑hybrid materials,denoted as AgCl@SiO_(2)/CTS‑Cl.A transmission electron microscope was used to observe the morphology of the as‑prepared samples AgCl@SiO_(2)/CTS and AgCl@SiO_(2)/CTS‑Cl.At the same time,an X‑ray diffractometer and an infrared spectroscope were utilized to characterize their crystal and chemical structures.Besides,ζpotentials were measured to elucidate the surface modification of AgCl nanoparticles by—NH_(2),the antibacterial mechanism of AgCl@SiO_(2)/CTS‑Cl was investigated by scanning electron microscopy,and Escherichia coli(E.coli)and Staphylococcus aureus(S.aureus)were used as the to‑be‑tested strains to evaluate the antimicrobial activity of samples AgCl@SiO_(2)/CTS and AgCl@SiO_(2)/CTS‑Cl.Findings demonstrate that sample AgCl@SiO_(2)/CTS exhibits a chain‑like structure ascribed to the interaction between—NH_(2),and each AgCl@SiO_(2)/CTS hybrid nanoparticle contains several AgCl cores.In the meantime,sample AgCl@SiO_(2)/CTS‑Cl exhibits excellent antibacterial activity against E.coli and S.aureus,which is attributed to the synergistic antibacterial effect of Ag^(+)and Cl^(-).Sample AgCl@SiO_(2)/CTS‑Cl with a dosage of 640.00μg·mL^(-1) could completely kill the two kinds of tested bacteria in 12 h of incubation;it retains a high antibacterial efficiency even after 10 cycles of antibacterial tests. 展开更多
关键词 AgCl@SiO_(2)/CTS‑Cl hybrid nanoparticle synergistic effect antibacterial activity
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Research on ballistic performance of 3D woven fabrics with hybrid binding yarn structures
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作者 Hao Wu Xingyu Shen +3 位作者 Jizhe Wang Ke Yan Mengqi Yuan Qi Zhang 《Defence Technology(防务技术)》 2026年第3期109-121,共13页
With superior structural integrity and design flexibility,3D woven fabrics exhibit unique potential in ballistic protection applications.However,the anisotropic yarn distribution renders traditional 3D woven fabrics s... With superior structural integrity and design flexibility,3D woven fabrics exhibit unique potential in ballistic protection applications.However,the anisotropic yarn distribution renders traditional 3D woven fabrics susceptible to fixed boundaries,which is not conducive to practical applications.Inspired by the motion characteristics of yarn structures,this study investigates a hybrid 3D woven fabric structure that incorporates interlayer warp yarns and normal yarns.Bending stiffness tests,yarn pull-out tests,and ballistic tests are conducted and compared with single-binding yarn structures.Utilizing a validated meso-finite element model,the dynamic deformation and energy absorption mechanisms of the hybrid configuration under impact are elucidated.The results demonstrate that synergistic interactions among various binding yarn structures maintain fabric stability in the absence of boundaries.Normal yarns inhibit horizontal slippage of warp yarns,while multi-layer warp yarns enhance resistance to weft yarn pull-out,thereby facilitating greater yarn participation in direct energy absorption.The hybrid structure exhibited the highest specific energy absorption(SEA)across different boundary conditions,with an average SEA increase of approximately 27%.These insights will facilitate the design of novel hybrid-structured 3D woven fabrics and inform the customization of lightweight protective materials. 展开更多
关键词 3D woven fabric Ballistic performance hybrid structure Finite element analysis Personal protection
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基于Hybrid A^(*)与最优控制的农机精准进田转场轨迹规划方法 被引量:1
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作者 迟瑞娟 付国辉 +4 位作者 马悦琦 班超 苏童 陈嘉翊 李知旻 《农业机械学报》 北大核心 2025年第10期321-331,共11页
狭窄机耕道环境下,农机进田转场轨迹规划影响农机行驶轨迹平滑性和进田作业质量和效率。针对目前农机路径规划在狭窄空间转弯处的轨迹曲率较大、不够平滑和速度规划不够精准,不利于取得较好跟踪效果等问题,本文提出一种基于Hybrid A^(*... 狭窄机耕道环境下,农机进田转场轨迹规划影响农机行驶轨迹平滑性和进田作业质量和效率。针对目前农机路径规划在狭窄空间转弯处的轨迹曲率较大、不够平滑和速度规划不够精准,不利于取得较好跟踪效果等问题,本文提出一种基于Hybrid A^(*)与最优控制的农机精准进田转场轨迹规划方法。获取先验转场的栅格地图、起始位姿和目标位姿,采用Hybrid A^(*)算法获取满足农机运动学约束的最优或者较优转场路径;对路径节点配置时间信息,并通过数据预处理得到非线性问题求解所需初始解;采用最优控制问题的方法,在农机运动学约束、两点边值约束、动力学约束和避障约束等多约束条件下,建立缩短转场时间、提高农机操纵性和提升轨迹平滑性多优化目标代价函数;将最优控制问题转换为非线性规划(NLP)问题,且采用非线性求解器求解,得到农机进田转场轨迹和速度序列。并以洋马VP6E型插秧机作为实验平台,在农机车头背向进田通道和车头朝向进田通道2种场景中进行仿真与实车实验。实验结果表明,轨迹平均曲率为0.2312~0.2517 m^(-1),轨迹平滑性较好,符合车辆运动学特性;在轨迹跟踪实车实验中,平均绝对横向偏差为1.56~2.59 cm,平均绝对航向角偏差为0.97°~1.54°,最大绝对速度偏差为0.058~0.102 m/s,平均绝对速度为0.454~0.528 m/s,因此,插秧机有效跟踪本文轨迹规划方法生成的轨迹,实现了插秧机在狭窄机耕道上精准、快速地进田转场。 展开更多
关键词 精准转场 轨迹规划 最优控制 hybrid A^(*) 非线性规划 轨迹跟踪
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基于JPS和变半径RS曲线的Hybrid A^(*)路径规划算法 被引量:2
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作者 张博强 张成龙 +1 位作者 冯天培 高向川 《郑州大学学报(工学版)》 北大核心 2025年第2期19-25,共7页
为解决混合A^(*)(Hybrid A^(*))算法在高分辨率地图和复杂场景下搜索效率低、耗费时间长的问题,通过对影响传统Hybrid A^(*)算法搜索效率的因素进行分析,提出了J-Hybrid A^(*)算法。首先,在Hybrid A^(*)算法扩展节点前,使用跳点搜索(JPS... 为解决混合A^(*)(Hybrid A^(*))算法在高分辨率地图和复杂场景下搜索效率低、耗费时间长的问题,通过对影响传统Hybrid A^(*)算法搜索效率的因素进行分析,提出了J-Hybrid A^(*)算法。首先,在Hybrid A^(*)算法扩展节点前,使用跳点搜索(JPS)算法进行起点到终点的路径搜索,将该路径进行拉直处理后作为计算节点启发值的基础;其次,设计了新的启发函数,在Hybrid A^(*)算法扩展前就能完成所有节点启发值的计算,减少了Hybrid A^(*)扩展节点时计算启发值所需的时间;最后,将RS曲线由最小转弯半径搜索改为变半径RS曲线搜索,使RS曲线能够更早搜索到一条无碰撞路径,进一步提升了Hybrid A^(*)算法的搜索效率。仿真结果表明:所提J-Hybrid A^(*)算法在简单环境中比传统Hybrid A^(*)算法和反向Hybrid A^(*)算法用时分别缩短68%、21%,在复杂环境中缩短59%、27%。在不同分辨率地图场景中,随着地图分辨率的提高,规划效率显著提升。实车实验表明:所提J-Hybrid A^(*)算法相较于传统Hybrid A^(*)算法和反向Hybrid A^(*)算法的搜索用时分别减少88%、82%,有效提升了Hybrid A^(*)算法的搜索效率、缩短了路径规划所需时间。 展开更多
关键词 hybrid A^(*)算法 启发函数 JPS算法 RS曲线 路径规划
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改进Hybrid A*算法的履带车辆路径规划 被引量:3
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作者 陈漫 谭赟璐 +3 位作者 于亮 刘宇键 王浩东 张小鹏 《北京理工大学学报》 北大核心 2025年第8期807-814,共8页
针对非结构化道路场景下,二维栅格地图规划的路径不适用于履带车辆的问题,利用Hybrid A*算法进行改进.设定自适应步长和自适应RS曲线半径,改变Hybrid A*节点扩展方法,根据节点所在位置及周围障碍物情况实现步长和RS曲线半径的动态扩展,... 针对非结构化道路场景下,二维栅格地图规划的路径不适用于履带车辆的问题,利用Hybrid A*算法进行改进.设定自适应步长和自适应RS曲线半径,改变Hybrid A*节点扩展方法,根据节点所在位置及周围障碍物情况实现步长和RS曲线半径的动态扩展,提高路径搜索的效率和灵活性;引入坡度代价函数,并对原代价函数进行改进,使路径避开地形起伏较大的区域,降低车辆运动过程中的俯仰和侧倾变化,减小路径的转向操作;通过梯度下降法对路径进行平滑处理,保证路径不与障碍物发生碰撞的同时降低曲率的变化,提高路径质量.经过仿真验证表明:自适应步长Hybrid A*-自适应RS曲线半径的路径规划算法可获得更短和转向更平滑的路径,具有较高的效率和灵活性;考虑坡度、转向的代价函数可有效降低路径在非结构化道路下的起伏,更利于车辆的跟踪和控制. 展开更多
关键词 履带车辆 路径规划 A*混合算法 RS曲线
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A review of carbon-based hybrid materials for supercapacitors 被引量:4
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作者 Theodore Azemtsop Manfo Hannu Laaksonen 《新型炭材料(中英文)》 北大核心 2025年第1期81-110,共30页
Supercapacitors are gaining popularity due to their high cycling stability,power density,and fast charge and discharge rates.Researchers are ex-ploring electrode materials,electrolytes,and separat-ors for cost-effecti... Supercapacitors are gaining popularity due to their high cycling stability,power density,and fast charge and discharge rates.Researchers are ex-ploring electrode materials,electrolytes,and separat-ors for cost-effective energy storage systems.Ad-vances in materials science have led to the develop-ment of hybrid nanomaterials,such as combining fil-amentous carbon forms with inorganic nanoparticles,to create new charge and energy transfer processes.Notable materials for electrochemical energy-stor-age applications include MXenes,2D transition met-al carbides,and nitrides,carbon black,carbon aerogels,activated carbon,carbon nanotubes,conducting polymers,carbon fibers,and nanofibers,and graphene,because of their thermal,electrical,and mechanical properties.Carbon materials mixed with conducting polymers,ceramics,metal oxides,transition metal oxides,metal hydroxides,transition metal sulfides,trans-ition metal dichalcogenide,metal sulfides,carbides,nitrides,and biomass materials have received widespread attention due to their remarkable performance,eco-friendliness,cost-effectiveness,and renewability.This article explores the development of carbon-based hybrid materials for future supercapacitors,including electric double-layer capacitors,pseudocapacitors,and hy-brid supercapacitors.It investigates the difficulties that influence structural design,manufacturing(electrospinning,hydro-thermal/solvothermal,template-assisted synthesis,electrodeposition,electrospray,3D printing)techniques and the latest car-bon-based hybrid materials research offer practical solutions for producing high-performance,next-generation supercapacitors. 展开更多
关键词 Carbon-based hybrid material Structure design Electrode material Specific capacitance SUPERCAPACITORS
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3D printed hybrid rocket fuels with μAl core-shell particles coated with polyvinylidene fluoride and polydopamine: Enhanced combustion characteristics 被引量:2
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作者 Qihang Chen Xiaolong Fu +6 位作者 Weitao Yang Suhang Chen Zhiming Guo Rui Hu Huijie Zhang Lianpeng Cui Xu Xia 《Defence Technology(防务技术)》 2025年第4期59-70,共12页
3D printing technology enhances the combustion characteristics of hybrid rocket fuels by enabling complex geometries. However, improvements in regression rates and energy properties of monotonous 3D printed fuels have... 3D printing technology enhances the combustion characteristics of hybrid rocket fuels by enabling complex geometries. However, improvements in regression rates and energy properties of monotonous 3D printed fuels have been limited. This study explores the impact of poly(vinylidene fluoride) and polydopamine-coated aluminum particles on the thermal and combustion properties of 3D printed hybrid rocket fuels. Physical self-assembly and anti-solvent methods were employed for constructing composite μAl particles. Characterization using SEM, XRD, XPS, FTIR, and μCT revealed a core-shell structure and homogeneous elemental distribution. Thermal analysis showed that PVDF coatings significantly increased the heat of combustion for aluminum particles, with maximum enhancement observed in μAl@PDA@PVDF(denoted as μAl@PF) at 6.20 k J/g. Subsequently, 3D printed fuels with varying pure and composite μAl particle contents were prepared using 3D printing. Combustion tests indicated higher regression rates for Al@PF/Resin composites compared to pure resin, positively correlating with particle content. The fluorocarbon-alumina reaction during the combustion stage intensified Al particle combustion, reducing residue size. A comprehensive model based on experiments provides insights into the combustion process of PDA and PVDF-coated droplets. This study advances the design of 3D-printed hybrid rocket fuels, offering strategies to improve regression rates and energy release, crucial for enhancing solid fuel performance for hybrid propulsion. 展开更多
关键词 hybrid propulsion Regression rate 3D print fuels Micro aluminum CORE-SHELL mAl@PDA@PVDF
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基于Hybrid-Maize模型的拜城玉米产量潜力评估
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作者 华雅慧 刘万茂 +1 位作者 付彦博 侯鹏 《新疆农业科学》 北大核心 2025年第10期2563-2570,共8页
目的拜城县地处新疆南部,光热资源丰富,是全国粮食生产先进县及自治区重要的粮食生产基地之一,利用模型评估不同适应性栽培措施下玉米产量潜力,为该县高产体系创建提供支撑。方法基于Hybrid-Maize玉米生长过程模型和拜城县近10年(2013~2... 目的拜城县地处新疆南部,光热资源丰富,是全国粮食生产先进县及自治区重要的粮食生产基地之一,利用模型评估不同适应性栽培措施下玉米产量潜力,为该县高产体系创建提供支撑。方法基于Hybrid-Maize玉米生长过程模型和拜城县近10年(2013~2022年)气象数据资料,对该县进行产量潜力模拟和产量差分析。结果近10年来,拜城县玉米生长季内日平均气温为18.5℃,年际间变化幅度小;累积光合有效辐射和降水量分别为3460.7 MJ/m2和109.2 mm,其中累积光合有效辐射呈下降趋势,降雨量年际间差异较大。基于Hybrid-Maize模型不同播期下产量潜力预测结果显示,拜城县适宜播种期为4月25日~5月5日,其中最佳理论播种日期为4月29日,最适播期与当地实际播种日期条件下产量差为0.9 Mg/hm^(2)。随着播种密度的增加,该县产量潜力呈先上升后下降趋势,最适理论种植密度为13.5×10^(4)株/hm^(2)。此外,在无水肥限制条件下,拜城县模拟产量潜力为23.2 Mg/hm^(2),与当地农户产量水平(14.1 Mg/hm^(2))相比,二者产量差达9.1 Mg/hm^(2),农户产量仅为该县常规种植条件下产量潜力的61%。通过播期与密度优化,拜城县玉米产量潜力可达到29.8 Mg/hm^(2),较新疆昌吉回族自治州奇台县创造的全国玉米高产纪录(25 Mg/hm^(2))高4.8 Mg/hm^(2)。结论Hybrid-Maize模型评估结果显示,拜城县玉米光温生产潜力大,在水肥充足供应条件下,通过提高种植密度和调整播期可显著提高该县玉米产量,有望创造新的全国玉米高产纪录。 展开更多
关键词 hybrid-Maize模型 产量潜力 播期 密度 产量差
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Hybrid fault tolerance in distributed in-memory storage systems
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作者 Zheng Gong Si Wu Yinlong Xu 《中国科学技术大学学报》 北大核心 2025年第1期59-68,58,I0002,共12页
An in-memory storage system provides submillisecond latency and improves the concurrency of user applications by caching data into memory from external storage.Fault tolerance of in-memory storage systems is essential... An in-memory storage system provides submillisecond latency and improves the concurrency of user applications by caching data into memory from external storage.Fault tolerance of in-memory storage systems is essential,as the loss of cached data requires access to data from external storage,which evidently increases the response latency.Typically,replication and erasure code(EC)are two fault-tolerant schemes that pose different trade-offs between access performance and storage usage.To help make the best performance and space trade-off,we design ElasticMem,a hybrid fault-tolerant distributed in-memory storage system that supports elastic redundancy transition to dynamically change the fault-tolerant scheme.ElasticMem exploits a novel EC-oriented replication(EOR)that carefully designs the data placement of replication according to the future data layout of EC to enhance the I/O efficiency of redundancy transition.ElasticMem solves the consistency problem caused by concurrent data accesses via a lightweight table-based scheme combined with data bypassing.It detects correlated read and write requests and serves subsequent read requests with local data.We implement a prototype that realizes ElasticMem based on Memcached.Experiments show that ElasticMem remarkably reduces the time of redundancy transition,the overall latency of correlated concurrent data accesses,and the latency of single data access among them. 展开更多
关键词 in-memory storage system hybrid fault tolerance replication erasure code
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Optimization of Infrared-microwave Post-processing Process for 3D Printed Raspberry Preserves Based on AHP-CRITIC Hybrid Weighting Combined with Response Surface Method
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作者 Zheng Xianzhe Song Ruonan +2 位作者 Cong Hongyue Zhang Yuhan Xue Liangliang 《Journal of Northeast Agricultural University(English Edition)》 2025年第1期27-44,共18页
In order to improve the quality of 3D printed raspberry preserves after post-processing,microwave ovens combining infrared and microwave methods were utilized.The effects of infrared heating temperature,infrared heati... In order to improve the quality of 3D printed raspberry preserves after post-processing,microwave ovens combining infrared and microwave methods were utilized.The effects of infrared heating temperature,infrared heating time,microwave power,microwave heating time on the center temperature,moisture content,the chroma(C*),the total color difference(ΔE*),shape fidelity,hardness,and the total anthocyanin content of 3D printed raspberry preserves were analyzed by response surface method(RSM).The results showed that under combining with the two methods,infrared heating improved the fidelity and quality degradation of printed products,while microwave heating enhanced the efficiency of infrared heating.Infrared-microwave combination cooking could maintain relatively stable color appearance and shape of 3D printed raspberry preserves.The AHP–CRITIC hybrid weighting method combined with the response surface test to determine the comprehensive weights of the evaluation indicators optimized the process parameters,and the optimal process parameters were obtained:infrared heating temperature of 190℃,infrared heating time of 10 min and 30 s,microwave power of 300 W,and microwave heating time of 2 min and 6 s.The 3D printed raspberry cooking methods obtained under the optimal conditions seldom had color variation,porous structure,uniform texture,and high shape fidelity,which retained the characteristics of personalized manufacturing by 3D printing.This study could provide a reference for the postprocessing and quality control of 3D cooking methods. 展开更多
关键词 3D printing RASPBERRY MICROWAVE infrared heating hybrid weighting response surface method
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Stability analysis of cotton hybrids for yield and fiber quality using GGE biplot,WAASB,and MTSI approaches
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作者 MUNDAKOCHI Meera ALAGESAN Subramanian +3 位作者 NALLATHAMBI Premalatha NARAYANAN Manikanda Boopathi DHASHNAMURTHI Vijayalakshmi RAMALINGAM Thangapandian 《Journal of Cotton Research》 2025年第4期530-543,共14页
Background Hybrid cotton enjoys overwhelming patronage among cotton farmers because of its superior yield capacity and fiber quality.However,various environmental factors affect its yield and fiber quality.This study ... Background Hybrid cotton enjoys overwhelming patronage among cotton farmers because of its superior yield capacity and fiber quality.However,various environmental factors affect its yield and fiber quality.This study aimed to assess 30 cotton hybrids for the stability of four traits(single-plant seed cotton yield,fiber upper half mean length(UHML),fiber strength,and micronaire)across three environments.Recent techniques,including genotype and genotype×environment(GGE)biplot,which provides a visual representation of performance and adaptability;weighted average absolute scores of the best linear unbiased predictions(WAASB),which balances the performance of the trait with stability;and multi-trait stability index(MTSI),which integrates multi-trait performance and stability,were used to analyze the stability of the four traits.Results Analysis of variance revealed significant genotype and environment interactions for all the traits studied,highlighting the need for comprehensive stability analysis.The environment E2 was the most suitable for the evaluation of seed cotton yield,whereas E3 was suitable for the evaluation of UHML and fiber strength.A stable hybrid,H05(TVH002×MCU5),with superior performance for seed cotton yield and UHML,was identified based on the overall results from GGE and WAASB.The which-won-where bioplot showed that H25(SVPR3×MCU5)performed the best for seed cotton yield in E3,and H27(Suraj×Sunantha)in E2 and E1.The hybrid H04(TVH002×CO14)in E1 and H30(Suraj×MCU5)in E2 and E3 performed well for UHML.Similarly,H28(Suraj×Suraksha)for E2 and E3 and H26(Suraj×Subiksha)for E1 were the best performing in the case of fiber strength.Based on the MTSI,four promising hybrids,namely,H24(SVPR3×CO14),H09(TVH2010×CO14),H18(MCU7×Suraksha),and H29(Suraj×CO14),were identified as stable with average performance for all four traits.Conclusions The study identified a stable hybrid,H05(TVH002×MCU5),with superior performance for yield and UHML.The identified hybrids in this study hold significant potential for cultivation across Tamil Nadu,with a scope for further evaluation in diverse environments. 展开更多
关键词 hybrid cotton Stability analysis YIELD Fiber quality G×E interaction
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基于Hybrid样本的学习过程一致收敛速度的界 被引量:2
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作者 李俊华 白鹤举 《河北大学学报(自然科学版)》 CAS 北大核心 2016年第2期113-116,共4页
学习过程收敛速度的界是统计学习理论的重要组成部分,这些界决定了学习机器的推广能力.以机会理论和Hybrid变量的概念为基础,讨论了基于Hybrid样本的学习过程一致收敛速度的界,并给出了这些界和函数容量之间的关系.
关键词 hybrid变量 hybrid经验风险最小化原则 一致收敛速度的界
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Hybrid genetic simulated annealing algorithm for agile Earth observation satellite scheduling considering cloud cover distribution
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作者 SUN Haiquan WANG Zhilong +1 位作者 HU Xiaoxuan XIA Wei 《Journal of Systems Engineering and Electronics》 2025年第6期1595-1612,共18页
Agile earth observation satellites(AEOSs)represent a new generation of satellites with three degrees of freedom(pitch,roll,and yaw);they possess a long visible time window(VTW)for ground targets and support imaging at... Agile earth observation satellites(AEOSs)represent a new generation of satellites with three degrees of freedom(pitch,roll,and yaw);they possess a long visible time window(VTW)for ground targets and support imaging at any moment within the VTW.However,different observation times demonstrate different cloud cover distributions,which exhibit different effects on the AEOS observation.Previous studies ignored pitch angles,discretized VTWs,or fixed cloud cover for every VTW,which led to the loss of intermediate observation states,thus these studies are not suitable for AEOS scheduling considering cloud cover distribution.In this study,a relationship formula between the cloud cover and observation time is proposed to calculate the cloud cover for every observation time,and a relationship formula between the observation time and pitch angle is designed to calculate the pitch angle for every observation time in the VTW.A refined model including the pitch angle,roll angle,and cloud cover distribution is established,which can make the scheme closer to the actual application of AEOSs.A hybrid genetic simulated annealing(HGSA)algorithm for AEOS scheduling is proposed,which integrates the advantages of genetic and simulated annealing algorithms and can effectively avoid falling into a local optimal solution.The experiments are conducted to compare the proposed algorithm with the traditional algorithms,the results verify that the proposed model and algorithm are efficient and effective for AEOS scheduling considering cloud cover distribution. 展开更多
关键词 agile Earth observation satellite cloud cover distribution hybrid genetic simulated annealing algorithm
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Screening of metal additives in ABS polymer fuel for enhanced performance in hybrid rocket motors:A computational analysis using CEA
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作者 Gail Ndlovu Bilainu Oboirien Patrick Ndungu 《Defence Technology(防务技术)》 2025年第8期176-184,共9页
This study investigates the potential of metal additives in acrylonitrile butadiene styrene(ABS)polymer fuel to enhance hybrid rocket motor(HRM)performance through computational analysis,Chemical Equilibrium with Appl... This study investigates the potential of metal additives in acrylonitrile butadiene styrene(ABS)polymer fuel to enhance hybrid rocket motor(HRM)performance through computational analysis,Chemical Equilibrium with Applications(CEA),software.ABS was selected as the base fuel due to its thermoplastic nature,which allows for the creation of complex fuel geometries through 3D printing,offering significant flexibility in fuel design.Hybrid rockets,which combine a solid fuel with a liquid oxidiser,offer advantages in terms of operational simplicity and safety.However,conventional polymer fuels often exhibit low regression rates and suboptimal combustion efficiencies.In this research,we evaluated a range of metal additives-aluminium(Al),boron(B),nickel(Ni),copper(Cu),and iron(Fe)-at chamber pressures ranging from 1 to 30 bar and oxidiser-to-fuel(O/F)ratios between 1.1 and 12,resulting in 1800 unique test conditions.The main performance parameters used to assess each formulation were characteristic velocity(C^(*))and adiabatic flame temperature.The results revealed that each test produced a different optimum O/F ratio,with most ratios falling between 4 and 6.The highest performance was achieved at a chamber pressure of 30 bar across all formulations.Among the additives,Al and B demonstrated significant potential for improved combustion performance with increasing metal loadings.In contrast,Fe,Cu,and Ni reached optimal performance at a minimum loading of 1%.Future work includes investigating B-Al metal composites as additives into the ABS base polymer fuel,and doing experimental validation tests where the metallised ABS polymer fuel is 3D printed. 展开更多
关键词 hybrid rocket motors Acrylonitrile butadiene styrene(ABS) Metallised polymer fuels Combustion performance Characteristic velocity(C*) Chemical equilibrium with applications (CEA)
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Physical-layer secure hybrid task scheduling and resource management for fog computing IoT networks
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作者 ZHANG Shibo GAO Hongyuan +1 位作者 SU Yumeng SUN Rongchen 《Journal of Systems Engineering and Electronics》 2025年第5期1146-1160,共15页
Fog computing has emerged as an important technology which can improve the performance of computation-intensive and latency-critical communication networks.Nevertheless,the fog computing Internet-of-Things(IoT)systems... Fog computing has emerged as an important technology which can improve the performance of computation-intensive and latency-critical communication networks.Nevertheless,the fog computing Internet-of-Things(IoT)systems are susceptible to malicious eavesdropping attacks during the information transmission,and this issue has not been adequately addressed.In this paper,we propose a physical-layer secure fog computing IoT system model,which is able to improve the physical layer security of fog computing IoT networks against the malicious eavesdropping of multiple eavesdroppers.The secrecy rate of the proposed model is analyzed,and the quantum galaxy–based search algorithm(QGSA)is proposed to solve the hybrid task scheduling and resource management problem of the network.The computational complexity and convergence of the proposed algorithm are analyzed.Simulation results validate the efficiency of the proposed model and reveal the influence of various environmental parameters on fog computing IoT networks.Moreover,the simulation results demonstrate that the proposed hybrid task scheduling and resource management scheme can effectively enhance secrecy performance across different communication scenarios. 展开更多
关键词 fog computing Internet-of-Things(IoT) physical layer security hybrid task scheduling and resource management quantum galaxy-based search algorithm(QGSA)
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Hybrid ETKF-3DVAR方法同化多普勒雷达速度观测资料Ⅰ:模拟资料试验 被引量:11
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作者 沈菲菲 闵锦忠 +1 位作者 许冬梅 张冰 《大气科学学报》 CSCD 北大核心 2016年第1期81-89,共9页
利用WRF(Weather research and forecasting)模式及模式模拟的资料,采用Hybrid ETKF-3DVAR(ensemble transform Kalman filter-three-dimensional variational data assimilation)方法同化模拟雷达观测资料。该混合同化方法将集合转换... 利用WRF(Weather research and forecasting)模式及模式模拟的资料,采用Hybrid ETKF-3DVAR(ensemble transform Kalman filter-three-dimensional variational data assimilation)方法同化模拟雷达观测资料。该混合同化方法将集合转换卡尔曼滤波(ensemble transform Kalman filter)得到的集合样本扰动通过转换矩阵直接作用到背景场上,利用顺序滤波的思想得到分析扰动场;然后通过增加额外控制变量的方式把"流依赖"的集合协方差信息引入到变分目标函数中去,在3DVAR框架基础下与观测数据进行融合,从而给出分析场的最优估计。试验结果表明,Hybrid ETKF-3DVAR同化方法相比传统3DVAR可以提供更为准确的分析场,Hybrid方法雷达资料初始化模拟的台风涡旋结构与位置比3DVAR更加接近"真实场",对台风路径预报也有明显改进。通过对比Hybrid S试验与Hybrid F试验发现,Hybrid的正效果主要来源于混合背景误差协方差中的"流依赖"信息,集合平均场代替确定性背景场带来的效果并不显著。 展开更多
关键词 hybrid ETKF-3DVAR WRF模式 多普勒雷达 资料
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Er,Cr∶YSGG激光联合Hybrid Coat脱敏剂治疗牙本质过敏症的疗效观察 被引量:13
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作者 赵敏 杨长怡 +4 位作者 王婧姣 郭晓倩 张莹 王丽 黄永清 《实用口腔医学杂志》 CAS CSCD 北大核心 2021年第1期106-109,共4页
目的:评价Er,Cr∶YSGG激光联合Hybrid Coat脱敏剂在牙本质过敏中的治疗效果。方法:纳入100名牙本质暴露患者(310颗牙齿),随机分为A、B、C 3组,A组Er,Cr∶YSGG激光治疗(n=106);B组Hybrid Coat治疗(n=100),C组Hybrid Coat联合Er,Cr∶YSGG... 目的:评价Er,Cr∶YSGG激光联合Hybrid Coat脱敏剂在牙本质过敏中的治疗效果。方法:纳入100名牙本质暴露患者(310颗牙齿),随机分为A、B、C 3组,A组Er,Cr∶YSGG激光治疗(n=106);B组Hybrid Coat治疗(n=100),C组Hybrid Coat联合Er,Cr∶YSGG激光治疗(n=104)。观察并记录治疗后的治疗效果。结果:在治疗后即刻、1个月疗效对比,3种方法的治疗效果没有显著差异(P>0.05);而在治疗后3个月、6个月,A和B没有显著差异,但C有效率高于A、B组(P<0.05);3种发病原因中楔缺和龈退在治疗前后无统计学差异(P>0.05),磨耗与楔缺、龈退有统计学差异(P<0.05);治疗前后VAS值有统计学差异(P<0.05),治疗后各时间点无统计学差异(P>0.05),C组治疗后各时间点的VAS值均低于A、B组(P<0.05)。结论:Er,Cr∶YSGG激光联合Hybrid Coat脱敏剂治疗牙本质过敏获得了较好的早期疗效及中远期效果。 展开更多
关键词 Er Cr∶YSGG激光 hybrid Coat脱敏剂 牙本质敏感症
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载人登月自由返回轨道与Hybrid轨道设计方法 被引量:12
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作者 白玉铸 陈小前 李京浩 《国防科技大学学报》 EI CAS CSCD 北大核心 2010年第2期33-39,共7页
对自由返回轨道与Hybrid轨道的设计方法进行了研究。应用分段受摄的高精度动力学模型,设计了搜索变量、约束条件与微分修正搜索算法,搜索得到了自由返回轨道标称轨道,并使用STK软件对其进行了验证与三维仿真,最后对误差传递情况进行了... 对自由返回轨道与Hybrid轨道的设计方法进行了研究。应用分段受摄的高精度动力学模型,设计了搜索变量、约束条件与微分修正搜索算法,搜索得到了自由返回轨道标称轨道,并使用STK软件对其进行了验证与三维仿真,最后对误差传递情况进行了分析。Hybrid轨道由自由返回与非自由返回轨道组合而成,文中给出了一条典型的Hybrid轨道设计过程,并对其优缺点进行了简要分析。文章所述方法与结论可应用于载人登月任务轨道设计,也可应用于嫦娥后期工程和搭载发射的微型月球探测器的轨道设计。 展开更多
关键词 自由返回轨道 hybrid轨道 载人登月 嫦娥工程 微分修正算法
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基于Hybrid EnSRF-En3DVar的雷达资料同化研究 被引量:11
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作者 闵锦忠 刘盛玉 +1 位作者 毕坤 杜宁珠 《大气科学学报》 CSCD 北大核心 2015年第2期213-221,共9页
基于WRF模式构建了Hybrid En SRF-En3DVar同化系统,该系统使用En SRF方案直接更新集合扰动。利用构建的同化系统针对台风"桑美"分别进行集合协方差权重敏感性试验和同化雷达不同观测资料的敏感性试验。集合协方差权重敏感性... 基于WRF模式构建了Hybrid En SRF-En3DVar同化系统,该系统使用En SRF方案直接更新集合扰动。利用构建的同化系统针对台风"桑美"分别进行集合协方差权重敏感性试验和同化雷达不同观测资料的敏感性试验。集合协方差权重敏感性试验发现:当集合协方差权重分别为0.25、0.5和0.75时,同化效果优于3DVar试验,其中0.75的集合协方差权重试验得到了分析场的最优估计;当集合协方差权重为1.0时,分析场最差。同化雷达不同观测资料的敏感性试验表明,联合同化雷达径向风及反射率能有效改善大气湿度场和风场,但对风场的改善效果不如仅同化雷达径向风好。将En SRF集合扰动更新方案与扰动观测方案综合分析发现,扰动观测方案集合离散度较小,计算代价大,En SRF方案优于扰动观测方案。 展开更多
关键词 资料同化 hybrid EnSRF-En3DVar 多普勒雷达 台风
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