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复合高斯杂波下雷达目标自适应检测方法 被引量:1
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作者 简涛 马颖亮 +2 位作者 谢梓铿 魏广芬 何佳 《信号处理》 北大核心 2025年第4期739-748,共10页
在高距离分辨率的宽带雷达探测场景下,背景杂波呈现出越来越强的非高斯特性,可用复合高斯分布进行合理建模;不同于传统窄带雷达的点目标,宽带雷达目标在径向距离维上展现距离扩展形式。针对复合高斯杂波下现有距离扩展目标检测方法对杂... 在高距离分辨率的宽带雷达探测场景下,背景杂波呈现出越来越强的非高斯特性,可用复合高斯分布进行合理建模;不同于传统窄带雷达的点目标,宽带雷达目标在径向距离维上展现距离扩展形式。针对复合高斯杂波下现有距离扩展目标检测方法对杂波纹理分量信息利用不足的问题,在未知协方差矩阵结构的复合高斯杂波背景下,将纹理分量建模为逆Gamma分布,进而研究了雷达距离扩展目标自适应子空间检测方法。根据两步法设计策略和不同统计检验理论,构建了三种自适应子空间检测器。首先,在杂波纹理分量和协方差矩阵结构已知的条件下,基于Rao检验、Wald检验和Gradient检验,推导了三种检测统计量。其次,通过求解未知纹理分量的最大后验估计和未知协方差矩阵结构的迭代估计,构建了距离扩展目标的三种自适应子空间检测器;其中,所提出的Rao检测器和Gradient检测器具有一致性。理论证明了所提三种检测器对未知协方差矩阵结构的渐进恒虚警率特性。仿真分析了目标散射模型、辅助数据量、杂波相关性等因素对所提检测器的性能影响;实验结果表明,针对均匀高斯环境设计的现有检测器在复合高斯环境下检测性能退化较为严重,所提检测器的检测性能均优于现有复合高斯环境下的对比检测器;其中所提出的Wald检测器略优于所提出的Rao检测器。 展开更多
关键词 复合高斯 距离扩展目标检测 Gradient检验 Rao检验 WALD检验
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基于机器学习方法预测3D打印零件的性能
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作者 洪学银 高尚 《中国塑料》 北大核心 2025年第7期72-79,共8页
采用拉丁超立方实验设计,研究了层高、壁厚、顶底厚、顶底线条方向、填充密度、填充线条方向、打印速度、挤出温度、床温、工作空间温度10种熔融沉积建模(FDM)工艺参数对丙烯腈-丁二烯-苯乙烯共聚物(ABS)零件拉伸性能的影响,对比了人工... 采用拉丁超立方实验设计,研究了层高、壁厚、顶底厚、顶底线条方向、填充密度、填充线条方向、打印速度、挤出温度、床温、工作空间温度10种熔融沉积建模(FDM)工艺参数对丙烯腈-丁二烯-苯乙烯共聚物(ABS)零件拉伸性能的影响,对比了人工神经元网络(ANN)、随机森林(RF)和梯度提升算法(GB)3种机器学习方法预测拉伸性能的准确性。结果表明,ANN预测拉伸强度和断裂伸长率的相关系数R仅为0.883 5和0.892 4,在训练和测试数据集上,预测的均方误差(MSE)在5~10和20~24之间;RF预测的R值为0.913 6和0.924 0,MSE在3~8和15~20之间;GB预测准确性最高,R值为0.975 9和0.981 2,MSE最低,在1~4和8~10之间。在10种工艺参数中,在采用RF模型时,拉伸性能的显著影响因素为填充密度、壁厚、填充线条方向和顶底厚,在采用GB模型时,拉伸性能的显著影响因素为填充密度、壁厚、层高和填充线条方向。填充密度是影响拉伸性能最显著的因素,对GB预测结果的影响显著性达到80%左右,远大于RF模型中的40%。 展开更多
关键词 熔融沉积建模 人工神经元网络 随机森林 Gradient Boosting 拉伸性能
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Absorption-Reflection-Transmission Power Coefficient Guiding Gradient Distribution of Magnetic MXene in Layered Composites for Electromagnetic Wave Absorption 被引量:2
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作者 Yang Zhou Wen Zhang +7 位作者 Dong Pan Zhaoyang Li Bing Zhou Ming Huang Liwei Mi Chuntai Liu Yuezhan Feng Changyu Shen 《Nano-Micro Letters》 2025年第6期466-481,共16页
The morphological distribution of absorbent in composites is equally important with absorbents for the overall electromagnetic properties,but it is often ignored.Herein,a comprehensive consideration including electrom... The morphological distribution of absorbent in composites is equally important with absorbents for the overall electromagnetic properties,but it is often ignored.Herein,a comprehensive consideration including electromagnetic component regulation,layered arrangement structure,and gradient concentration distribution was used to optimize impedance matching and enhance electromagnetic loss.On the microscale,the incorporation of magnetic Ni nanoparticles into MXene nanosheets(Ni@MXene)endows suitable intrinsic permittivity and permeability.On the macroscale,the layered arrangement of Ni@MXene increases the effective interaction area with electromagnetic waves,inducing multiple reflection/scattering effects.On this basis,according to the analysis of absorption,reflection,and transmission(A-R-T)power coefficients of layered composites,the gradient concentration distribution was constructed to realize the impedance matching at low-concentration surface layer,electromagnetic loss at middle concentration interlayer and microwave reflection at high-concentration bottom layer.Consequently,the layered gradient composite(LG5-10-15)achieves complete absorption coverage of X-band at thickness of 2.00-2.20 mm with RL_(min) of-68.67 dB at 9.85 GHz in 2.05 mm,which is 199.0%,12.6%,and 50.6%higher than non-layered,layered and layered descending gradient composites,respectively.Therefore,this work confirms the importance of layered gradient structure in improving absorption performance and broadens the design of high-performance microwave absorption materials. 展开更多
关键词 Magnetic MXene Layered and gradient structure Power coefficient Electromagnetic wave absorption
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Achievable dual-strategy to stabilize Li-rich layered oxide interface by a one-step wet chemical reaction towards long oxygen redox reversibility 被引量:2
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作者 Bin He Yujie Dai +7 位作者 Shuai Jiang Dawei Chen Xilong Wang Jie Song Dan Xiao Qian Zhao Yan Meng Wei Feng 《Journal of Energy Chemistry》 2025年第2期120-131,I0004,共13页
Oxygen release and electrolyte decomposition under high voltage endlessly exacerbate interfacial ramifications and structu ral degradation of high energy-density Li-rich layered oxide(LLO),leading to voltage and capac... Oxygen release and electrolyte decomposition under high voltage endlessly exacerbate interfacial ramifications and structu ral degradation of high energy-density Li-rich layered oxide(LLO),leading to voltage and capacity fading.Herein,the dual-strategy of Cr,B complex coating and local gradient doping is simultaneously achieved on LLO surface by a one-step wet chemical reaction at room temperature.Density functional theory(DFT)calculations prove that stable B-O and Cr-O bonds through the local gradient doping can significantly reduce the high-energy O 2p states of interfacial lattice O,which is also effective for the near-surface lattice O,thus greatly stabilizing the LLO surface,Besides,differential electrochemical mass spectrometry(DEMS)indicates that the Cr_(x)B complex coating can adequately inhibit oxygen release and prevents the migration or dissolution of transition metal ions,including allowing speedy Li^(+)migration,The voltage and capacity fading of the modified cathode(LLO-C_(r)B)are adequately suppressed,which are benefited from the uniformly dense cathode electrolyte interface(CEI)composed of balanced organic/inorganic composition.Therefore,the specific capacity of LLO-CrB after 200 cycles at 1C is 209.3 mA h g^(-1)(with a retention rate of 95.1%).This dual-strategy through a one-step wet chemical reaction is expected to be applied in the design and development of other anionic redox cathode materials. 展开更多
关键词 Lithium-rich layered oxide cathode One-step wet chemical reaction Surface coating Local gradient doping Interfacial oxygen
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Elements gradient doping in Mn-based Li-rich layered oxides for long-life lithium-ion batteries 被引量:2
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作者 Yinzhong Wang Shiqi Liu +7 位作者 Xianwei Guo Boya Wang Qinghua Zhang Yuqiang Li Yulong Wang Guoqing Wang Lin Gu Haijun Yu 《Journal of Materials Science & Technology》 2025年第4期266-273,共8页
The cobalt-free Mn-based Li-rich layered oxide material has the advantages of low cost,high energy density,and good performance at low temperatures,and is the promising choice for energy storage batteries.However,the ... The cobalt-free Mn-based Li-rich layered oxide material has the advantages of low cost,high energy density,and good performance at low temperatures,and is the promising choice for energy storage batteries.However,the long-cycling stability of batteries needs to be improved.Herein,the Mn-based Li-rich cathode materials with small amounts of Li2 MnO3 crystal domains and gradient doping of Al and Ti elements from the surface to the bulk have been developed to improve the structure and interface stability.Then the batteries with a high energy density of 600 Wh kg^(-1),excellent capacity retention of 99.7%with low voltage decay of 0.03 mV cycle^(-1) after 800 cycles,and good rates performances can be achieved.Therefore,the structure and cycling stability of low voltage Mn-based Li-rich cathode materials can be significantly improved by the bulk structure design and interface regulation,and this work has paved the way for developing low-cost and high-energy Mn-based energy storage batteries with long lifetime. 展开更多
关键词 Mn-based Li-rich layered oxide cathode Li_(2)MnO_(3)crystal domain Elemental gradient Lithium-ion batteries Energy storage
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Progress in Flexoelectric Effect Research and Related Applications 被引量:1
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作者 Pengwen Guo Mengmeng Jia +3 位作者 Di Guo Tianling Ren Zhong Lin Wang Junyi Zhai 《SmartSys》 2025年第1期39-46,共8页
The flexoelectric effect refers to the electromechanical coupling between electric polarization and mechanical strain gradient.It universally exists in a variety of materials in any space group,such as liquid crystals... The flexoelectric effect refers to the electromechanical coupling between electric polarization and mechanical strain gradient.It universally exists in a variety of materials in any space group,such as liquid crystals,dielectrics,biological materials,and semiconductors.Because of its unique size effect,nanoscale flexoelectricity has shown novel phenomena and promising applications in electronics,optronics,mechatronics,and photovoltaics.In this review,we provide a succinct report on the discovery and development of the flexoelectric effect,focusing on flexoelectric materials and related applications.Finally,we discuss recent flexoelectric research progress and still‐unsolved problems. 展开更多
关键词 electric polarization flexoelectric effect flexotronics size effect strain gradient
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Distribution,species richness,and relative importance of different plant life forms across drylands in China 被引量:1
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作者 Shuran Yao Weigang Hu +16 位作者 Mingfei Ji Abraham Allan Degen Qiajun Du Muhammad Adnan Akram Yuan Sun Ying Sun Yan Deng Longwei Dong Haiyang Gong Qingqing Hou Shubin Xie Xiaoting Wang Jinzhi Ran Bernhard Schmid Qinfeng Guo Karl J.Niklas Jianming Deng 《Plant Diversity》 2025年第2期273-281,共9页
Studies on plant diversity are usually based on the total number of species in a community.However,few studies have examined species richness(SR)of different plant life forms in a community along largescale environmen... Studies on plant diversity are usually based on the total number of species in a community.However,few studies have examined species richness(SR)of different plant life forms in a community along largescale environmental gradients.Particularly,the relative importance(RIV)of different plant life forms in a community and how they vary with environmental variables are still unclear.To fill these gaps,we determined plant diversity of ephemeral plants,annual herbs,perennial herbs,and woody plants from 187 sites across drylands in China.The SR patterns of herbaceous plants,especially perennial herbs,and their RIV in plant communities increased with increasing precipitation and soil nutrient content;however,the RIV of annual herbs was not altered along these gradients.The SR and RIV of ephemeral plants were affected mainly by precipitation seasonality.The SR of woody plants had a unimodal relationship with air temperature and exhibited the highest RIV and SR percentage in plant communities under the harshest environments.An obvious shift emerged in plant community composition,SR and their critical impact factors at 238.5 mm of mean annual precipitation(MAP).In mesic regions(>238.5 mm),herbs were the dominant species,and the SR displayed a relatively slow decreasing rate with increasing aridity,which was mediated mainly by MAP and soil nutrients.In arid regions(<238.5 mm),woody plants were the dominant species,and the SR displayed a relatively fast decreasing rate with increasing aridity,which was mediated mainly by climate variables,especially precipitation.Our findings highlight the importance of comparative life form studies in community structure and biodiversity,as their responses to gradients differed substantially on a large scale. 展开更多
关键词 DRYLANDS Environmental gradients Plant life forms Relative importance Species richness THRESHOLD
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In silico prediction of pK_(a) values using explainable deep learning methods 被引量:1
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作者 Chen Yang Changda Gong +4 位作者 Zhixing Zhang Jiaojiao Fang Weihua Li Guixia Liu Yun Tang 《Journal of Pharmaceutical Analysis》 2025年第6期1264-1276,共13页
Negative logarithm of the acid dissociation constant(pK_(a))significantly influences the absorption,dis-tribution,metabolism,excretion,and toxicity(ADMET)properties of molecules and is a crucial indicator in drug rese... Negative logarithm of the acid dissociation constant(pK_(a))significantly influences the absorption,dis-tribution,metabolism,excretion,and toxicity(ADMET)properties of molecules and is a crucial indicator in drug research.Given the rapid and accurate characteristics of computational methods,their role in predicting drug properties is increasingly important.Although many pK_(a) prediction models currently exist,they often focus on enhancing model precision while neglecting interpretability.In this study,we present GraFpKa,a pK_(a) prediction model using graph neural networks(GNNs)and molecular finger-prints.The results show that our acidic and basic models achieved mean absolute errors(MAEs)of 0.621 and 0.402,respectively,on the test set,demonstrating good predictive performance.Notably,to improve interpretability,GraFpKa also incorporates Integrated Gradients(IGs),providing a clearer visual description of the atoms significantly affecting the pK_(a) values.The high reliability and interpretability of GraFpKa ensure accurate pKa predictions while also facilitating a deeper understanding of the relation-ship between molecular structure and pK_(a) values,making it a valuable tool in the field of pK_(a) prediction. 展开更多
关键词 pK_(a) Deep learning Graph neural networks AttentiveFP Integrated gradients In silico prediction
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An optimization framework for hot-rolled strip crown control based on model-driven digital twin 被引量:1
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作者 Fen-jia Wang Chao Liu +6 位作者 An-rui He Yong Song Jian Shao Chi-huan Yao Yi Qiang Hong-yan Liu Bo Ma 《Journal of Iron and Steel Research International》 2025年第7期1920-1939,共20页
Accurate crown control is paramount for ensuring the quality of hot-rolled strip products.Given the multitude of influencing parameters and the intricate coupling and genetic relationships among them,the conventional ... Accurate crown control is paramount for ensuring the quality of hot-rolled strip products.Given the multitude of influencing parameters and the intricate coupling and genetic relationships among them,the conventional crown control method is no longer sufficient to meet the precision requirements of schedule-free rolling.To address this limitation,an optimization framework for hot-rolled strip crown control was developed based on model-driven digital twin(MDDT).This framework enhances the strip crown control precision by facilitating collaborative operations among physical entities,virtual models,and functional application layers.In virtual modeling,a data-driven approach that integrates the extreme gradient boosting and the improved Harris hawk optimization algorithm was firstly proposed to fit the relationship between key process parameters and strip crown,and a global-local collaborative training strategy was proposed to enhance the model adaptability to diverse working conditions.Subsequently,the influence of crucial process factors on the virtual model was examined through model responses.Furthermore,a novel optimization mode for crown control based on MDDT was established by aligning and reconstructing both the physical and virtual models,thereby enhancing the crown control precision.Finally,data trials were conducted to validate the effectiveness of the proposed framework.The results indicated that the proposed method exhibited satisfactory performance and could be effectively utilized to improve the crown control precision. 展开更多
关键词 Hot-rolled strip Crown control Machine learning Digital twin Extreme gradient boosting
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The global lithospheric field modeling based on MSS-1 and other satellites' gradient data 被引量:1
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作者 YuXuan Lin Yan Feng +2 位作者 JiaXuan Zhang XinWu Li Ya Huang 《Earth and Planetary Physics》 2025年第3期677-685,共9页
We combine gradient data from the Macao Science Satellite-1(MSS-1),CHAllenging Minisatellite Payload(CHAMP),Swarm-A,and Swarm-C satellites to develop a 110-degree lithospheric magnetic field model.We then comprehensiv... We combine gradient data from the Macao Science Satellite-1(MSS-1),CHAllenging Minisatellite Payload(CHAMP),Swarm-A,and Swarm-C satellites to develop a 110-degree lithospheric magnetic field model.We then comprehensively evaluate the performance of the model by power spectral comparisons,correlation analyses,sensitivity matrix assessments,and comparisons with existing lithospheric field models.Results showed that using near east–west gradient data from MSS-1 significantly enhances the model correlation in the spherical harmonic degree(N) range of 45–60 while also mitigating the decline in correlation at higher degrees(N > 60).Furthermore,the unique orbital characteristics of MSS-1 enable its gradient data to provide substantial contributions to modeling in the mid-to low-latitude regions.With continued data acquisition from MSS-1 and further optimization of data processing methods,the performance of the model is expected to improve. 展开更多
关键词 lithospheric magnetic field Macao Science Satellite-1 gradient data LCS-1
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Galerkin-Vlasov approach for bending analysis of flexoelectric doubly-curved sandwich nanoshells with piezoelectric/FGP/piezoelectric layers using the nonlocal strain theory 被引量:1
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作者 Tran Van Ke Do Van Thom +2 位作者 Nguyen Thai Dung Nguyen Van Chinh Phung Van Minh 《Acta Mechanica Sinica》 2025年第2期7-40,共34页
Flexoelectricity refers to the link between electrical polarization and strain gradient fields in piezoelectric materials,particularly at the nano-scale.The present investigation aims to comprehensively focus on the s... Flexoelectricity refers to the link between electrical polarization and strain gradient fields in piezoelectric materials,particularly at the nano-scale.The present investigation aims to comprehensively focus on the static bending analysis of a piezoelectric sandwich functionally graded porous(FGP)double-curved shallow nanoshell based on the flexoelectric effect and nonlocal strain gradient theory.Two coefficients that reduce or increase the stiffness of the nanoshell,including nonlocal and length-scale parameters,are considered to change along the nanoshell thickness direction,and three different porosity rules are novel points in this study.The nanoshell structure is placed on a Pasternak elastic foundation and is made up of three separate layers of material.The outermost layers consist of piezoelectric smart material with flexoelectric effects,while the core layer is composed of FGP material.Hamilton’s principle was used in conjunction with a unique refined higher-order shear deformation theory to derive general equilibrium equations that provide more precise outcomes.The Navier and Galerkin-Vlasov methodology is used to get the static bending characteristics of nanoshells that have various boundary conditions.The program’s correctness is assessed by comparison with published dependable findings in specific instances of the model described in the article.In addition,the influence of parameters such as flexoelectric effect,nonlocal and length scale parameters,elastic foundation stiffness coefficient,porosity coefficient,and boundary conditions on the static bending response of the nanoshell is detected and comprehensively studied.The findings of this study have practical implications for the efficient design and control of comparable systems,such as micro-electromechanical and nano-electromechanical devices. 展开更多
关键词 Analytical solution Flexoelectric effect Nonlocal strain gradient theory Static bending of nanoshell
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Enhanced rolling contact fatigue property of a rare earth addition bearing steel with a gradient nanostructured surface layer 被引量:1
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作者 G.S.Dong B.Gao +1 位作者 C.Y.Yang Z.B.Wang 《Journal of Materials Science & Technology》 2025年第8期267-277,共11页
Rolling contact fatigue performance is among the most important issues for applications of bearing steels.In this work,a recently developed surface modification technique,surface mechanical rolling treatment,was appli... Rolling contact fatigue performance is among the most important issues for applications of bearing steels.In this work,a recently developed surface modification technique,surface mechanical rolling treatment,was applied on a rare-earth addition bearing steel.And rolling contact fatigue behavior of treated samples was compared with that of as-received counterparts at different contacting stresses.The results demonstrated that a 700μm-thick gradient nanostructured surface layer is produced on samples by surface mechanical rolling treatment.The grain size decreases while the microhardness increases gradually with decreasing depth,reaching~23 nm and~10.2 GPa,respectively,at the top surface.Consequently,the rolling contact fatigue property is significantly enhanced.The characteristic life of treated samples is~3.2 times that of untreated counterparts according to Weibull curves at 5.6 GPa.Analyses of fatigue mechanisms demonstrated that the gradient nanostructured surface layer might not only retard material degradation and microcrack formation,but also prolong the steady-state elastic response stage under rolling contact fatigue. 展开更多
关键词 Rare earth addition bearing steel Surface mechanical rolling treatment Rolling contact fatigue Gradient nanostructured MICROCRACK
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Advances in the Development of Gradient Scaffolds Made of Nano‑Micromaterials for Musculoskeletal Tissue Regeneration
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作者 Lei Fang Xiaoqi Lin +5 位作者 Ruian Xu Lu Liu Yu Zhang Feng Tian Jiao Jiao Li Jiajia Xue 《Nano-Micro Letters》 SCIE EI CAS 2025年第3期455-500,共46页
The intricate hierarchical structure of musculoskeletal tissues,including bone and interface tissues,necessitates the use of complex scaffold designs and material structures to serve as tissue-engineered substitutes.T... The intricate hierarchical structure of musculoskeletal tissues,including bone and interface tissues,necessitates the use of complex scaffold designs and material structures to serve as tissue-engineered substitutes.This has led to growing interest in the development of gradient bone scaffolds with hierarchical structures mimicking the extracellular matrix of native tissues to achieve improved therapeutic outcomes.Building on the anatomical characteristics of bone and interfacial tissues,this review provides a summary of current strategies used to design and fabricate biomimetic gradient scaffolds for repairing musculoskeletal tissues,specifically focusing on methods used to construct compositional and structural gradients within the scaffolds.The latest applications of gradient scaffolds for the regeneration of bone,osteochondral,and tendon-to-bone interfaces are presented.Furthermore,the current progress of testing gradient scaffolds in physiologically relevant animal models of skeletal repair is discussed,as well as the challenges and prospects of moving these scaffolds into clinical application for treating musculoskeletal injuries. 展开更多
关键词 Gradient scaffolds Musculoskeletal tissues Advanced manufacturing BIOMATERIALS Tissue regeneration
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A Nonlinear Multi-Scale Interaction Model for Atmospheric Blocking:A Tool for Exploring the Impact of Changing Climate on Mid-to-High Latitude Weather Extremes 被引量:1
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作者 Dehai LUO Wenqi ZHANG Binhe LUO 《Advances in Atmospheric Sciences》 2025年第10期2018-2035,共18页
A nonlinear multi-scale interaction(NMI)model was proposed and developed by the first author for nearly 30 years to represent the evolution of atmospheric blocking.In this review paper,we first review the creation and... A nonlinear multi-scale interaction(NMI)model was proposed and developed by the first author for nearly 30 years to represent the evolution of atmospheric blocking.In this review paper,we first review the creation and development of the NMI model and then emphasize that the NMI model represents a new tool for identifying the basic physics of how climate change influences mid-to-high latitude weather extremes.The building of the NMI model took place over three main periods.In the 1990s,a nonlinear Schr?dinger(NLS)equation model was presented to describe atmospheric blocking as a wave packet;however,it could not depict the lifetime(10-20 days)of atmospheric blocking.In the 2000s,we proposed an NMI model of atmospheric blocking in a uniform basic flow by making a scale-separation assumption and deriving an eddyforced NLS equation.This model succeeded in describing the life cycle of atmospheric blocking.In the 2020s,the NMI model was extended to include the impact of a changing climate mainly by altering the basic zonal winds and the magnitude of the meridional background potential vorticity gradient(PVy).Model results show that when PVy is smaller,blocking has a weaker dispersion and a stronger nonlinearity,so blocking can be more persistent and have a larger zonal scale and weaker eastward movement,thus favoring stronger weather extremes.However,when PVy is much smaller and below a critical threshold under much stronger winter Arctic warming of global warming,atmospheric blocking becomes locally less persistent and shows a much stronger westward movement,which acts to inhibit local cold extremes.Such a case does not happen in summer under global warming because PVy fails to fall below the critical threshold.Thus,our theory indicates that global warming can render summer-blocking anticyclones and mid-to-high latitude heatwaves more persistent,intense,and widespread. 展开更多
关键词 nonlinear Schrödinger equation nonlinear multi-scale interaction model of atmospheric blocking meridional background potential vorticity gradient climate change mid-to-high latitude weather extremes
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Vertical gradients of neutral winds observed by ICON and estimated by the Horizontal Wind Model during the geomagnetic storm on August 26−28,2021
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作者 JiaWei Wu Chao Xiong +1 位作者 YuYang Huang YunLiang Zhou 《Earth and Planetary Physics》 EI CAS 2025年第1期69-80,共12页
The Michelson Interferometer for Global High-resolution Thermospheric Imaging(MIGHTI)onboard the Ionospheric Connection Explorer(ICON)satellite offers the opportunity to investigate the altitude profile of thermospher... The Michelson Interferometer for Global High-resolution Thermospheric Imaging(MIGHTI)onboard the Ionospheric Connection Explorer(ICON)satellite offers the opportunity to investigate the altitude profile of thermospheric winds.In this study,we used the red-line measurements of MIGHTI to compare with the results estimated by Horizontal Wind Model 14(HWM14).The data selected included both the geomagnetic quiet period(December 2019 to August 2022)and the geomagnetic storm on August 26-28,2021.During the geomagnetic quiet period,the estimations of neutral winds from HWM14 showed relatively good agreement with the observations from ICON.According to the ICON observations,near the equator,zonal winds reverse from westward to eastward at around 06:00 local time(LT)at higher altitudes,and the stronger westward winds appear at later LTs at lower altitudes.At around 16:00 LT,eastward winds at 300 km reverse to westward,and vertical gradients of zonal winds similar to those at sunrise hours can be observed.In the middle latitudes,zonal winds reverse about 2-4 h earlier.Meridional winds vary more significantly than zonal winds with seasonal and latitudinal variations.According to the ICON observations,in the northern low latitudes,vertical reversals of meridional winds are found at 08:00-13:00 LT from 300 to 160 km and at around 18:00 LT from 300 to 200 km during the June solstice.Similar reversals of meridional winds are found at 04:00-07:00 LT from 300 to 160 km and at 22:00-02:00 LT from 270 to 200 km during the December solstice.In the southern low latitudes,meridional wind reversals occur at 08:00-11:00 LT from 200 to 160 km and at 21:00-02:00 LT from 300 to 200 km during the June solstice.During the December solstice,reversals of the meridional wind appear at 20:00-01:00 LT below 200 km and at 06:00-11:00 LT from 300 to 160 km.In the northern middle latitudes,the northward winds are dominant at 08:00-14:00 LT at 230 km during the June solstice.Northward winds persist until 16:00 LT at 160 and 300 km.During the December solstice,the northward winds are dominant from 06:00 to 21:00 LT.The vertical variations in neutral winds during the geomagnetic storm on August 26-28 were analyzed in detail.Both meridional and zonal winds during the active geomagnetic period observed by ICON show distinguishable vertical shear structures at different stages of the storm.On the dayside,during the main phase,the peak velocities of westward winds extend from a higher altitude to a lower altitude,whereas during the recovery phase,the peak velocities of the westward winds extend from lower altitudes to higher altitudes.The velocities of the southward winds are stronger at lower altitudes during the storm.These vertical structures of horizontal winds during the storm could not be reproduced by the HWM14 wind estimations,and the overall response to the storm of the horizontal winds in the low and middle latitudes is underestimated by HWM14.The ICON observations provide a good dataset for improving the HWM wind estimations in the middle and upper atmosphere,especially the vertical variations. 展开更多
关键词 horizontal neutral winds vertical gradients Ionospheric Connection Explorer satellite Horizontal Wind Model 14 geomagnetic storm
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Steel Surface Defect Detection Using Learnable Memory Vision Transformer
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作者 Syed Tasnimul Karim Ayon Farhan Md.Siraj Jia Uddin 《Computers, Materials & Continua》 SCIE EI 2025年第1期499-520,共22页
This study investigates the application of Learnable Memory Vision Transformers(LMViT)for detecting metal surface flaws,comparing their performance with traditional CNNs,specifically ResNet18 and ResNet50,as well as o... This study investigates the application of Learnable Memory Vision Transformers(LMViT)for detecting metal surface flaws,comparing their performance with traditional CNNs,specifically ResNet18 and ResNet50,as well as other transformer-based models including Token to Token ViT,ViT withoutmemory,and Parallel ViT.Leveraging awidely-used steel surface defect dataset,the research applies data augmentation and t-distributed stochastic neighbor embedding(t-SNE)to enhance feature extraction and understanding.These techniques mitigated overfitting,stabilized training,and improved generalization capabilities.The LMViT model achieved a test accuracy of 97.22%,significantly outperforming ResNet18(88.89%)and ResNet50(88.90%),aswell as the Token to TokenViT(88.46%),ViT without memory(87.18),and Parallel ViT(91.03%).Furthermore,LMViT exhibited superior training and validation performance,attaining a validation accuracy of 98.2%compared to 91.0%for ResNet 18,96.0%for ResNet50,and 89.12%,87.51%,and 91.21%for Token to Token ViT,ViT without memory,and Parallel ViT,respectively.The findings highlight the LMViT’s ability to capture long-range dependencies in images,an areawhere CNNs struggle due to their reliance on local receptive fields and hierarchical feature extraction.The additional transformer-based models also demonstrate improved performance in capturing complex features over CNNs,with LMViT excelling particularly at detecting subtle and complex defects,which is critical for maintaining product quality and operational efficiency in industrial applications.For instance,the LMViT model successfully identified fine scratches and minor surface irregularities that CNNs often misclassify.This study not only demonstrates LMViT’s potential for real-world defect detection but also underscores the promise of other transformer-based architectures like Token to Token ViT,ViT without memory,and Parallel ViT in industrial scenarios where complex spatial relationships are key.Future research may focus on enhancing LMViT’s computational efficiency for deployment in real-time quality control systems. 展开更多
关键词 Learnable Memory Vision Transformer(LMViT) Convolutional Neural Networks(CNN) metal surface defect detection deep learning computer vision image classification learnable memory gradient clipping label smoothing t-SNE visualization
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基于机器学习的铜电解精炼电积过程电压及出液铜离子浓度预测模型研究
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作者 闫哲祯 卢金成 +3 位作者 程寒 廖嘉琪 徐夫元 段宁 《有色金属(冶炼部分)》 北大核心 2025年第9期13-24,共12页
电积是目前最为常用的铜电解液净化工艺,其出口铜离子浓度波动大、人工调控难度高,易造成后续硫化单元处理负荷剧增及铜砷共沉淀产废量增大,而传统预测模型存在不可解释、稳态限制、低泛化能力等缺陷。为此,构建了企业电积生产过程电压... 电积是目前最为常用的铜电解液净化工艺,其出口铜离子浓度波动大、人工调控难度高,易造成后续硫化单元处理负荷剧增及铜砷共沉淀产废量增大,而传统预测模型存在不可解释、稳态限制、低泛化能力等缺陷。为此,构建了企业电积生产过程电压及出液铜离子浓度准确预测的多参数模型。通过对比研究10种机器学习模型,发现GBR在电压预测中表现最优(决定系数R^(2)=0.79,均方误差MSE=1.25),XGBoost对出液铜离子浓度的预测准确度最高(R^(2)=0.87,MSE=5.58)。SHAP解释性分析表明,电流和时间分别是影响电压和出液铜离子浓度变化的主控因素。模型决策机制与电化学原理及质量守恒定律一致,突破了传统模型对非线性关系的表征局限,为异常工况的预警诊断、关键参数动态优化控制及减少污染物产生提供依据。 展开更多
关键词 铜电积 机器学习 Gradient Boosting Regression(GBR) eXtreme Gradient Boosting(XGBoost) 解释性分析 Shapley Additive exPlanations(SHAP)
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Design of a wideband non-uniform microstrip line for complex impedance matching in automotive radar frequencies
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作者 ZHANG Shuang-Gen YU Tao +2 位作者 WANG Yu-Lan CHENG Zhi-Hua YAO Jian-Quan 《红外与毫米波学报》 北大核心 2025年第2期168-176,共9页
Microstrip transmission lines connecting to the millimeter wave radar chip and antenna significantly affect the radiation efficiency and bandwidth of the antenna.Here,a wideband non-uniform wavy microstrip line for co... Microstrip transmission lines connecting to the millimeter wave radar chip and antenna significantly affect the radiation efficiency and bandwidth of the antenna.Here,a wideband non-uniform wavy microstrip line for complex impedance in automotive radar frequency range is proposed.Unlike the gradient transmission line,the wavy structure is composed of periodically semi-circular segments.By adjusting the radius of the semi-circular,the surface current is varied and concentrated on the semi-circular segments,allowing a wider tunability range of the resonant frequency.The results reveal that the bandwidth of the loaded wavy transmission line antenna improves to 9.37 GHz,which is 5.81 GHz wider than that of the loaded gradient line.The gain and the half power beam width of the loaded antenna are about 14.69 dB and 9.58°,respectively.The proposed non-uniform microstrip line scheme may open up a route for realizing wideband millimeter-wave automotive radar applications. 展开更多
关键词 millimeter wave gradient line wavy transmission line broadband high gain array antenna
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A Modified PRP-HS Hybrid Conjugate Gradient Algorithm for Solving Unconstrained Optimization Problems
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作者 LI Xiangli WANG Zhiling LI Binglan 《应用数学》 北大核心 2025年第2期553-564,共12页
In this paper,we propose a three-term conjugate gradient method for solving unconstrained optimization problems based on the Hestenes-Stiefel(HS)conjugate gradient method and Polak-Ribiere-Polyak(PRP)conjugate gradien... In this paper,we propose a three-term conjugate gradient method for solving unconstrained optimization problems based on the Hestenes-Stiefel(HS)conjugate gradient method and Polak-Ribiere-Polyak(PRP)conjugate gradient method.Under the condition of standard Wolfe line search,the proposed search direction is the descent direction.For general nonlinear functions,the method is globally convergent.Finally,numerical results show that the proposed method is efficient. 展开更多
关键词 Conjugate gradient method Unconstrained optimization Sufficient descent condition Global convergence
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Advances in the diagnosis and management of clinically significant portal hypertension in cirrhosis:A narrative review
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作者 Xiao-Yu Xie Amine Benmassaoud 《World Journal of Hepatology》 2025年第6期60-75,共16页
Clinically significant Portal hypertension(PH),defined by a hepatic venous pressure gradient(HVPG)greater than 10 mmHg,is a key predictor of decompensation events in cirrhosis,leading to variceal hemorrhage,ascites,an... Clinically significant Portal hypertension(PH),defined by a hepatic venous pressure gradient(HVPG)greater than 10 mmHg,is a key predictor of decompensation events in cirrhosis,leading to variceal hemorrhage,ascites,and hepatic encephalopathy.This narrative review explores the pathophysiology of PH in cirrhosis,evaluates diagnostic methods for identifying clinically significant PH(CSPH),and discusses guideline-driven strategies to prevent initial and further decompensation.While HVPG remains the gold standard for diagnosing CSPH,non-invasive tools such as liver stiffness measurement and spleen stiffness measurement are increasingly used for initial risk stratification.The combined use of these tools reduces the proportion of patients in the diagnostic"grey zone".Endoscopic ultrasound-guided portal pressure gradient is an emerging diagnostic tool that requires further validation.Non-selective beta-blockers are the cornerstone of primary prophylaxis for decompensation,and their combination with endoscopic variceal ligation is the first-line therapy for secondary prophylaxis of recurrent esophageal variceal bleeding.Statins show promise in reducing PH and preventing decompensation while further studies are still needed.This review also discusses the indications for preemptive transjugular intrahepatic portosystemic shunt and its role in managing refractory ascites and variceal bleeding. 展开更多
关键词 Portal hypertension CIRRHOSIS ELASTOGRAPHY Spleen stiffness Liver stiffness Endoscopic ultrasound Portal pressure gradient Hepatic venous pressure gradient DECOMPENSATION
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