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One-step hydrothermal synthesis of 2,5-PDCA-containing MgAl-LDHs three-layer composite coating with high corrosion resistance on AZ31
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作者 Fan Shi Jingmao Zhao +3 位作者 Mohammad Tabish Jingbao Wang Pu Liu Jiayu Chang 《Journal of Magnesium and Alloys》 SCIE EI CAS CSCD 2023年第7期2541-2557,共17页
The addition of 2,5-pyridinedicarboxylic acid(2,5-PDCA)to the Mg-Al LDH coating,which was prepared by one-step hydrothermal synthesis,had extremely enhanced the corrosion protection of AZ31 Mg alloy,although the 2,5-P... The addition of 2,5-pyridinedicarboxylic acid(2,5-PDCA)to the Mg-Al LDH coating,which was prepared by one-step hydrothermal synthesis,had extremely enhanced the corrosion protection of AZ31 Mg alloy,although the 2,5-PDCA could not be intercalated into the interlayer spacing.The corrosion current density of 0.05 mol L^(−1)2,5-PDCA LDH containing LDH coating is 3.18 nA cm^(−2),reduced by two orders of magnitude compared to the LDH coating without inhibitor,and the corrosion inhibition efficiency of the coating is 98.05%.The coating formed on the surface of AZ31 was peeled off from the substrate by using a mechanical method and SEM observation of the cross-section showed that the coating consisted of three different layers.The innermost layer is a thick layer that consists of Mg(OH)_(2)and the intermediate layer is LDH,which is vertical to the substrate and the outmost layer is a thin but very dense deposit layer of LDH agglomerates with complexes of 2,5-PDCA and Mg.This kind of sediment/LDH/Mg(OH)_(2)three-layer composite structure was accountable for the increase in the corrosion resistance of AZ31 Mg alloy. 展开更多
关键词 three-layer composite coating Hydrothermal synthesis 2 5-PDCA MgAl-LDHs PEELING
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Direct-chill semi-continuous casting process of three-layer composite ingot of 4045/3004/4045 aluminum alloys 被引量:6
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作者 蒋会学 张海涛 +1 位作者 秦克 崔建忠 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2011年第8期1692-1697,共6页
Three-layer composite ingot of 4045/3004/4045 aluminum alloys was prepared by direct-chill semi-continuous casting process,the temperature field distribution near the composite interface,macro-morphology,microstructur... Three-layer composite ingot of 4045/3004/4045 aluminum alloys was prepared by direct-chill semi-continuous casting process,the temperature field distribution near the composite interface,macro-morphology,microstructure and composition distribution of the composite interface were investigated.The results show that semi-solid layer with a certain thickness forms near the interface due to the effect of cooling plate,which ensures successful implementation of casting the composite ingot.Two different aluminum alloys are well bonded metallurgically.The mechanical properties of composite interface were measured,the tensile and shearing strengths of composite interface are 105 and 88 MPa,respectively,which proves that the composite interface is a kind of metallurgical bonding. 展开更多
关键词 aluminum alloys three-layer composite ingot direct-chill semi-continuous casting composite interface structures properties
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Improving electrochemical performances of LiFePO_4 /C cathode material via a novel three-layer electrode 被引量:1
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作者 肖政伟 胡国荣 +1 位作者 杜柯 彭忠东 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2013年第11期3324-3329,共6页
As an improvement on the conventional two-layer electrode (active material layerlcurrent collector), a novel sandwich-like three-layer electrode (conductive layerlactive material layertcurrent collector) for catho... As an improvement on the conventional two-layer electrode (active material layerlcurrent collector), a novel sandwich-like three-layer electrode (conductive layerlactive material layertcurrent collector) for cathode material LiFePO4/C was introduced in order to improve its electrochemical performance. LiFePO4/C in the three-layer electrode exhibited superior rate capability in comparison with that in the two-layer electrode in accordance with charge-discharge examination. Cyclic voltammetry and electrochemical impedance spectroscopy indicated that Fe3+/Fe2+ redox couple for LiFePO4 in the three-layer electrode displayed faster kinetics, better reversibility and much lower charge transfer resistance than that in the two-layer electrode in electrochemical process. For three-layer electrode, the holes in the surface of active material layer were filled by smaller acetylene black grains, which formed electrical connections and provided more pathways to electron transport to/from LiFePO4/C particles exposed to the bulk electrolyte. 展开更多
关键词 lithium ion cells LIFEPO4 cathode electrode configuration three-layer electrode electrochemical performances
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Deformation and heat treatment ability of three-layer 6009/7050/6009 Al alloy clad slab prepared by direct-chill casting 被引量:3
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作者 Guang-yuan YAN Feng MAO +2 位作者 Zhi-qiang CAO Ting-ju LI Tong-min WANG 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2018年第1期9-19,共11页
Three-layer6009/7050/6009aluminum alloy clad slab was fabricated by an innovative direct-chill casting process.To study the response of the clad slab to plastic deformation and heat treatments,homogenization annealing... Three-layer6009/7050/6009aluminum alloy clad slab was fabricated by an innovative direct-chill casting process.To study the response of the clad slab to plastic deformation and heat treatments,homogenization annealing,hot rolling,solution and aging were successively performed on the as-cast6009/7050/6009clad samples.The results revealed that excellent metallurgical bonding between7050alloy layer and6009alloy layer was achieved under optimal parameters.The clad ratio obviously decreased when the annealed sample was rolled to55%hot reduction level,and then changed slightly with further rolling.Furthermore,the content of rodlike Zn-rich phases increased significantly in7050alloy layer in the homogenized clad samples after rolling at55%,65%and75%hot reduction levels,and the higher level of hot reduction resulted in narrower diffusion layer.Subsequent solution and aging significantly improved the hardness in7050alloy layer,interfaces and6009alloy layers of the rolled samples except for the thin side for the75%hot reduction sample. 展开更多
关键词 aluminum alloy three-layer clad slab direct-chill casting plastic deformation heat treatment
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A Short-Term Traffic Flow Forecasting Method Based on a Three-Layer K-Nearest Neighbor Non-Parametric Regression Algorithm 被引量:7
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作者 Xiyu Pang Cheng Wang Guolin Huang 《Journal of Transportation Technologies》 2016年第4期200-206,共7页
Short-term traffic flow is one of the core technologies to realize traffic flow guidance. In this article, in view of the characteristics that the traffic flow changes repeatedly, a short-term traffic flow forecasting... Short-term traffic flow is one of the core technologies to realize traffic flow guidance. In this article, in view of the characteristics that the traffic flow changes repeatedly, a short-term traffic flow forecasting method based on a three-layer K-nearest neighbor non-parametric regression algorithm is proposed. Specifically, two screening layers based on shape similarity were introduced in K-nearest neighbor non-parametric regression method, and the forecasting results were output using the weighted averaging on the reciprocal values of the shape similarity distances and the most-similar-point distance adjustment method. According to the experimental results, the proposed algorithm has improved the predictive ability of the traditional K-nearest neighbor non-parametric regression method, and greatly enhanced the accuracy and real-time performance of short-term traffic flow forecasting. 展开更多
关键词 three-layer Traffic Flow Forecasting K-Nearest Neighbor Non-Parametric Regression
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Structure Design and Properties of Three-Layer Particleboard Based on High Voltage Electrostatic Field(HVEF) 被引量:1
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作者 Man Yuan Lu Hong +5 位作者 Zehui Ju Wenli Gu Biqing Shu Jianxin Cui Xiaoning Lu Zhiqiang Wang 《Journal of Renewable Materials》 SCIE EI 2021年第8期1433-1445,共13页
In this study,the effects of three different particle sizes of wood wastes(A=–8+12 mesh;B=–12+20 mesh;C=–20+30 mesh)and factory shavings(D)on the properties of particleboard were investigated.According to the test ... In this study,the effects of three different particle sizes of wood wastes(A=–8+12 mesh;B=–12+20 mesh;C=–20+30 mesh)and factory shavings(D)on the properties of particleboard were investigated.According to the test results,three-layer particleboard was designed.Particleboard face layers made with mixture of A,B,and C.The core layer made with D.The ratio of core layer to face layers is 50:50.Three-layer particleboard were fabricated with 12%urea-formaldehyde(UF)resins and three different high voltage electrostatic field intensities(0 kv,30 kv,60 kv).The internal bond(IB)strength,modulus of rupture(MOR),modulus of elasticity(MOE),thickness swelling(TS),and water absorption(WA)of particleboard were evaluated.The density distribution of the three-layer particleboard were examined by vertical density profiles(VDP),and the bonding mechanism and functional groups changes in the particles were analyzed by FTIR analysis.The results showed that HVEF treatment intensity play a remarkable role in properties of particleboard.The particleboard with higher electrostatic field intensities treatment has higher MOE,MOR,IB,and TS.Under HVEF treatment(60 kv),the MOR,modulus of MOE,and IB of three-layer particleboard were 23.61 N/mm^(2),2787.09 N/mm^(2),and 0.86 N/mm^(2),respectively.FTIR indicated that the surface activity of wood particles was increased electric field treatment. 展开更多
关键词 High voltage electric field three-layer particleboard physical property mechanical property
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Characteristics Analysis of Chemical Concentration Sensor Based on Three-layer FBG 被引量:1
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作者 Zhaoxia Wu Xinyan Yu +2 位作者 Erdan Gu Zhi Kong Wenchao Li 《Optics and Photonics Journal》 2013年第2期268-271,共4页
The three-layer structure model of the fiber Bragg grating is proposed in this paper. And through experimental study and reasoning calculation to verify the three layer structure of the optical waveguide model, so the... The three-layer structure model of the fiber Bragg grating is proposed in this paper. And through experimental study and reasoning calculation to verify the three layer structure of the optical waveguide model, so the sensitivity characteristic of the Bragg wavelength to the refractive index of chemical solution is obtained. And the relationships between the concentration and the shift of Bragg wavelength of sucrose, ethanol, and Nacl solution are achieved. Finally the shifts of the Bragg wavelength with the external concentration are obtained by experiments. A kind of simple structure, small size, good stability, high sensitivity chemical concentration sensor is obtained. 展开更多
关键词 Fiber BRAGG grating(FBG) three-layer Structure Refractive Index CONCENTRATION of Solution CHEMICAL SENSOR
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Trapped Modes in a Three-Layer Fluid
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作者 Sunanda Saha Swaroop Nandan Bora 《Journal of Marine Science and Application》 CSCD 2018年第1期45-56,共12页
In this work,trapped mode frequencies are computed for a submerged horizontal circular cylinder with the hydrodynamic set-up involving an infinite depth three-layer incompressible fluid with layer-wise different densi... In this work,trapped mode frequencies are computed for a submerged horizontal circular cylinder with the hydrodynamic set-up involving an infinite depth three-layer incompressible fluid with layer-wise different densities.The impermeable cylinder is fully immersed in either the bottom layer or the upper layer.The effect of surface tension at the surface of separation is neglected.In this set-up,there exist three wave numbers:the lowest one on the free surface and the other two on the internal interfaces.For each wave number,there exist two modes for which trapped waves exist.The existence of these trapped modes is shown by numerical evidence.We investigate the variation of these trapped modes subject to change in the depth of the middle layer as well as the submergence depth.We show numerically that two-layer and single-layer results cannot be recovered in the double and single limiting cases of the density ratios tending to unity.The existence of trapped modes shows that in general,a radiation condition for the waves at infinity is insufficient for the uniqueness of the solution of the scattering problem. 展开更多
关键词 Trappedmode three-layer FLUID CUT-OFF VALUE MULTIPOLES Pycnoclines
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Effects of anisotropy on quantum fluctuation of a three-layer system with mutisublattice
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作者 姜伟 张凡 +1 位作者 关宏宇 梁吉艳 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第12期499-503,共5页
The quantum fluctuations of a three-layer Heisenberg model with six sublattices are studied by the retarded Green's function method and the spin-wave theory. The effects of anisotropy on the quantum fluctuations at z... The quantum fluctuations of a three-layer Heisenberg model with six sublattices are studied by the retarded Green's function method and the spin-wave theory. The effects of anisotropy on the quantum fluctuations at zero temperature are discussed. The results show that the interlayer anisotropy plays an important role in balancing the quantum competitions. 展开更多
关键词 multisublattice three-layer quantum fluctuation effects of anisotropy
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The three-layer model of the thermohaline structure in the shallow seas
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作者 Yang Dianrong Institute of Physical Oceanography ,Ocean University of Qingdao,Qingdao 266003, China 《Acta Oceanologica Sinica》 SCIE CAS CSCD 1993年第3期323-334,共12页
A three-layer model of the thermohaline structure is developed on the basis of the two -layer model of thermocline. The model is able to simulate the depth,thickness and intensity of both thermocline and halocline, an... A three-layer model of the thermohaline structure is developed on the basis of the two -layer model of thermocline. The model is able to simulate the depth,thickness and intensity of both thermocline and halocline, and the temperature and salinity of both upper layer and lower layer in the shallow seas.Camparison of simulation with data is favorable.Detailed analysis is made on a variety of factors affecting the intensity of the thermocline. 展开更多
关键词 three-layer model THERMOCLINE shallow sea
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Wave Scattering by a Submerged Sphere in Three-Layer Fluid
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作者 Minakshi Ghosh Manomita Sahu Dilip Das 《Journal of Marine Science and Application》 CSCD 2022年第1期37-50,共14页
Using linear water wave theory,three-dimensional problems concerning the interaction of waves with spherical structures in a fluid which contains a three-layer fluid consisting of a layer of finite depth bounded above... Using linear water wave theory,three-dimensional problems concerning the interaction of waves with spherical structures in a fluid which contains a three-layer fluid consisting of a layer of finite depth bounded above by freshwater of finite depth with free surface and below by an infinite layer of water of greater density are considered.In such a situation timeharmonic waves with a given frequency can propagate with three wavenumbers.The sphere is submerged in either of the three layers.Each problem is reduced to an infinite system of linear equations by employing the method of multipoles and the system of equations is solved numerically by standard technique.The hydrodynamic forces(vertical and horizontal forces)are obtained and depicted graphically against the wavenumber.When the density ratio of the upper and middle layer is made to approximately one,curves for vertical and horizontal forces almost coincide with the corresponding curves for the case of a two-layer fluid with a free surface.This means that in the limit,the density ratio of the upper and middle layer goes to approximately one,the solution agrees with the solution for the case of a two-layer fluid with a free surface. 展开更多
关键词 three-layer fluid Wave scattering Submerged sphere Hydrodynamic forces Vertical and horizontal forces Linear water wave theory Density-stratified three-layer fluid Submerged spherical structure Underwater sphere
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A Three-layered Contrasting Analysis of the Theme in Once more to the lake
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作者 杨晶 《海外英语》 2017年第13期163-165,共3页
Once more to the lake is a representative work of the American Writer, Elwyn Brooks White, and has been acclaimed by people in the world. The paper offers a three-layered contrasting analysis of the essay. By detailed... Once more to the lake is a representative work of the American Writer, Elwyn Brooks White, and has been acclaimed by people in the world. The paper offers a three-layered contrasting analysis of the essay. By detailed analysis of the contrasts running through the whole essay, the author finds that those contrasts are symbol of White's internal struggle and reflection for life.On the foundation of the three-layered contrasts, the paper presents the theme analysis and clarifies the content of the essay. 展开更多
关键词 three-layered contrasting analysis White Once more to the lake
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Study on Three-layered Grid Conceptual Prototype Using Ecological Network Computing Environment
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作者 皋磊 丁永生 任立红 《Journal of Donghua University(English Edition)》 EI CAS 2004年第5期8-11,共4页
Next generation grid systems where the emphasis shifts to distributed global collaboration, a service-oriented approach and information layer issues exhibit a strong sense of automation. Requirements for these systems... Next generation grid systems where the emphasis shifts to distributed global collaboration, a service-oriented approach and information layer issues exhibit a strong sense of automation. Requirements for these systems resemble the self-organizing and the healing properties of natural ecosystems. Some key ecological concepts and mechanisms are introduced into the design for the third generation grid computing architectures by inspiration of this resemblance. Also, an Ecological Network-based Computing Environment (ENCE) platform is designed in this paper. Based on the ENCE platform, a grid-computing model of three-layered grid conceptual prototype that embeds the ENCE layers is presented from the viewpoint of implementation. The implementation model should be useful to the design of the third generation grid systems. 展开更多
关键词 ecological network ECOSYSTEM grid system automation EMERGENCE three-layered grid conceptual prototype
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Third-order Stokes wave solutions for interfacial internal waves in a three-layer density-stratified fluid
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作者 陈小刚 郭志萍 +4 位作者 宋金宝 赫晓东 郭军明 包曙红 崔巍 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第5期1906-1916,共11页
Interracial internal waves in a three-layer density-stratified fluid are investigated using a singular perturbation method, and third-order asymptotic solutions of the velocity potentials and third-order Stokes wave s... Interracial internal waves in a three-layer density-stratified fluid are investigated using a singular perturbation method, and third-order asymptotic solutions of the velocity potentials and third-order Stokes wave solutions of the associated elevations of the interfacial waves are presented based on the small amplitude wave theory. As expected, the third-order solutions describe the third-order nonlinear modification and the third-order nonlinear interactions between the interracial waves. The wave velocity depends on not only the wave number and the depth of each layer but also on the wave amplitude. 展开更多
关键词 three-layer density-stratified fluid interracial internal waves third-order Stokes wavesolutions small amplitude wave theory
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Two-and Three-Layered Dissolving Microneedles for Transcutaneous Delivery of Model Vaccine Antigen in Rats
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作者 Asuka Ikejiri Yukako Ito +1 位作者 Seishiro Naito Kanji Takada 《Journal of Biomaterials and Nanobiotechnology》 2012年第3期325-334,共10页
Purpose: Comparison of transcutaneous immunization of ovalbumin (OA) between two-and three-layered dissolving microneedles (MN) in rats. Methods: We prepared 500 μm long two-layered and three-layered dissolving micro... Purpose: Comparison of transcutaneous immunization of ovalbumin (OA) between two-and three-layered dissolving microneedles (MN) in rats. Methods: We prepared 500 μm long two-layered and three-layered dissolving microneedle (2-MN and 3-MN, respectively) arrays from chondroitin sulfate as the base, and OA as the model antigen. The 2-MN containing OA at the acral portion and 3-MN with OA at the second portion were administered to rat skin transcutaneously. As a positive control, OA solution was injected subcutaneously (sc). The OA delivery and diffusion in the rat skin were studied using confocal microscopy with fluorescein-conjugated OA (FL-OA). Results: The formulated positions of OA were 0-155 ± 5 μm for 2-MN and 175 ± 4 – 225 ± 5 μm for 3-MN. The administered doses of OA were 2.2 ± 0.1 μg, 12.0 ± 0.2 μg and 22.0 ± 0.2 μg for 2-MN, 1.8 ± 0.2 μg, 12.6 ± 0.7 μg, and 20.4 ± 0.3 μg for 3-MN, 10 μg, 100 μg and 1000 μg for sc injection. At 4 weeks after the first administration, 3-MN showed about 2.5-7.0 fold and 5.4 fold higher total Ig (G + A + M) antibody than 2-MN and sc injection of the OA solution. Conclusions: The 3-MN, which delivered OA to the epidermis, is a useful drug delivery system for transcutaneous antigen delivery. 展开更多
关键词 DISSOLVING MICRONEEDLES (Mns) Two-Layered MNS three-layered MNS TRANSCUTANEOUS Vaccine OVALBUMIN Fl-Ovalbumin (Fl-Oa)
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A three-layer model for the thermal structure in the Huanghai Sea
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《Acta Oceanologica Sinica》 SCIE CAS CSCD 1990年第2期159-172,共14页
A one-dimentional three-layer model for the thermal structure in the Huanghai Sea is presented in this study, me model consists of the upper mixed layer caused by heating and wind mixing, the lower mixed layer driven ... A one-dimentional three-layer model for the thermal structure in the Huanghai Sea is presented in this study, me model consists of the upper mixed layer caused by heating and wind mixing, the lower mixed layer driven by tidal mixing, and the thermocline with certain thickness. The entrainment velocities of the upper and lower layers are obtained respectively. The results show that the model is capable of describing the development and decline processes of the seasonal thermocline in the Huanghai Sea, simulating successfully the Huanghai Sea Cold Water Mass, the nearshore front and surface cold water off North Jiangsu and explaining reasonably their formation mechanisms as well as the strong thermocline off Qingdao. It is suggested that the tidal mixing plays key role in the formation of the nearshore front off North Jiangsu and the strong thermocline off Qingdao. The wind mixing and the tidal mixing make the lower layer water with high nutrients go up to the upper layer. This physical process may be significant for biological plant production. 展开更多
关键词 A three-layer model for the thermal structure in the Huanghai Sea
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On the three-layer passage reading method in English extensive reading
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作者 ZHOU Rong-hui 《Sino-US English Teaching》 2008年第4期11-16,共6页
This paper raises, for the first time, with a model reading passage, a three-layer passage reading method (3LPRM in brief ) in English reading: reading beyond paragraphs; reading within paragraphs and sentences, an... This paper raises, for the first time, with a model reading passage, a three-layer passage reading method (3LPRM in brief ) in English reading: reading beyond paragraphs; reading within paragraphs and sentences, and reading with coherences of words and expressions. The paper illustrates the definition, contents, characteristics and application of the method which is easy to master and apply. The paper aims at supplying readers especially beginners of E/S/FL (English as second/foreign language) with a practical passage reading method so as to improve their reading efficiency. The paper has some practical significance and directing value. 展开更多
关键词 three-layer reading method beyond paragraphs within paragraphs and sentences with coherences of words and expressions
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Vibration of Three-Layered FGM Cylindrical Shells with Middle Layer of Isotropic Material for Various Boundary Conditions
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作者 Muhammad Nawaz Naeem Awais Gul Khan +2 位作者 Shahid Hussain Arshad Abdul Ghafar Shah Madiha Gamkhar 《World Journal of Mechanics》 2014年第11期315-331,共17页
In the present study, vibration analysis of a three-layered cylindrical shell is performed whose inner and outer layers are composed of functionally graded materials whereas the middle one is assumed to be of isotropi... In the present study, vibration analysis of a three-layered cylindrical shell is performed whose inner and outer layers are composed of functionally graded materials whereas the middle one is assumed to be of isotropic material. This formation of a cylindrical shell influences stiffness modulii and the resultant material properties. The shell problem is formulated from the constitutive relations of stresses and strains with the displacement deformations and they are taken from Love’s thin shell theory. This problem is transformed into the integral form by evaluating the expressions for the strain and kinetic energies of the shell. Rayleigh-Ritz method is employed to solve the shell dynamic equations. Vibration characteristics of these cylindrical shells are investigated for a number of physical parameters and configurations of the fabrication of shells. The axial modal dependence is approximated by the characteristic beam functions that satisfy the boundary conditions. Results evaluated, show good agreement with the open literature. 展开更多
关键词 Functionally Graded MATERIAL ISOTROPIC MATERIAL three-layered Cylindrical SHELL Love’s Thin SHELL Theory Rayleigh-Ritz Method Natural Frequency
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电能路由器电气安全风险解析与关键试验研究
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作者 陈苏声 谢磊雷 王婷婷 《环境技术》 2024年第6期109-113,共5页
电能路由器是未来能源互联网的核心装备,但尚无对于其电气安全方面的测试标准。本文对于电能路由器风险源可能存在的情况进行了详尽的分类解析;重点针对电气安全列出了安全检测项目和指标,给出了电能路由器的测试系统,并根据应用场景制... 电能路由器是未来能源互联网的核心装备,但尚无对于其电气安全方面的测试标准。本文对于电能路由器风险源可能存在的情况进行了详尽的分类解析;重点针对电气安全列出了安全检测项目和指标,给出了电能路由器的测试系统,并根据应用场景制订了测试工况。 展开更多
关键词 能源互联网 电能路由器 电气安全 直流配电
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MRNDA:一种基于资源受限片上网络的深度神经网络加速器组播机制研究
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作者 欧阳一鸣 王奇 +2 位作者 汤飞扬 周武 李建华 《电子学报》 EI CAS CSCD 北大核心 2024年第3期872-884,共13页
片上网络(Network-on-Chip,NoC)在多处理器系统中得到了广泛的应用.近年来,有研究提出了基于NoC的深度神经网络(Deep Neural Network,DNN)加速器.基于NoC的DNN加速器设计利用NoC连接神经元计算设备,能够极大地减少加速器对片外存储的访... 片上网络(Network-on-Chip,NoC)在多处理器系统中得到了广泛的应用.近年来,有研究提出了基于NoC的深度神经网络(Deep Neural Network,DNN)加速器.基于NoC的DNN加速器设计利用NoC连接神经元计算设备,能够极大地减少加速器对片外存储的访问从而减少加速器的分类延迟和功耗.但是,若采用传统的单播NoC,大量的一对多数据包会极大的提高加速器的通信延迟.并且,目前的深度神经网络规模往往非常庞大,而NoC的核心数量是有限的.因此,文中提出了一种针对资源受限的NoC的组播方案.该方案利用有限数量的处理单元(Processor Element,PE)来计算大型的DNN,并且利用特殊的树形组播加速网络来减少加速器的通信延迟.仿真结果表明,和基准情况相比,本文提出的组播机制使加速器的分类延迟最高降低了86.7%,通信延迟最高降低了88.8%,而它的路由器面积和功耗仅占基准路由器的9.5%和10.3%. 展开更多
关键词 片上网络 深度神经网络加速器 组播 路由器架构 多物理网络
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