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一种有效降低anchor数量的anchor-based目标检测方法
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作者 宋恒 张欢 +1 位作者 耿天宝 程维国 《计算机应用与软件》 北大核心 2026年第2期223-230,254,共9页
基于anchor的目标检测方法存在计算量庞大的缺点,提出一种有效降低anchor数量的two-stage解决方案位置估计前置网络(Pre-position Estimation Network,PPENet)。在高斯热图上估计目标位置和类别信息,基于目标位置信息仅生成少量的anchor... 基于anchor的目标检测方法存在计算量庞大的缺点,提出一种有效降低anchor数量的two-stage解决方案位置估计前置网络(Pre-position Estimation Network,PPENet)。在高斯热图上估计目标位置和类别信息,基于目标位置信息仅生成少量的anchor,最后估计目标形状偏差。该方法将目标位置估计前置,利用位置估计信息有效地减少了anchor数量,降低了计算量。该方案是端到端的,在MS COCO公开数据集上,最高mAP值达到了50.2,最优FPS为33.1,达到了state-of-the-art水平。实验结果证明了该文方法的有效性。 展开更多
关键词 目标检测 位置估计前置 Anchor Two-stage 目标形状偏差
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Comparison of strain and temperature fields between Micro-NPR and PR anchor rods under uniaxial tension
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作者 ZHANG Weilong YANG Dong +2 位作者 TAO Zhigang GUO Yuhan ZHENG Hu 《Journal of Mountain Science》 2026年第1期370-379,共10页
The deformation characteristics and thermal response of anchor rods are crucial for ensuring the stability and safety of surrounding rock support structures.However,existing research has predominantly concentrated on ... The deformation characteristics and thermal response of anchor rods are crucial for ensuring the stability and safety of surrounding rock support structures.However,existing research has predominantly concentrated on the mechanical performance of anchor rods,with limited attention to the coupled evolution of strain and temperature fields during tensile deformation.This knowledge gap hinders a comprehensive understanding of the synergistic mechanical-thermal response mechanisms in anchor rods under loading conditions.To address this limitation,the present study systematically investigated the evolution of strain and temperature fields,along with their correlation,during the test of micro-negative Poisson's ratio(NPR)and ordinary Poisson's ratio(PR)anchor rods.Digital image correlation(DIC)and infrared thermography(IRT)techniques were employed for this exploration.The uniaxial tensile tests were conducted at two different rates,and the ordinary PR anchor rod(Q235 anchor rod)was established as a control group for comparative analysis.The findings reveal that the micro-NPR anchor rod exhibit strain localization at multiple locations during the tensile process,whereas Q235 anchors show local strain concentration in only one region.The standard deviation evolution curves for both the strain and temperature field exhibit two distinct phases in the two anchor rods.The evolution patterns between these two types of curves are basically consistent.The two standard deviation curves for the micro-NPR anchor rod display a wavy increase in the second phase,while for the Q235 anchor rod,they increase steadily until the specimen is damaged.The correlation analysis reveals that the standard deviations of strain and temperature differences for both types of anchor rods are significantly correlated.These findings demonstrate the synergistic evolution mechanism of deformation and thermal response,providing a potential foundation for utilizing thermal monitoring to assess the stability of rock support structures. 展开更多
关键词 Micro-NPR anchor rod Q235 anchor rod Strain field Temperature field Standard deviation Uniaxial tensile
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A Reconfigurable Omnidirectional Triboelectric Whisker Sensor Array for Versatile Human–Machine–Environment Interaction
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作者 Weichen Wang Jiaqi Zhu +9 位作者 Hongfa Zhao Fei Yao Yuzhu Zhang Xiankuan Qian Mingrui Shu Zhigang Wu Minyi Xu Hongya Geng Wenbo Ding Juntian Qu 《Nano-Micro Letters》 2026年第3期121-140,共20页
Developing effective,versatile,and high-precision sensing interfaces remains a crucial challenge in human-machine-environment interaction applications.Despite progress in interaction-oriented sensing skins,limitations... Developing effective,versatile,and high-precision sensing interfaces remains a crucial challenge in human-machine-environment interaction applications.Despite progress in interaction-oriented sensing skins,limitations remain in unit-level reconfiguration,multiaxial force and motion sensing,and robust operation across dynamically changing or irregular surfaces.Herein,we develop a reconfigurable omnidirectional triboelectric whisker sensor array(RO-TWSA)comprising multiple sensing units that integrate a triboelectric whisker structure(TWS)with an untethered hydro-sealing vacuum sucker(UHSVS),enabling reversibly portable deployment and omnidirectional perception across diverse surfaces.Using a simple dual-triangular electrode layout paired with MXene/silicone nanocomposite dielectric layer,the sensor unit achieves precise omnidirectional force and motion sensing with a detection threshold as low as 0.024 N and an angular resolution of 5°,while the UHSVS provides reliable and reversible multi-surface anchoring for the sensor units by involving a newly designed hydrogel combining high mechanical robustness and superior water absorption.Extensive experiments demonstrate the effectiveness of RO-TWSA across various interactive scenarios,including teleoperation,tactile diagnostics,and robotic autonomous exploration.Overall,RO-TWSA presents a versatile and high-resolution tactile interface,offering new avenues for intelligent perception and interaction in complex real-world environments. 展开更多
关键词 Reconfigurable sensor array Interaction interface Tactile perception Omnidirectional sensor Reversible anchoring
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Experimental and Numerical Optimization of Prestressed Anchor Cable Support for In-Situ Large-Span Tunnel Expansion with an Energy Balance Framework
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作者 Ying Zhu Minghui Hu +5 位作者 Shengxu Wang Xiaoliang Dong Xuewen Xiao Richeng Liu Meng Wang Zheng Yuan 《Computer Modeling in Engineering & Sciences》 2026年第2期550-585,共36页
In-situ enlargement of super-large-span tunnels can intensify excavation-induced unloading in the surrounding rock,increasing deformation demand and failure risk during construction.This study combines laboratory mode... In-situ enlargement of super-large-span tunnels can intensify excavation-induced unloading in the surrounding rock,increasing deformation demand and failure risk during construction.This study combines laboratory model tests with FLAC3D simulations to evaluate the stabilizing role of prestressed anchor cables and to establish an energy-balance framework for support optimization.Comparative model tests of existing and enlarged tunnel sections,with and without anchors,show that reinforcement increases load-carrying capacity,reduces displacement,and confines damage to more localized zones.The numerical simulations reproduce displacement fields,shear-strain localization,and plastic-zone evolution with good agreement against the experimental observations.The energy framework is implemented in the in-situ simulations by quantifying unloading-related energy release in the rock mass and reinforcement work contributed by the anchors,and by introducing an energy release–reinforcement ratio as a stability indicator.Parametric analyses indicate that anchor length,spacing,and prestress influence stability in a nonlinear manner,with diminishing returns once reinforcement extends beyond the mechanically dominant deformation zone.An efficient parameter window is identified that improves deformation and yielding control while avoiding unnecessary reinforcement.The results provide an energy-consistent and design-oriented basis for prestressed anchorage selection in large-span tunnel expansion. 展开更多
关键词 Large-span tunnel anchor cable support tunnel expansion energy balance FLAC3D parameter optimization
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Bearing capacity,shear band evolution,and deformation characteristics of slopes reinforced by root-inspired anchors using transparent soil model testing
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作者 Ruijie Huang Wengang Zhang +6 位作者 Jiaying Xiang Ningning Zhang Matteo Oryem Ciantia Jian Yin Leilei Liu Jushan Wang Anzhai Fei 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期457-471,共15页
Root-inspired anchorage systems in the field of bio-inspired geotechnics are renowned for enhancing the pullout capacity of traditional geotechnical anchorage systems by simulating the morphology and architecture of p... Root-inspired anchorage systems in the field of bio-inspired geotechnics are renowned for enhancing the pullout capacity of traditional geotechnical anchorage systems by simulating the morphology and architecture of plant root systems.However,limited studies have explored their practical applications,particularly in improving slope stability.To fill this gap,this study investigates the reinforcement effect of root-inspired anchors on slope stabilization using transparent soil modeling and 3D-printed anchors,and examines the impact of anchor branching patterns(i.e.branching numbers,branching angle,and branching nodes)on slope bearing capacity,shear band evolution,and temporal and spatial variation of slope deformation.The results show that peak slope bearing capacity increases with branching numbers and branching angles,correlating with the envelope area of the curved shear band.Upper anchors result in step-like deflections in the shear band near the trailing edge,while lower anchors convert the upward concave shear band into an upward convex one,thus increasing the slope bearing capacity.Slope deformation is minimized with intermediate branching parameters,such as a branching number of 4 and a branching angle of 45°.The anchor reinforcement mechanisms,i.e.anchor rod shear resistance,interface friction,anchor pullout capacity,and plate tightening effects,are comprehensively discussed,and the installation effects resulting from compromise slope modeling are identified as the contributors.These findings shed light on the failure process of root-inspired anchors reinforced slopes and provide a preliminary reference for potential applications,especially for the tradeoff between anchor branching,slope deformation,and slope stability. 展开更多
关键词 Bio-inspired geotechnics Root-inspired anchors Transparent cemented soil Slope bearing capacity Shear band evolution
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Improving the interfacial strength of cement-polyacrylate grout and Ordovician limestone by graphene oxide
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作者 Zhiyang Wang Yingwei Li +3 位作者 Longji Wu He Chen Xiuliang Yin Zhijun Wu 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期702-712,共11页
In coal mining on a high-pressure Ordovician limestone aquifer,grouting materials should have sufficient mechanical properties,particularly strong interfacial bonding performance to address stress concentration at the... In coal mining on a high-pressure Ordovician limestone aquifer,grouting materials should have sufficient mechanical properties,particularly strong interfacial bonding performance to address stress concentration at the grout-limestone interface induced by rock stress disturbances during mining.In this study,graphene oxide(GO)was integrated into cement-polyacrylate composite grout to improve its interfacial bonding.First,four-point bending tests were conducted,and the Monte Carlo method combined with the simplex search algorithm was employed to determine the variations in shear cohesion and static friction parameters.The results reveal that GO can significantly increase both the tensile and shear cohesion of the grout-limestone interface,but minimally affects the interfacial friction coefficient.Second,nuclear magnetic resonance(NMR)and scanning electron microscopy(SEM)tests were performed.The results indicate that GO nanosheets result in a squamaceous microstructure of the grout consolidation mass,increasing the adhesion of the grout-limestone interface.Moreover,spiny Aft(ettringite)clusters can be induced in limestone fracture surfaces by GO,which could serve as anchors for limestone and grout consolidation mass. 展开更多
关键词 Graphene oxide Cement-polyacrylate grout Grout-limestone interfacial strength Spiny cement hydration product crystals Micro anchoring
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Lattice Anchoring Stabilizesα-FAPbI_(3) Perovskite for High-Performance X-Ray Detectors
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作者 Yu-Hua Huang Su-Yan Zou +5 位作者 Cong-Yi Sheng Yu-Chuang Fang Xu-Dong Wang Wei Wei Wen-Guang Li Dai-Bin Kuang 《Nano-Micro Letters》 2026年第1期337-354,共18页
Formamidinium lead iodide(FAPbI_(3))perovskite exhibits an impressive X-ray absorption coefficient and a large carrier mobility-lifetime product(μτ),making it as a highly promising candidate for X-ray detection appl... Formamidinium lead iodide(FAPbI_(3))perovskite exhibits an impressive X-ray absorption coefficient and a large carrier mobility-lifetime product(μτ),making it as a highly promising candidate for X-ray detection application.However,the presence of larger FA^(+)cation induces to an expansion of the Pb-I octahedral framework,which unfortunately affects both the stability and charge carrier mobility of the corresponding devices.To address this challenge,we develop a novel low-dimensional(HtrzT)PbI_(3) perovskite featuring a conjugated organic cation(1H-1,2,4-Triazole-3-thiol,HtrzT^(+))which matches well with theα-FAPbI_(3) lattices in two-dimensional plane.Benefiting from the matched lattice between(HtrzT)PbI_(3) andα-FAPbI_(3),the anchored lattice enhances the Pb-I bond strength and effectively mitigates the inherent tensile strain of theα-FAPbI_(3) crystal lattice.The X-ray detector based on(HtrzT)PbI_(3)(1.0)/FAPbI_(3) device achieves a remarkable sensitivity up to 1.83×10^(5)μC Gy_(air)^(−1) cm^(−2),along with a low detection limit of 27.6 nGy_(air) s^(−1),attributed to the release of residual stress,and the enhancement in carrier mobility-lifetime product.Furthermore,the detector exhibits outstanding stability under X-ray irradiation with tolerating doses equivalent to nearly 1.17×10^(6) chest imaging doses. 展开更多
关键词 α-FAPbI_(3)perovskite Conjugated organic cation Lattice anchoring Phase stability X-ray detectors
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Slope rockbolting using key block theory:Force transfer and artificial intelligence-assisted multi-objective optimisation
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作者 Jessica Ka Yi Chiu Charlie Chunlin Li +1 位作者 Ole Jakob Mengshoel Vidar Kveldsvik 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期73-91,共19页
This paper presents a novel artificial intelligence(AI)-assisted two-stage method for optimising rock slope stability by integrating advanced 3D modelling with rock support design,aiming at minimising risks,material u... This paper presents a novel artificial intelligence(AI)-assisted two-stage method for optimising rock slope stability by integrating advanced 3D modelling with rock support design,aiming at minimising risks,material usage,and costs.In the first stage,an extended key block analysis identifies key blocks and key block groups,accounting for progressive failure and force interactions.The second stage uses AI algorithms to optimise rockbolting design,balancing stability,cost,and material use.The most efficient algorithms include the multi-objective tree-structured Parzen estimator(MOTPE)and non-dominated sorting genetic algorithms(NSGA-II and NSGA-III).Applied to the Larvik rock slope,the optimised solution uses 18 pre-tensioned cablebolts,providing 13.2 MN of active force and achieving a factor of safety of 1.31 while reducing the average anchorage length by approximately 16%compared to traditional design.The AI-assisted approach also reduces computation time by over 90%compared to Quasi-Monte Carlo(QMC)methods,demonstrating its efficiency for small-scale civil engineering projects and large-scale mining operations.The developed tool is practical,compatible with Building Information Modelling(BIM),and ready for engineering implementation,supporting sustainable and cost-effective rock slope stabilisation.While the method is largely automated,professional judgement remains crucial for verifying ground conditions and selecting the final solution.Future work will focus on integrating data uncertainties,addressing complex block deformation mechanisms,refining optimisation objectives,and improving the performance of multi-objective optimisation for slope rockboling applications to further enhance the method's versatility. 展开更多
关键词 Rock anchoring Slope stability 3D modelling Key block Parametric design Bio-inspired artificial intelligence(AI)
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基于YOLOv5改进模型的金属表面缺陷检测实验研究
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作者 赵辉 陈志峰 +2 位作者 章佳伟 李骁凡 魏震杨 《实验技术与管理》 北大核心 2025年第1期66-74,共9页
金属零部件的表面缺陷检测是汽车等产品生产过程中的重要环节,以往采用人工检视或传统光学筛选方法,该方法难以满足现代工业生产的高效性和准确性要求。该研究源于校企协同育人的创新课题,从企业提出的实际问题出发,选取汽车喷油管表面... 金属零部件的表面缺陷检测是汽车等产品生产过程中的重要环节,以往采用人工检视或传统光学筛选方法,该方法难以满足现代工业生产的高效性和准确性要求。该研究源于校企协同育人的创新课题,从企业提出的实际问题出发,选取汽车喷油管表面缺陷作为研究案例。为了提高对弱小缺陷的检测准确率和速度,提出了一种基于YOLOv5轻量化模型的改进结构:YOLOv5n-STSL。该模型通过改进原模型中的卷积模块C3为C2f模块,在保证轻量化的同时获取了更丰富的梯度信息流;通过往浅层特征图移动检测分支,增加不同层次的特征融合,提高了弱小目标的特征提取和检测能力;同时改进锚框anchors的计算评估策略,确保锚框与真实缺陷的边界框有更高的匹配精度,从而提高定位和分类的准确性。实验表明,缺陷检测精度达到97.8%,相对于原基础模型YOLOv5n,检测精度提高了5%,最后将模型部署到嵌入式设备JestonNano,采用TensorRT推理引擎加速推理实验,帧速可达21帧/s,更好地满足了金属表面缺陷自动检测实时性的应用需求。 展开更多
关键词 缺陷检测 模型改进 YOLOv5n-STSL ANCHORS 设备部署
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Legal Regulation of Head Anchors in Live-Streaming E-Commerce from the Perspective of Duty of Care 被引量:2
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作者 Ma Zhiguo Jia Jinrun Zhang Xiaohao 《科技与法律(中英文)》 2025年第2期125-137,共13页
The integration of the digital economy with the traditional sales industry has prompted the robust growth of e-commerce.Live-streaming e-commerce,as a novel business model,has gained immense popularity.However,is⁃sues... The integration of the digital economy with the traditional sales industry has prompted the robust growth of e-commerce.Live-streaming e-commerce,as a novel business model,has gained immense popularity.However,is⁃sues of regulatory loopholes and inefficacy continue to surface.In live-streaming e-commerce,the head anchor,as host of the live-streaming rooms,wields significant influence in determining the goods to be showcased and marketed.Such influence expands risks such as infringement of intellectual property rights.Yet the uncertainty in law concerning the identity of head anchors results in a lack of accountability.Current norms are inadequate in constraining the group of head anchors.Drawing on the principles of risk control,the alignment between benefit and risk,and the theory of so⁃cial cost control,this paper argues that it is both justifiable and feasible to impose a duty to exercise reasonable care on head anchors.To effectively enshrine this duty in law,it is of great importance to redefine the mechanism of identifying the duty of care of head anchors in live-streaming e-commerce.In particular,the contents of the duty of care under⁃taken by head anchors and the consequences of breaching such a duty of care should be clarified. 展开更多
关键词 head anchor live-streaming e-commerce digital economy duty of care
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Roof deformation of the Beishan Rock Carvings with negative Poisson's ratio anchor support under varied precipitation conditions 被引量:1
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作者 YANG Peixi TAO Zhigang +1 位作者 YANG Xiaojie LI Xiaodan 《Journal of Mountain Science》 2025年第8期3078-3091,共14页
Beishan Rock Carvings in Chongqing,a renowned cultural heritage site in China,flourished during the Tang and Song dynasties and are often referred to as the“Stone Carving Art Museum of the Tang and Song Dynasties.”C... Beishan Rock Carvings in Chongqing,a renowned cultural heritage site in China,flourished during the Tang and Song dynasties and are often referred to as the“Stone Carving Art Museum of the Tang and Song Dynasties.”Cave 168 is a key component of the Beishan Rock Carvings.At present,several through-going cracks have developed in the roof of Cave 168,severely compromising the structural stability of the grotto.The early internal steel plate supports have suffered severe corrosion and can no longer provide effective reinforcement.In addition,the presence of steel columns obstructs visitor access and negatively affects the viewing experience.A new reinforcement method is urgently needed.Therefore,studying the deformation patterns of the structure is of critical importance.This study analyzes the stratigraphic parameters and fracture distribution of Cave 168,considering key influencing factors such as rainfall,self-weight,and the overlying Quaternary soil.On-site monitoring and physical model experiments were conducted to evaluate the changes in roof crack width and displacement before and after reinforcement with negative Poisson's ratio(NPR)anchor cables.The results reveal that the roof of Cave 168 contains several through-going cracks and numerous microcracks,which serve as infiltration channels for surface water.These accelerate the softening of the mudstone and pose a significant threat to the cave's structural safety.During the experiment,the main change in the crack exhibited a“semi-archshaped”propagation pattern.In the first ten minutes,as the rock transitioned from dry to moist conditions,a slight crack closure was observed.As rainfall continued,crack propagation accelerated.After rainfall ceased,crack width remained stable over a short period.Under NPR anchor support,the influence of rainfall on roof settlement was effectively mitigated,ensuring the safety and stability of the roof.The NPR anchors successfully limited the roof settlement to within 0.3 mm and provided effective control over both total and differential settlement.These findings offer valuable insights into the application of NPR anchor cables in the conservation of grotto heritage structures. 展开更多
关键词 Grotto stability Physical model experiment RAINFALL NPR anchor(cable) On-site monitoring
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嵌入位置编码增强注意力机制的视频摘要改进算法
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作者 张雅 王玉德 +2 位作者 樊令冲 杜婉童 林元元 《曲阜师范大学学报(自然科学版)》 2025年第2期73-79,共7页
为解决视频摘要算法的注意力机制缺少视频帧的时间信息和上下文信息的问题,提出了一种嵌入位置编码增强注意力机制的视频摘要改进算法.首先,在多头注意力机制中引入绝对位置编码,按时间顺序对视频帧建模获取视频时序特征;然后,将图像特... 为解决视频摘要算法的注意力机制缺少视频帧的时间信息和上下文信息的问题,提出了一种嵌入位置编码增强注意力机制的视频摘要改进算法.首先,在多头注意力机制中引入绝对位置编码,按时间顺序对视频帧建模获取视频时序特征;然后,将图像特征和时序特征融合生成视频的长范围特征,使用多尺度anchor机制进行分段处理生成若干个镜头片段;最后,对生成的镜头片段进行位置回归和重要性预测,选择关键镜头生成视频摘要.在SumMe、TVSum规范数据集上,该文算法的F1-score指标分别达到52.5%、62.3%.实验结果表明,该算法有效提高了视频摘要算法的准确性. 展开更多
关键词 视频摘要 多头注意力机制 位置编码 anchor机制
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An epitaxial surface heterostructure anchoring approach for high-performance Ni-rich layered cathodes 被引量:1
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作者 Weili Sun Qingqing Zhang +8 位作者 Xiao-Guang Sun Cheng Li Yongsheng Huang Wenyu Mu Junbin Tan Jianlin Li Kai Liu Shijian Zheng Sheng Dai 《Journal of Energy Chemistry》 2025年第6期158-169,I0005,共13页
Nickel-rich(Ni≥90%)layered oxides materials have emerged as a promising candidate for nextgeneration high-energy-density lithium-ion batteries(LIBs).However,their widespread application is hindered by structural fati... Nickel-rich(Ni≥90%)layered oxides materials have emerged as a promising candidate for nextgeneration high-energy-density lithium-ion batteries(LIBs).However,their widespread application is hindered by structural fatigue and lattice oxygen loss.In this work,an epitaxial surface rock-salt nanolayer is successfully developed on the LiNi_(0.9)Co_(0.1)O_(2)sub-surface via heteroatom anchoring utilizing high-valence element molybdenum modification.This in-situ formed conformal buffer phase with a thickness of 1.2 nm effectively suppresses the continuous interphase side-reactions,and thus maintains the excellent structure integrity at high voltage.Furthermore,theoretical calculations indicate that the lattice oxygen reversibility in the anion framework of the optimized sample is obviously enhanced due to the higher content of O 2p states near the Fermi level than that of the pristine one.Meanwhile,the stronger Mo-O bond further reduces cell volume alteration,which improves the bulk structure stability of modified materials.Besides,the detailed charge compensation mechanism suggests that the average oxidation state of Ni is reduced,which induces more active Li+participating in the redox reactions,boosting the cell energy density.As a result,the uniquely designed cathode materials exhibit an extraordinary discharge capacity of 245.4 mAh g^(-1)at 0.1 C,remarkable rate performance of 169.3 mAh g^(-1)at 10 C at 4.5 V,and a high capacity retention of 70.5% after 1000 cycles in full cells at a high cut-off voltage of 4.4 V.This strategy provides an valuable insight into constructing distinctive heterostructure on highperformance Ni-rich layered cathodes for LIBs. 展开更多
关键词 Ni-rich layered oxides Rock-salt nanolayer Heteroatom anchoring Lattice oxygen reversibility Lithium-ion batteries
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Multi-View Picture Fuzzy Clustering:A Novel Method for Partitioning Multi-View Relational Data 被引量:1
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作者 Pham Huy Thong Hoang Thi Canh +2 位作者 Luong Thi Hong Lan Nguyen Tuan Huy Nguyen Long Giang 《Computers, Materials & Continua》 2025年第6期5461-5485,共25页
Multi-view clustering is a critical research area in computer science aimed at effectively extracting meaningful patterns from complex,high-dimensional data that single-view methods cannot capture.Traditional fuzzy cl... Multi-view clustering is a critical research area in computer science aimed at effectively extracting meaningful patterns from complex,high-dimensional data that single-view methods cannot capture.Traditional fuzzy clustering techniques,such as Fuzzy C-Means(FCM),face significant challenges in handling uncertainty and the dependencies between different views.To overcome these limitations,we introduce a new multi-view fuzzy clustering approach that integrates picture fuzzy sets with a dual-anchor graph method for multi-view data,aiming to enhance clustering accuracy and robustness,termed Multi-view Picture Fuzzy Clustering(MPFC).In particular,the picture fuzzy set theory extends the capability to represent uncertainty by modeling three membership levels:membership degrees,neutral degrees,and refusal degrees.This allows for a more flexible representation of uncertain and conflicting data than traditional fuzzy models.Meanwhile,dual-anchor graphs exploit the similarity relationships between data points and integrate information across views.This combination improves stability,scalability,and robustness when handling noisy and heterogeneous data.Experimental results on several benchmark datasets demonstrate significant improvements in clustering accuracy and efficiency,outperforming traditional methods.Specifically,the MPFC algorithm demonstrates outstanding clustering performance on a variety of datasets,attaining a Purity(PUR)score of 0.6440 and an Accuracy(ACC)score of 0.6213 for the 3 Sources dataset,underscoring its robustness and efficiency.The proposed approach significantly contributes to fields such as pattern recognition,multi-view relational data analysis,and large-scale clustering problems.Future work will focus on extending the method for semi-supervised multi-view clustering,aiming to enhance adaptability,scalability,and performance in real-world applications. 展开更多
关键词 Multi-view clustering picture fuzzy sets dual anchor graph fuzzy clustering multi-view relational data
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基于改进YOLOv5s的交通标志检测方法
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作者 罗昊 李学兵 顾雨娟 《计算机与数字工程》 2025年第12期3513-3518,共6页
针对YOLOv5s原模型检测交通标志存在遮挡物体识别检测能力不强、精确度不高和远处的交通标志目标难识别等问题,提出一种基于改进YOLOv5s的交通标志的检测方法。首先通过融入卷积注意力模块(CBAM)和加权双向特征金字塔网络(BiFPN),强化YO... 针对YOLOv5s原模型检测交通标志存在遮挡物体识别检测能力不强、精确度不高和远处的交通标志目标难识别等问题,提出一种基于改进YOLOv5s的交通标志的检测方法。首先通过融入卷积注意力模块(CBAM)和加权双向特征金字塔网络(BiFPN),强化YOLOv5s网络模型对交通标志的检测能力;其次添加小目标检测层,拼接较浅与深特征图,同时采用图像分割与极大值抑制算法,提高识别远处交通标志目标的精确度。实验结果表明,改进模型对比原始YOLOv5s模型不仅在精确度、召回率和mAP@0.5分别提升了8.0%、6.5%和2.7%,而且对较远处目标的交通标志和有物体遮挡的交通标志检测效果有大幅度的提升,改进后的YOLOv5s模型优于原模型且提高了对交通标志检测的准确性。 展开更多
关键词 交通标志检测 YOLOv5s 注意力模块(CBAM) BiFPN anchor层
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Molecule‑Level Multiscale Design of Nonflammable Gel Polymer Electrolyte to Build Stable SEI/CEI for Lithium Metal Battery
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作者 Qiqi Sun Zelong Gong +13 位作者 Tao Zhang Jiafeng Li Xianli Zhu Ruixiao Zhu Lingxu Wang Leyuan Ma Xuehui Li Miaofa Yuan Zhiwei Zhang Luyuan Zhang Zhao Qian Longwei Yin Rajeev Ahuja Chengxiang Wang 《Nano-Micro Letters》 SCIE EI CAS 2025年第1期404-423,共20页
The risk of flammability is an unavoidable issue for gel polymer electrolytes(GPEs).Usually,flameretardant solvents are necessary to be used,but most of them would react with anode/cathode easily and cause serious int... The risk of flammability is an unavoidable issue for gel polymer electrolytes(GPEs).Usually,flameretardant solvents are necessary to be used,but most of them would react with anode/cathode easily and cause serious interfacial instability,which is a big challenge for design and application of nonflammable GPEs.Here,a nonflammable GPE(SGPE)is developed by in situ polymerizing trifluoroethyl methacrylate(TFMA)monomers with flame-retardant triethyl phosphate(TEP)solvents and LiTFSI–LiDFOB dual lithium salts.TEP is strongly anchored to PTFMA matrix via polarity interaction between-P=O and-CH_(2)CF_(3).It reduces free TEP molecules,which obviously mitigates interfacial reactions,and enhances flame-retardant performance of TEP surprisingly.Anchored TEP molecules are also inhibited in solvation of Li^(+),leading to anion-dominated solvation sheath,which creates inorganic-rich solid electrolyte interface/cathode electrolyte interface layers.Such coordination structure changes Li^(+)transport from sluggish vehicular to fast structural transport,raising ionic conductivity to 1.03 mS cm^(-1) and transfer number to 0.41 at 30℃.The Li|SGPE|Li cell presents highly reversible Li stripping/plating performance for over 1000 h at 0.1 mA cm^(−2),and 4.2 V LiCoO_(2)|SGPE|Li battery delivers high average specific capacity>120 mAh g^(−1) over 200 cycles.This study paves a new way to make nonflammable GPE that is compatible with Li metal anode. 展开更多
关键词 Anchoring effect Nonflammable gel electrolyte In situ cross-linked Electrode-electrolyte interface Li metal battery
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Green anchors enhance slope stability:mechanisms and efficacy in reinforcement
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作者 Zhihao Du Yu Zhang +3 位作者 Haifeng Huo Sheng Shi Ruidong Li Bingbing Han 《Earthquake Research Advances》 2025年第3期100-109,共10页
As a primary slope stabilization technique,anchor support encompasses traditional engineering anchors,green anchors,and ecological restoration methods.This review synthesizes two decades of literature to evaluate thes... As a primary slope stabilization technique,anchor support encompasses traditional engineering anchors,green anchors,and ecological restoration methods.This review synthesizes two decades of literature to evaluate these approaches.Current research disproportionately focuses on engineering anchors,while green anchor systems remain less studied despite their dual advantages:reduced labor/economic costs and environmental benefits.Notably,most green anchor studies originate from low-altitude plains,with minimal attention to high-altitude cold-arid regions such as plateaus.We therefore identify slope reinforcement using green anchors in plateau environments as a critical emerging research frontier. 展开更多
关键词 Anchor support Engineering anchor support Green anchor Plateau areas
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Deep learning-based inversion of stress curves and crack quantification in NPR anchored rock masses
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作者 CUI Li REN Wenfeng +6 位作者 MIAO Chengyu ZHANG Yong ZHAO Chengwei ZHAI Sheng-tian HAI Ran MA Jianjun SUN Xiaoming 《Journal of Mountain Science》 2025年第12期4703-4716,共14页
In geotechnical engineering applications,including mining and tunnel construction,the stability of fractured rock masses is paramount to ensuring structural safety.The spatial distribution and temporal evolution of in... In geotechnical engineering applications,including mining and tunnel construction,the stability of fractured rock masses is paramount to ensuring structural safety.The spatial distribution and temporal evolution of internal fractures fundamentally govern the mechanical behavior and failure mechanisms of rock masses.Nevertheless,the inherent complexity and structural concealment of rock mass systems pose significant challenges for the direct measurement of critical internal mechanical parameters.This study explores the use of deep learning to invert mechanical responses of NPR(Negative Poisson's Ratio)anchored fractured rock masses.Discrete Element Method(DEM)simulations were conducted to generate datasets including stress-strain curves and crack numbers under various initial fracture distributions.Three models—GRU,CNN+GRU,and CNN+GRU+ATT—were developed to predict rock mechanical parameters from NPR cable force data.Results show that the CNN+GRU+ATT model achieves superior accuracy,with R^(2)>0.90 and RMSE<5 on stress prediction tasks.It also accurately estimates initial crack quantity(np),with mean prediction error under 10%for high-fracture scenarios.The proposed model effectively captures stress fluctuations,offering early-warning potential for failure.The approach demonstrates strong generalization and robustness across varying crack configurations,providing a feasible framework for real-time health monitoring and mechanical parameter estimation in fractured rock engineering. 展开更多
关键词 NPR anchor cable Anchored rock mass Rock crack Inverse analysis Deep learning
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Biaxial compression mechanical properties of NPR anchor solid under different crack dip angles
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作者 ZHANG Yong ZHANG Junyao +1 位作者 SUN Xiaoming CUI Li 《Journal of Mountain Science》 2025年第9期3493-3509,共17页
With the rapid development of deep resource extraction and underground space construction,the design of anchored support systems for jointed rock masses in complex stress environments faces significant challenges.This... With the rapid development of deep resource extraction and underground space construction,the design of anchored support systems for jointed rock masses in complex stress environments faces significant challenges.This study investigates the influence of prefabricated crack dip angles on the mechanical properties of anchored rock masses in deep soft rock roadways.By constructing similarity models of NPR(Negative Poisson’s Ratio)and PR(Positive Poisson’s Ratio)anchored solids,biaxial compression experiments under varying crack dip angles were conducted.Strain gauges,3D Digital Image Correlation(3D DIC),and acoustic emission monitoring were employed to systematically analyze the strength characteristics,deformation-damage evolution,and energy dissipation mechanisms of the two types of anchor systems.The results show that:(1)The stress-strain curves of anchored solids with prefabricated cracks exhibit a distinct bimodal characteristic.Compared to PR anchors,NPR anchors show 20%and 23%improvements in peak strength and elastic modulus,respectively,with residual strength enhanced by up to 34%.(2)Owing to high pre-tightening force and large deformation capacity,NPR anchors maintain superior integrity under increasing crack dip angles,demonstrating more uniform free-surface displacement and localized shear-tensile composite crack patterns.(3)Acoustic emission analysis reveals that NPR anchors exhibit higher cumulative energy absorption(300%improvement over PR anchors)and lack low-rate energy development phases,indicating enhanced ductility and impact resistance at high crack dip angles.(4)Crack dip angle critically governs failure mechanisms by modulating the connectivity between shear cracks and prefabricated fissures:bimodal effects dominate at low angles,while vertical tensile crack propagation replaces bimodal behavior at high angles.The study proposes prioritizing NPR anchor cables in deep engineering applications and optimizing support parameters based on crack dip angles to mitigate stress concentration and ensure the long-term stability of surrounding rock. 展开更多
关键词 Anchor solid NPR anchor cable Crack dip angle Mechanical properties Similarity model
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Research on fracture characteristics and support mechanism of shallow buried double-soft composite roof
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作者 ZHANG Wei ZHANG Chun-wang +2 位作者 GUO Wei-yao ZHANG Bao-liang LIU Wan-rong 《Journal of Central South University》 2025年第5期1838-1854,共17页
Affected by the geological characteristics of coal bearing strata in western mining areas of China,the double soft composite roof has low strength and poor integrity,which is prone to induce disasters such as large de... Affected by the geological characteristics of coal bearing strata in western mining areas of China,the double soft composite roof has low strength and poor integrity,which is prone to induce disasters such as large deformation and roof collapse.Four-point bending tests were conducted on anchored double-layer rock beams with different pre tightening force and upper/lower rock strength ratios(Ⅰ/Ⅱ)based on the digital speckle correlation method(DSCM).The research results indicate that the instability process of anchored roof can be divided into stages of elastic deformation,crack propagation,alternating fracture,and failure collapse.The proportion of crack propagation and alternating fracture processes increased with the increase of pre-tightening force and Ⅰ/Ⅱ.The pre-tightening force can suppress the sliding of the upper/lower rock interface,and delay the initiation and propagation of cracks.As Ⅰ/Ⅱ increases,the failure mode changes from tensile failure steel strip to shear failure anchor rod.Steel strip can improve the continued bearing effect of anchored roof during crack propagation and alternating fracture processes. 展开更多
关键词 double-soft composite roof anchored composite beams anchored rock fracture pre-tightening force crack propagation
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