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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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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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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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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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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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Numerical simulations on the AC loss of REBCO stacks under rotating magnetic fields
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作者 Yuan Wang Jin Fang +3 位作者 Timothy Haugan Rodney A.Badcock James G.Storey Zhenan Jiang 《Superconductivity》 2024年第3期34-44,共11页
AC loss presents a significant challenge for high-temperature superconducting (HTS) rotating machines. To date, the behaviour of total AC loss (Qtol) (with current) and magnetization loss (Qm) (without current) in a s... AC loss presents a significant challenge for high-temperature superconducting (HTS) rotating machines. To date, the behaviour of total AC loss (Qtol) (with current) and magnetization loss (Qm) (without current) in a single HTS tape under rotating magnetic fields (RF) have been explored. However, a research gap remains in understanding how these findings translate to the more complex HTS windings of rotating machines. Further exploration is needed to understand the loss behaviour of more complex HTS structures, such as HTS stacks. In this work, Qtol and Qm, in the HTS stacks under RF and a perpendicular AC standing wave magnetic field are numerically investigated. Two different RF models are considered: one is the Uni-RF model, characterized by a uniform field with equal field amplitudes and phases at each position, and the other is a non-uniform field created by a rotating Halbach array, referred to as the Hal-RF model. The dependence of AC loss on parameters such as the number of tapes in the stacks, tape width (2a), and the inclination angle (α) of tapes, which refers to the angle between the normal direction of the stack and the vertical direction, have been explored. The number of tapes in the stacks ranges from 1 to 16, α ranges from 0° to 90°, and the tape width includes 4 mm and 40 mm. Additionally, different rotating field directions are also considered. Interestingly, the analytical values from Brandt and Indenbom equation for Q_(m) of a superconducting strip (BI-strip) are close to Q_(m) results of the stacks under the standing wave at high fields, while they are over twice as high as those in the Hal-RF model at 1 T. This suggests the BI-strip equation is not reliable for predicting Q_(m) under RF at high fields. We also show in the Hal-RF model that different rotation directions of the field lead to varying Q_(m) and Qtol when asymmetric Jc (B, θ) data are applied. Moreover, it has been observed that the inclination angle has no impact on Q_(m) under uniform RF while significantly impacts both Q_(m) and Qtol in the Hal-RF model. 展开更多
关键词 stacks Rotating magnetic field Magnetization loss Total AC loss finite element method(FEM)
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基于机器学习的煤系地层TBM掘进巷道围岩强度预测 被引量:3
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作者 丁自伟 高成登 +6 位作者 景博宇 黄兴 刘滨 胡阳 桑昊旻 徐彬 秦立学 《西安科技大学学报》 北大核心 2025年第1期49-60,共12页
为研究全断面掘进机(TBM)掘进参数与煤系地层岩体力学参数之间的互馈关系,准确、实时预测巷道围岩强度特征,基于TBM掘进过程中的现场监测,通过岩-机互馈关系分析,确定模型的输入特征参数,并建立了对应的数据库;将梯度提升决策树(GBDT)... 为研究全断面掘进机(TBM)掘进参数与煤系地层岩体力学参数之间的互馈关系,准确、实时预测巷道围岩强度特征,基于TBM掘进过程中的现场监测,通过岩-机互馈关系分析,确定模型的输入特征参数,并建立了对应的数据库;将梯度提升决策树(GBDT)、随机森林(RF)、支持向量回归(SVR)3种机器学习算法作为基学习器,线性回归(LR)算法作为元学习器,提出了一种基于Stacking集成算法的预测模型,并对比分析了Stacking集成算法与单一机器学习算法模型的预测性能。结果表明:二值判别与箱线图可有效对原始数据进行预处理;模型的主要输入特征参数为刀盘推力F、刀盘扭矩T、贯入度FPI、刀盘转速RPM、刀盘振动加速度A;Stacking模型在测试集上的拟合优度可达0.976,而均方误差、平均绝对误差、平均绝对百分误差分别仅有0.031,0.148和0.092,与其他3种模型相比,其拟合优度最高,误差指标数值最小,集成模型具有更高的预测精度,能够有效地预测煤矿TBM掘进巷道围岩点荷载强度。研究验证了Stacking模型的准确性,可为煤矿TBM掘进参数控制和巷道支护参数调整提供科学的参考依据。 展开更多
关键词 煤矿全断面掘进机 TBM掘进参数 Stacking集成算法 数据预处理 围岩强度预测
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基于改进Stacking算法的碳酸盐岩储层测井岩性识别方法与应用 被引量:1
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作者 罗水亮 漆影强 +4 位作者 唐松 阮基富 高达 刘乾乾 李生 《特种油气藏》 北大核心 2025年第4期58-67,共10页
针对川中地区碳酸盐岩储层传统岩性识别方法精度低、模型泛化能力弱的问题,提出一种基于改进Stacking算法的测井岩性识别方法。该方法融合多种机器学习模型的优势,优化特征加权策略,可提高对测井曲线关键信息的提取能力,同时增强对复杂... 针对川中地区碳酸盐岩储层传统岩性识别方法精度低、模型泛化能力弱的问题,提出一种基于改进Stacking算法的测井岩性识别方法。该方法融合多种机器学习模型的优势,优化特征加权策略,可提高对测井曲线关键信息的提取能力,同时增强对复杂岩性的识别准确性和稳定性。相比传统方法,该模型能够更有效地捕捉测井数据的非线性关系,并降低不同岩性类别间的预测混淆度。研究结果表明:该方法在四川盆地川中地区碳酸盐岩储层的岩性识别精度达到96%,较传统模型提升6个百分点,且平均相对误差更低,预测效果更优。改进的Stacking算法结合高效计算框架,可显著提升训练和预测效率,使岩性识别更加高效、可靠。该方法可有效地识别复杂岩性,为碳酸盐岩储层岩性识别提供参考。 展开更多
关键词 STACKING 集成学习 特征加权 碳酸盐岩 岩性识别
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基于改进Stacking融合模型的储层参数预测方法 被引量:1
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作者 霍凤财 李青志 +1 位作者 董宏丽 陈怡 《地球物理学进展》 北大核心 2025年第2期691-704,共14页
准确预测储层孔隙度和渗透率对于储层评价具有重要的意义.对于储层参数的计算,传统的经验公式法仍具有较大误差,为了提高储层参数的预测精度并且提高模型的泛化能力,本文提出基于改进Stacking融合模型的集成学习算法,以不同算法对数据... 准确预测储层孔隙度和渗透率对于储层评价具有重要的意义.对于储层参数的计算,传统的经验公式法仍具有较大误差,为了提高储层参数的预测精度并且提高模型的泛化能力,本文提出基于改进Stacking融合模型的集成学习算法,以不同算法对数据观测和训练角度的不同作为基础原理,充分发挥模型的优势.首先,在传统Stacking集成学习模型的基础上,优化模型对第一层基学习器的输出结果,针对可能存在数据划分不均,而导致预测效果不佳的情况,根据基模型的测试精度对预测结果进行加权平均,得到结果作为第二层的特征;其次,针对新的组合训练集可能会丢失部分原始训练集中的信息,将原始数据集也作为次级学习器训练的一部分,使得元学习器学习到原始训练集与新训练集之间的隐含关系,从而提升模型预测效果;最后,通过Stacking融合模型将相互独立的各模型进行融合,增强模型泛化性.与传统Stacking集成学习模型相比,改进模型在孔隙度和渗透率的均方根误差预测上分别降低了7.7%和7.1%,验证了该模型具有良好的预测性能. 展开更多
关键词 参数预测 孔隙度 渗透率 Stacking融合模型 集成学习
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基于stacking融合机制的自动驾驶伦理决策模型 被引量:1
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作者 刘国满 盛敬 罗玉峰 《计算机应用研究》 北大核心 2025年第2期462-468,共7页
虽然自动驾驶技术在线路规划和驾驶控制方面取得较大进展,但遇到伦理困境时,当前自动驾驶汽车仍然很难作出确定、合理的决策,导致人们对自动驾驶汽车安全驾驶产生怀疑和担忧。所以有必要研究自动驾驶伦理决策模型和机制,使得自动驾驶汽... 虽然自动驾驶技术在线路规划和驾驶控制方面取得较大进展,但遇到伦理困境时,当前自动驾驶汽车仍然很难作出确定、合理的决策,导致人们对自动驾驶汽车安全驾驶产生怀疑和担忧。所以有必要研究自动驾驶伦理决策模型和机制,使得自动驾驶汽车在伦理困境下能够作出合理决策。针对以上问题,设计了基于stacking融合机制的伦理决策模型,对机器学习和深度学习进行深度融合。一方面将基于特征依赖关系的朴素贝叶斯模型(ACNB)、加权平均一阶贝叶斯模型(WADOE)和自适应模糊模型(AFD)作为stacking融合机制上基学习器。依据先前准确率,设定各自模型权重,再运用加权平均法,计算决策结果。然后将该决策结果作为元学习器训练集,对元学习器进行训练,构建stacking融合模型。最后,运用验证集分别对深度学习模型和stacking融合模型进行验证,依据验证中平均损失率和准确率以及测试中正确率,评价和比较深度学习模型和stacking融合机制决策效果。结果表明,深度学习模型平均损失率最小为0.64,最大平均准确率为0.7,最高正确率为0.61。stacking融合机制平均损失率最小为0.35,最大平均准确率为0.90,最高正确率为0.75,说明stacking融合机制相对于深度学习模型,决策结果准确率和正确率方面有了较大改进。 展开更多
关键词 自动驾驶汽车 伦理决策 stacking融合机制 深度学习
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