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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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Microstructure and properties of gradient nitrided layer on Ti6Al4V alloys 被引量:2
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作者 Feng Yang Kun-Mao Li +2 位作者 Xing-Jun Liu Hong Sun Cui-Ping Wang 《Rare Metals》 SCIE EI CAS CSCD 2023年第2期651-663,共13页
The vacuum electromagnetic induction nitriding technology was applied to prepare a gradient nitrided layer on the surface of a Ti6Al4V alloy,which possesses TiN andα-Ti(N)phases.Moreover,transmission electron microsc... The vacuum electromagnetic induction nitriding technology was applied to prepare a gradient nitrided layer on the surface of a Ti6Al4V alloy,which possesses TiN andα-Ti(N)phases.Moreover,transmission electron microscopy was conducted to confirm the presence of numerous high-density stacking faults caused by TiN and Ti_(2)N phases distributed on the surface of the alloy,along with a large number of basal stacking faults inside.A highdensity stacking fault led to serious distortion of lattice fringes.Lattice and numerous edge dislocations caused by defects were observed in the subsurface layer.For the surface layer,the Vickers hardness reached HV_(0.25)1211.30and the residual compressive stress increased,while the nano-hardness increased to 14.07 from 5.31 GPa in the substrate.The micrometre scratch test results indicated that the plasticity and hardness of the nitrided layer changed in a gradient.The 50-μm effective hardened layer depth and surface compressive stress of the Ti6Al4V alloy were enhanced by the stacking faults. 展开更多
关键词 TI6AL4V Induction nitriding gradient layer High-density dislocation Strengthening mechanism
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AN ASYMPTOTIC METHOD FOR ANALYZING THE STRESS IN A FUNCTIONALLY GRADIENT MATERIAL LAYER ON A SURFACE OF A STRUCTURAL COMPONENT 被引量:1
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作者 Shen, LX Yu, SW 《Acta Mechanica Solida Sinica》 SCIE EI 1997年第1期36-47,共12页
A simple and effective method for analyzing the stress distribution in a Functionally Gradient Material(FGM) layer on the su;face of a structural component is proposed in this paper. Generally, the FGM layer is very t... A simple and effective method for analyzing the stress distribution in a Functionally Gradient Material(FGM) layer on the su;face of a structural component is proposed in this paper. Generally, the FGM layer is very thin compared with the characteristic length of the structural component, and the nonhomogeneity exists only in the thin layer. Based on these features, by choosing a small parameter I which characterizes the stiffness of the layer relative to the component, and expanding the stresses and displacements on the two sides of the interface according to the parameter lambda, then asymptotically using the continuity conditions of the stresses and displacements on the interface, a decoupling computing process of the coupling control equations of the layer and the structural component is realized. Finally, two examples are given to illustrate the application of the method proposed. 展开更多
关键词 gradient material layer stress state asymptotic method
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Effect of slope gradient on the subsurface water flow velocity of sand layer profile 被引量:3
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作者 HAN Zhen CHEN Xiao-yan +3 位作者 HUANG Yu-han LUO Bang-lin XING Hang HUANG Yong-chao 《Journal of Mountain Science》 SCIE CSCD 2020年第3期641-652,共12页
Subsurface water flow velocity influences the hydrodynamic characteristics of soil seepage and the interaction between subsurface water flow and surface runoff during soil erosion and sediment transport.A visualized m... Subsurface water flow velocity influences the hydrodynamic characteristics of soil seepage and the interaction between subsurface water flow and surface runoff during soil erosion and sediment transport.A visualized method and equipment was adopted in this study to observe the subsurface water flow.Quartz sand was used as the test material of subsurface water flow and fluorescent dye was used as the indicator for tracing subsurface water flow.Water was supplied at the same flow discharge to the three parts at the bottom of the test flume,and the subsurface water flow were determined with four slope gradients(4°,8°,10°,and 12°).The results showed that the seepage velocity gradually increased with increasing slope gradient.The pore water velocity at different depths of sand layer profile increased with increasing slope gradient,whereas the thickness of the flow front gradually decreased.For the same slope gradient,the pore water velocity in the lower layer was the largest,whereas the thickness of the flow front was the smallest.Comparative analysis of the relationship between seepage velocity and pore water velocity at different depths of sand layer profile showed that the maximum relative difference between the measured pore water velocity and the computational pore water velocity at different depths of sand profile in the experiment was 4.38%.Thus,the test method for measuring the subsurface water flow velocity of sand layer profile adopted in this study was effective and feasible.The development of this experiment and the exploration of research methods would lay a good test foundation for future studies on the variation law of subsurface water flow velocity and the determination of flow velocity in purple soils,thus contributing to the improvement of the hydrodynamic mechanism of purple soils. 展开更多
关键词 SUBSURFACE WATER flow PORE WATER VELOCITY SEEPAGE VELOCITY SLOPE gradient Sand layer
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Impact toughness of a gradient hardened layer of Cr5Mo1V steel treated by laser shock peening 被引量:2
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作者 Weiguang Xia Lei Li +5 位作者 Yanpeng Wei Aimin Zhao Yacong Guo Chenguang Huang Hongxiang Yin Lingchen Zhang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2016年第2期301-308,共8页
Laser shock peening(LSP) is a widely used surface treatment technique that can effectively improve the fatigue life and impact toughness of metal parts.Cr5Mo1 V steel exhibits a gradient hardened layer after a LSP p... Laser shock peening(LSP) is a widely used surface treatment technique that can effectively improve the fatigue life and impact toughness of metal parts.Cr5Mo1 V steel exhibits a gradient hardened layer after a LSP process.A new method is proposed to estimate the impact toughness that considers the changing mechanical properties in the gradient hardened layer.Assuming a linearly gradient distribution of impact toughness,the parameters controlling the impact toughness of the gradient hardened layer were given.The influence of laser power densities and the number of laser shots on the impact toughness were investigated.The impact toughness of the laser peened layer improves compared with an untreated specimen,and the impact toughness increases with the laser power densities and decreases with the number of laser shots.Through the fracture morphology analysis by a scanning electron microscope,we established that the Cr5Mo1 V steel was fractured by the cleavage fracture mechanism combined with a few dimples.The increase in the impact toughness of the material after LSP is observed because of the decreased dimension and increased fraction of the cleavage fracture in the gradient hardened layer. 展开更多
关键词 Laser shock peening gradient hardened layer Plastically affected depth Impact toughness Cleavage fracture
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Mechanical properties of electroformed copper layers with gradient microstructure 被引量:2
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作者 Qiang Liao Li-qun Zhu Hui-cong Liu Wei-ping Li 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2010年第1期69-74,共6页
The electroformed copper layer with gradient microstructure was prepared using the ultrasonic technique. The microstructure of the electroformed copper layer was observed by using an optical microscope (OM) and a sc... The electroformed copper layer with gradient microstructure was prepared using the ultrasonic technique. The microstructure of the electroformed copper layer was observed by using an optical microscope (OM) and a scanning electron microscope (SEM). The preferred orientations of the layer were characterized by X-ray diffraction (XRD). The mechanical properties were evaluated with a Vicker's hardness tester and a tensile tester. It is found the gradient microstructure consists of two main parts: the outer part (faraway substrate) with columnar crystals and the inner part (nearby substrate) with equiaxed grains. The Cu-(220) preferred orientation increases with the increasing thickness of the copper layer. The test results show that the microhardness of the electroformed copper layer decreases with increasing grain size along the growth direction and presents a gradient distribution. The tensile strength of the outer part of the electroformed copper layer is higher than that of the inner part but at the cost of ductility. Meanwhile, the integral mechanical properties of the electroformed copper with gradient microstrucmre are significantly improved in comparison with the pure copper deposit. 展开更多
关键词 ELECTROFORMING copper layer gradient rnicrostructure mechanical properties preferred orientation
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In-situ constructed SnO_(2) gradient buffer layer as a tight and robust interphase toward Li metal anodes in LATP solid state batteries 被引量:1
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作者 Lifan Wang Leiying Wang +5 位作者 Qinlin Shi Cong Zhong Danya Gong Xindong Wang Chun Zhan Guicheng Liu 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2023年第5期89-98,I0003,共11页
Li_(1.3)Al_(0.3)Ti_(1.7)(PO_(4))_(3)(LATP),of much interest owing to its high ionic conductivity,superior air stability,and low cost,has been regarded as one of the most promising solid-state electrolytes for next-gen... Li_(1.3)Al_(0.3)Ti_(1.7)(PO_(4))_(3)(LATP),of much interest owing to its high ionic conductivity,superior air stability,and low cost,has been regarded as one of the most promising solid-state electrolytes for next-generation solid-state lithium batteries(SSLBs).Unfortunately,the commercialization of SSLBs is still impeded by severe interfacial issues,such as high interfacial impedance and poor chemical stability.Herein,we proposed a simple and convenient in-situ approach to constructing a tight and robust interface between the Li anode and LATP electrolyte via a SnO_(2)gradient buffer layer.It is firmly attached to the surface of LATP pellets due to the volume expansion of SnO_(2)when in-situ reacting with Li metal,and thus effectively alleviates the physical contact loosening during cycling,as confirmed by the mitigated impedance rising.Meanwhile,the as-formed SnO_(2)/Sn/LixSn gradient buffer layer with low electronic conductivity successfully protects the LATP electrolyte surface from erosion by the Li metal anode.Additionally,the LixSn alloy formed at the Li surface can effectively regulate uniform lithium deposition and suppress Li dendrite growth.Therefore,this work paves a new way to simultaneously address the chemical instability and poor physical contact of LATP with Li metal in developing low-cost and highly stable SSLBs. 展开更多
关键词 Li_(1.3)Al_(0.3)Ti_(1.7)(PO_(4))_(3) All-solid-state lithium batteries Interfacial issues SnO_(2)gradient buffer layer Tight and robust interface
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THE BOUNDARY LAYER SOLUTIONS OF THE INTERFACE PROBLEM CONSIDERING THE STRAIN GRADIENT 被引量:1
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作者 Wang Gangfeng Yu Shouwen 《Acta Mechanica Solida Sinica》 SCIE EI 1999年第3期206-210,共5页
Acoording to the classical elastic theory, there is always adiscontinuity of rotation angle on the interface different materials.This illogic result can be overcome by the strain gradient plasticitytheory. In the ligh... Acoording to the classical elastic theory, there is always adiscontinuity of rotation angle on the interface different materials.This illogic result can be overcome by the strain gradient plasticitytheory. In the light of this theory, there is a group of boundarylayer solutions near the in- terface, which have made importantadjustment of the classical results. 展开更多
关键词 strain gradient INTERFACE boundary layer
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Effect of an adverse pressure gradient on the streamwise Reynolds stress profile maxima in a turbulent boundary layer 被引量:1
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作者 Wei Ma Xavier Ottavy +1 位作者 Li-Peng Lu Francis Leboeuf 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2013年第3期395-398,共4页
It is widely accepted that in a turbulent boundary layer (TBL) with adverse pressure gradient (APG) an outer peak usually appears in the profile of streamwise Reynolds stress. However, the effect of APG on this ou... It is widely accepted that in a turbulent boundary layer (TBL) with adverse pressure gradient (APG) an outer peak usually appears in the profile of streamwise Reynolds stress. However, the effect of APG on this outer peak is not clearly understood. In this paper, the effect of APG is analysed using the numerical and experimental results in the literature. Because the effect of upstream flow is inherent in the TBL, we first analyse this effect in TBLs with zero pressure gradient on flat plates. Under the individual effect of upstream flow, an outer peak already appears in the profile of streamwise Reynolds stress when the TBL continues developing in the streamwise direction. The APG accelerates the appearance of the outer peak, instead of being a trigger. 展开更多
关键词 Turbulent boundary layer · Pressure gradient · Reynolds stress
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IN SITU GRADIENT DOUBLE-LAYER COMPOSITES OF Al-Fe ALLOY BY CENTRIFUGAL CASTING 被引量:1
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作者 Wang, Qudong 《中国有色金属学会会刊:英文版》 EI CSCD 1997年第1期126-131,共6页
INSITUGRADIENTDOUBLELAYERCOMPOSITESOFAlFeALLOYBYCENTRIFUGALCASTING①WangQudong,JinJunzeResearchCenterofFoundr... INSITUGRADIENTDOUBLELAYERCOMPOSITESOFAlFeALLOYBYCENTRIFUGALCASTING①WangQudong,JinJunzeResearchCenterofFoundryEnginering,Dal... 展开更多
关键词 in SITU COMPOSITES gradient COMPOSITES double layer COMPOSITES Al Fe ALLOY CENTRIFUGAL CASTING
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Gradient nanoporous phenolics as substrates for high-flux nanofiltration membranes by layer-by-layer assembly of polyelectrolytes 被引量:4
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作者 Yazhi Yang Qianqian Lan Yong Wang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2020年第1期114-121,共8页
Thin film composite(TFC) membranes represent a highly promising platform for efficient nanofiltration(NF)processes. However, the improvement in permeance is impeded by the substrates with low permeances. Herein,highly... Thin film composite(TFC) membranes represent a highly promising platform for efficient nanofiltration(NF)processes. However, the improvement in permeance is impeded by the substrates with low permeances. Herein,highly permeable gradient phenolic membranes with tight selectivity are used as substrates to prepare TFC membranes with high permeances by the layer-by-layer assembly method. The negatively charged phenolic substrates are alternately assembled with polycation polyethylenimine(PEI) and polyanion poly(acrylic acid)(PAA)as a result of electrostatic interactions, forming thin and compact PEI/PAA layers tightly attached to the substrate surface. Benefiting from the high permeances and tight surface pores of the gradient nanoporous structures of the substrates, the produced PEI/PAA membranes exhibit a permeance up to 506 L? m-2?h-1?MPa-1, which is ~2–10 times higher than that of other membranes with similar rejections. The PEI/PAA membranes are capable of retaining N 96.1% of negatively charged dyes following the mechanism of electrostatic repulsion. We demonstrate that the membranes can also separate positively and neutrally charged dyes from water via other mechanisms.This work opens a new avenue for the design and preparation of high-flux NF membranes, which is also applicable to enhance the permeance of other TFC membranes. 展开更多
关键词 NANOFILTRATION membrane POLYELECTROLYTE layer-by-layer assembly High PERMEANCE gradient PHENOLIC
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Compressive Mechanical Characteristics of Multi-layered Gradient Hydroxyapatite Reinforced Poly(Vinyl Alcohol) Gel Biomaterial
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作者 Yusong Pan Qianqian Shen +1 位作者 Chengling Pan Jing Wang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2013年第6期551-556,共6页
Functional gradient materials provided us a new concept for artificial articular cartilage design with gradient component and gradient structure where one side of the material is high free water content thereby provid... Functional gradient materials provided us a new concept for artificial articular cartilage design with gradient component and gradient structure where one side of the material is high free water content thereby providing excellent lubrication function and the opposite side of the material is high hydroxyapatite content, thereby improving the bioactivity of the material and stimulating cell growth. The goal of the present study was to develop a multi-layered gradient HA/PVA gel biocomposites through layer-by-layer casting method combing with freeze/thaw cycle technology. The various influence factors on the compressive strength and modulus of the multi-layered gradient biocomposites were investigated. The results showed that the compressive mechanical characteristics of the biocomposites were similar to that of natural articular cartilage. Both the compressive strength and modulus of the multi-layered gradient HA/PVA gel biocomposites increased exponentially with the rise of compressive strain ratio. Both the compressive strength and average compressive modulus of the biocomposites improved with the rise of freeze/thaw cycle times and total concentration of HA particles in the biocomposites, but they showed decreasing tendency with the rise of HA concentration difference between adjacent layers. 展开更多
关键词 Multi-layered gradient HA/PVA gel biocomposites Freeze/thaw cycle times Strength MODULUS
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Hot-forging Die Cavity Surface Layer Temperature Gradient Distribution and Determinant
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作者 王华昌 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2011年第4期801-806,共6页
Based on the car front-wheel-hub forging forming process of numerical simulation, the temperature gradient expression of forging model cavity near the surface layer was got ten, which illustrates that the forging temp... Based on the car front-wheel-hub forging forming process of numerical simulation, the temperature gradient expression of forging model cavity near the surface layer was got ten, which illustrates that the forging temperature gradient is related to forging die materials thermal conductivity, specific heat and impact speed, and the correlation coefficient is 0.97. Under the different thermal conductivity, heat capacity and forging speed, the temperature gradient was compared with each other. The paper obtained the relevant laws, which illustrates the temperature gradient relates to these three parameters in a sequence of thermal conductivity 〉 impact speed〉 specific heat capacity. To reduce thermal stress in the near-surface layer of hot forging cavity, the material with greater thermal conductivity coefficient and specific heat capacity should be used. 展开更多
关键词 hot forging die cavity surface layer temperature gradient distribution numerical simulation
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Effects of adverse pressure gradient on Reynolds stresses inturbulent boundary layers
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作者 LUO Xiao-tian ZHANG Ce +1 位作者 MA Wei TENG Jin-fang 《航空动力学报》 EI CAS CSCD 北大核心 2017年第2期463-469,共7页
The effects of adverse pressure gradient(APG)on Reynolds stresses in turbulent boundary layers(TBLs)with APG were analyzed.The difficulty of this work was attributable to the Reynolds stresses in TBLs with APG under t... The effects of adverse pressure gradient(APG)on Reynolds stresses in turbulent boundary layers(TBLs)with APG were analyzed.The difficulty of this work was attributable to the Reynolds stresses in TBLs with APG under two combined effects,i.e.:effect of upstream flow and effect of APG.The effect of upstream flow is an inherent effect no matter pressure gradient exists or not.The individual effect was analyzed from absolute developments of Reynolds stresses in TBLs with zero pressure gradient(ZPG)firstly.Effect of APG was then analyzed from absolute developments of Reynolds stresses in TBLs with APG.Result showed that,for absolute development of mean streamwise Reynolds stresses,APG accelerated its development in TBL with ZPG;for absolute development of mean normal or shear Reynolds stresses,APG increased their magnitude in the outer part,and decreased their extent of large value region. 展开更多
关键词 turbulent boundary layer adverse pressure gradient zero pressure gradient Reynolds stresses flat plate
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基于全域信息融合和多维关系感知的命名实体识别模型 被引量:1
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作者 胡婕 武帅星 +1 位作者 曹芝兰 张龑 《计算机应用》 北大核心 2025年第5期1511-1519,共9页
现有的基于双向长短时记忆(BiLSTM)网络的命名实体识别(NER)模型难以全面理解文本的整体语义以及捕捉复杂的实体关系。因此,提出一种基于全域信息融合和多维关系感知的NER模型。首先,通过BERT(Bidirectional Encoder Representations fr... 现有的基于双向长短时记忆(BiLSTM)网络的命名实体识别(NER)模型难以全面理解文本的整体语义以及捕捉复杂的实体关系。因此,提出一种基于全域信息融合和多维关系感知的NER模型。首先,通过BERT(Bidirectional Encoder Representations from Transformers)获取输入序列的向量表示,并结合BiLSTM进一步学习输入序列的上下文信息。其次,提出由梯度稳定层和特征融合模块组成的全域信息融合机制:前者使模型保持稳定的梯度传播并更新优化输入序列的表示,后者则融合BiLSTM的前后向表示获取更全面的特征表示。接着,构建多维关系感知结构学习不同子空间单词的关联性,以捕获文档中复杂的实体关系。此外,使用自适应焦点损失函数动态调整不同类别实体的权重,提高模型对少数类实体的识别性能。最后,在7个公开数据集上将所提模型和11个基线模型进行对比,实验结果表明所提模型的F1值均优于对比模型,可见该模型的综合性较优。 展开更多
关键词 命名实体识别 全域信息融合机制 梯度稳定层 多维关系感知 自适应焦点损失
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级环境条件下某涡轮过渡段支板气动优化研究 被引量:1
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作者 张振久 刘明俊 +4 位作者 梁倬铭 陈焕龙 王兵 肖海兵 杨显清 《工程热物理学报》 北大核心 2025年第4期1162-1172,共11页
针对涡轮过渡段的中间机匣支板通道存在高逆压力梯度而易于诱发附面层流动分离问题,提出支板的气动优化设计方法,并开展相关的优化设计研究。结果表明,高压涡轮出口的流场结构特征对于过渡段导流支板通道的气动性能与附面层流动影响较大... 针对涡轮过渡段的中间机匣支板通道存在高逆压力梯度而易于诱发附面层流动分离问题,提出支板的气动优化设计方法,并开展相关的优化设计研究。结果表明,高压涡轮出口的流场结构特征对于过渡段导流支板通道的气动性能与附面层流动影响较大,考虑支板上、下游级环境条件下的气动优化设计技术是解决这一问题的一种有效途径。优化后的支板通道结构能够削弱通道的附面层流动分离的尺度与强度,不仅涡轮系统的绝热效率最大分别提升了3.13%、1%以及0.12%,而且非设计状态下涡轮系统的气动性能良好。 展开更多
关键词 附面层分离 压力梯度 气动优化设计 流动匹配 涡轮过渡段支板
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Research on the hazards of gas leakage and explosion in a full-scale residential building
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作者 Chengjun Yue Li Chen +2 位作者 Zhan Li Bin Feng Ruizhi Xu 《Defence Technology(防务技术)》 2025年第1期168-181,共14页
The gas explosion in residential building has always been a highly concerned problem.Explosions in homogeneous mixtures have been extensively studied.However,mixtures are often inhomogeneous in the practical scenarios... The gas explosion in residential building has always been a highly concerned problem.Explosions in homogeneous mixtures have been extensively studied.However,mixtures are often inhomogeneous in the practical scenarios due to the differences in the densities of methane and air.In order to investigate the effects of gas explosions in inhomogeneous mixtures,experimental studies involving gas leakage and explosion are conducted in a full-scale residential building to reproduce the process of gas explosion.By fitting the dimensionless buoyancy as a function of dimensionless height and dimensionless time,a distribution model of gas in large-scale spaces is established,and the mechanism of inhomogeneous distribution of methane is also be revealed.Furthermore,the stratified reconstruction method(SRM)is introduced for efficiently setting up inhomogeneous concentration fields in FLACS.The simulation results highlight that for the internal overpressure,the distribution of methane has no effect on the first overpressure peak(ΔP1),while it significantly influences the subsequent overpressure peak(ΔP2),and the maximum difference between the overpressure of homogeneous and inhomogeneous distribution is174.3%.Moreover,the initial concentration distribution also has a certain impact on the external overpressure. 展开更多
关键词 Methane distribution Inhomogeneous mixture gradient layer Gas explosion Explosive simulation
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域对抗神经网络自适应的跨域说话人日志方法
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作者 牛铜 焦啸林 屈丹 《信息工程大学学报》 2025年第4期379-385,共7页
针对端到端说话人日志系统因真实标注数据不足导致泛化性能差的问题,提出一种基于域对抗神经网络自适应的跨域说话人日志方法。首先,通过在说话人日志中增加包含时间池化层的数据域判别模型;其次,利用梯度反转层实现说话人日志分类任务... 针对端到端说话人日志系统因真实标注数据不足导致泛化性能差的问题,提出一种基于域对抗神经网络自适应的跨域说话人日志方法。首先,通过在说话人日志中增加包含时间池化层的数据域判别模型;其次,利用梯度反转层实现说话人日志分类任务与数据域判别任务的对抗训练;最后,完成在数据域上的自适应。实验对比不同模型在真实场景下的性能,所提模型整体性能优于其他模型。相较于基线模型,数据域不匹配时,两个说话人场景相对提升4.91%,3个说话人场景相对提升5.41%;数据域匹配时,分别相对提升3.81%和5.14%。实验结果表明,所提方法通过降低特征对域信息的敏感性有效提升系统跨域泛化能力。 展开更多
关键词 说话人日志 域对抗神经网络 梯度翻转层 对抗训练 注意力统计池化
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基于YOLO-DA的商品识别算法
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作者 田海峰 邱茂顺 张维健 《曲阜师范大学学报(自然科学版)》 2025年第3期74-80,共7页
该文提出了一种单阶段领域自适应商品识别算法YOLO-DA(YOLO-domain adaptive).首先针对跨领域任务和RPC数据集,对YOLO算法进行适应性调整;其次重新设计了颈部网络结构,采用BiFPN思想对多尺度特征重新融合;最后,在主干网络的后面添加梯... 该文提出了一种单阶段领域自适应商品识别算法YOLO-DA(YOLO-domain adaptive).首先针对跨领域任务和RPC数据集,对YOLO算法进行适应性调整;其次重新设计了颈部网络结构,采用BiFPN思想对多尺度特征重新融合;最后,在主干网络的后面添加梯度反转层对训练集和测试集进行对抗性训练,进一步接近领域自适应的目标.在RPC数据集上的训练结果表明,改进网络模型平均精度均值(mAP)达到65.25%,相比基线网络,检测精度大幅提升,漏检、误检情况得到明显改善. 展开更多
关键词 YOLOv7 VariFocal Loss BiFPN 领域自适应 梯度反转层
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海上深水油气田双层管双梯度钻井可行性实验研究
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作者 王国荣 吕志宇 +1 位作者 唐洋 龚彦 《石油钻探技术》 北大核心 2025年第3期40-46,共7页
深水油气开采时面临安全密度窗口窄的问题,而双层管双梯度钻井是解决该问题的技术途径之一,但其系统结构和工作原理与现有钻井技术不同,需要进行可行性实验验证。基于流体力学理论,结合双层管双梯度钻井工作原理,研制了双层管双梯度钻... 深水油气开采时面临安全密度窗口窄的问题,而双层管双梯度钻井是解决该问题的技术途径之一,但其系统结构和工作原理与现有钻井技术不同,需要进行可行性实验验证。基于流体力学理论,结合双层管双梯度钻井工作原理,研制了双层管双梯度钻井室内实验系统,开展了不同钻井液排量、不同返出液排量下举升泵泵压的变化实验,研究了钻井液排量、返出液流量对举升泵泵压、效率的影响。实验结果表明,钻井液排量为20~35L/s时,双层管双梯度钻井举升系统能实现返出液流量大于钻井液排量的运行工况,且最大泵压达3.5MPa;通过调节钻井液排量和返出液流量,可以精确调节举升泵泵压,实现井筒压力调节,验证了双层管双梯度钻井的可行性。研究结果明确了钻井液排量、返出液流量对井底压力的影响规律,为双层管双梯度钻井井底压力调控提供了实验依据。 展开更多
关键词 深水油气 双层管 双梯度钻井 举升泵 泵压 实验研究
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