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理解STACKS命令及确定合理的配置
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作者 王斌 《山西矿业学院学报》 1995年第4期362-365,共4页
理解堆栈与硬中断的关系,为你的微机确定合理的堆栈配置。
关键词 堆栈 硬件中断 微机 stacks命令 DOS 合理配置
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Effect of cooling strategies on performance and mechanism of helical milling of CFRP/Ti-6Al-4V stacks 被引量:13
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作者 Jiaying GE Guang CHEN +4 位作者 Yongxiang SU Yunhe ZOU Chengzu REN Xuda QIN Guofeng WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第2期388-403,共16页
Hole-making for Carbon Fiber Reinforced Plastics(CFRP)/Ti-6Al-4V stacks is crucial for the assembling strength of aircraft structure parts.This work carried out experimental work for helical milling(HM)of the stacks w... Hole-making for Carbon Fiber Reinforced Plastics(CFRP)/Ti-6Al-4V stacks is crucial for the assembling strength of aircraft structure parts.This work carried out experimental work for helical milling(HM)of the stacks with sustainable cooling/lubrication(dry,MQL and cryogenic)conditions.Cutting forces and temperatures at the CFRP layer,Ti-6Al-4V layer and the interface of stacks were obtained by a developed measuring system.The temperatures in CFRP machining at cryogenic condition varied from-167℃to-94℃,which were much lower than those at dry and MQL conditions.The maximum temperature near the interface of stacks for the ninth hole was higher than 240℃due to heat conduction from Ti-6Al-4V layer.The hole quality,hole diameter and tool wear mechanism at different cooling/lubrication conditions were presented and discussed.MQL condition generated mainly extrusion fracture for the fibers,due to the reduced friction effect compared with dry condition.MQL was helpful to reduce the feed mark at the hole surface of Ti-6Al-4V alloy.The flank wear of cutting edge at MQL condition was better than those at dry and cryogenic conditions.Cryogenic cooling contributed to better CFRP surface with smaller delamination and hole entrance damage due to the increased resin strength and fiber brittleness.The damage near the entrance of CFRP were analyzed by the contact state of cutting edges and fibers.Additionally,hole diameters near the exit of CFPR layer were larger than other test positions.This work provided feasible processes for improving hole quality and tool life in hole-making of CFRP/Ti-6Al-4V stacks. 展开更多
关键词 CFRP/Ti-6Al-4V stacks Cryogenic cooling Cutting temperature Helical milling MQL
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TOOL PATH PLANNING USING VORONOI DIAGRAM AND THREE STACKS 被引量:5
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作者 Fu Zhuang,Liu Chengliang,Yin Yuehong,Cao Qixin,Ma Peixun (Research Institute of Robotics, Shanghai Jiaotong University) Wang Shuguo (Harbin Institute of Technology) 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2001年第4期314-318,341,共6页
Based on the object oriented data structure of Voronoi diagram, the algorithm of the trimmed offset generating and the optimal too l path planning of the pocket machining for multiply connected polygonal domains are ... Based on the object oriented data structure of Voronoi diagram, the algorithm of the trimmed offset generating and the optimal too l path planning of the pocket machining for multiply connected polygonal domains are studied. The intersection state transition rule is improved in this algorithm. The intersection is between the trimmed offsets and Voronoi polygon. On this basis, the trimmed offset generating and the optimal tool path planning are mad e with three stacks(I stack, C stack and P stack)in different monotonous pouches of Voronoi diagram. At the same time, a merging method of Voronoi diagram an d offsets generating for multiply connected polygonal domains is also presented. The above algorithms have been implemented in NC machining successfully, and the efficiency is fully verified. 展开更多
关键词 Voronoi diagram Monotonous pouches stacks Tool path planning
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High-efficiency ultrasonic assisted drilling of CFRP/Ti stacks under non-separation type and dry conditions 被引量:5
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作者 Enze YING Zehua ZHOU +6 位作者 Daxi GENG Zhenyu SHAO Zhefei SUN Yihang LIU Lianxing LIU Xinggang JIANG Deyuan ZHANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2024年第4期275-291,共17页
In this study,to address the low efficiency for conventional ultrasonic-assisted drlling(UAD)of carbon fiber-reinforced plastic and titanium alloy(CFRP/Ti)stacks,feasibility experiments of non-separation UAD,in which ... In this study,to address the low efficiency for conventional ultrasonic-assisted drlling(UAD)of carbon fiber-reinforced plastic and titanium alloy(CFRP/Ti)stacks,feasibility experiments of non-separation UAD,in which continuous cutting between the tool and the workpiece occurs at a high feed rate,are carried out.The experimental results indicate that,compared to conventional separation UAD,the non-separation UAD effectively reduces the cutting forces by 24.2%and 1.9%for CFRP stage and 22.1%and 2.6%for the Ti stage at the feed rates of 50 and 70μm/r,respectively.Furthermore,the non-separation UAD significantly improves hole quality,including higher hole diameter accuracy,lower hole surface roughness,and less hole damage.In addition,the non-separation UAD can decrease adhesive tool wear.This study demonstrates that,compared to conventional drilling(CD),the non-separation UAD can effectively improve drilling quality and tool life while maintaining high efficiency. 展开更多
关键词 Carbon fiber-reinforced plastic and titanium alloy(CFRP/Ti)stacks Ultrasonic-assisted drlling(UAD) Cutting force Surface integrity Tool wear
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Hole surface strengthening mechanism and riveting fatigue life of CFRP/aluminum stacks in robotic rotary ultrasonic drilling 被引量:3
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作者 Song DONG Wenhe LIAO +2 位作者 Kan ZHENG Feng XUE Lianjun SUN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第10期471-484,共14页
Carbon fiber reinforced plastic(CFRP)and aluminum stacks are widely used in aviation industry due to light weight and high performance.Millions of rivet holes need to be drilled on body materials,and more than 80%of f... Carbon fiber reinforced plastic(CFRP)and aluminum stacks are widely used in aviation industry due to light weight and high performance.Millions of rivet holes need to be drilled on body materials,and more than 80%of fatigue cracks occur at the connection holes,so the damage and residual stress of hole surface have crucial effect on the riveting fatigue life of CFRP/aluminum stacks and the flight performance.Recently,robotic rotary ultrasonic drilling(RRUD)technology is a promising method to machine the stacks.However,the hole surface strengthening mechanism in RRUD and the service performance of the riveting joint are not verified.Thus,in this paper,the hole surface strengthening mechanism of RRUD for CFRP/aluminum stacks is investigated,a theoretical residual stress model is established,and the fatigue life experiment of riveted joints is conducted.Firstly,analysis on residual stress in RRUD is carried out with consideration of strengthening force and cutting temperature.Residual stress model is established based on the calculation of elastic stress,plastic stress and stress release.Validation experiment results show that ultrasonic vibration changes residual stress from tensile stress to compressive stress.At the same time,comparative damage analysis of CFRP hole exit and hole surface in robotic conventional drilling(RCD)and RRUD is presented.Finally,fatigue strength experiments of riveted joints are conducted for performance verification.Experimental results indicate that fatigue life of single-hole riveted joints is increased by 68%with ultrasonic vibration,and four-hole riveted joint arranged according to aerospace design standards is increased by more than 86%. 展开更多
关键词 CFRP/aluminum stacks Drilling damage Residual stress Riveting fatigue life Robotic rotary ultrasonic drilling
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Influence of Surface Finishing on High-Temperature Oxidation of AISI Type 444 Ferritic Stainless Steel Used in SOFC Stacks 被引量:1
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作者 Valeria Bongiorno Paolo Piccardo +1 位作者 Simone Anelli Roberto Spotorno 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2017年第8期697-711,共15页
This research is focused on the study of the samples, approximatively 15 × 30 mm^2 sized, that were mechanically cut from two sheets (0.4 and 0.2 mm thick, respectively) of AIS1444 Type ferritic stainless steel... This research is focused on the study of the samples, approximatively 15 × 30 mm^2 sized, that were mechanically cut from two sheets (0.4 and 0.2 mm thick, respectively) of AIS1444 Type ferritic stainless steel (FSS) (DIN 1.4521, Eu designation X2CrMoTil8-2); this material was in the 'as-rolled' state. Part of these specimens were treated superficially on one side using abrasive SiC papers with different average grit sizes (i.e., 46.2, 30.2, 18.3 gm) and diamond suspension (up to 1 tim) in order to obtain various surface roughness. Both the 'as-rolled' and superficially treated samples were then aged in a muffle fumace in static air according to a thermal cycle corresponding to the curing phase of an experimental glass used as sealing in the solid oxide fuel cell stacks. After aging, the chemical compositions and mor- phological peculiarities of the scale formed depending on the thickness of the samples and their surface state were studied by scanning electron microscopy, energy-dispersive spectroscopy, micro-Raman spectroscopy, bright field light optical microscopy. The obtained results show that all scales formed consist of an inner Cr2O3 subscale and an outer (Mn,Cr)3O4 spinel layer; the relationship between FSS grain size and scale microstructural features is consistent on the samples with mirror-like surface only; the scale thicknesses on SiC grinded samples are comparable; the scales covering the 'as-rolled' surfaces are morphologically similar to those grown on the surfaces finished with the 30.2 and 18.3 μm SiC papers, and their thicknesses show an intermediate situation between the abraded and the mirror-like specimens. The last described characteristics depend mainly on the surface and microstructural peculiarities resulting from the rolling process. 展开更多
关键词 AISI Type 444 SOFC stacks Surface roughness Microstructure Surface finishing High-temperature oxidation
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Recent Advances in Hole Making of FRP/Metal Stacks:A Review
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作者 CHEN Yan YANG Haojun +2 位作者 XU Jiuhua FU Yucan YAN Chaoren 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2019年第3期361-375,共15页
Weight reduction is a key driving force for materials development in aerospace industry,which leads to extensive usage of lightweight structural materials such as fiber reinforced polymer(FRP),titanium alloy,aluminum ... Weight reduction is a key driving force for materials development in aerospace industry,which leads to extensive usage of lightweight structural materials such as fiber reinforced polymer(FRP),titanium alloy,aluminum alloy,etc.Hole making is indispensable to assembling these lightweight components by riveted or bolted joints.However,hole making of FRP / metal stacks is always the most challenging task due to differences of material properties between FRP and metals.A comprehensive literature review on hole making of FRP/metal stacks in the last decade is given with a focus on four main aspects including drilling operation,drilling damages and machining parameter optimization,tool performance and wear,and developments in hole making technology.Finally,in order to ensure the precise and efficient hole making of FRP/metal stacks,an idea of low frequency vibration assisted drilling(LFVAD)FRP/metal stacks based on material removal characteristics is put forward by fully exploiting the unique advantages of LFVAD technology. 展开更多
关键词 fiber reinforced polymer (FRP)/metal stacks DRILLING MACHINING quality tool wear helical milling vibration assisted DRILLING ABRASIVE water jet MACHINING
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Framework of Penrose Transforms on DP-Modules to the Electromagnetic Carpet of the Space-Time from the Moduli Stacks Perspective
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作者 Francisco Bulnes 《Journal of Applied Mathematics and Physics》 2014年第5期150-162,共13页
Considering the different versions of the Penrose transform on D-modules and their applications to different levels of DM-modules in coherent sheaves, we obtain a geometrical re-construction of the electrodynamical ca... Considering the different versions of the Penrose transform on D-modules and their applications to different levels of DM-modules in coherent sheaves, we obtain a geometrical re-construction of the electrodynamical carpet of the space-time, which is a direct consequence of the equivalence between the moduli spaces, that have been demonstrated in a before work. In this case, the equivalence is given by the Penrose transform on the quasi coherent Dλ-modules given by the generalized Verma modules diagram established in the Recillas conjecture to the group SO(1, n + 1), and consigned in the Dp-modules on which have been obtained solutions in field theory of electromagnetic type. 展开更多
关键词 Penrose Transform MODULI Stack Dp-Modules Verma MODULES Field Theory Electro-Dynamical stacks
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Penrose Transform on Induced <i>D<sub>G/H</sub></i>-Modules and Their Moduli Stacks in the Field Theory
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作者 Francisco Bulnes 《Advances in Pure Mathematics》 2013年第2期246-253,共8页
We consider generalizations of the Radon-Schmid transform on coherent DG/H-Modules, with the intention of obtaining the equivalence between geometric objects (vector bundles) and algebraic objects (D-Modules) characte... We consider generalizations of the Radon-Schmid transform on coherent DG/H-Modules, with the intention of obtaining the equivalence between geometric objects (vector bundles) and algebraic objects (D-Modules) characterizing conformal classes in the space-time that determine a space moduli [1] on coherent sheaves for the securing solutions in field theory [2]. In a major context, elements of derived categories like D-branes and heterotic strings are considered, and using the geometric Langlands program, a moduli space is obtained of equivalence between certain geometrical pictures (non-conformal world sheets [3]) and physical stacks (derived sheaves), that establishes equivalence between certain theories of super symmetries of field of a Penrose transform that generalizes the implications given by the Langlands program. With it we obtain extensions of a cohomology of integrals for a major class of field equations to corresponding Hecke category. 展开更多
关键词 Penrose Transform Coherent G-Quasi-Equivariant D-MODULES HECKE SHEAF MODULI stacks MODULI Spaces
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Self-Sensing Test Method for the Temperature of Piezoelectric Stacks 被引量:2
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作者 SHEN Xing LI Yang +4 位作者 LIANG Lei ZHANG Lei DAI Yuke CHEN Yuchen YANG Jinchuan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2019年第1期109-118,共10页
A self-sensing test method for the temperature of piezoelectric stack,based on the high correlation between the static capacitance and the stack temperature,is proposed in order to construct a self-sufficient methodol... A self-sensing test method for the temperature of piezoelectric stack,based on the high correlation between the static capacitance and the stack temperature,is proposed in order to construct a self-sufficient methodology of temperature measurement. Firstly,a theoretical model of static capacitance of the piezoelectric stack under preload was set up,and the influence of preload on the static capacitance was analyzed. Secondly,the correctness of the model was verified by static capacitance test experiments under various preloading conditions. Finally, the temperature measurement experiments at low-temperature stage for two kinds of piezoelectric stacks,namely the lowtemperature-resistant piezoelectric stack and conventional piezoelectric stack, were conducted under various preloading conditions using a polynomial fitting method. The results,which validate the accuracy of the test method,show that the maximum temperature deviations of the two kinds of piezoelectric stack are 3.9 ℃ and 2.8 ℃,respectively,when the preload force is close to the specified value. The test method uses the piezoelectric stack itself as a temperature sensor,which does not require additional equipment for temperature sensing,so that the space and equipment cost could be economized. And the test for static capacitance is concise and convenient,which indicates that in the cooling process,a concise and efficient test of the temperature of the piezoelectric stack could be realized so as to grasp the current temperature change in time. 展开更多
关键词 temperature test piezoelectric stack static capacitance PRELOAD curve fitting
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Challenges in Atomic-Scale Characterization of High-k Dielectrics and Metal Gate Electrodes for Advanced CMOS Gate Stacks 被引量:1
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作者 Xinhua Zhu Jian-min Zhu Aidong Li Zhiguo Liu Naiben Ming 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2009年第3期289-313,共25页
The decreasing feature sizes in complementary metal-oxide semiconductor (CMOS) transistor technology will require the replacement of SiO2 with gate dielectrics that have a high dielectric constant (high-k) because... The decreasing feature sizes in complementary metal-oxide semiconductor (CMOS) transistor technology will require the replacement of SiO2 with gate dielectrics that have a high dielectric constant (high-k) because as the SiO2 gate thickness is reduced below 1.4 nm, electron tunnelling effects and high leakage currents occur in SiO2, which present serious obstacles to future device reliability. In recent years significant progress has been made on the screening and selection of high-k gate dielectrics, understanding their physical properties, and their integration into CMOS technology. Now the family of hafnium oxide-based materials has emerged as the leading candidate for high-k gate dielectrics due to their excellent physical properties. It is also realized that the high-k oxides must be implemented in conjunction with metal gate electrodes to get sufficient potential for CMOS continue scaling. In the advanced nanoscale Si-based CMOS devices, the composition and thickness of interfacial layers in the gate stacks determine the critical performance of devices. Therefore, detailed atomic- scale understandings of the microstructures and interfacial structures built in the advanced CMOS gate stacks, are highly required. In this paper, several high-resolution electron, ion, and photon-based techniques currently used to characterize the high-k gate dielectrics and interfaces at atomic-scale, are reviewed. Particularly, we critically review the research progress on the characterization of interface behavior and structural evolution in the high-k gate dielectrics by high-resolution transmission electron microscopy (HRTEM) and the related techniques based on scanning transmission electron microscopy (STEM), including high-angle annular dark- field (HAADF) imaging (also known as Z-contrast imaging), electron energy-loss spectroscopy (EELS), and energy dispersive X-ray spectroscopy (EDS), due to that HRTEM and STEM have become essential metrology tools for characterizing the dielectric gate stacks in the present and future generations of CMOS devices. In Section 1 of this review, the working principles of each technique are briefly introduced and their key features are outlined. In Section 2, microstructural characterizations of high-k gate dielectrics at atomic-scale by electron microscopy are critically reviewed by citing some recent results reported on high-k gate dielectrics. In Section 3, metal gate electrodes and the interfacial structures between high-k dielectrics and metal gates are discussed. The electron beam damage effects in high-k gate stacks are also evaluated, and their origins and prevention are described in Section 4. Finally, we end this review with personal perspectives towards the future challenges of atomic-scale material characterization in advanced CMOS gate stacks. 展开更多
关键词 High-k gate dielectrics Metal gate electrodes CMOS gate stack HRTEM STEM
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The development of solid oxide co-electrolysis of H_(2)O and CO_(2)on large-size cells and stacks 被引量:1
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作者 Jingjing Liang Jianzhong Zhu +3 位作者 Minfang Han Xiufu Hua Duruo Li Meng Ni 《iEnergy》 2023年第2期109-118,共10页
In the context of carbon neutrality,conversion of CO_(2)into CO is an effective way for negative carbon emission.Electrochemical reduction is a novel developed pathway,among which,solid oxide co-electrolysis technolog... In the context of carbon neutrality,conversion of CO_(2)into CO is an effective way for negative carbon emission.Electrochemical reduction is a novel developed pathway,among which,solid oxide co-electrolysis technology is promising for its high efficiency and low electricity demand.Researches concerning the large-size cell and stack of application level are important.This review,targeting at the not yet fully understood reaction mechanism and the most concerning issue of durability,details the reported factors playing important roles in the reaction mechanism and durability of co-electrolysis.It is found that the operating conditions such as inlet mixtures and applied current significantly affect the reaction mechanism of co-electrolysis and the experiments on button cells can not reflect the real reaction mechanism on industrial-size cells.Besides,the durability test of large-size single cells and stacks at high current with high conversion rate and the potential of solid oxide co-electrolysis combing with intermittent renewable energy are also reviewed and demonstrated.Finally,an outlook for future exploration is also offered. 展开更多
关键词 Solid oxide co-electrolysis large-size cell STACK reaction mechanism DURABILITY
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Nonlinear impedances of thermoacoustic stacks with ordered and disordered structures
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作者 葛欢 范理 +4 位作者 夏洁 张淑仪 陶莎 杨跃涛 张辉 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第7期465-469,共5页
Nonlinear impedances of two thermoacoustic stacks with ordered structures (plate-type and pipe-type) and one with a disordered structure (copper mesh) are studied. The linear resistances, nonlinear coefficients an... Nonlinear impedances of two thermoacoustic stacks with ordered structures (plate-type and pipe-type) and one with a disordered structure (copper mesh) are studied. The linear resistances, nonlinear coefficients and effective acoustic masses of the stacks are extracted from the experimental results based on an analogical model of nonlinear impedances of porous materials. The resistance and nonlinear coefficient of the disordered stack are found to be much larger than those of the ordered stacks, which have similar volume porosities. In the ordered stacks, the resistance is only marginally influenced by the length of the stack, while in the disordered stack, the resistance increases significantly with the length. These charac- teristics of the impedances of ordered and disordered stacks are explained with the minor loss theory and the tortuosity of a stack. 展开更多
关键词 thermoacoustic stack impedance NONLINEARITY
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Supposition of graphene stacks to estimate the contact resistance and conductivity of nanocomposites
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作者 Y.ZARE M.T.MUNIR +1 位作者 G.J.WENG K.Y.RHEE 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2024年第4期663-676,共14页
In this study,the effects of stacked nanosheets and the surrounding interphase zone on the resistance of the contact region between nanosheets and the tunneling conductivity of samples are evaluated with developed equ... In this study,the effects of stacked nanosheets and the surrounding interphase zone on the resistance of the contact region between nanosheets and the tunneling conductivity of samples are evaluated with developed equations superior to those previously reported.The contact resistance and nanocomposite conductivity are modeled by several influencing factors,including stack properties,interphase depth,tunneling size,and contact diameter.The developed model's accuracy is verified through numerous experimental measurements.To further validate the models and establish correlations between parameters,the effects of all the variables on contact resistance and nanocomposite conductivity are analyzed.Notably,the contact resistance is primarily dependent on the polymer tunnel resistivity,contact area,and tunneling size.The dimensions of the graphene nanosheets significantly influence the conductivity,which ranges from 0 S/m to90 S/m.An increased number of nanosheets in stacks and a larger gap between them enhance the nanocomposite's conductivity.Furthermore,the thicker interphase and smaller tunneling size can lead to higher sample conductivity due to their optimistic effects on the percolation threshold and network efficacy. 展开更多
关键词 graphene polymer composite stacked nanosheet tunneling conductivity contact resistance INTERPHASE
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Whole-spacecraft hybrid vibration isolation based on piezoelectric stacks and viscoelastic material
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作者 李明明 方勃 +1 位作者 谭立军 黄文虎 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第5期1-6,共6页
In order to improve the performance of whole-spacecraft vibration isolation systems,choosing piezoelectric stacks and viscoelastic material as the active and passive vibration isolation components,an innovative whole-... In order to improve the performance of whole-spacecraft vibration isolation systems,choosing piezoelectric stacks and viscoelastic material as the active and passive vibration isolation components,an innovative whole-spacecraft hybrid vibration isolation system (WSHVIS) is designed and studied.The finite element method is used to establish the dynamic model of WSHVIS and analyze its frequency response characteristic.According to the analysis results,eigensystem realization algorithm is applied to obtain the minimum-order state-space model of WSHVIS,which is used to design controller.On this basis,off-line simulation and on-line realization for the WSHVIS is performed.The simulation and experimental results showed that WSHVIS can effectively reduce the vibration loads transmitted from launch vehicle to spacecraft.Compared with passive vibration isolation system,the hybrid vibration isolation system has a significant inhibitory effect on the low-frequency vibration components,and can greatly increase the safety and reliability of spacecraft. 展开更多
关键词 whole-spacecraft hybrid vibration isolation eigensystem realization algorithm finite element method piezoelectric stack actuator
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基于集成学习Stacking算法的南极热流预测模型
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作者 蔡轶珩 张晓晴 +3 位作者 稂时楠 崔祥斌 何彦良 张恒 《大地测量与地球动力学》 北大核心 2026年第1期55-62,85,共9页
大地热流(heat flow,HF)是指地球内部传递至地表的热能,它能够揭示地球深部的各种作用过程及能量平衡信息。在南极洲地区,掌握热流情况对于模拟冰盖动态变化具有极其重要的意义。本研究运用机器学习中的Stacking堆叠算法,构建一个南极... 大地热流(heat flow,HF)是指地球内部传递至地表的热能,它能够揭示地球深部的各种作用过程及能量平衡信息。在南极洲地区,掌握热流情况对于模拟冰盖动态变化具有极其重要的意义。本研究运用机器学习中的Stacking堆叠算法,构建一个南极洲热流预测模型。该模型整合13种与热流相关的地质及地球物理特征的观测输入数据,并集成GBDT、XGBoost、RF、LightGBM、ET和MLP等6种常用于解决回归预测问题的机器学习算法,对热流的分布特征进行预测。实验结果表明,采用Stacking模型的预测精度优于多种基准模型。通过该模型得到的新的南极热流分布预测图,与其他传统方法所绘制的大规模估计热流分布图相比,更加契合南极洲热流的实际分布情况,展现出更为卓越的性能。 展开更多
关键词 集成学习 Stacking算法 大地热流 南极洲
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基于Stacking算法与钻进参数的岩石单轴抗压强度预测
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作者 岳中文 龙思晨 +5 位作者 闫逸飞 张梦佳 胡昊 薛克军 马文彪 李杨 《采矿与安全工程学报》 北大核心 2026年第1期198-207,共10页
针对传统岩石强度参数测试方法周期长、成本高的问题,本文提出一种基于Stacking集成算法的新型岩石单轴抗压强度预测方法。通过自主研发的岩石数字钻探测试系统,对不同强度材料的组合试件开展数字钻探试验;选择4种不同的机器学习算法(... 针对传统岩石强度参数测试方法周期长、成本高的问题,本文提出一种基于Stacking集成算法的新型岩石单轴抗压强度预测方法。通过自主研发的岩石数字钻探测试系统,对不同强度材料的组合试件开展数字钻探试验;选择4种不同的机器学习算法(包括支持向量机、随机森林、LightGBM和BP-神经网络),利用钻进数据训练相应的算法模型,探究钻进速度、扭矩和推进力与岩石单轴抗压强度之间的关系;采用双层Stacking框架融合4种抗压强度预测模型,构建集成算法模型,以解决单一算法模型预测精度不足、泛化能力差的问题。研究结果表明,Stacking算法模型在不同转速下对岩石单轴抗压强度的预测性能优异,300 r/min转速与400 r/min转速下对不同试件的单轴抗压强度预测结果决定系数R2基本高于0.9,优于其他4种基学习器,且平均绝对误差占实际强度值的比例小于5%。现场应用表明,Stacking算法模型能有效预测巷道岩层的岩石单轴抗压强度,可为岩体随钻探测研究提供新的思路和方法。 展开更多
关键词 钻进参数 Stacking算法 强度预测 集成学习 模型融合
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考虑骨料级配和衍生特征的Stacking深度集成混凝土强度预测
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作者 蔡志坚 王晓玲 +3 位作者 张君 王栋 吴斌平 余红玲 《水力发电学报》 北大核心 2026年第2期15-30,共16页
抗压强度预测对于混凝土施工质量控制具有重要意义。现有抗压强度预测模型多关注于初始配合比的影响,缺乏考虑骨料级配及衍生特征的影响及其可解释性分析。针对上述问题,本研究提出一种综合考虑骨料级配和衍生特征的Stacking深度集成抗... 抗压强度预测对于混凝土施工质量控制具有重要意义。现有抗压强度预测模型多关注于初始配合比的影响,缺乏考虑骨料级配及衍生特征的影响及其可解释性分析。针对上述问题,本研究提出一种综合考虑骨料级配和衍生特征的Stacking深度集成抗压强度预测模型,用于提升抗压强度预测精度和可解释性。该模型采用三种主流集成学习模型与卷积神经网络作为基学习器,以充分利用各主流算法的多样性和异质性。其中,为弥补基于树的模型对超参数敏感以及对高维特征提取能力弱的不足,引入通道注意力机制对卷积神经网络进行改进,进而提升特征提取能力。采用融合注意力机制的多层感知机模型作为元学习器,以降低模型过拟合风险。基于SHAP理论,深入挖掘混凝土强度预测的关键特征及特征交互影响。结果表明,所提模型综合考虑了骨料级配和衍生特征,抗压强度预测精度提高了27.53%。SHAP分析表明,水胶比,水,粉煤灰/水,水泥以及31.5~40 mm粒径的骨料质量分数为关键的模型驱动因素。本研究所提模型不仅提升了强度预测准确性,还通过可解释性分析揭示了影响混凝土强度的核心参数,为混凝土智能化管控提供了理论指导。 展开更多
关键词 混凝土 抗压强度预测 骨料级配 卷积神经网络 Stacking深度集成模型 SHAP分析
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基于改进Stacking集成学习的深层油井管腐蚀预测
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作者 黄晗 陈长风 +3 位作者 贾小兰 张玉洁 石丽伟 王立群 《深圳大学学报(理工版)》 北大核心 2026年第1期7-16,I0001,共11页
为提升深层复杂环境下油井管平均腐蚀与点蚀速率的预测精度,并优化传统Stacking集成学习未充分考虑基学习器异质性的问题,提出了一种基于决定系数R2的改进Stacking集成学习算法.该算法集成了XGBoost(extreme gradient boosting)模型、... 为提升深层复杂环境下油井管平均腐蚀与点蚀速率的预测精度,并优化传统Stacking集成学习未充分考虑基学习器异质性的问题,提出了一种基于决定系数R2的改进Stacking集成学习算法.该算法集成了XGBoost(extreme gradient boosting)模型、随机森林(random forest,RF)模型、支持向量回归(support vector regression,SVR)模型和梯度提升决策树(gradient boosting decision tree,GBDT)模型4种机器学习算法作为基学习器,并基于决定系数R2为基学习器的输出结果进行权重赋值,作为元学习器的输入数据集.实验结果显示,与传统Stacking集成方法相比,改进后的模型在平均腐蚀速率预测上,平均绝对误差和均方误差分别降低了25.9%和9.7%,决定系数提高了2.3%;在点蚀速率预测上,平均绝对误差和均方误差分别降低了11.6%和2.0%,决定系数提高了2.7%,证明了本算法的有效性.研究成果可为深层油井管腐蚀防控与安全运维提供支撑. 展开更多
关键词 腐蚀科学与防护 Stacking集成学习 深层油井管材腐蚀 机器学习 XGBoost 随机森林 支持向量回归 梯度提升决策树
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Synergistically Directed Assembly of Aromatic Stacks Based Metal-Organic Frameworks by Donor-Acceptor and Coordination Interactions 被引量:12
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作者 Xi Wang Ying Zhang +4 位作者 Ze Chang Hui Huang Xiao-Ting Liu Jialiang Xu Xian-He Bu 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2019年第9期871-877,I0002,共8页
A synergistically directed assembly approach to distinctive metal-organic frameworks utilizing both donor-acceptor (D-A) interaction from aromatic systems and coordination interactions is presented.Based on such an ap... A synergistically directed assembly approach to distinctive metal-organic frameworks utilizing both donor-acceptor (D-A) interaction from aromatic systems and coordination interactions is presented.Based on such an approach,the coronene-tpt (tpt =2,4,6-tri(4-pyridyl)-1,3,5-triazine) stacks based coronene-MOF-1-4 have been successfully fabricated.Their structural discrepancies with coroneneabsent control products,1'-4',illustrate clearly the significance of coronene-tpt based D-A interactions in these architectures.All these coronene-MOFs contain varied coronene-tpt stacks as organic secondary building blocks (SBUs),which are closely interrelated with the coordination based framework structures.Moreover,porous coronene-MOF-1 and-2 exhibit high physicochemical stability and significant light hydrocarbons storage and separation performances. 展开更多
关键词 AROMATIC stacks BASED METAL-ORGANIC Frameworks DONOR-ACCEPTOR COORDINATION Interactions
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