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Bipartite Containment Control of Heterogeneous Nonlinear Multi-Agent Systems over Multi-Group Networks
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作者 HU Ziqi KANG Jianling 《Journal of Donghua University(English Edition)》 2026年第1期80-90,共11页
The bipartite containment control problem for heterogeneous nonlinear multi-agent systems(HNMASs)within multi-group networks under signed digraphs is investigated,where the first-order and second-order nonlinear dynam... The bipartite containment control problem for heterogeneous nonlinear multi-agent systems(HNMASs)within multi-group networks under signed digraphs is investigated,where the first-order and second-order nonlinear dynamic agents belong to distinct groups.Interactions are cooperative-antagonistic within each group and sign-in-degree balanced across the inter-groups.Firstly,a state feedback control protocol is designed to ensure that the trajectories of followers in diverse groups can converge to distinct convex hulls formed by their corresponding leaders,respectively.As an extension,the bipartite control problem with time-variant formation for the multi-agent system(MAS)is also considered,and a corresponding control protocol with formation compensation vectors is given.Finally,in view of Lyapunov stability theory and matrix inequality,the sufficient conditions for realizing the bipartite containment control are obtained,and several simulations are provided to verify the validity of the above methods. 展开更多
关键词 bipartite containment control time-variant formation heterogeneous nonlinear system multi-group network
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GLOBAL STABILITY OF EXTENDED MULTI-GROUP SIR EPIDEMIC MODELS WITH PATCHES THROUGH MIGRATION AND CROSS PATCH INFECTION 被引量:8
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作者 Yoshiaki MUROYA Yoichi ENATSU Toshikazu KUNIYA 《Acta Mathematica Scientia》 SCIE CSCD 2013年第2期341-361,共21页
In this article, we establish the global stability of an endemic equilibrium of multi-group SIR epidemic models, which have not only an exchange of individuals between patches through migration but also cross patch in... In this article, we establish the global stability of an endemic equilibrium of multi-group SIR epidemic models, which have not only an exchange of individuals between patches through migration but also cross patch infection between different groups. As a result, we partially generalize the recent result in the article [16]. 展开更多
关键词 multi-group SIR epidemic model PATCH global asymptotic stability Lyapunovfunction
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A modified multi-group model of angular and momentum distribution of cosmic ray muons for thickness measurement and material discrimination of slabs 被引量:5
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作者 Sa Xiao Wei-Bo He +2 位作者 Ming-Cong Lan Ying Chen Mao-Bing Shuai 《Nuclear Science and Techniques》 SCIE CAS CSCD 2018年第2期111-117,共7页
Muon tomography is a capable imaging technique to measure the geometry of high-Z objects. However,most existed algorithms used in muon tomography have obscured the effects of angular distribution and momentum spectra ... Muon tomography is a capable imaging technique to measure the geometry of high-Z objects. However,most existed algorithms used in muon tomography have obscured the effects of angular distribution and momentum spectra of cosmic ray muons and reduced the spatial resolution. We present a modified multi-group model that takes into account these effects and calibrates the model by the material of lead. Performance tests establish that the model is capable of measuring the thickness of a Pb slab and identifying the material of an unknown slab on a reasonable exposure timescale, in both cases of complete and incomplete angular data. Results show that the modified multi-group model is helpful for improvements in image resolution in real applications. 展开更多
关键词 MUON tomography MODIFIED multi-group model ANGULAR distribution MOMENTUM spectra
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Global dynamics of a novel multi-group model for computer worms 被引量:3
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作者 巩永旺 宋玉蓉 蒋国平 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第4期56-62,共7页
In this paper, we study worm dynamics in computer networks composed of many autonomous systems. A novel multigroup SIQR (susceptible-infected-quarantined-removed) model is proposed for computer worms by explicitly c... In this paper, we study worm dynamics in computer networks composed of many autonomous systems. A novel multigroup SIQR (susceptible-infected-quarantined-removed) model is proposed for computer worms by explicitly considering anti-virus measures and the network infrastructure. Then, the basic reproduction number of worm R0 is derived and the global dynamics of the model are established. It is shown that if R0 is less than or equal to 1, the disease-free equilibrium is globally asymptotically stable and the worm dies out eventually, whereas, if R0 is greater than 1, one unique endemic equilibrium exists and it is globally asymptotically stable, thus the worm persists in the network. Finally, numerical simulations are given to illustrate the theoretical results. 展开更多
关键词 computer worm multi-group model Lyapunov function global dynamics
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Multi-group ant colony algorithm based on simulated annealing method 被引量:2
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作者 朱经纬 芮挺 +1 位作者 廖明 张金林 《Journal of Shanghai University(English Edition)》 CAS 2010年第6期464-468,共5页
To overcome the default of single search tendency, the ants in the colony are divided into several sub-groups. The ants in different subgroups have different trail information and expectation coefficients. The simulat... To overcome the default of single search tendency, the ants in the colony are divided into several sub-groups. The ants in different subgroups have different trail information and expectation coefficients. The simulated annealing method is introduced to the algorithm. Through setting the temperature changing with the iterations, after each turn of tours, the solution set obtained by the ants is taken as the candidate set. The update set is obtained by adding the solutions in the candidate set to the previous update set with the probability determined by the temperature. The solutions in the candidate set are used to update the trail information. In each turn of updating, the current best solution is also used to enhance the trail information on the current best route. The trail information is reset when the algorithm is in stagnation state. The computer experiments demonstrate that the proposed algorithm has higher stability and convergence speed. 展开更多
关键词 ant colony algorithm simulated annealing method multi-group candidate set update set
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Development of multi-group Monte-Carlo transport and depletion coupling calculation method and verification with metal-fueled fast reactor 被引量:2
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作者 Hui Guo Yi‑Wei Wu +2 位作者 Qu‑Fei Song Yu‑Yang Shen Han‑Yang Gu 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2023年第11期20-39,共20页
The accurate modeling of depletion,intricately tied to the solution of the neutron transport equation,is crucial for the design,analysis,and licensing of nuclear reactors and their fuel cycles.This paper introduces a ... The accurate modeling of depletion,intricately tied to the solution of the neutron transport equation,is crucial for the design,analysis,and licensing of nuclear reactors and their fuel cycles.This paper introduces a novel multi-group Monte-Carlo depletion calculation approach.Multi-group cross-sections(MGXS)are derived from both 3D whole-core model and 2D fuel subassembly model using the continuous-energy Monte-Carlo method.Core calculations employ the multi-group Monte-Carlo method,accommodating both homogeneous and specific local heterogeneous geometries.The proposed method has been validated against the MET-1000 metal-fueled fast reactors,using both the OECD/NEA benchmark and a new refueling benchmark introduced in this paper.Our findings suggest that microscopic MGXS,produced via the Monte-Carlo method,are viable for fast reactor depletion analyses.Furthermore,the locally heterogeneous model with angular-dependent MGXS offers robust predictions for core reactivity,control rod value,sodium void value,Doppler constants,power distribution,and concentration levels. 展开更多
关键词 Monte-Carlo multi-group cross-section generation Depletion Fast reactors Metallic fuel
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DYNAMIC FOR A STOCHASTIC MULTI-GROUP AIDS MODEL WITH SATURATED INCIDENCE RATE 被引量:2
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作者 Qixing HAN Daqing JIANG 《Acta Mathematica Scientia》 SCIE CSCD 2020年第6期1883-1896,共14页
In this paper,a stochastic multi-group AIDS model with saturated incidence rate is studied.We prove that the system is persistent in the mean under some parametric restrictions.We also obtain the sufficient condition ... In this paper,a stochastic multi-group AIDS model with saturated incidence rate is studied.We prove that the system is persistent in the mean under some parametric restrictions.We also obtain the sufficient condition for the existence of the ergodic stationary distribution of the system by constructing a suitable Lyapunov function.Our results indicate that the existence of ergodic stationary distribution does not rely on the interior equilibrium of the corresponding deterministic system,which greatly improves upon previous results. 展开更多
关键词 multi-group AIDS model Lyapunov function stationary distribution persistence in the mean
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XPZLIB:an HDF5-format multi-group cross-section library 被引量:1
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作者 Bin Fu Le-Rui Zhang +2 位作者 Ding She Chun-Lin Wei Alain Hébert 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第11期46-60,共15页
A multi-group cross-section library is fundamental for deterministic lattice physics calculations.Most existing multi-group cross-section libraries are customized for particular computer codes,as well as for particula... A multi-group cross-section library is fundamental for deterministic lattice physics calculations.Most existing multi-group cross-section libraries are customized for particular computer codes,as well as for particular types of nuclear reactors.This paper presents an HDF5-format multi-group cross-section library named XPZLIB.XPZLIB was produced using a selfdeveloped XPZR module integrated into the NJOY2016 code,and an in-house PyNjoy2022 system was developed for autoprocessing.XPZLIB contains detailed data content and well-organized data structures that are user-and developer-friendly.Three typical XPZLIBs with different numbers of energy groups,nuclides,and depletion reaction types were released via the Tsinghua cloud website.Furthermore,the applicability of the released XPZLIBs was investigated using HTGR and PWR lattice calculations,which can provide guidance for applying XPZLIB under different scenarios. 展开更多
关键词 XPZLIB multi-group library HDF5 format HTGR PWR
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CT Reconstruction with Priori MRI Images Through Multi-Group Datasets Expansion 被引量:1
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作者 王齐辉 奚岩 +2 位作者 陈毅 张伟康 赵俊 《Journal of Shanghai Jiaotong university(Science)》 EI 2017年第6期756-762,共7页
Computed tomography(CT) reconstruction with a well-registered priori magnetic resonance imaging(MRI) image can improve reconstruction results with low-dose CT, because well-registered CT and MRI images have similar st... Computed tomography(CT) reconstruction with a well-registered priori magnetic resonance imaging(MRI) image can improve reconstruction results with low-dose CT, because well-registered CT and MRI images have similar structures. However, in clinical settings, the CT image of patients does not always match the priori MRI image because of breathing and movement of patients during CT scanning. To improve the image quality in this case, multi-group datasets expansion is proposed in this paper. In our method, multi-group CT-MRI datasets are formed by expanding CT-MRI datasets. These expanded datasets can also be used by most existing CT-MRI algorithms and improve the reconstructed image quality when the CT image of a patient is not registered with the priori MRI image. In the experiments, we evaluate the performance of the algorithm by using multi-group CT-MRI datasets in several unregistered situations. Experiments show that when the CT and priori MRI images are not registered, the reconstruction results of using multi-group dataset expansion are better than those obtained without using the expansion. 展开更多
关键词 multi-group datasets expanding computed tomography(CT) priori magnetic regonance imaging(MRI) images
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Global Stability of a Multi-Group Delayed Epidemic Model
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作者 Bowen REN Ke CHEN Dejun FAN 《Journal of Mathematical Research with Applications》 CSCD 2016年第5期547-560,共14页
A multi-group epidemic model with a variables separated incidence rate and delays is analyzed. For strongly and non-strongly connected networks, the basic reproductive number Ro is calculated, respectively. By applyin... A multi-group epidemic model with a variables separated incidence rate and delays is analyzed. For strongly and non-strongly connected networks, the basic reproductive number Ro is calculated, respectively. By applying the Lyapunov functionals and the LaSalle invariance principle, we prove the global asymptotic stability of infection-free equilibrium P0 when Ro 〈 1 and the endemic equilibrium P* when Ro 〉 1. 展开更多
关键词 globally asymptotically stable multi-group delayed system Lyapunov function-als CONNECTIVITY
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Extinction and Persistent of a Stochastic Multi-group SIR Epidemic Model
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作者 Xiaojing Zhong Feiqi Deng 《Journal of Control Science and Engineering》 2013年第1期13-22,共10页
We establish a stochastic differential equation epidemic model of multi-group SIR type based on the deterministic multi-group SIR mode. Then, we define the basic reproduction number R0^S and show that it is a sharp th... We establish a stochastic differential equation epidemic model of multi-group SIR type based on the deterministic multi-group SIR mode. Then, we define the basic reproduction number R0^S and show that it is a sharp threshold for the dynamic of the stochastic multi-group SIR model. More specially, if R0^S 〈 1, then the disease-free equilibrium will be asymptotically stable which means the disease will die out, if R0^S 〉 1, the disease-free equilibrium will unstable, and our model will positively recurrence to a positive domain which implies the persistence of our model. Numerical simulation examples are carried out to substantiate the analytical results. 展开更多
关键词 STOCHASTIC multi-group SIR model threshold dynamics positive recurrence stochastic persistence.
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Estimates of the Fast and Termal Flux in Blanket of Critical Reactors by Using Multi-Group Methods
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作者 Aybaba Hancerliogullari Asli Kurnaz +5 位作者 Yosef G.Ali Madee Ltfei A.Abdalsmd Salem A.A.Shufat Khaled M.Elhadad Hand Hadia Almezogi Mansur Mohamed Ali Mansur 《Open Journal of Applied Sciences》 2017年第2期68-81,共14页
In this study, based differential equations methods are used to solve equations because these methods are dependent on boundary value data more than other mathematical equations. We have calculated neutron flux, criti... In this study, based differential equations methods are used to solve equations because these methods are dependent on boundary value data more than other mathematical equations. We have calculated neutron flux, criticality and geometrical eigenvalue by using multi-group method and solving the neutron diffusion equation for finite and infinite cylindrical and spherical reactors in this study. For the calculation of the total neutron flux cross sections, we need the neutron diffusion equation. Thus, we have established the relationship between neuron flow and cross-section of neuron depending on neutron energy. Critical calculations have been made by comparing the results with MNCP (montecarlo n-partical) simulation methods. For necessary computer calculations, the programme, Wolfram-Matematica-7 has been used. 展开更多
关键词 Critical Reactor Neutron Diffusion Equation MCNP multi-group Method Simulation
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Multi-group pin power reconstruction method based on colorset form functions 被引量:1
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作者 HUANG Hao 《Nuclear Science and Techniques》 SCIE CAS CSCD 2009年第1期60-64,共5页
A multi-group pin power reconstruction method that fully exploits nodal information obtained from global coarse mesh solution has been developed.It expands the intra-nodal flux distributions into nonseparable semi-ana... A multi-group pin power reconstruction method that fully exploits nodal information obtained from global coarse mesh solution has been developed.It expands the intra-nodal flux distributions into nonseparable semi-analytic basis functions,and a colorset based form function generating method is proposed,which can accurately model the spectral interaction occurring at assembly interface.To demonstrate its accuracy and applicability to realistic problems, the new method is tested against two benchmark problems,including a mixed-oxide fuel problem.The results show that the new method is comparable in accuracy to fine-mesh methods. 展开更多
关键词 群组管理 LWR 二维多群辐射 输运过程 原子核
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建筑策划与后评估中基于群决策的指标权重迭代模型
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作者 庄惟敏 景泉 +4 位作者 胡朝浪 李若星 苗志坚 胡奇晓 李炎昊 《工程科学与技术》 北大核心 2026年第2期138-146,共9页
建筑策划与后评估中涉及众多多指标决策的场景,如何结合具体决策环境量化建模以确定指标权重具有重要工程意义。在群决策中既需要考虑指标权重,还需考虑每一位决策者(专家)的权重。传统方法是独立建模分别确定两者,但缺乏对两者的协同... 建筑策划与后评估中涉及众多多指标决策的场景,如何结合具体决策环境量化建模以确定指标权重具有重要工程意义。在群决策中既需要考虑指标权重,还需考虑每一位决策者(专家)的权重。传统方法是独立建模分别确定两者,但缺乏对两者的协同优化。因此,本文提出了一种同时输出两者的迭代模型。首先,利用专家个人评价与专家群体评价之间的一致性建立确定专家权重的优化模型,该模型在计算一致性时考虑了不同指标的重要性;然后,利用专家权重直接聚合评价结果获得指标权重;最后,基于专家权重和指标权重的相互影响建立迭代模型。借助建筑策划与后评估中的两个工程案例进行了数值验证,结果表明:1)在绿色性能评价案例中,9位专家对96项底层指标进行语义评价,模型经8步迭代收敛,相邻步指标权重差的无穷范数降至10^(-10)量级;2)与均分专家权重法相比,迭代模型输出的指标权重区分度更高,且办公建筑与旅游建筑的指标排序差异符合功能特征;3)在后评估案例中,5位专家对博物馆与体育馆的69项指标进行评价,模型均于迭代7~9步稳定收敛;4)同一批专家在不同建筑类型下的权重分布呈现显著差异,指标权重有效反映了博物馆侧重文化表达、体育馆侧重晚间照明等工程实际。该模型具有良好收敛性,在工程应用中具有可行性和有效性。 展开更多
关键词 建筑策划与后评估 多指标群决策 指标权重 专家权重 迭代模型
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真实型领导风格对飞行学员安全行为的影响机制
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作者 王燕青 冯蔚然 蒋干 《中国安全科学学报》 北大核心 2026年第2期9-17,共9页
为促进飞行学员安全行为的养成,强化飞行训练水平,深入探究真实型领导风格与飞行学员安全行为的关系与内在机制,构建基于真实型领导风格理论的飞行学员安全行为理论模型;借鉴成熟量表并邀请专家结合航校训练现状编制问卷,通过AMOS26.0... 为促进飞行学员安全行为的养成,强化飞行训练水平,深入探究真实型领导风格与飞行学员安全行为的关系与内在机制,构建基于真实型领导风格理论的飞行学员安全行为理论模型;借鉴成熟量表并邀请专家结合航校训练现状编制问卷,通过AMOS26.0软件检验真实型追随的中介效应和基本心理需求满足的调节效应,并验证所构建飞行学员安全行为理论模型在不同学飞阶段、飞行水平、教员职务群体和工作环境中的适用性。结果表明:飞行教员真实型领导风格与飞行学员安全行为呈正相关关系,飞行学员真实型追随在二者之间起中介作用;真实型领导风格正向影响真实型追随,且基本心理需求满足在此过程起调节作用;在学飞阶段、飞行水平、教员职务和工作环境4个维度间不同群组对模型不具备调节作用,进一步验证模型的结构稳定性。 展开更多
关键词 真实型领导风格 飞行学员 安全行为 真实型追随 基本心理需求满足 多群组
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基于社交网络的概率犹豫模糊共识群决策方法
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作者 杨威 雷小雨 《工程数学学报》 北大核心 2026年第1期167-182,共16页
针对属性权重已知、决策者权重未知的决策问题,提出了基于社交网络的概率犹豫模糊共识群决策方法。首先,提出了概率犹豫模糊信任传播算子和聚合算子,计算决策者信任值。然后,利用决策者信任关系和观点相似度计算决策者权重,构建基于概... 针对属性权重已知、决策者权重未知的决策问题,提出了基于社交网络的概率犹豫模糊共识群决策方法。首先,提出了概率犹豫模糊信任传播算子和聚合算子,计算决策者信任值。然后,利用决策者信任关系和观点相似度计算决策者权重,构建基于概率犹豫模糊信任网络的最小调整模型。最后,在决策者意见达成共识的基础上,利用VIKOR方法对方案排序,并通过可再生能源管理决策案例验证该方法的可行性和有效性。 展开更多
关键词 多属性群决策 概率犹豫模糊集 社交信任网络 共识达成 VIKOR法
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铁路列车群运行多智能体感知模型与仿真
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作者 骆晖 《铁道运输与经济》 北大核心 2026年第1期141-150,共10页
为探讨铁路高精度与智能化运行仿真,研究铁路工程数据驱动建模与列车群多智能体自主感知仿真理论与方法。首先以工程勘察设计数据驱动生成线路等矢量数据模型,构建轨道区段、信号机、道岔、列车等智能体模型;其次研究单列车自主感知控... 为探讨铁路高精度与智能化运行仿真,研究铁路工程数据驱动建模与列车群多智能体自主感知仿真理论与方法。首先以工程勘察设计数据驱动生成线路等矢量数据模型,构建轨道区段、信号机、道岔、列车等智能体模型;其次研究单列车自主感知控制模型的构建与运行;最后通过构建CTC智能体实现数据感知与处理分析、列车群运行状态的动态监控与调度,完成列车群自主仿真运行。仿真实验结果表明,在CTC智能体的智能监测和决策下,单列车及列车群模型可实现安全、高效地仿真运行。研究通过数据驱动建模,解决传统仿真系统模型精度不足、建模效率低下的问题,通过CTC智能体集中控制,实现列车群的协同仿真与自主决策,为构建自主化、智能化的铁路运输仿真系统提供了理论支撑和技术路径,为铁路线路及车站设计、能力评估提供高可信度仿真工具。 展开更多
关键词 数据驱动建模 铁路运行仿真 列车群多智能体 CTC智能体 自主感知控制
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改进YOLOv8n算法的船舶工业钢材表面缺陷检测
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作者 刘鹏 侯博文 +2 位作者 王彩霞 姜晓娇 丛海芳 《兵工学报》 北大核心 2026年第3期35-49,共15页
为提高船舶工业中钢材表面缺陷检测的准确性,针对现有YOLOv8n算法在特征提取能力不足、检测精度低以及特征融合不充分等问题,提出一种基于改进YOLOv8n的钢材表面缺陷检测方法。构建高效视觉空间金字塔池化增强层聚合网络(Efficient Visi... 为提高船舶工业中钢材表面缺陷检测的准确性,针对现有YOLOv8n算法在特征提取能力不足、检测精度低以及特征融合不充分等问题,提出一种基于改进YOLOv8n的钢材表面缺陷检测方法。构建高效视觉空间金字塔池化增强层聚合网络(Efficient Vision Transformer-Spatial Pyramid Pooling with Enhanced Layer Aggregation Network,EfficientViT-SPPELAN),以增强多维度特征提取能力;设计多尺度时空卷积(Multi-Scale Spatial-Temporal Convolution,MSSTConv)实现多尺度特征融合;在此基础上构建多尺度时空(Multi-Scale Spatial-Temporal,MSST)模块以获取丰富的上下文信息,提高缺陷定位精度并降低计算复杂度,从而提升算法的推理效率。基于东北大学表面缺陷数据集(Northeastern University Surface Defect Dataset,NEU-DET)和镀锌钢10类缺陷检测数据集(Galvanized Steel 10-category Defect Detection Dataset,GC10-DET)两个数据集的实验结果表明,所提方法的检测精准度相较于原始YOLOv8n算法分别提升6.8%和5.7%,均值平均精确率mAP@0.5分别提高3.7%和7.9%;每秒帧数(Frames Per Second,FPS)分别达到189帧/s和142帧/s。研究结果表明,该方法在提升检测精度的同时保持较高计算效率,能够有效完成船舶钢材表面缺陷的定位和类别识别,满足工业场景对检测精度与实时性的需求。 展开更多
关键词 缺陷检测 YOLOv8n算法 多尺度时空模块 多尺度时空卷积 分组注意力
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基于多智能体深度强化学习的智能网联汽车服务迁移优化方法
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作者 芮兰兰 邓淑予 +3 位作者 陈子轩 高志鹏 邱雪松 郭少勇 《通信学报》 北大核心 2026年第1期141-155,共15页
为应对智能网联汽车在高动态车联网环境中服务迁移所面临的多用户资源竞争与边缘节点可用性动态变化等挑战,提出了一种基于多智能体组相对策略优化(MAGRPO)的服务迁移方法,将服务迁移问题形式化为带资源约束的长期多用户联合优化问题,... 为应对智能网联汽车在高动态车联网环境中服务迁移所面临的多用户资源竞争与边缘节点可用性动态变化等挑战,提出了一种基于多智能体组相对策略优化(MAGRPO)的服务迁移方法,将服务迁移问题形式化为带资源约束的长期多用户联合优化问题,并设计了一种不需要显式Critic网络的MAGRPO算法。基于组内折扣回报的相对排序构建策略更新信号,有效缓解由强约束惩罚(如节点过载或故障)引起的训练不稳定问题,并降低训练开销。仿真结果表明,所提方法在服务总时延、迁移能耗及迁移成功率等关键指标上均优于现有基线方法,尤其在边缘节点资源受限且可用性动态变化的场景下,展现出更强的鲁棒性与可扩展性。 展开更多
关键词 移动边缘计算 智能网联汽车 服务迁移 多智能体深度强化学习 组相对策略优化
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基于Q-learning的专家权重优化与多级共识反馈决策
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作者 杜秀丽 程伟龙 +2 位作者 高星 潘成胜 吕亚娜 《计算机应用研究》 北大核心 2026年第2期420-426,共7页
针对动态复杂多属性决策环境下大规模异构专家群体共识达成效率低、权重分配不精准的问题,提出一种基于Q-learning的权重优化与多级共识反馈方法,旨在提升共识水平与决策质量。该方法通过将专家权重动态调整建模为马尔可夫决策过程,利用... 针对动态复杂多属性决策环境下大规模异构专家群体共识达成效率低、权重分配不精准的问题,提出一种基于Q-learning的权重优化与多级共识反馈方法,旨在提升共识水平与决策质量。该方法通过将专家权重动态调整建模为马尔可夫决策过程,利用Q-learning实现权重自适应优化,并设计涵盖属性、方案、专家与群体四个层级的多级共识反馈机制,从而精准识别并协调不同来源的分歧。实验结果表明,该方法能够显著降低共识达成所需迭代次数,提升权重分配与专家专业度的匹配精度,并获得更可靠的方案排序结果,验证了其在大规模异构专家群体中的鲁棒性与计算效率。研究表明,所提方法为复杂多属性群体决策问题提供了有效的共识建模与决策支持工具。 展开更多
关键词 群体决策 Q-LEARNING 多层共识反馈 动态权重调整
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