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基于Space P和K-means的货运航司航线网络特征分析研究
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作者 罗凤娥 卫昌波 +1 位作者 韩晓彤 郭玲玉 《现代电子技术》 北大核心 2026年第1期102-107,共6页
针对航空货运行业的迅速扩张,航空货运网络结构变得更加复杂,文中通过Space P建模方法构建了货运航空公司航线网络模型,并运用K-means聚类算法对网络进行了深入分析。选取度、平均路径长度、聚类系数和中间度等关键网络特性指标对航线... 针对航空货运行业的迅速扩张,航空货运网络结构变得更加复杂,文中通过Space P建模方法构建了货运航空公司航线网络模型,并运用K-means聚类算法对网络进行了深入分析。选取度、平均路径长度、聚类系数和中间度等关键网络特性指标对航线网络进行层次化分类,揭示了网络的复杂特征和层次结构。通过仿真实验评估了网络的小世界特性,并利用轮廓系数得到不同K值下的聚类结果,进而确定最优聚类结果。同时,模拟了航线网络在遭受攻击时的鲁棒性,实验结果表明:在航线网络较为脆弱的情况下,该方法为货运航司航线网络的优化和抗风险能力的提升提供了重要参考。 展开更多
关键词 航空货运 space P 航线网络 复杂网络 聚类算法 网络特征
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TEMPO:Time-evolving multi-period observational anomaly detection method for space probes
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作者 Yiqun QIAO Tian WANG +1 位作者 Jinhu LÜ Kexin LIU 《Chinese Journal of Aeronautics》 2025年第9期271-282,共12页
In space probes,anomaly detection of sequence data collected by various sensors is essential to help detect potential faults promptly,improve the reliability of equipment operation,and ensure the smooth operation of t... In space probes,anomaly detection of sequence data collected by various sensors is essential to help detect potential faults promptly,improve the reliability of equipment operation,and ensure the smooth operation of the mission.However,sensors'signals often contain a superposition of various frequencies,changing fluctuations,and correlations between features.This complexity of data attributes makes building effective models challenging.This paper proposes a TimeEvolving Multi-Period Observational(TEMPO)anomaly detection method for space probes.First,fusing wavelet analysis and natural periods improves the ability to capture multi-period features in data.Then,the feature extraction framework proposed enhances the effectiveness of anomaly detection by comprehensively extracting the complex features of data through the multi-module synergy of temporal and channel.The results demonstrate that the proposed method enhances anomaly detection accuracy and its effectiveness is confirmed.Additionally,the ablation experiment results further validate the efficacy of each module.An evaluation of the algorithm's computational complexity confirms its suitability for real-time processing. 展开更多
关键词 space probes Anomaly detection time series data Multi-feature extraction Period extraction
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Space-based self-organizing real-time wireless networks for satellite cluster
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作者 Lei YANG Huaguo YANG +1 位作者 Zhenglong YIN Quan CHEN 《Chinese Journal of Aeronautics》 2025年第8期419-432,共14页
The information exchange among satellites is crucial for the implementation of cluster satellite cooperative missions.However,achieving fast perception,rapid networking,and highprecision time synchronization among nod... The information exchange among satellites is crucial for the implementation of cluster satellite cooperative missions.However,achieving fast perception,rapid networking,and highprecision time synchronization among nodes without the support of the Global Navigation Satellite System(GNSS)and other prior information remains a formidable challenge to real-time wireless networks design.Therefore,a self-organizing network methodology based on multi-agent negotiation is proposed,which autonomously determines the master node through collaborative negotiation and competitive elections.On this basis,a real-time network protocol design is carried out and a high-precision time synchronization method with motion compensation is proposed.Simulation results demonstrate that the proposed method enables rapid networking with the capability of selfdiscovery,self-organization,and self-healing.For a cluster of 8 satellites,the networking time and the reorganization time are less than 4 s.The time synchronization accuracy exceeds 10-10s with motion compensation,demonstrating excellent real-time performance and stability.The research presented in this paper provides a valuable reference for the design and application of spacebased self-organizing networks for satellite cluster. 展开更多
关键词 SATELLITE Real time Self-organized network time synchronization Motion compensation
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LQR Discrete Time Control of a Buck Converter Using a Non-Minimal State Space Representation
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作者 Richard Tymerski 《Journal of Power and Energy Engineering》 2025年第1期32-46,共15页
This paper presents an advanced control strategy for DC-DC buck converters utilizing Non-Minimal State Space (NMSS) representation combined with Proportional-Integral-Plus (PIP) control, optimized through Linear Quadr... This paper presents an advanced control strategy for DC-DC buck converters utilizing Non-Minimal State Space (NMSS) representation combined with Proportional-Integral-Plus (PIP) control, optimized through Linear Quadratic Regulator (LQR) design. The proposed approach leverages NMSS to eliminate the need for state observers, enhancing robustness against model mismatch and improving overall system performance. The PIP controller extends traditional PI control by incorporating additional dynamic feedback. Experimental results demonstrate that the NMSS-PIP-LQR controlled buck converter achieves excellent dynamic performance. The design procedure is fully documented, and microcontroller implementation issues are discussed. 展开更多
关键词 DC-DC Buck Converter Non-Minimal State space (NMSS) Proportional-Integral-Plus (PIP) Control Linear Quadratic Regulator (LQR) F28069M Microcontroller
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Time and space co-ordinates of Hodgkin’s lymphoma in Sardinia,Italy
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作者 Giorgio Broccia Jonathan Carter +2 位作者 Cansu Ozsin-Ozler Sara De Matteis Pierluigi Cocco 《Journal of the National Cancer Center》 2025年第1期50-56,共7页
Background:The epidemiological investigation of Hodgkin’s lymphoma(HL)among the genetically peculiar population of the Italian island of Sardinia might provide interesting etiological clues.Methods:We used the databa... Background:The epidemiological investigation of Hodgkin’s lymphoma(HL)among the genetically peculiar population of the Italian island of Sardinia might provide interesting etiological clues.Methods:We used the database of 1974-2003 incident cases of hematological malignancies in Sardinia and Bayesian methods to explore the time trend and geographic spread of HL incidence by sex,and age whether≤44 or≥45 years.We also tested its association with several socio-economic and environmental risk factors.Results:The age-and sex-standardized(world population)incidence rate of HL was 2.6 per 100,000(95%CI,2.5-2.8).Over the study period,HL incidence increased linearly in both sexes and among those aged≤44 years but not above that age.Cases clustered among young women in a central-western area covering four bordering administrative units(13 cases vs.5.7 expected,P=0.002).The posterior probability of excess HL cases aged≤44 years was elevated only in a commune in the suburban area of the region’s capital.Cases aged≥45 years were uniformly spread over the region.Among the risk factors we explored,urban residence was associated with an elevated and goat farming with a decreased risk of HL occurrence.We did not observe a link with socio-economic deprivation,environmental exposures,or multiple sclerosis.The geographic spread of COVID-19 was also unrelated to past HL incidence.Conclusions:Our results prompt further in-depth investigation into the previously undetected cluster and the nature of the observed associations. 展开更多
关键词 Hodgkin’s lymphoma Geographic epidemiology time trends Bayesian analysis
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Predefined-Time Guaranteed Performance Attitude Tracking Control of Flexible Spacecraft Based on Multi-observers
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作者 DENG Xingting ZHANG Ziyang +3 位作者 WANG Beichao WANG Guohua LI Fangfang LI Shuang 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第S1期26-37,共12页
To overcome external environmental disturbances,inertial parameter uncertainties and vibration of flexible modes in the process of attitude tracking,a comprehensively effective predefined-time guaranteed performance c... To overcome external environmental disturbances,inertial parameter uncertainties and vibration of flexible modes in the process of attitude tracking,a comprehensively effective predefined-time guaranteed performance controller based on multi⁃observers for flexible spacecraft is proposed.First,to prevent unwinding phenomenon in attitude description,the rotation matrix is used to represent the spacecraft’s attitude.Second,the flexible modes observer which can guarantee predefined⁃time convergence is designed,for the case where flexible vibrations are unmeasurable in practice.What’s more,the disturbance observer is applied to estimate and compensate the lumped disturbances to improve the robustness of attitude control.A predefined-time controller is proposed to satisfy the prescribed performance and stabilize the attitude tracking system via barrier Lyapunov function.Finally,through comparative numerical simulations,the proposed controller can achieve high-precision convergence compared with the existing finite-time attitude tracking controller.This paper provides certain references for the high-precision predefined-time prescribed performance attitude tracking of flexible spacecraft with multi-disturbance. 展开更多
关键词 flexible spacecraft guaranteed performance predefined⁃time control multi⁃observers
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Mixed Quasi-martingale Hardy Spaces
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作者 ZHANG Chuanzhou LI Shimeng HE Zhibin 《应用数学》 北大核心 2026年第1期221-231,共11页
In this article,we conduct a study on mixed quasi-martingale Hardy spaces that are defined by means of the mixed L_(p)-norm.By utilizing Doob’s inequalities,we explore the atomic decomposition and quasi-martingale in... In this article,we conduct a study on mixed quasi-martingale Hardy spaces that are defined by means of the mixed L_(p)-norm.By utilizing Doob’s inequalities,we explore the atomic decomposition and quasi-martingale inequalities of mixed quasi-martingale Hardy spaces.Moreover,we furnish sufficient conditions for the boundedness ofσ-sublinear operators in these spaces.These findings extend the existing conclusions regarding mixed quasi-martingale Hardy spaces defined with the help of the mixed L_(p)-norm. 展开更多
关键词 Mixed quasi-martingale Hardy space Atomic Decomposition σ-sublinear operator
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Predefined-time controller design for a multiple space transportation robots system based on Lp-Norm-Normalized Sign Function
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作者 Ran TAO Yibo DING +1 位作者 Hanyu LI Xiaokui YUE 《Chinese Journal of Aeronautics》 2025年第2期432-444,共13页
This paper presents a predefined-time controller for Multiple Space transportation Robots System (MSRS), which can be applied in on-orbit assembly tasks to transport modules to pre-assembly configuration quickly. Firs... This paper presents a predefined-time controller for Multiple Space transportation Robots System (MSRS), which can be applied in on-orbit assembly tasks to transport modules to pre-assembly configuration quickly. Firstly, to simplify the analysis and design of predefined-time controller, a Predefined-time Stability Criterion is proposed in the form of Composite Lyapunov Function (CLF-PSC). Besides simplicity, the CLF-PSC also has the advantage of less conservativeness due to utilization of initial state information. Secondly, a concept of Lp-Norm-Normalized Sign Function (LPNNSF) is proposed based on the CLF-PSC. Different from traditional norm-normalized sign function, the Lp-norm of LPNNSF can be selected arbitrarily according to practical control task requirements, which means that the proposed LPNNSF is more generalized and more convenient for calculation. Thirdly, a predefined-time disturbance observer and predefined-time controller are designed based on the LPNNSF. The observer has the property of predefined-time convergence to achieve quicker and more accurate estimation of the lumped disturbance. The controller has less control input and chattering phenomenon than traditional predefined-time controller. In addition, by introducing the observer into the controller, the closed-loop system enjoys high precision and strong robustness. Finally, the effectiveness of the proposed controller is verified by numerical simulations. By employing the controller, the MSRS can carry assembly modules to the desired pre-assembly configuration accurately within predefined time. 展开更多
关键词 Multiple space transportation robots system On-orbit assemblyPredefined-time stability criterion Composite Lyapunov function Lp-Norm-Normalized Sign Function Predefined-time controller
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1例坏疽性脓皮病病人基于“TIME”原则的创面护理实践
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作者 郭青 赵茜 +1 位作者 冯晓琳 栾红 《全科护理》 2026年第2期386-389,共4页
总结1例坏疽性脓皮病病人应用“TIME”原则的创面护理经验,基于“TIME”原则结合系统药物治疗及多维度护理干预,实施分阶段创面护理。经过50 d系统治疗及针对性护理,病人溃疡面积显著缩小,疼痛数字评分(NRS)由8分降至2分,创面基底肉芽... 总结1例坏疽性脓皮病病人应用“TIME”原则的创面护理经验,基于“TIME”原则结合系统药物治疗及多维度护理干预,实施分阶段创面护理。经过50 d系统治疗及针对性护理,病人溃疡面积显著缩小,疼痛数字评分(NRS)由8分降至2分,创面基底肉芽组织增生良好,出院33 d后随访病情稳定,伤口愈合良好。 展开更多
关键词 坏疽性脓皮病 time”原则 创面护理 伤口感染
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Triboelectric Nanogenerators for Future Space Missions
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作者 Rayyan Ali Shaukat Muhammad Muqeet Rehman +4 位作者 Maryam Khan Rui Chang Carlo Saverio Iorio Yarjan Abdul Samad Yijun Shi 《Nano-Micro Letters》 2026年第3期630-684,共55页
Space exploration is significant for scientific innovation,resource utilization,and planetary security.Space exploration involves several systems including satellites,space suits,communication systems,and robotics,whi... Space exploration is significant for scientific innovation,resource utilization,and planetary security.Space exploration involves several systems including satellites,space suits,communication systems,and robotics,which have to function under harsh space conditions such as extreme temperatures(−270 to 1650℃),microgravity(10^(-6)g),unhealthy humidity(<20%RH or>60%RH),high atmospheric pressure(~1450 psi),and radiation(4000–5000 mSv).Conventional energy-harvesting technologies(solar cells,fuel cells,and nuclear energy),that are normally used to power these space systems have certain limitations(e.g.,sunlight dependence,weight,degradation,big size,high cost,low capacity,radioactivity,complexity,and low efficiency).The constraints in conventional energy resources have made it imperative to look for non-conventional yet efficient alternatives.A great potential for enhancing efficiency,sustainability,and mission duration in space exploration can be offered by integrating triboelectric nanogenerators(TENGs)with existing energy sources.Recently,the potential of TENG including energy harvesting(from vibrations/movements in satellites and spacecraft),self-powered sensing,and microgravity,for multiple applications in different space missions has been discussed.This review comprehensively covers the use of TENGs for various space applications,such as planetary exploration missions(Mars environment monitoring),manned space equipment,In-orbit robotic operations/collision monitoring,spacecraft’s design and structural health monitoring,Aeronautical systems,and conventional energy harvesting(solar and nuclear).This review also discusses the use of self-powered TENG sensors for deep space object perception.At the same time,this review compares TENGs with conventional energy harvesting technologies for space systems.Lastly,this review talks about energy harvesting in satellites,TENG-based satellite communication systems,and future practical implementation challenges(with possible solutions). 展开更多
关键词 Triboelectric nanogenerators(TENGs) space missions Sustainable energy harvesting Harsh space conditions Selfpowered sensors Satellite missions
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Design of the support structure for a space-based concave thin mirror
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作者 Ming Bu Kejun Wang 《Astronomical Techniques and Instruments》 2026年第1期55-63,共9页
The neutral surface of a concave thin mirror is too close to the mirror surface,which makes it difficult to effectively mount the flexible structure and increases the mirror surface shape error.To address this problem... The neutral surface of a concave thin mirror is too close to the mirror surface,which makes it difficult to effectively mount the flexible structure and increases the mirror surface shape error.To address this problem,we design a flexible support structure including connectors,a support plate,and flexible structures,and construct an equivalent mirror by installing connectors and a support plate on the back of the mirror.While ensuring that the neutral surface of the equivalent mirror is moved away from the mirror surface,we optimize the support structure so that the rotary center of the flexible structure is located on the neutral surface of the equivalent mirror,avoiding the tilting moment.Following design and modeling of the structure,we analyze the static and dynamic characteristics using a finite element simulation,finding a root-mean-square(RMS)value for the surface shape error of 9.28 nm under the coupled effects of 1g gravity load,4℃ temperature rise,and 0.005 mm unevenness assembly error,with a fundamental frequency of 170.75 Hz,which all meet the design requirements.Finally,we carry out a surface shape error test of the mirror assembly,confirming it to meet the design index requirement of the mirror assembly.Simulation and test results verify the reliability and effectiveness of our proposed support structure. 展开更多
关键词 space optics Thin mirror Flexible support Neutral surface Surface shape error
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λ-BIHARMONIC HYPERSURFACES IN 6-DIMENSIONAL PSEUDO-RIEMANNIAN SPACE FORMS
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作者 DUAN Zhen-ping YANG Chao +1 位作者 LIU Jian-cheng CHEN Jia-rui 《数学杂志》 2026年第1期1-19,共19页
In this paper,we studyλ-biharmonic hypersurfaces M_(r)^(5) of 6-dimensional pseudo Riemannian space form N_(p)^(6)(c)with the indexs 0≤p≤6,r=p−1 or p,and constant curvature c.It was proved that if the shape operato... In this paper,we studyλ-biharmonic hypersurfaces M_(r)^(5) of 6-dimensional pseudo Riemannian space form N_(p)^(6)(c)with the indexs 0≤p≤6,r=p−1 or p,and constant curvature c.It was proved that if the shape operator of M_(r)^(5) is diagonalizable,then the mean curvature is a constant.As an application,we find some types of biharmonic hypersurfaces of N_(p)^(6)(c)are minimal. 展开更多
关键词 λ-biharmonic hypersurface pseudo-Riemannian space form constant mean curvature shape operator minimal
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Earth Space Lab赋能初中地理抽象概念教学研究——以“地球的运动”为例
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作者 吴燕萍 马蒙 叶淑红 《地理教育》 2026年第2期24-28,共5页
数字化赋能教学已成为当前教学的新趋势,本文借助Earth Space Lab程序赋能“地球的运动”教学,帮助学生从本质上理解较为抽象的地理概念,同时,基于Earth Space Lab的教学不仅能实现学生对抽象概念的熟练掌握与灵活应用,促进作业质量与... 数字化赋能教学已成为当前教学的新趋势,本文借助Earth Space Lab程序赋能“地球的运动”教学,帮助学生从本质上理解较为抽象的地理概念,同时,基于Earth Space Lab的教学不仅能实现学生对抽象概念的熟练掌握与灵活应用,促进作业质量与学习效果显著提升,还能进一步提升学生学习兴趣、地理实践力与综合思维,促进其地理核心素养的培育。 展开更多
关键词 Earth space Lab 地理抽象概念教学 地球的运动
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Micro/Nano‑Reconfigurable Robots for Intelligent Carbon Management in Confined‑Space Life‑Support Systems
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作者 Wei Lu Rimei Chen +5 位作者 Lianlong Zhan Qin Xiang Renting Huang Lei Wang Shuangfei Wang Hui He 《Nano-Micro Letters》 2026年第3期210-226,共17页
Strategically coupling nanoparticle hybrids and internal thermosensitive molecular switches establishes an innovative paradigm for constructing micro/nanoscale-reconfigurable robots,facilitating energyefficient CO_(2)... Strategically coupling nanoparticle hybrids and internal thermosensitive molecular switches establishes an innovative paradigm for constructing micro/nanoscale-reconfigurable robots,facilitating energyefficient CO_(2) management in life-support systems of confined space.Here,a micro/nano-reconfigurable robot is constructed from the CO_(2) molecular hunters,temperature-sensitive molecular switch,solar photothermal conversion,and magnetically-driven function engines.The molecular hunters within the molecular extension state can capture 6.19 mmol g^(−1) of CO_(2) to form carbamic acid and ammonium bicarbonate.Interestingly,the molecular switch of the robot activates a molecular curling state that facilitates CO_(2) release through nano-reconfiguration,which is mediated by the temperature-sensitive curling of Pluronic F127 molecular chains during the photothermal desorption.Nano-reconfiguration of robot alters the amino microenvironment,including increasing surface electrostatic potential of the amino group and decreasing overall lowest unoccupied molecular orbital energy level.This weakened the nucleophilic attack ability of the amino group toward the adsorption product derivatives,thereby inhibiting the side reactions that generate hard-to-decompose urea structures,achieving the lowest regeneration temperature of 55℃ reported to date.The engine of the robot possesses non-contact magnetically-driven micro-reconfiguration capability to achieve efficient photothermal regeneration while avoiding local overheating.Notably,the robot successfully prolonged the survival time of mice in the sealed container by up to 54.61%,effectively addressing the issue of carbon suffocation in confined spaces.This work significantly enhances life-support systems for deep-space exploration,while stimulating innovations in sustainable carbon management technologies for terrestrial extreme environments. 展开更多
关键词 Micro/nano RECONFIGURABLE Robot Confined space CO_(2)management Efficient regeneration
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LinguTimeX a Framework for Multilingual CTC Detection Using Explainable AI and Natural Language Processing
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作者 Omar Darwish Shorouq Al-Eidi +4 位作者 Abdallah Al-Shorman Majdi Maabreh Anas Alsobeh Plamen Zahariev Yahya Tashtoush 《Computers, Materials & Continua》 2026年第1期2231-2251,共21页
Covert timing channels(CTC)exploit network resources to establish hidden communication pathways,posing signi cant risks to data security and policy compliance.erefore,detecting such hidden and dangerous threats remain... Covert timing channels(CTC)exploit network resources to establish hidden communication pathways,posing signi cant risks to data security and policy compliance.erefore,detecting such hidden and dangerous threats remains one of the security challenges. is paper proposes LinguTimeX,a new framework that combines natural language processing with arti cial intelligence,along with explainable Arti cial Intelligence(AI)not only to detect CTC but also to provide insights into the decision process.LinguTimeX performs multidimensional feature extraction by fusing linguistic attributes with temporal network patterns to identify covert channels precisely.LinguTimeX demonstrates strong e ectiveness in detecting CTC across multiple languages;namely English,Arabic,and Chinese.Speci cally,the LSTM and RNN models achieved F1 scores of 90%on the English dataset,89%on the Arabic dataset,and 88%on the Chinese dataset,showcasing their superior performance and ability to generalize across multiple languages. is highlights their robustness in detecting CTCs within security systems,regardless of the language or cultural context of the data.In contrast,the DeepForest model produced F1-scores ranging from 86%to 87%across the same datasets,further con rming its e ectiveness in CTC detection.Although other algorithms also showed reasonable accuracy,the LSTM and RNN models consistently outperformed them in multilingual settings,suggesting that deep learning models might be better suited for this particular problem. 展开更多
关键词 Arabic language Chinese language covert timing channel CYBERSECURITY deep learning English language language processing machine learning
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Viscoacoustic prestack reverse time migration based onthe optimal time-space domain high-order finite-difference method 被引量:6
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作者 赵岩 刘洋 任志明 《Applied Geophysics》 SCIE CSCD 2014年第1期50-62,116,共14页
Prestack reverse time migration (RTM) is an accurate imaging method ofsubsurface media. The viscoacoustic prestack RTM is of practical significance because itconsiders the viscosity of the subsurface media. One of t... Prestack reverse time migration (RTM) is an accurate imaging method ofsubsurface media. The viscoacoustic prestack RTM is of practical significance because itconsiders the viscosity of the subsurface media. One of the steps of RTM is solving thewave equation and extrapolating the wave field forward and backward; therefore, solvingaccurately and efficiently the wave equation affects the imaging results and the efficiencyof RTM. In this study, we use the optimal time-space domain dispersion high-order finite-difference (FD) method to solve the viscoacoustic wave equation. Dispersion analysis andnumerical simulations show that the optimal time-space domain FD method is more accurateand suppresses the numerical dispersion. We use hybrid absorbing boundary conditions tohandle the boundary reflection. We also use source-normalized cross-correlation imagingconditions for migration and apply Laplace filtering to remove the low-frequency noise.Numerical modeling suggests that the viscoacoustic wave equation RTM has higher imagingresolution than the acoustic wave equation RTM when the viscosity of the subsurface isconsidered. In addition, for the wave field extrapolation, we use the adaptive variable-lengthFD operator to calculate the spatial derivatives and improve the computational efficiencywithout compromising the accuracy of the numerical solution. 展开更多
关键词 REVERSE time migration Viscoacoustic Optimization Adaptive time-spacedomain FINITE-DIFFERENCE
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基于CiteSpace的街巷空间更新设计研究探析
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作者 芦梓萌 赵昕 《鞋类工艺与设计》 2026年第1期168-170,共3页
本研究运用CiteSpace科学计量方法,系统分析了1997―2024年中国知网(CNKI)收录的715篇街巷空间更新设计文献。通过关键词共现、聚类图谱和时间线分析,揭示了该领域的三阶段演进路径。为街巷空间更新设计提供了量化研究范式,对平衡历史... 本研究运用CiteSpace科学计量方法,系统分析了1997―2024年中国知网(CNKI)收录的715篇街巷空间更新设计文献。通过关键词共现、聚类图谱和时间线分析,揭示了该领域的三阶段演进路径。为街巷空间更新设计提供了量化研究范式,对平衡历史文脉保护与现代功能需求具有重要理论与实践价值。 展开更多
关键词 CITEspace 街巷空间 更新设计 传统村落
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基于TimeVAE的1DCNN-S-Mamba组合模型光伏功率短期预测
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作者 许可证 文中 王秋杰 《热力发电》 北大核心 2026年第1期122-133,共12页
针对极端天气下光伏功率预测存在的气象响应失准、突变特征捕捉困难及数据稀缺等问题,提出一种基于模糊C均值(fuzzy C-means,FCM)、最大信息系数(maximum information coefficient,MIC)、时序变分自编码器(time variational auto-encode... 针对极端天气下光伏功率预测存在的气象响应失准、突变特征捕捉困难及数据稀缺等问题,提出一种基于模糊C均值(fuzzy C-means,FCM)、最大信息系数(maximum information coefficient,MIC)、时序变分自编码器(time variational auto-encoders,TimeVAE)、一维卷积神经网络(1D convolutional neural network,1DCNN)和simple-Mamba(S-Mamba)的组合功率预测模型。首先,通过气象特征结合FCM聚类将天气划分为晴天、多云、降雪和降雨4类;然后,结合MIC筛选出最佳气象特征子集,同时针对极端天气样本匮乏问题,采用Time VAE进行数据生成,利用其分解式重构机制生成仿真数据;最后,使用1DCNN-S-Mamba组合模型通过局部卷积捕获短时突变特征,结合双向状态空间建模实现长程依赖解析进行预测。实验结果表明,该模型提升了复杂天气下光伏功率预测的时效性与准确性。相较于S-Mamba,所提模型平均绝对误差和均方根误差在降雪天气下分别降低了3.65%和5.10%。 展开更多
关键词 模糊聚类 时序变分自编码器 数据增强 一维卷积神经网络 S-Mamba
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建筑视角下国内农村闲置空间研究:进程、特点及趋势——基于CiteSpace的可视化分析
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作者 陈波文 黄丽坤 《建筑与文化》 2026年第1期119-122,共4页
伴随城市化进程的加速,农村闲置空间问题愈发凸显,迫切需要对其进行有效的活化处理。文章从建筑学科的视角出发,借助CiteSpace工具,对国内相关文献展开系统梳理与可视化分析,进而构建出农村闲置空间研究的知识图谱。研究表明,该领域的... 伴随城市化进程的加速,农村闲置空间问题愈发凸显,迫切需要对其进行有效的活化处理。文章从建筑学科的视角出发,借助CiteSpace工具,对国内相关文献展开系统梳理与可视化分析,进而构建出农村闲置空间研究的知识图谱。研究表明,该领域的发展历经了三个阶段,分别为初步探索期(2001—2016年)、快速发展期(2017—2021年)以及深化延伸期(2022年至今),呈现出从单纯的空间再利用向跨学科融合转变、从宏观政策引导向精细实践推进的演进态势。当前,研究重点主要集中在乡村建设营造、空间活化以及改造策略等方面,着重强调村民的积极参与、多元主体的协作配合以及数字技术的应用。在此基础上,正逐步形成适应不同地域差异的分类治理模式。文章对研究热点、关键路径以及应用实践进行了深入总结,旨在为农村闲置空间的科学活化与可持续利用提供坚实的理论支撑和可借鉴的实践参考。 展开更多
关键词 乡村闲置空间 CITEspace 文献综述 活化利用
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基于CiteSpace的城市公园绿地活力研究进展
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作者 陈武 李果 胡文敏 《湖南城市学院学报(自然科学版)》 2026年第1期35-46,共12页
作为人们日常生活和休闲娱乐活动的重要场所,城市公园绿地活力的提升对优化公共空间布局、提高居民生活质量及推动城市可持续发展具有重要意义。当前,其已成为城市空间研究的热点议题,研究成果数量和社会关注度持续增长。本研究首先,基... 作为人们日常生活和休闲娱乐活动的重要场所,城市公园绿地活力的提升对优化公共空间布局、提高居民生活质量及推动城市可持续发展具有重要意义。当前,其已成为城市空间研究的热点议题,研究成果数量和社会关注度持续增长。本研究首先,基于CNKI(中国知网)和WOS(Web of Science)数据库,使用CiteSpace知识图谱工具,系统分析了城市公园绿地活力研究的演进脉络;其次,根据国家政策导向和文献计量法分析了突变节点,并将其分为3个阶段:初步理论探索阶段(2012年以前)、中期实证阶段(2012—2019年)和信息深化阶段(2019年至今);再次,总结了各阶段的研究重点与发展方向,并识别了当前研究中存在的不足;最后,提出了未来深化路径。 展开更多
关键词 公园绿地 活力提升 多源数据 影响因素
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