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A step-by-step Chebyshev space-time spectral method for force vibration of functionally graded structures
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作者 Haizhou Liu Yixin Huang Yang Zhao 《Acta Mechanica Sinica》 2025年第4期142-155,共14页
This paper proposes a new step-by-step Chebyshev space-time spectral method to analyze the force vibration of functionally graded material structures.Although traditional space-time spectral methods can reduce the acc... This paper proposes a new step-by-step Chebyshev space-time spectral method to analyze the force vibration of functionally graded material structures.Although traditional space-time spectral methods can reduce the accuracy mismatch between tem-poral low-order finite difference and spatial high-order discre tization,the ir time collocation points must increase dramatically to solve highly oscillatory solutions of structural vibration,which results in a surge in computing time and a decrease in accuracy.To address this problem,we introduced the step-by-step idea in the space-time spectral method.The Chebyshev polynomials and Lagrange's equation were applied to derive discrete spatial goverming equations,and a matrix projection method was used to map the calculation results of prev ious steps as the initial conditions of the subsequent steps.A series of numerical experiments were carried out.The results of the proposed method were compared with those obtained by traditional space-time spectral methods,which showed that higher accuracy could be achieved in a shorter computation time than the latter in highly oscillatory cases. 展开更多
关键词 Functionally graded materials space-time spectral method Step-by-step approach Forced vibration
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Quasi-Orthogonal Space-Time Coding for Backscatter Communications with Multiple-Antenna Tags
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作者 Cao Shuiling Wang Gongpu +2 位作者 Gao Jie Kuang Lei Chintha Tellambura 《China Communications》 2025年第7期186-194,共9页
Existing orthogonal space-time block coding(OSTBC)schemes for backscatter communication systems cannot achieve a full transmission code rate when the tag is equipped with more than two antennas.In this paper,we propos... Existing orthogonal space-time block coding(OSTBC)schemes for backscatter communication systems cannot achieve a full transmission code rate when the tag is equipped with more than two antennas.In this paper,we propose a quasi-orthogonal spacetime block code(QOSTBC)that can achieve a full transmission code rate for backscatter communication systems with a four-antenna tag and then extend the scheme to support tags with 2i antennas.Specifically,we first present the system model for the backscatter system.Next,we propose the QOSTBC scheme to encode the tag signals.Then,we provide the corresponding maximum likelihood detection algorithms to recover the tag signals.Finally,simulation results are provided to demonstrate that our proposed QOSTBC scheme and the detection algorithm can achieve a better transmission code rate or symbol error rate performance for backscatter communication systems compared with benchmark schemes. 展开更多
关键词 backscatter communications channel coding Internet of Things(IoT) multiple antennas quasi-orthogonal space-time block code
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Hybrid DF and SIR Forwarding Strategy in Conventional and Distributed Alamouti Space-Time Coded Cooperative Networks
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作者 Slim Chaoui Omar Alruwaili +1 位作者 Faeiz Alserhani Haifa Harrouch 《Computer Modeling in Engineering & Sciences》 2025年第2期1933-1954,共22页
In this paper,we propose a hybrid decode-and-forward and soft information relaying(HDFSIR)strategy to mitigate error propagation in coded cooperative communications.In the HDFSIR approach,the relay operates in decode-... In this paper,we propose a hybrid decode-and-forward and soft information relaying(HDFSIR)strategy to mitigate error propagation in coded cooperative communications.In the HDFSIR approach,the relay operates in decode-and-forward(DF)mode when it successfully decodes the received message;otherwise,it switches to soft information relaying(SIR)mode.The benefits of the DF and SIR forwarding strategies are combined to achieve better performance than deploying the DF or SIR strategy alone.Closed-form expressions for the outage probability and symbol error rate(SER)are derived for coded cooperative communication with HDFSIR and energy-harvesting relays.Additionally,we introduce a novel normalized log-likelihood-ratio based soft estimation symbol(NL-SES)mapping technique,which enhances soft symbol accuracy for higher-order modulation,and propose a model characterizing the relationship between the estimated complex soft symbol and the actual high-order modulated symbol.Further-more,the hybrid DF-SIR strategy is extended to a distributed Alamouti space-time-coded cooperative network.To evaluate the~performance of the proposed HDFSIR strategy,we implement extensive Monte Carlo simulations under varying channel conditions.Results demonstrate significant improvements with the hybrid technique outperforming individual DF and SIR strategies in both conventional and distributed Alamouti space-time coded cooperative networks.Moreover,at a SER of 10^(-3),the proposed NL-SES mapping demonstrated a 3.5 dB performance gain over the conventional averaging one,highlighting its superior accuracy in estimating soft symbols for quadrature phase-shift keying modulation. 展开更多
关键词 Cooperative communication soft information relaying soft symbols modeling cooperative diversity gain distributed Alamouti space-time code
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Windows 11系统可用性评估与用户满意度分析
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作者 葛缨 季嘉尧 +1 位作者 刘杰 庞惠珊 《交叉科学快报》 2025年第4期582-600,共19页
Windows 11系统作为WIN系列最新操作系统,在带来新体验的同时,也引发了用户各类使用问题。目的:验证国际经典量表CSUQ、ASQ、QUIS在国内的适用性,探究Windows 11系统的可用性和用户满意度现状。方法:通过收集量表数据检验三个量表的国... Windows 11系统作为WIN系列最新操作系统,在带来新体验的同时,也引发了用户各类使用问题。目的:验证国际经典量表CSUQ、ASQ、QUIS在国内的适用性,探究Windows 11系统的可用性和用户满意度现状。方法:通过收集量表数据检验三个量表的国内适用性,采用量表法获取用户的使用现状并进行分析。结果:CSUQ、ASQ、QUIS三个量表均表现出良好的本土适用性(高低分组差异显著、球形检验显著、内部一致性高、效标关联效度显著等);用户对Windows 11系统总体满意度较高,不同性别在Windows 11系统的可用性和满意度评价上不存在显著性差异、职业与专业在Windows 11系统的可用性和满意度评价上具有交互效应、不同电脑类型在Windows 11系统的可用性和满意度评价上存在显著差异。结论:国际经典量表CUSQ、ASQ、QUIS在国内具有较高的文化适用性,其中不同性别在评价上不存在显著性差异、职业与专业在评价上具有交互效应、不同电脑类型在评价上存在显著差异。 展开更多
关键词 windows 11系统 用户体验 系统可用性 满意度分析
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基于深度强化学习的Windows域渗透攻击路径生成方法 被引量:1
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作者 霍兴鹏 沙乐天 +2 位作者 刘建文 吴尚 苏子悦 《计算机科学》 北大核心 2025年第3期400-406,共7页
Windows域被视作内网渗透测试的重点目标,然而Windows域渗透测试的场景和方法与常规的内网渗透有很大差异。因此,当前常规的智能化路径发现研究并不适用于Windows域环境。为了增强Windows域的安全防护,提出了一种基于深度强化学习的Wind... Windows域被视作内网渗透测试的重点目标,然而Windows域渗透测试的场景和方法与常规的内网渗透有很大差异。因此,当前常规的智能化路径发现研究并不适用于Windows域环境。为了增强Windows域的安全防护,提出了一种基于深度强化学习的Windows域渗透测试路径自动化生成方法。首先,将Windows域渗透测试场景建模为马尔可夫决策过程,通过OpenAI的Gymnasium设计了一个适用于强化学习的模拟器;其次,为了解决在大动作空间和观察空间下的探索不充分问题,提出了通过先验知识对冗余动作进行削减并对无效观察空间进行压缩的方法;最后,在小型服务器中利用虚拟机技术部署Windows域环境,以NDD-DQN作为基础算法,实现了在真实环境中从信息收集、模型构建到路径生成的全流程自动化。实验结果表明,所提方法在真实的Windows复杂环境中具有良好的模拟和训练效果。 展开更多
关键词 渗透测试 windows域 深度强化学习 DQN算法 攻击路径
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Virtually coupled train set control subject to space-time separation:A distributed economic MPC approach with emergency braking configuration 被引量:1
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作者 Xiaolin Luo Tao Tang +1 位作者 Le Wang Hongjie Liu 《High-Speed Railway》 2024年第3期143-152,共10页
The emerging virtual coupling technology aims to operate multiple train units in a Virtually Coupled Train Set(VCTS)at a minimal but safe distance.To guarantee collision avoidance,the safety distance should be calcula... The emerging virtual coupling technology aims to operate multiple train units in a Virtually Coupled Train Set(VCTS)at a minimal but safe distance.To guarantee collision avoidance,the safety distance should be calculated using the state-of-the-art space-time separation principle that separates the Emergency Braking(EB)trajectories of two successive units during the whole EB process.In this case,the minimal safety distance is usually numerically calculated without an analytic formulation.Thus,the constrained VCTS control problem is hard to address with space-time separation,which is still a gap in the existing literature.To solve this problem,we propose a Distributed Economic Model Predictive Control(DEMPC)approach with computation efficiency and theoretical guarantee.Specifically,to alleviate the computation burden,we transform implicit safety constraints into explicitly linear ones,such that the optimal control problem in DEMPC is a quadratic programming problem that can be solved efficiently.For theoretical analysis,sufficient conditions are derived to guarantee the recursive feasibility and stability of DEMPC,employing compatibility constraints,tube techniques and terminal ingredient tuning.Moreover,we extend our approach with globally optimal and distributed online EB configuration methods to shorten the minimal distance among VCTS.Finally,experimental results demonstrate the performance and advantages of the proposed approaches. 展开更多
关键词 Virtually coupled train set space-time separation Economic model predictive control Distributed model predictive control Emergency braking configuration
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Windows平台微信数据恢复方法
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作者 朱兵 刘铁铭 石佳琪 《计算机应用与软件》 北大核心 2025年第2期367-373,共7页
微信作为目前使用率极高的即时通信工具,存储了大量取证所需的重要数据。取证人员最关心的是对微信进行数据恢复与取证,恢复出来的微信数据可能会成为司法取证的关键证据,直接影响案件能否成功侦破。该文对Windows平台的微信数据恢复方... 微信作为目前使用率极高的即时通信工具,存储了大量取证所需的重要数据。取证人员最关心的是对微信进行数据恢复与取证,恢复出来的微信数据可能会成为司法取证的关键证据,直接影响案件能否成功侦破。该文对Windows平台的微信数据恢复方法进行研究,提出基于SQLite数据库存储结构分析恢复方法。该方法在深入分析Windows平台微信数据库文件存储结构的基础上,融合多个数据库文件,基于数据库中存在的空闲页和自由块对微信删除数据进行恢复。通过实验验证了Windows平台数据恢复方法的可行性与有效性。 展开更多
关键词 windowS SQLITE 存储结构 数据恢复
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ESTIMATION OF AVERAGE DIFFERENTIAL ENTROPY FOR A STATIONARY ERGODIC SPACE-TIME RANDOM FIELD ON A BOUNDED AREA
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作者 Zhanjie SONG Jiaxing ZHANG 《Acta Mathematica Scientia》 SCIE CSCD 2024年第5期1984-1996,共13页
In this paper,we mainly discuss a discrete estimation of the average differential entropy for a continuous time-stationary ergodic space-time random field.By estimating the probability value of a time-stationary rando... In this paper,we mainly discuss a discrete estimation of the average differential entropy for a continuous time-stationary ergodic space-time random field.By estimating the probability value of a time-stationary random field in a small range,we give an entropy estimation and obtain the average entropy estimation formula in a certain bounded space region.It can be proven that the estimation of the average differential entropy converges to the theoretical value with a probability of 1.In addition,we also conducted numerical experiments for different parameters to verify the convergence result obtained in the theoretical proofs. 展开更多
关键词 differential entropy STATIONARY ERGODICITY space-time random field time series
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基于系统调用接口的Windows驱动程序漏洞挖掘方法
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作者 毕野川 彭建山 林志强 《计算机应用与软件》 北大核心 2025年第1期359-366,共8页
面向Windows内核和驱动程序的模糊测试有无效种子变异和效率不高的问题。在基于系统调用接口的模糊测试的基础上使用Intel Processor Trace提供代码覆盖率进行驱动程序的漏洞挖掘,并通过维持接口参数数据结构进行针对性的数据变异,实现... 面向Windows内核和驱动程序的模糊测试有无效种子变异和效率不高的问题。在基于系统调用接口的模糊测试的基础上使用Intel Processor Trace提供代码覆盖率进行驱动程序的漏洞挖掘,并通过维持接口参数数据结构进行针对性的数据变异,实现驱动程序的模糊测试框架——kifuzzer。实验证明,kifuzzer比其他针对ioctl(input/output control)的驱动程序挖掘方法效率大幅提高。 展开更多
关键词 windows内核安全 漏洞挖掘 驱动程序 ioctl的模糊测试
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Robust Space-Time Adaptive Track-Before-Detect Algorithm Based on Persymmetry and Symmetric Spectrum
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作者 Xiaojing Su Da Xu +1 位作者 Dongsheng Zhu Zhixun Ma 《Journal of Beijing Institute of Technology》 EI CAS 2024年第1期65-74,共10页
Underwater monopulse space-time adaptive track-before-detect method,which combines space-time adaptive detector(STAD)and the track-before-detect algorithm based on dynamic programming(DP-TBD),denoted as STAD-DP-TBD,ca... Underwater monopulse space-time adaptive track-before-detect method,which combines space-time adaptive detector(STAD)and the track-before-detect algorithm based on dynamic programming(DP-TBD),denoted as STAD-DP-TBD,can effectively detect low-speed weak targets.However,due to the complexity and variability of the underwater environment,it is difficult to obtain sufficient secondary data,resulting in a serious decline in the detection and tracking performance,and leading to poor robustness of the algorithm.In this paper,based on the adaptive matched filter(AMF)test and the RAO test,underwater monopulse AMF-DP-TBD algorithm and RAO-DP-TBD algorithm which incorporate persymmetry and symmetric spectrum,denoted as PSAMF-DP-TBD and PS-RAO-DP-TBD,are proposed and compared with the AMF-DP-TBD algorithm and RAO-DP-TBD algorithm based on persymmetry array,denoted as P-AMF-DP-TBD and P-RAO-DP-TBD.The simulation results show that the four methods can work normally with sufficient secondary data and slightly insufficient secondary data,but when the secondary data is severely insufficient,the P-AMF-DP-TBD and P-RAO-DP-TBD algorithms has failed while the PSAMF-DP-TBD and PS-RAO-DP-TBD algorithms still have good detection and tracking capabilities. 展开更多
关键词 space-time adaptive detection track before detect ROBUSTNESS persymmetric property symmetric spectrum AMF test RAO test
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Study of scalar particles through the Klein–Gordon equation under rainbow gravity effects in Bonnor–Melvin-Lambda space-time
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作者 Faizuddin Ahmed Abdelmalek Bouzenada 《Communications in Theoretical Physics》 SCIE CAS CSCD 2024年第4期113-125,共13页
In our investigation,we explore the quantum dynamics of charge-free scalar particles through the Klein–Gordon equation within the framework of rainbow gravity,considering the Bonnor–Melvin-Lambda(BML)space-time back... In our investigation,we explore the quantum dynamics of charge-free scalar particles through the Klein–Gordon equation within the framework of rainbow gravity,considering the Bonnor–Melvin-Lambda(BML)space-time background.The BML solution is characterized by the magnetic field strength along the axis of the symmetry direction which is related to the cosmological constantΛand the topological parameterαof the geometry.The behavior of charge-free scalar particles described by the Klein–Gordon equation is investigated,utilizing two sets of rainbow functions:(i)f(χ)=■,h(χ)=1 and(ii)f(χ)=1,h(χ)=1+βХ/2.Here 0<(Х=■)≤1 with E representing the particle's energy,Ep is the Planck's energy,andβis the rainbow parameter.We obtain the approximate analytical solutions for the scalar particles and conduct a thorough analysis of the obtained results.Afterwards,we study the quantum dynamics of quantum oscillator fields within this BML space-time,employing the Klein–Gordon oscillator.Here also,we choose the same sets of rainbow functions and obtain the approximate eigenvalue solution for the oscillator fields.Notably,we demonstrate that the relativistic approximate energy profiles of charge-free scalar particles and oscillator fields get influenced by the topology of the geometry and the cosmological constant.Furthermore,we show that the energy profiles of scalar particles receive modifications from the rainbow parameter and the quantum oscillator fields by both the rainbow parameter and the frequency of oscillation. 展开更多
关键词 quantum fields in curved space-time relativistic wave equations solutions of wave equations BOUND-STATE special functions
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Curved Space-Time at the Planck Scale
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作者 Lewis Nash 《Journal of High Energy Physics, Gravitation and Cosmology》 CAS 2024年第1期167-179,共13页
This paper presents a physically plausible and somewhat illuminating first step in extending the fundamental principles of mechanical stress and strain to space-time. Here the geometry of space-time, encoded in the me... This paper presents a physically plausible and somewhat illuminating first step in extending the fundamental principles of mechanical stress and strain to space-time. Here the geometry of space-time, encoded in the metric tensor, is considered to be made up of a dynamic lattice of extremely small, localized fields that form a perfectly elastic Lorentz symmetric space-time at the global (macroscopic) scale. This theoretical model of space-time at the Planck scale leads to a somewhat surprising result in which matter waves in curved space-time radiate thermal gravitational energy, as well as an equally intriguing relationship for the anomalous dispersion of light in a gravitational field. 展开更多
关键词 Schwarzschild space-time Continuum Mechanics Planck Lattice Gravitational Radiation
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基于Windows系统的智能健康产品信息安全检测技术研究
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作者 卓圣钧 黄林轶 +1 位作者 赖怡聪 古晓娥 《标准科学》 2025年第10期107-113,共7页
【目的】针对智能健康产品的信息安全问题,研究基于Windows系统的智能健康产品信息安全检测技术。【方法】依据智能健康产品信息安全法规与标准,结合实际案例,提出基于Windows系统的智能健康产品及其客户端/服务端架构软件的检测方法。... 【目的】针对智能健康产品的信息安全问题,研究基于Windows系统的智能健康产品信息安全检测技术。【方法】依据智能健康产品信息安全法规与标准,结合实际案例,提出基于Windows系统的智能健康产品及其客户端/服务端架构软件的检测方法。【结果】分析了基于Windows系统的智能健康产品面临的安全挑战,包括近源攻击风险、数据安全风险、网络传输风险等,并验证了所提检测方法的有效性。【结论】所述检测方法可为相关测试工作提供实践指导与技术参考,助力提升运行Windows系统的智能健康产品的信息安全水平,推动医疗行业的数字化安全发展。 展开更多
关键词 智能健康产品 windowS操作系统 客户端/服务端架构 法规与标准 信息安全检测
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Glass catfish inspired subaquatic abrasion-resistant anti-fouling window fabricated by femtosecond laser electrodeposition 被引量:1
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作者 Jialiang Zhang Fangzheng Ren +6 位作者 Qing Yang Qingyun Ma Jie Liang Yizhao Meng Xiaodan Gou Chongxiao Xia Feng Chen 《International Journal of Extreme Manufacturing》 2025年第1期383-393,共11页
Transparent materials utilized as underwater optical windows are highly vulnerable to various forms of pollution or abrasion due to their intrinsic hydrophilic properties.This susceptibility is particularly pronounced... Transparent materials utilized as underwater optical windows are highly vulnerable to various forms of pollution or abrasion due to their intrinsic hydrophilic properties.This susceptibility is particularly pronounced in underwater environments where pollutants can impede the operation of these optical devices,significantly degrading or even compromising their optical properties.The glass catfish,known for its remarkable transparency in water,maintains surface cleanliness and clarity despite exposure to contaminants,impurities abrasion,and hydraulic pressure.Inspired by the glass catfish’s natural attributes,this study introduces a new solution named subaquatic abrasion-resistant and anti-fouling window(SAAW).Utilizing femtosecond laser ablation and electrodeposition,the SAAW is engineered by embedding fine metal bone structures into a transparent substrate and anti-fouling sliding layer,akin to the sturdy bones among catfish’s body.This approach significantly bolsters the window’s abrasion resistance and anti-fouling performance while maintaining high light transmittance.The sliding layer on the SAAW’s surface remarkably reduces the friction of various liquids,which is the reason that SAAW owns the great anti-fouling property.The SAAW demonstrates outstanding optical clarity even after enduring hundreds of sandpaper abrasions,attributing to the fine metal bone structures bearing all external forces and protecting the sliding layer of SAAW.Furthermore,it exhibits exceptional resistance to biological adhesion and underwater pressure.In a green algae environment,the window remains clean with minimal change in transmittance over one month.Moreover,it retains its wettability and anti-fouling properties when subjected to a depth of 30 m of underwater pressure for 30 d.Hence,the SAAW prepared by femtosecond laser ablation and electrodeposition presents a promising strategy for developing stable optical windows in liquid environments. 展开更多
关键词 ANTI-FOULING femtosecond laser subaquatic window slippery surface abrasion resistance
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基于Windows API的嵌入式产品数据分析系统设计
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作者 王怡 张华俊 《技术与市场》 2025年第1期49-53,共5页
Windows API为嵌入式产品的数据分析提供了一种很好的实现方式,适合不复杂的应用工况。提出一种基于Windows API的嵌入式产品数据分析系统的设计方案,使用Windows API的高级控件列表视图,对嵌入式产品中所存储的数据进行解析和显示,依... Windows API为嵌入式产品的数据分析提供了一种很好的实现方式,适合不复杂的应用工况。提出一种基于Windows API的嵌入式产品数据分析系统的设计方案,使用Windows API的高级控件列表视图,对嵌入式产品中所存储的数据进行解析和显示,依据数据存储的特点,在列表视图中进行分页设计。经验证,该方案的解析逻辑准确,显示内容无误,利用Windows的运行机制极大地提高了软件的兼容性、便利性和可用性。 展开更多
关键词 windows API 嵌入式产品 数据分析 列表视图 分页
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Prediction Method of Polar Navigation Window Period Based on Risk Evaluation
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作者 JIANG Jia−qi SHI Gui−jie WANG De−yu 《船舶力学》 北大核心 2025年第6期986-999,共14页
With the increase of international trade activities and the gradual melting of the polar ice cap,the importance of the Arctic route for marine transportation has been emphasized.Prediction of the polar navigation wind... With the increase of international trade activities and the gradual melting of the polar ice cap,the importance of the Arctic route for marine transportation has been emphasized.Prediction of the polar navigation window period is crucial for navigating in the Arctic route,which is of great significance to the selection of the route and the optimization of navigation.This paper introduces the establishment of a risk index system,determination of risk index weight,establishment of a risk evaluation model,and prediction algorithm for the window period.In addition,data sources of both environmental factors and ship factors are introducted,and their shortcomings are analyzed,followed by introduction of various methods involved in window prediction and analysis of their advantages and disadvantages.The quantitative risk evaluation and window period algorithm can provide a reference for the research of polar navigation window period prediction. 展开更多
关键词 window period risk evaluation polar navigation risk index
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Susceptible Windows of Prenatal Ozone Exposure and Preterm Birth:A Hospital-Based Observational Study
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作者 Rongrong Qu Dongqin Zhang +7 位作者 Hanying Li Jiayin Zhi Yanxi Chen Ling Chao Zhenzhen Liang Chenguang Zhang Weidong Wu Jie Song 《Biomedical and Environmental Sciences》 2025年第2期255-260,I0001-I0004,共10页
Preterm birth(PTB)is defined as delivery before 37 weeks of gestation.PTB is associated with increased cardiovascular risk,neurodevelopmental disorders,and other diseases in infancy,childhood,and adulthood[1].Globally... Preterm birth(PTB)is defined as delivery before 37 weeks of gestation.PTB is associated with increased cardiovascular risk,neurodevelopmental disorders,and other diseases in infancy,childhood,and adulthood[1].Globally,approximately 15 million PTB cases are reported annually,posing a huge burden on individual families and the community economy[2].In the context of climate warming,O_(3) pollution has continuously increased in many countries in recent years,including China;therefore,scientific communities and government agencies must strive to mitigate ozone pollution. 展开更多
关键词 windowS INDIVIDUAL annually
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E-SWAN:Efficient Sliding Window Analysis Network for Real-Time Speech Steganography Detection
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作者 Kening Wang Feipeng Gao +1 位作者 Jie Yang Hao Zhang 《Computers, Materials & Continua》 2025年第3期4797-4820,共24页
With the rapid advancement of Voice over Internet Protocol(VoIP)technology,speech steganography techniques such as Quantization Index Modulation(QIM)and Pitch Modulation Steganography(PMS)have emerged as significant c... With the rapid advancement of Voice over Internet Protocol(VoIP)technology,speech steganography techniques such as Quantization Index Modulation(QIM)and Pitch Modulation Steganography(PMS)have emerged as significant challenges to information security.These techniques embed hidden information into speech streams,making detection increasingly difficult,particularly under conditions of low embedding rates and short speech durations.Existing steganalysis methods often struggle to balance detection accuracy and computational efficiency due to their limited ability to effectively capture both temporal and spatial features of speech signals.To address these challenges,this paper proposes an Efficient Sliding Window Analysis Network(E-SWAN),a novel deep learning model specifically designed for real-time speech steganalysis.E-SWAN integrates two core modules:the LSTM Temporal Feature Miner(LTFM)and the Convolutional Key Feature Miner(CKFM).LTFM captures long-range temporal dependencies using Long Short-Term Memory networks,while CKFM identifies local spatial variations caused by steganographic embedding through convolutional operations.These modules operate within a sliding window framework,enabling efficient extraction of temporal and spatial features.Experimental results on the Chinese CNV and PMS datasets demonstrate the superior performance of E-SWAN.Under conditions of a ten-second sample duration and an embedding rate of 10%,E-SWAN achieves a detection accuracy of 62.09%on the PMS dataset,surpassing existing methods by 4.57%,and an accuracy of 82.28%on the CNV dataset,outperforming state-of-the-art methods by 7.29%.These findings validate the robustness and efficiency of E-SWAN under low embedding rates and short durations,offering a promising solution for real-time VoIP steganalysis.This work provides significant contributions to enhancing information security in digital communications. 展开更多
关键词 STEGANALYSIS SPEECH convolutional sliding window deep learning
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Design of improved error-rate sliding window decoder for SC-LDPC codes: reliable termination and channel value reuse
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作者 JIA Xishan LI Jining +3 位作者 YAO Yuan WANG Yifan LIU Bo XU Degang 《Optoelectronics Letters》 2025年第4期212-217,共6页
In this paper,an improved error-rate sliding window decoder is proposed for spatially coupled low-density parity-check(SC-LDPC)codes.For the conventional sliding window decoder,the message retention mechanism causes u... In this paper,an improved error-rate sliding window decoder is proposed for spatially coupled low-density parity-check(SC-LDPC)codes.For the conventional sliding window decoder,the message retention mechanism causes unreliable messages along the edges of belief propagation(BP)decoding in the current window to be kept for subsequent window decoding.To improve the reliability of the retained messages during the window transition,a reliable termination method is embedded,where the retained messages undergo more reliable parity checks.Additionally,decoding failure is unavoidable and even causes error propagation when the number of errors exceeds the error-correcting capability of the window.To mitigate this problem,a channel value reuse mechanism is designed,where the received channel values are utilized to reinitialize the window.Furthermore,considering the complexity and performance of decoding,a feasible sliding optimized window decoding(SOWD)scheme is introduced.Finally,simulation results confirm the superior performance of the proposed SOWD scheme in both the waterfall and error floor regions.This work has great potential in the applications of wireless optical communication and fiber optic communication. 展开更多
关键词 reliable termination message retention mechanism reliable termination method sliding window decoderthe error rate sliding window decoder belief propagation bp decoding retained messages
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SP-Sketch:Persistent Flow Detection with Sliding Windows on Programmable Switches
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作者 Yuqian Huang Luyi Chen +1 位作者 Zilun Peng Lin Cui 《Computers, Materials & Continua》 2025年第9期6015-6034,共20页
Persistent flows are defined as network flows that persist over multiple time intervals and continue to exhibit activity over extended periods,which are critical for identifying long-term behaviors and subtle security... Persistent flows are defined as network flows that persist over multiple time intervals and continue to exhibit activity over extended periods,which are critical for identifying long-term behaviors and subtle security threats.Programmable switches provide line-rate packet processing to meet the requirements of high-speed network environments,yet they are fundamentally limited in computational and memory resources.Accurate and memoryefficient persistent flow detection on programmable switches is therefore essential.However,existing approaches often rely on fixed-window sketches or multiple sketches instances,which either suffer from insufficient temporal precision or incur substantial memory overhead,making them ineffective on programmable switches.To address these challenges,we propose SP-Sketch,an innovative sliding-window-based sketch that leverages a probabilistic update mechanism to emulate slot expiration without maintaining multiple sketch instances.This innovative design significantly reduces memory consumption while preserving high detection accuracy across multiple time intervals.We provide rigorous theoretical analyses of the estimation errors,deriving precise error bounds for the proposed method,and validate our approach through comprehensive implementations on both P4 hardware switches(with Intel Tofino ASIC)and software switches(i.e.,BMv2).Experimental evaluations using real-world traffic traces demonstrate that SP-Sketch outperforms traditional methods,improving accuracy by up to 20%over baseline sliding window approaches and enhancing recall by 5%compared to non-sliding alternatives.Furthermore,SP-Sketch achieves a significant reduction in memory utilization,reducing memory consumption by up to 65%compared to traditional methods,while maintaining a robust capability to accurately track persistent flow behavior over extended time periods. 展开更多
关键词 SKETCH persistent flow sliding window programmable switches probability subtraction
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