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Dynamic Event-Triggered Mechanisms With Positive Minimum Inter-Event Times for Linear Multiagent Consensus on Directed Graphs
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作者 Sikang Zhan Xianwei Li +1 位作者 Yuanyuan Zou Shaoyuan Li 《IEEE/CAA Journal of Automatica Sinica》 2026年第2期436-450,共15页
This article studies the consensus problem with directed graphs for general linear multi-agent systems.New distributed state-feedback protocols with dynamic event-triggered(DET)mechanisms are proposed for directed gra... This article studies the consensus problem with directed graphs for general linear multi-agent systems.New distributed state-feedback protocols with dynamic event-triggered(DET)mechanisms are proposed for directed graphs that are strongly connected and weight-balanced,general strongly connected,and have spanning trees,respectively.It is proven that strictly positive minimum inter-event times(MIETs)are ensured using the designed DET mechanisms.Several numerical examples are presented to illustrate the effectiveness of the theoretical results.Compared with existing results,our results have the following merits:1)DET mechanisms are designed to determine the sampling instants,which can reduce the communication frequency between agents compared with static mechanisms;2)We focus on the consensus problem on directed graphs,which is more general than existing related results on undirected graphs;3)The existence of positive MIETs is shown to be guaranteed by the designed DET sampling strategies while existing related results can only exclude Zeno behavior. 展开更多
关键词 CONSENSUS directed graphs event-triggered control linear multi-agent systems minimum inter-event times
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Multi-Timescale Coordinated Optimal Dispatch of Active Distribution Networks Incorporating Thermal Storage Electric Heating Clusters
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作者 Song Zhang Yang Yu +1 位作者 Shuguang Li Xue Li 《Energy Engineering》 2026年第3期459-480,共22页
Thermal storage electric heating(TSEH),as a prevalent variable load resource,offers significant potential for enhancing system flexibility when aggregated into a cluster.To address the uncertainties of renewable energ... Thermal storage electric heating(TSEH),as a prevalent variable load resource,offers significant potential for enhancing system flexibility when aggregated into a cluster.To address the uncertainties of renewable energy and load forecasting in active distribution networks(ADN),this paper proposes a multi-timescale coordinated optimal dispatch strategy that incorporates TSEH clusters.It utilizes the thermal storage characteristics and short-term regulation capabilities of TSEH,along with the rapid and gradual response characteristics of resources in active distribution grids,to develop a coordinated optimization dispatch mechanism for day-ahead,intraday,and real-time stages.It provides a coordinated optimized dispatch technique across several timescales for active distribution grids,taking into account the integration of TSEH clusters.The proposed method is validated on a modified IEEE 33-node system.Simulation results demonstrate that the participation of TSEH in collaborative optimization significantly reduces the total system operating cost by 8.71%compared to the scenario without TSEH.This cost reduction is attributed to a 10.84%decrease in interaction costs with the main grid and a 47.41%reduction in network loss costs,validating effective peak shaving and valley filling.The multi-timescale framework further enhances economic efficiency,with overall operating costs progressively decreasing by 3.91%(intraday)and 4.59%(real-time),and interaction costs further reduced by 5.34%and 9.25%,respectively.Moreover,the approach enhances system stability by effectively suppressing node voltage fluctuations and ensuring all voltages remain within safe operating limits during real-time operation.Therefore,the proposed approach achieves rational coordination of diverse resources,significantly improving the economic efficiency and stability of ADNs. 展开更多
关键词 Active distribution network thermal storage electric heating distributed energy resources rolling optimization multiple time scales
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基于时序基础TimesNet模型的配网负荷短期预测
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作者 周通 康健 《电子设计工程》 2026年第8期105-109,共5页
针对配网负荷数据离散分布特征显著的问题,提出基于时序基础TimesNet模型的配网负荷短期预测方法。通过Rapid-MIC计算负荷之间的相互作用程度,并将其量化结果作为配网负荷母线邻接矩阵中的参数,从而得到配网负荷时序耦合关联的量化表征... 针对配网负荷数据离散分布特征显著的问题,提出基于时序基础TimesNet模型的配网负荷短期预测方法。通过Rapid-MIC计算负荷之间的相互作用程度,并将其量化结果作为配网负荷母线邻接矩阵中的参数,从而得到配网负荷时序耦合关联的量化表征。设计了针对配网负荷数据的时序基础TimesNet模型,该模型以时间块为基本单元,将输入的一维配网负荷时序耦合关联序列转换至二维空间,利用Inception函数提取时间特征,再将其反向嵌入至一维空间,实现负荷参数时序变化的聚合。实验结果表明,所提方法应用后负荷参数的误差基本控制在-40.0~60.0 MW范围内,有效反映了真实的负荷状况,证明了该方法在配网负荷短期预测中的可行性和准确性。 展开更多
关键词 时序基础timesNet模型 配网负荷 短期预测 时序耦合关联 二维张量
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基于TimesNet模型的CORS大地高时间序列预测研究
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作者 时文斌 蒋涛 +2 位作者 罗力 章传银 王伟 《测绘科学》 北大核心 2025年第6期45-54,共10页
针对基于物理参数的GNSS时间序列预测需要输入预测时刻的物理特征,这些未来时刻的特征取值通常很难获取的问题,该文引入深度学习模型TimesNet,以消除对未来时刻的物理特征输入的依赖,并选取10个连续运行基准站(CORS)站点的周解大地高时... 针对基于物理参数的GNSS时间序列预测需要输入预测时刻的物理特征,这些未来时刻的特征取值通常很难获取的问题,该文引入深度学习模型TimesNet,以消除对未来时刻的物理特征输入的依赖,并选取10个连续运行基准站(CORS)站点的周解大地高时序开展预测实验。实验结果表明,TimesNet在不同站点的均方根误差(RMSE)保持在2~9 mm,在同一站点3—12个月内预测精度波动幅度小于3 mm,说明该模型在长时序预测时具有更强的鲁棒性;此外,数据的离散特性会对预测精度和模型参数的敏感性产生显著影响。总体而言,TimesNet模型在周解大地高时序数据的预测中表现出较为理想的效果。 展开更多
关键词 timesNet 深度学习 连续运行参考站 时序分析 时序预测
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Riding the Trend of the Times with a Strong Sense of Responsibility
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作者 Wang Yi 《China International Studies》 2025年第1期5-20,共16页
In 2024,the world witnessed further transformation and instability,marked by protracted and intensified geopolitical conflicts,repeated attempts to decouple and sever supply chains,and the rapid rise of the Global Sou... In 2024,the world witnessed further transformation and instability,marked by protracted and intensified geopolitical conflicts,repeated attempts to decouple and sever supply chains,and the rapid rise of the Global South.It has become all the more clear where the once-in-a-century transformations are heading.In 2024,China acted on the blueprint drawn up at the Third Plenary Session of the 20th Central Committee of the Communist Party of China(CPC),and made big strides in deepening reform comprehensively.Marking the 75th anniversary of the founding of New China,China carried forward its great cause of national development and pressed ahead with Chinese modernization with vigor and determination. 展开更多
关键词 STRONG times DEEPENING
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Carrier Relaxation Times in InAs/AlAs Superlattices:Modulating by Layers,Temperature,and Carrier Concentrations
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作者 Enrui Zhang Jinshan Yao +3 位作者 Zhiming Geng Yueying Hou Jiayu Dai Hong Lu 《Chinese Physics Letters》 2025年第2期271-275,共5页
InAs/AlAs superlattice structures have significant potential for application in low-noise avalanche photodetectors.With their performance in practical applications linked to the fundamental physical properties of carr... InAs/AlAs superlattice structures have significant potential for application in low-noise avalanche photodetectors.With their performance in practical applications linked to the fundamental physical properties of carrier relaxation time,this study investigated the carrier relaxation times of InAs/AlAs superlattices across various monolayers,temperatures,and carrier concentrations.Our investigation indicated that relaxation times span several tens of picoseconds,confirming that high-quality interfaces do not significantly reduce relaxation times in the way defect states might.Moreover,our study demonstrates that adjustments to the superlattice period can effectively modulate both the bandgap and carrier relaxation times,potentially impacting the performance of avalanche photodiodes by altering the electron-phonon interaction pathways and bandgap width.We established that lower temperatures contribute to an increase in the bandgap and the suppression of high-frequency optical phonon vibrations,thereby lengthening the relaxation times.Additionally,our observations indicate that in InAs/AlAs superlattices,the relaxation time increases as the excitation power increases,owing to the phonon bottleneck effect.These insights into InAs/AlAs superlattice carrier dynamics highlight their applicability in enhancing avalanche photodetectors,and may contribute to the optimized design of superlattices for specific applications. 展开更多
关键词 RELAXATION times PHONON
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Extension of Integral of First Passage Times Towards Multi-Point Polymer Adsorption
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作者 Yifan Huang Qiyun Tang 《Chinese Journal of Chemical Physics》 2025年第6期845-854,I0238,共11页
We present a comprehensive extension of the integral of first passage times(IFS)method to investigate the adsorption kinetics of polymers with multiple binding sites on planar surfaces.While effective for single-point... We present a comprehensive extension of the integral of first passage times(IFS)method to investigate the adsorption kinetics of polymers with multiple binding sites on planar surfaces.While effective for single-point adsorption,the original IFS method was limited in capturing the complex kinetics of multi-point adsorption due to inadequate reaction coordinates and theoretical frameworks.Our approach introduces a center-of-mass-based reaction coordinate and a generalized kinetic model that accounts for multi-barrier free energy landscapes characteristic of collective polymer diffusion and binding.This theoretical advancement,implemented using the adaptive bias force method for efficient sampling,enables prediction of adsorption kinetics across timescales from nanoseconds to seconds.Our results demonstrate that adsorption behavior is governed by two key factors:the number of binding monomers primarily controls desorption barriers and long-term stability,while the configuration of pre-adsorbed layers significantly modulates both adsorption and desorption rates.Polymers with three or more binding sites exhibit effectively irreversible adsorption due to exponentially increasing desorption barriers,whereas different adsorbed layer configurations lead to distinct equilibrium coverages and kinetic profiles.This extended IFS framework provides critical insights for designing functional surfaces in nanoscale sensing,macromolecular recognition,and tailored polymeric coatings where precise control over adsorption kinetics is essential. 展开更多
关键词 POLYMER Adsorption kinetics Integral of first passage times Molecular dynamics simulation
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Nitrogen sources and sinks–Understanding the fate of nitrogen fertiliser when applied at various times and quantifying internally remobilised nitrogen in cotton
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作者 Jonathan Baird Bennett Macdonald +2 位作者 Graeme Schwenke Greg Constable Helen Suter 《The Crop Journal》 2025年第5期1648-1653,共6页
Achieving a sustainable cropping system requires the efficient use of resources,particularly nitrogen(N).Nitrogen fertiliser is applied in most irrigated cotton fields to maximise yield potential,but plant fertiliser ... Achieving a sustainable cropping system requires the efficient use of resources,particularly nitrogen(N).Nitrogen fertiliser is applied in most irrigated cotton fields to maximise yield potential,but plant fertiliser recovery can be low.Identifying the crucial pathways of fertiliser remobilisation internally within cotton plants will lead to greater awareness of the plants’ability to match the N demands of the developing fruiting matter.This study investigated the fate of N fertiliser when applied to cotton at various dates,with the goal to improve N fertiliser recovery in a modern transgenic cotton cultivar.15N-labelled urea(10 atom%)was applied at multiple times and harvested at four key cotton growth stages(first square,early bolls,cut-out and maturity).Remobilised N was determined as the difference in the proportion of N fertiliser in individual plant components against the fertiliser utilised by the whole plant.The application of fertiliser N at first square resulted in 23%greater fertiliser N recovery at plant maturity compared to fertiliser N applied 100%pre-plant(P<0.001).The improvement was in-part due to higher N derived from the fertiliser(Ndff%)in the cotton seed(3%).Conversely,the Ndff%was higher in the stem(4%)and petioles(1%)when the fertiliser was applied pre-plant.In total,73%of plant N was remobilised to another plant organ,predominantly the seed(67%).Applying N fertiliser post-planting improved N recovery and lint yield compared to applying all fertiliser pre-plant. 展开更多
关键词 15N isotope labelling Remobilised N Fertiliser timing Genetically modified cotton Atom%enrichment
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A Combined Smoothing Method of Ensemble Pulsar Timescale and Application for Pulsar Atomic Clock Combined Timescale
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作者 Tinggao Yang Minglei Tong +3 位作者 Bian Li Zhehao Zhang Xingzhi Zhu Yuping Gao 《Research in Astronomy and Astrophysics》 2025年第2期80-92,共13页
Clock difference between the ensemble pulsar timescale(PT)and the International Atomic Time(TAI)PT-TAI derived from the International Pulsar Timing Array(IPTA)data set indicates a very similar variation trend with the... Clock difference between the ensemble pulsar timescale(PT)and the International Atomic Time(TAI)PT-TAI derived from the International Pulsar Timing Array(IPTA)data set indicates a very similar variation trend with the Terrestrial Time TT(BIPMXXXX)-TAI but PT has larger measurement error.In this paper,we discuss the smoothing method of PT using a combined smoothing filter and compare the results with that from other filters.The clock difference sequence between PT-TAI and the first time derivative series of the TT(BIPMXXXX)-TAI can be combined by a combined smoothing filter to yield two smooth curves tied by the constraints assuring that the latter is the derivative of the former.The ensemble pulsar time IPTA2016 with respect to TAI published by G.Hobbs et al.and first time derivative series of the TT(BIPM2017)-TAI with quadratic polynomial terms removed are processed by combined smoothing filter in order to demonstrate the properties of the smoothed results.How to correctly estimate two smoothing coefficients is described and the output results of the combined smoothing filter are analyzed.The results show that the combined smoothing method efficiently removes high frequency noises of two input data series and the smoothed data of the PT-TAI combine long term fractional frequency stability of the pulsar time and frequency accuracy of the terrestrial time.Fractional frequency stability analysis indicates that both short and medium time interval stability of the smoothed PT-TAI is improved while keeping its original long term frequency stability level.The combined smoothing filter is more suitable for smoothing observational pulsar timescale data than any filter that only performs smoothing of a single pulsar time series.The smoothed pulsar time by combined smoothing filter is a pulsar atomic time combined timescale.This kind of combined timescale can also be used as terrestrial time. 展开更多
关键词 methods:data analysis time (stars:)pulsars:general
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Non-destructive analysis of lithium dynamics in metal foil anodes for anode-free batteries:Insights from distribution of relaxation times
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作者 Qingyu Xie Lei Ma +9 位作者 Jiaxuan Liao Yi Wang Lichun Zhou Xiongbang Wei Ying Lin Zhi Chen Wenlong Liu Linnan Bi Qiang Zou Sizhe Wang 《Journal of Energy Chemistry》 2025年第9期703-712,I0019,共11页
Metal foils have emerged as one of the promising materials for anode-free batteries due to their high energy density and scalability in production.The unclear lithium plating/stripping kinetics of metal foil current c... Metal foils have emerged as one of the promising materials for anode-free batteries due to their high energy density and scalability in production.The unclear lithium plating/stripping kinetics of metal foil current collectors in anode-free batteries was addressed by using the non-destructive distribution of relaxation times(DRT)analysis to systematically investigate the lithium transport behavior of 14 metal foils and its correlation with electrochemical performance.By integrating energy-dispersive spectro scopy(EDS),cyclic voltammetry(CV),and galvanostatic testing,the exceptional properties of indium(In),tin(Sn),and silver(Ag)were revealed:the Li-In alloying reaction exhibits high reversibility,Li-Sn alloys demonstrate outstanding cycling stability,and the Li-Ag solid-solution mechanism provides an ideal lithium deposition interface on the silver substrate.The DRT separates the polarization internal resistance of lithium ions passing through the SEI layer(R_(sei),τ2)and the polarization internal resistance of lithium ions undergoing charge transfer reaction at the electrolyte/electrode interface(R_(ct),τ3)by decoupling the electrochemical impedance spectroscopy(EIS).For the first time,the correlation betweenτ2,τ3,and the cycle life/Coulombic efficiency of alloy/solid-solution metals was established,while non-alloy metals are not suitable for this method due to differences in lithium deposition mechanisms.This study not only illuminates the structure-property relationship governing the lithium kinetics of metal foil electrodes but also provides a novel non-destructive analytical strategy and theoretical guidance for the rational design of stable anodes in high-energy-density batteries,facilitating the efficient screening and optimization of anode-free battery. 展开更多
关键词 Metal foil anodes Anode-free batteries Distribution of relaxation times Non-destructive analysis Lithium kinetics process
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CO_(2) flooding effects and breakthrough times in low-permeability reservoirs with injection-production well patterns containing hydraulic fractures
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作者 Nanlin Zhang Bin Cao +4 位作者 Fushen Liu Liangliang Jiang Zhifeng Luo Pingli Liu Yusong Chen 《Natural Gas Industry B》 2025年第3期339-355,共17页
Comprehensive studies on CO_(2)breakthrough times and flooding effects are crucial for optimizing CO_(2)flooding strategies.This study utilized numerical simulations to investigate the effects of hydraulic fractures,p... Comprehensive studies on CO_(2)breakthrough times and flooding effects are crucial for optimizing CO_(2)flooding strategies.This study utilized numerical simulations to investigate the effects of hydraulic fractures,permeability,and CO_(2)injection rates on CO_(2)breakthrough times and cumulative oil production.Nonlinear relationships among the respective variables were established,with Sobol method analysis delineating the dominant control factors.The key findings indicate that although hydraulic fracturing shortens CO_(2)breakthrough time,it concurrently enhances cumulative oil production.The orientation of hydraulic fractures emerged as a pivotal factor influencing flooding effectiveness.Furthermore,lower permeability corresponds to lower initial oil production,while higher permeability corresponds to higher initial daily oil production.When reservoir permeability is 1 mD,oil production declines at 1000 days,and at 2 mD,it declines at 700 days.At a surface CO_(2)injection rate of 10,000 m^(3)/d,the daily oil production of a single well is approximately 7.5 m^(3),and this value remains relatively stable over time.The hierarchical order of influence on CO_(2)breakthrough and rapid rise times,from highest to lowest,is permeability,well spacing,CO_(2)injection rate,porosity,and hydraulic fracture conductivity.Similarly,the order of influence on cumulative oil production,from highest to lowest,is well spacing,porosity,permeability,CO_(2)injection rate,and hydraulic fracture conductivity.This paper analyzed the impact of geological and engineering parameters on CO_(2)flooding and oil production and provided insights to optimize CO_(2)injection strategies for enhanced oil recovery. 展开更多
关键词 Carbon dioxide injection and storage Hydraulic fracture Breakthrough time Nonlinear fitting polynomial Main control factors
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Prescribed-Time Active Disturbance Rejection Control for Electromagnetic Formation Flight Under Model Uncertainties and Disturbances
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作者 SHEN Xixi MENG Bin HU Jiangping 《空间控制技术与应用(中英文)》 北大核心 2026年第1期94-102,共9页
This study investigates prescribed-time position tracking control for electromagnetic satellite formations subject to model uncertainties and external disturbances.Using the Clohessy-Wiltshire equations as the relativ... This study investigates prescribed-time position tracking control for electromagnetic satellite formations subject to model uncertainties and external disturbances.Using the Clohessy-Wiltshire equations as the relative motion dynamics model,a prescribed time output feedback control strategy is proposed.A prescribed-time extended state observer is designed to estimate the relative velocity and external disturbances.The disturbance estimates are then used as the feedforward component of the controller.Building on this framework,a novel prescribed-time active disturbance rejection control strategy for position tracking is developed via a backstepping control design.The convergence of the extended state observer and the stability of the closed-loop system are rigorously analyzed using Lyapunov stability theory.Numerical simulations are performed to validate the effectiveness of the proposed controller. 展开更多
关键词 electromagnetic formation prescribed time active disturbance rejection control output feedback control
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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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HDFPM:A Heterogeneous Disk Failure Prediction Method Based on Time Series Features
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作者 Zhongrui Jing Hongzhang Yang Jiangpu Guo 《Computers, Materials & Continua》 2026年第2期2187-2211,共25页
Hard disk drives(HDDs)serve as the primary storage devices in modern data centers.Once a failure occurs,it often leads to severe data loss,significantly degrading the reliability of storage systems.Numerous studies ha... Hard disk drives(HDDs)serve as the primary storage devices in modern data centers.Once a failure occurs,it often leads to severe data loss,significantly degrading the reliability of storage systems.Numerous studies have proposed machine learning-based HDD failure prediction models.However,the Self-Monitoring,Analysis,and Reporting Technology(SMART)attributes differ across HDD manufacturers.We define hard drives of the same brand and model as homogeneous HDD groups,and those from different brands or models as heterogeneous HDD groups.In practical engineering scenarios,a data center is often composed of a heterogeneous population of HDDs,spanning multiple vendors and models.Existing research predominantly focuses on homogeneous datasets,ignoring the model’s generalization capability across heterogeneous HDDs.As a result,HDD models with limited samples often suffer from poor training effectiveness and prediction performance.To address this issue,we investigate generalizable SMART predictors across heterogeneous HDD groups.By extracting time-series features within a fixed sliding time window,we propose a Heterogeneous Disk Failure Prediction Method based on Time Series Features(HDFPM)framework.This method is adaptable to HDD models with limited sample sizes,thereby enhancing its applicability and robustness across diverse drive populations.Experimental results show that the proposed model achieves an F1-score of 0.9518 when applied to two different Seagate HDD models,while maintaining the False Positive Rate(FPR)below 1%.After incorporating the Complexity-Ratio Dynamic Time Warping(CDTW)based feature enhancement method,the best prediction model achieves a True Positive Rate(TPR)of up to 0.93 between the two models.For next-day failure prediction across various Seagate models,the model achieves an F1-score of up to 0.8792.Moreover,the experimental results also show that within the same brand,the higher the proportion of shared SMART attributes across different models,the better the prediction performance.In addition,HDFPMdemonstrates the best stability andmost significant performance in heterogeneous environments. 展开更多
关键词 Heterogeneous hard disk drives failure prediction time series feature constrained dynamic time warping sensitivity analysis
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Calculation method for cut blasting millisecond-delay time in a viscoelastic rock mass
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作者 Zhao Fengze Chen Ming +3 位作者 Li Kanggui Lu Wenbo Wang Yang Ye Zhiwei 《Earthquake Engineering and Engineering Vibration》 2026年第1期123-139,共17页
This research is focused on the calculation of a reasonable detonator delay time for realizing cut blast vibration control.First,the viscoelastic rock mass parameters corresponding to the engineering rock mass quality... This research is focused on the calculation of a reasonable detonator delay time for realizing cut blast vibration control.First,the viscoelastic rock mass parameters corresponding to the engineering rock mass quality classification were determined based on wave theory of Kelvin medium.Then,a calculation model was obtained for the millisecond-delay cut blast vibration in Kelvin media using the Starfield charge superposition principle.Further,the influence of the delay time on the cut blast vibration was quantitatively analyzed and a method for calculating the reasonable cut blasting millisecond delay time is proposed according to the principle of dimensional analysis.Finally,field tests were used to verify the applicability of the method.The results show that 5 ms to 20 ms is a better detonator delay time range and cut blasting vibration can be effectively controlled using the delay time calculated by the calculation model described in this paper. 展开更多
关键词 cut blasting VISCOELASTIC vibration control millisecond-delay time
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Effect of porous and slot plug clogging on bubble size distribution, mixing time, and slag eye in a ladle furnace
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作者 Ning Wang Zhong-Qiu Liu +3 位作者 Yu-Chao Yao Jia-Qi Zhao Jian-Chao Ma Bao-Kuan Li 《Journal of Iron and Steel Research International》 2026年第2期104-115,共12页
A 1:4 water model experimental platform was established based on a 135 t dual-plug bottom-blowing ladle.The plugs used were of a porous-type and two slot types(slot Ⅰ and slot Ⅱ).Bubble distribution,mixing time,and ... A 1:4 water model experimental platform was established based on a 135 t dual-plug bottom-blowing ladle.The plugs used were of a porous-type and two slot types(slot Ⅰ and slot Ⅱ).Bubble distribution,mixing time,and slag eye in the ladle’s multiphase system under various clogging ratios were investigation.Solutions were proposed to mitigate the negative impact of clogging on refining efficiency.The results indicate that the clogging of plugs significantly affects both the number and diameter distribution of bubbles,with the porous-type plug being the most affected.When the clogging percentage reaches 3/4,the maximum bubble diameter in the porous-type plug group is significantly larger than that in the slot-type plug group,and a large number of small-diameter bubbles are produced due to fragmentation.When there is no clogging,the slot Ⅰ plug group shows the shortest mixing time,while the slot Ⅱ plug group has the longest.After clogging,increasing the flow rate by 50 L/h can counteract the negative impact on mixing time in the porous-type and slot Ⅰ plug groups,while a larger increase is required for the slot Ⅱ plug group.The slag eye area decreases as the clogging percentage increases.When the clogging percentage reaches 3/4,the slag eye area for the porous,slot I,and slot Ⅱ plugs decreases by approximately 24%,14%,and 17%,respectively,and the fluctuation in the slag eye area increases significantly.This can be used as an indicator to assess the degree of clogging. 展开更多
关键词 LADLE Porous-type plug Slot-type plug Mixing time CLOGGING
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Deciphering the genetic regulation of flowering time in rapeseed for early-maturation breeding
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作者 Minghao Zhang Wei Chang +16 位作者 Ruicheng Hu Yuxuan Ruan Xiaodong Li Yonghai Fan Boyu Meng Shengting Li Mingchao Qian Yuling Chen Yuanyi Mao Daifei Song Haikun Yang Luxiang Niu Guangyuan Cao Zhixia Deng Zhixuan Qin Hui Wang Kun Lu 《Journal of Genetics and Genomics》 2026年第1期16-27,共12页
Flowering time is a critical agronomic trait with a profound effect on the productivity and adaptabillity of rapeseed(Brassica napus L.).Strategically advancing flowering time can reduce the risk of yield losses due t... Flowering time is a critical agronomic trait with a profound effect on the productivity and adaptabillity of rapeseed(Brassica napus L.).Strategically advancing flowering time can reduce the risk of yield losses due to extreme climatic conditions and facilitate the cultivation of subsequent crops on the same land,thereby enhancing overall agricultural efficiency.In this review,we synthesize current information on flowering time regulation in rapeseed through an integrated analysis of its genetic,hormonal,and environmental dimensions,emphasizing their crosstalk and implications for yield.We consolidate multi-omics evidence from population genetics,functional genomics,and systems biology to create a haplotype-based framework that overcomes the trade-off between flowering time and yield,providing support for the precision breeding of early-maturing cultivars.The insights presented here could inform future research on flowering time regulation and guide strategies for increasing rapeseed productivity. 展开更多
关键词 Brassica napus Early maturation Flowering time Genetic regulation YIELD
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基于TimeGAN-LSTM-MLP的钻井溢流智能监测模型
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作者 彭炽 万兴 +3 位作者 林铁军 李庆峰 苏昱 杨赟 《钻采工艺》 北大核心 2026年第1期171-183,共13页
由于钻井现场实钻溢流数据较少,导致智能溢流监测模型训练困难,准确度和泛化能力较差,为此,文章提出一种基于时间序列生成对抗网络(TimeGAN)的溢流时序数据扩增方法,通过真实溢流数据生成人工溢流样本,并利用长短期记忆神经网络(LSTM)... 由于钻井现场实钻溢流数据较少,导致智能溢流监测模型训练困难,准确度和泛化能力较差,为此,文章提出一种基于时间序列生成对抗网络(TimeGAN)的溢流时序数据扩增方法,通过真实溢流数据生成人工溢流样本,并利用长短期记忆神经网络(LSTM)提取井口多元时序特征,多层感知机(MLP)完成分类任务,构建溢流智能监测模型。利用四川盆地深层页岩气井实钻数据,分析了不平衡数据处理技术及样本不平衡比对模型监测性能的影响,同时通过消融实验探讨各模块对溢流识别的贡献。结果表明,TimeGAN优于其他数据平衡处理技术,模型在样本不平衡比为1时的准确率、召回率、精确率及F值最高,表明保证样本类别平衡是构建可靠溢流监测模型的关键。经现场验证,模型在四川某页岩气井成功实现高效准确的实钻溢流监测,展现出良好的应用潜力。 展开更多
关键词 timeGAN 溢流监测 机器学习 时间序列 不平衡样本
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