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3D printed hybrid rocket fuels with μAl core-shell particles coated with polyvinylidene fluoride and polydopamine: Enhanced combustion characteristics
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作者 Qihang Chen Xiaolong Fu +6 位作者 Weitao Yang Suhang Chen Zhiming Guo Rui Hu Huijie Zhang Lianpeng Cui Xu Xia 《Defence Technology(防务技术)》 2025年第4期59-70,共12页
3D printing technology enhances the combustion characteristics of hybrid rocket fuels by enabling complex geometries. However, improvements in regression rates and energy properties of monotonous 3D printed fuels have... 3D printing technology enhances the combustion characteristics of hybrid rocket fuels by enabling complex geometries. However, improvements in regression rates and energy properties of monotonous 3D printed fuels have been limited. This study explores the impact of poly(vinylidene fluoride) and polydopamine-coated aluminum particles on the thermal and combustion properties of 3D printed hybrid rocket fuels. Physical self-assembly and anti-solvent methods were employed for constructing composite μAl particles. Characterization using SEM, XRD, XPS, FTIR, and μCT revealed a core-shell structure and homogeneous elemental distribution. Thermal analysis showed that PVDF coatings significantly increased the heat of combustion for aluminum particles, with maximum enhancement observed in μAl@PDA@PVDF(denoted as μAl@PF) at 6.20 k J/g. Subsequently, 3D printed fuels with varying pure and composite μAl particle contents were prepared using 3D printing. Combustion tests indicated higher regression rates for Al@PF/Resin composites compared to pure resin, positively correlating with particle content. The fluorocarbon-alumina reaction during the combustion stage intensified Al particle combustion, reducing residue size. A comprehensive model based on experiments provides insights into the combustion process of PDA and PVDF-coated droplets. This study advances the design of 3D-printed hybrid rocket fuels, offering strategies to improve regression rates and energy release, crucial for enhancing solid fuel performance for hybrid propulsion. 展开更多
关键词 Hybrid propulsion Regression rate 3D print fuels Micro aluminum core-shell mAl@PDA@PVDF
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Interfacial reinforcement of core-shell HMX@energetic polymer composites featuring enhanced thermal and safety performance 被引量:2
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作者 Binghui Duan Hongchang Mo +3 位作者 Bojun Tan Xianming Lu Bozhou Wang Ning Liu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第1期387-399,共13页
The weak interface interaction and solid-solid phase transition have long been a conundrum for 1,3,5,7-tetranitro-1,3,5,7-tetraazacyclooctane(HMX)-based polymer-bonded explosives(PBX).A two-step strategy that involves... The weak interface interaction and solid-solid phase transition have long been a conundrum for 1,3,5,7-tetranitro-1,3,5,7-tetraazacyclooctane(HMX)-based polymer-bonded explosives(PBX).A two-step strategy that involves the pretreatment of HMX to endow—OH groups on the surface via polyalcohol bonding agent modification and in situ coating with nitrate ester-containing polymer,was proposed to address the problem.Two types of energetic polyether—glycidyl azide polymer(GAP)and nitrate modified GAP(GNP)were grafted onto HMX crystal based on isocyanate addition reaction bridged through neutral polymeric bonding agent(NPBA)layer.The morphology and structure of the HMX-based composites were characterized in detail and the core-shell structure was validated.The grafted polymers obviously enhanced the adhesion force between HMX crystals and fluoropolymer(F2314)binder.Due to the interfacial reinforcement among the components,the two HMX-based composites exhibited a remarkable increment of phase transition peak temperature by 10.2°C and 19.6°C with no more than 1.5%shell content,respectively.Furthermore,the impact and friction sensitivity of the composites decreased significantly as a result of the barrier produced by the grafted polymers.These findings will enhance the future prospects for the interface design of energetic composites aiming to solve the weak interface and safety concerns. 展开更多
关键词 HMX crystals Polyalcohol bonding agent Energetic polymer core-shell structure Interfacial reinforcement
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Identifying the enhancement mechanism of Al/MoO_(3) reactive multilayered films on the ignition ability of semiconductor bridge using a one-dimensional gas-solid two-phase flow model
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作者 Jianbing Xu Yuxuan Zhou +3 位作者 Yun Shen Yueting Wang Yinghua Ye Ruiqi Shen 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期168-179,共12页
Energetic Semiconductor bridge(ESCB)based on reactive multilayered films(RMFs)has a promising application in the miniature and intelligence of initiator and pyrotechnics device.Understanding the ignition enhancement m... Energetic Semiconductor bridge(ESCB)based on reactive multilayered films(RMFs)has a promising application in the miniature and intelligence of initiator and pyrotechnics device.Understanding the ignition enhancement mechanism of RMFs on semiconductor bridge(SCB)during the ignition process is crucial for the engineering and practical application of advanced initiator and pyrotechnics devices.In this study,a one-dimensional(1D)gas-solid two-phase flow ignition model was established to study the ignition process of ESCB to charge particles based on the reactivity of Al/MoO_(3) RMFs.In order to fully consider the coupled exothermic between the RMFs and the SCB plasma during the ignition process,the heat release of chemical reaction in RMFs was used as an internal heat source in this model.It is found that the exothermal reaction in RMFs improved the ignition performance of SCB.In the process of plasma rapid condensation with heat release,the product of RMFs enhanced the heat transfer process between the gas phase and the solid charge particle,which accelerated the expansion of hot plasma,and heated the solid charge particle as well as gas phase region with low temperature.In addition,it made up for pressure loss in the gas phase.During the plasma dissipation process,the exothermal chemical reaction in RMFs acted as the main heating source to heat the charge particle,making the surface temperature of the charge particle,gas pressure,and gas temperature rise continuously.This result may yield significant advantages in providing a universal ignition model for miniaturized ignition devices. 展开更多
关键词 Ignition enhancement mechanism 1D gas-solid two-phase flow Al/MoO_(3)reactive multilayered films Semiconductor bridge Miniaturized ignition device
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PREPARATION OF ACRYLIC SUPERABSORBENTS WITH CORE-SHELL STRUCTURE BY MODIFIED INVERSE SUSPENSION POLYMERIZATION 被引量:10
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作者 崔英德 郭建维 +1 位作者 廖列文 尹国强 《化工学报》 EI CAS CSCD 北大核心 2000年第6期723-724,共2页
关键词 SUPERABSORBENTS core-shell structure inverse suspension
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Analytical solutions of transient heat conduction in multilayered slabs and application to thermal analysis of landfills 被引量:6
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作者 WU Xun SHI Jian-yong +2 位作者 LEI Hao LI Yu-ping Leslie OKINE 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第11期3175-3187,共13页
The study of transient heat conduction in multilayered slabs is widely used in various engineering fields. In this paper, the transient heat conduction in multilayered slabs with general boundary conditions and arbitr... The study of transient heat conduction in multilayered slabs is widely used in various engineering fields. In this paper, the transient heat conduction in multilayered slabs with general boundary conditions and arbitrary heat generations is analysed. The boundary conditions are general and include various combinations of Dirichlet, Neumann or Robin boundary conditions at either surface. Moreover, arbitrary heat generations in the slabs are taken into account. The solutions are derived by basic methods, including the superposition method, separation variable method and orthogonal expansion method. The simplified double-layered analytical solution is validated by a numerical method and applied to predicting the temporal and spatial distribution of the temperature inside a landfill. It indicates the ability of the proposed analytical solutions for solving the wide range of applied transient heat conduction problems. 展开更多
关键词 heat conduction multilayered slab heat generation analytical solutions LANDFILL
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Propagation of Iamb waves in adhesively bonded multilayered media 被引量:1
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作者 ZHANG Haiyan XIE Yuanxia LIU Zhenqing 《声学技术》 CSCD 2003年第z1期40-43,共4页
The effect of introducing attenuation on Lamb wave dispersion curves is studied in this paper. Attenuation is introduced to a three-layered composite plate by an adhesive bond layer with viscous behavior. No changes a... The effect of introducing attenuation on Lamb wave dispersion curves is studied in this paper. Attenuation is introduced to a three-layered composite plate by an adhesive bond layer with viscous behavior. No changes are required to the transfer matrix formulation for the propagation of elastic waves. By introduction of a complex wavenumber, the model can be used to the propagation of attenuative Lamb waves. Numerical examples for a three-layered aluminium-epoxy-aluminium plate show that attenuation values of each mode in plates are related not only to attenuation, but also to the thickness of the bonded layer, which is in agreement with practical situations. 展开更多
关键词 adhesive bond multilayered media Lamb waves ATTENUATION DISPERSION
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Formation and characterization of core-shell CL-20/TNT composite prepared by spray-drying technique 被引量:12
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作者 Chang-gui Song Xiao-dong Li +3 位作者 Yue Yang Hui-min Liu Ying-xin Tan Jing-yu Wang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第6期1936-1943,共8页
The core-shell 2,4,6,8,10,12-Hexanitro-2,4,6,8,10,12-hexaazaisowurtzitane/2,4,6-Trinitrotoluene(CL-20/TNT)composite was prepared by spray-drying method in which sensitive high energy explosive(CL-20)was coated with in... The core-shell 2,4,6,8,10,12-Hexanitro-2,4,6,8,10,12-hexaazaisowurtzitane/2,4,6-Trinitrotoluene(CL-20/TNT)composite was prepared by spray-drying method in which sensitive high energy explosive(CL-20)was coated with insensitive explosive(TNT).The structure and properties of different formulations of CL-20/TNT composite and CL-20/TNT mixture were characterized by scanning electron microscopy(SEM),Transmission electron microscopy(TEM),Laser particle size analyzer,X-ray photoelectron spectroscopy(XPS),X-ray diffraction(XRD),differential scanning calorimetry(DSC),impact sensitivity test and detonation performance.The results of SEM,TEM,XPS and XRD show that e-CL-20 particles are coated by TNT.When the ratio of CL-20/TNT is 75/25,core-shell structure is well formed,and thickness of the shell is about 20e30 nm.And the analysis of heat and impact show that with the increase of TNT content,the TNT coating on the core-shell composite material can not only catalyze the thermal decomposition of core material(CL-20),but also greatly reduce the impact sensitivity.Compared with the CL-20/TNT mixture(75/25)at the same ratio,the characteristic drop height of core-shell CL-20/TNT composite(75/25)increased by 47.6%and the TNT coating can accelerate the nuclear decomposition in the CL-20/TNT composites.Therefore,the preparation of the core-shell composites can be regarded as a unique means,by which the composites are characterized by controllable decomposition rate,high energy and excellent mechanical sensitivity and could be applied to propellants and other fields. 展开更多
关键词 Energetic materials CL-20(2 4 6 8 10 12-hexanitro-2 4 6 8 10 12-hexaazaisowurtzitane) TNT(2 4 6-Trinitrotoluene) Spray-drying method core-shell structure
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Enhanced thermal- and impact-initiated reactions of PTFE/Al energetic materials through ultrasonic-assisted core-shell construction 被引量:3
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作者 Zhou-yang Wu Jin-xu Liu +5 位作者 Song Zhang Xian-qing Liu Xiao Xu Wei-zhe Ma Shu-kui Li Chuan He 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第8期1362-1368,共7页
A facile and economical approach was developed for the large-scale production of powdered core-shell structured PTFE/Al (CS-PA) energetic materials through ultrasonic-assisted mixing. The low-cost micrometer-sized PTF... A facile and economical approach was developed for the large-scale production of powdered core-shell structured PTFE/Al (CS-PA) energetic materials through ultrasonic-assisted mixing. The low-cost micrometer-sized PTFE and Al particles were used as starting materials. Under high-power ultrasonic waves, the PTFE powder was dispersed into nano-to sub-micrometer-sized particles and then encapsulated the Al microparticles to form the core-shell structure. The heat of combustion, burning rate, and pressurization rate of the powdered CS-PA were measured. The thermal-initiated reaction behavior was further evaluated using thermogravimetry-differential scanning calorimetry. Subsequently, the bulk CS-PA with a uniform microstructure was obtained via cold isostatic pressing of the powdered CS-PA followed by vacuum sintering. For the bulk CS-PA, the quasi-static compression behavior was characterized, and the impact-initiated reaction processes were conducted using the Split Hopkinson Pressure Bar (SHPB) and evaluated by a high-speed camera. Compared to physically mixed PTFE/Al materials, the powdered and bulk CS-PA demonstrated enhanced thermal- and impact-initiated reaction characteristics respectively, proving the effectiveness of our approach for constructing core-shell structures. 展开更多
关键词 PTFE/Al core-shell structure Energetic materials Ultrasonic-assisted mixing
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Preparation of the core-shell HMX@CS microparticles by biological excitation:Excellent hydrophobic-oleophilic properties and decreased impact sensitivity effectively 被引量:1
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作者 Yue-qi Li Heng Zhai +2 位作者 Ping Ye Xing-quan Zhang Chang-ping Guo 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第5期855-861,共7页
Inspired by the phenomenon of superhydrophobic plants and animals in nature,1,3,5,7-tetranitro-1,3,5,7-tetrazocane(HMX)@copper stearate(CS)core-shell composites with similar properties was prepared.A rough shell layer... Inspired by the phenomenon of superhydrophobic plants and animals in nature,1,3,5,7-tetranitro-1,3,5,7-tetrazocane(HMX)@copper stearate(CS)core-shell composites with similar properties was prepared.A rough shell layer on the surface of the HMX was observed by scanning electron microscopy(SEM),and a series of in-depth characterization confirmed the successful generation of CS and the coreshell structure of the samples.Differential scanning calorimeter(DSC)proves that the crystal transition temperature(204℃)and high temperature decomposition exothermal temperature(284℃)of HMX@CS is almost unchanged compared with pure HMX,which means HMX and CS have good compatibility.Then,the H50 of the samples also increased continuously(16.6 cm→33.7 cm)when the CS shell content increased from 1%to 5%,indicating that the CS shell has a certain buffering performance,and CS will absorb some heat and melt under the stimulation of impact due to its low melting point,which improved impact sensitivity of HMX effectively further.Moreover,HMX@CS has excellent hydrophobic and oleophilic performance,shows excellent wettability with lipid binder,and samples with appropriate CS shell content can continue to combustion stably after covering water.This waterproof and low sensitivity coating provides a new way for the development of multifunctional energetic materials. 展开更多
关键词 HMX core-shell Sensitivity Hydrophobic-oleophilic Mechanical properties
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Template synthesis of copper azide primary explosive through Cu2O@HKUST-1 core-shell composite prepared by “bottle around ship” method 被引量:1
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作者 Xu-wen Liu Yan Hu +4 位作者 Jia-heng Hu Jia-xin Su Cai-min Yang Ying-hua Ye Rui-qi Shen 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第7期99-111,共13页
Copper azide(CA), as a primary explosive with high energy density, has not been practically used so far because of its high electrostatic sensitivity. The Cu2O@HKUST-1 core-shell structure hybrid material was synthesi... Copper azide(CA), as a primary explosive with high energy density, has not been practically used so far because of its high electrostatic sensitivity. The Cu2O@HKUST-1 core-shell structure hybrid material was synthesized by the “bottle around ship” methodology in this research by regulating the dissolution rate of Cu2O and the generation rate of metal-organic framework(MOF) materials. Cu2O@HKUST-1 was carbonized to form a Cu O@porous carbon(CuO@PC) composite material. CuO@PC was synthesized into a copper azide(CA) @PC composite energetic material through a gas-solid phase in-situ azidation reaction.CA is encapsulated in PC framework, which acts as a nanoscale Faraday cage, and its excellent electrical conductivity prevents electrostatic charges from accumulating on the energetic material’s surface. The CA@PC composite energetic material has a CA content of 89.6%, and its electrostatic safety is nearly 30times that of pure CA(1.47 mJ compared to 0.05 mJ). CA@PC delivers an outstanding balance of safety and energy density compared to similar materials. 展开更多
关键词 Composite energetic materials Copper azide CARBONIZATION Template method core-shell composite Electrostatic safety
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Immobilization of metalloporphyrins on CeO_2@SiO_2 with a core-shell structure prepared via microemulsion method for catalytic oxidation of ethylbenzene 被引量:1
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作者 沈丹华 吉琳韬 +4 位作者 付玲玲 董旭龙 刘志刚 刘强 刘世明 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第3期862-867,共6页
Ce O2@Si O2 core-shell nanoparticles were prepared by microemulsion method, and metalloporphyrins were immobilized on the Ce O2@Si O2 core-shell nanoparticles surface via amide bond. The supported metalloporphyrin cat... Ce O2@Si O2 core-shell nanoparticles were prepared by microemulsion method, and metalloporphyrins were immobilized on the Ce O2@Si O2 core-shell nanoparticles surface via amide bond. The supported metalloporphyrin catalysts were characterized by N2 adsorption-desorption isotherm(BET), scanning electron microscopy(SEM), transmission electron microscopy(TEM), X-ray diffraction(XRD), ultraviolet and visible spectroscopy(UV-Vis), and Fourier transform infrared spectroscopy(FT-IR). The results show that the morphology of Ce O2@Si O2 nanoparticles is core-shell microspheres with about 30 nm in diameter, and metalloporphyrins are immobilized on the Ce O2@Si O2 core-shell nanoparticles via amide bond. Especially, the core-shell structure contains multi Ce O2 core and thin Si O2 shell, which may benefit the synergistic effect between the Ce O2 core and the porphyrin anchored on the very thin Si O2 shell. As a result, this supported metalloporphyrin catalysts present comparably high catalytic activity and stability for oxidation of ethylbenzene with molecular oxygen, namely, ethylbenzene conversion remains around 12% with identical selectivity of about 80% for acetophenone even after six-times reuse of the catalyst. 展开更多
关键词 Ce O2@Si O2 core-shell structure metalloporphyrin ethylbenzene oxidation
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MnHCF/MnO_2 Core-shell Nanostructures as Cathode Material for Supercapacitors with High Energy Density
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作者 WANG Yu ZHONG Hao +2 位作者 YAN Nan HU Haibo CHEN Qianwang 《矿物学报》 CAS CSCD 北大核心 2013年第S1期104-104,共1页
A nanocomposite of manganese dioxide coated manganese hexacyanoferrate was synthesized by a facile co-precipitation method and tested as active electrode material for an electrochemical supercapacitor. A way called &q... A nanocomposite of manganese dioxide coated manganese hexacyanoferrate was synthesized by a facile co-precipitation method and tested as active electrode material for an electrochemical supercapacitor. A way called "Deep electro-oxidation" was used to generate manganese dioxide coated layer for stabilizing the electrode material. The structure and ingredient of the resulting MnHCF/MnO2 composites were characterized by scanning electron microscopy, transmission electron microscopy, X-ray diffraction, and X-ray Photoelectron Spectroscopy. Electrochemical testing showed a capacitance of 225.6 F/g at a sweep rate of 5 mV/s within a voltage range of 1.3 V, and high energy density of 37.2 Wh/kg at a current density of 0.5 A/g in galvanostatic charge/discharge cycling. It is suggested that the two different components, manganese hexacyanoferrate core and manganese dioxide shell, lead to an integrated electrochemical behavior, and an enhanced capacitor. The electrochemical testing and corresponding XPS analysis also demonstrated that the manganese coordinated by cyanide groups via nitrogen atoms in MnHCF did not get involved in the charge storage process during potential cycles. 展开更多
关键词 SUPERCAPACITORS deep electro-oxidation manganese HEXACYANOFERRATE core-shell NANOSTRUCTURES
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Improving the spaceborne GNSS-R altimetric precision based on the novel multilayer feedforward neural network weighted joint prediction model
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作者 Yiwen Zhang Wei Zheng Zongqiang Liu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期271-284,共14页
Global navigation satellite system-reflection(GNSS-R)sea surface altimetry based on satellite constellation platforms has become a new research direction and inevitable trend,which can meet the altimetric precision at... Global navigation satellite system-reflection(GNSS-R)sea surface altimetry based on satellite constellation platforms has become a new research direction and inevitable trend,which can meet the altimetric precision at the global scale required for underwater navigation.At present,there are still research gaps for GNSS-R altimetry under this mode,and its altimetric capability cannot be specifically assessed.Therefore,GNSS-R satellite constellations that meet the global altimetry needs to be designed.Meanwhile,the matching precision prediction model needs to be established to quantitatively predict the GNSS-R constellation altimetric capability.Firstly,the GNSS-R constellations altimetric precision under different configuration parameters is calculated,and the mechanism of the influence of orbital altitude,orbital inclination,number of satellites and simulation period on the precision is analyzed,and a new multilayer feedforward neural network weighted joint prediction model is established.Secondly,the fit of the prediction model is verified and the performance capability of the model is tested by calculating the R2 value of the model as 0.9972 and the root mean square error(RMSE)as 0.0022,which indicates that the prediction capability of the model is excellent.Finally,using the novel multilayer feedforward neural network weighted joint prediction model,and considering the research results and realistic costs,it is proposed that when the constellation is set to an orbital altitude of 500 km,orbital inclination of 75and the number of satellites is 6,the altimetry precision can reach 0.0732 m within one year simulation period,which can meet the requirements of underwater navigation precision,and thus can provide a reference basis for subsequent research on spaceborne GNSS-R sea surface altimetry. 展开更多
关键词 GNSS-R satellite constellations Sea surface altimetric precision Underwater navigation multilayer feedforward neural network
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Study on theoretical model for electrical explosion resistivity of Al/Ni reactive multilayer foil
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作者 Zehao Wang Tao Wang +2 位作者 Pengfei Xue Mingyu Li Qingxuan Zeng 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期348-356,共9页
Al/Ni reactive multilayer foil(RMF)possesses excellent comprehensive properties as a promising substitute for traditional Cu bridge.A theoretical resistivity model of Al/Ni RMF was developed to guide the optimization ... Al/Ni reactive multilayer foil(RMF)possesses excellent comprehensive properties as a promising substitute for traditional Cu bridge.A theoretical resistivity model of Al/Ni RMF was developed to guide the optimization of EFIs.Al/Ni RMF with different bilayer thicknesses and bridge dimensions were prepared by MEMS technology and electrical explosion tests were carried out.According to physical and chemical reactions in bridge,the electrical explosion process was divided into 5 stages:heating of condensed bridge,vaporization and diffusion of Al layers,intermetallic combination reaction,intrinsic explosion,ionization of metal gases,which are obviously shown in measured voltage curve.Effects of interface and grain boundary scattering on the resistivity of film metal were considered.Focusing on variations of substance and state,the resistivity was developed as a function of temperature at each stage.Electrical explosion curves were calculated by this model at different bilayer thicknesses,bridge dimensions and capacitor voltages,which showed an excellent agreement with experimental ones. 展开更多
关键词 Al/Ni reactive multilayer foil Electrical explosion Resistivity model Phase transition CALCULATION
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河南省滑坡灾害易发性制图研究:多种机器学习模型的对比 被引量:4
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作者 曹文庚 潘登 +3 位作者 徐郅杰 张文培 任宇 南天 《地质科技通报》 北大核心 2025年第1期101-111,共11页
河南省具有复杂的地貌类型,面临着频繁发生滑坡灾害的挑战,因此进行高效准确的滑坡易发性制图对于地方政府和居民具有重要意义。但是,在滑坡易发性制图研究中,如何选取适合河南省滑坡灾害数据集的机器学习模型、提高评价精度的对比研究... 河南省具有复杂的地貌类型,面临着频繁发生滑坡灾害的挑战,因此进行高效准确的滑坡易发性制图对于地方政府和居民具有重要意义。但是,在滑坡易发性制图研究中,如何选取适合河南省滑坡灾害数据集的机器学习模型、提高评价精度的对比研究仍需进一步开展。以河南省为研究区,收集滑坡数据并编录成滑坡灾害数据库。通过递归特征消除法筛选出对滑坡相对影响最高的11个因子(坡度、高程、平面曲率、剖面曲率、土地覆盖、岩性、土壤类型、降水量、道路密度、河流密度、断裂带密度)整合成空间数据集,训练多层感知机(MLP)神经网络、随机森林(RF)、极端梯度提升(XGBoost)和支持向量机(SVM)模型并使用接收者受试特征曲线下面积(AUC)评估各个模型性能,制作高精度滑坡易发性分区图。研究结果表明,多层感知机模型对河南省滑坡灾害数据集适配性最强,AUC达到0.95。相较于支持向量机、极端梯度提升和随机森林模型,MLP模型预测的滑坡灾害高易发区的面积占比最小,能更精确地识别潜在滑坡灾害高风险区域。预测的极高和高易发区主要分布在豫西山地、丘陵地区,地形因素对河南省滑坡灾害发育具有主导作用。研究成果可为大尺度区域开展高精度滑坡灾害易发性评价提供参考。 展开更多
关键词 滑坡 多层感知机 机器学习 易发性制图 河南省
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融合多层特征与上下文信息的YOLO改进算法 被引量:1
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作者 费选 郭梦瑶 +2 位作者 吴思佳 靳子泷 马丁 《科学技术与工程》 北大核心 2025年第4期1555-1562,共8页
遥感图像目标检测在军事侦察、智慧农业等领域意义重大,特别是小目标检测一直获得持续关注。然而,遥感图像中的小目标面临特征信息不足、检测难度大等问题,成为困扰遥感检测应用发展的最大障碍。为此,提出YOLO-HF(you only look once-hy... 遥感图像目标检测在军事侦察、智慧农业等领域意义重大,特别是小目标检测一直获得持续关注。然而,遥感图像中的小目标面临特征信息不足、检测难度大等问题,成为困扰遥感检测应用发展的最大障碍。为此,提出YOLO-HF(you only look once-hybrid feature)算法,该算法在传统YOLOv7模型的网络中,引入通道注意力和自注意力的混合注意力机制提取目标深层特征,并将浅层特征和深层特征进行融合,增加局部特征的丰富性;为进一步加强对全局信息的关注,在提取特征后为小尺度目标添加全局注意力机制,实现全局特征表达能力的提升;为避免传统损失函数对小目标位置偏差敏感,导致检测效果不佳,选择使用一种新的度量方式,将其嵌入边界框损失函数的计算中,从而加快损失函数的收敛,实现小目标检测精度的提升。实验结果表明:与传统YOLOv7算法相比,所提算法在RSOD和NWPU VHR-10数据集上均表现出优越性,特别地,在RSOD数据集上均值平均精度提升了2.90%,在NWPU VHR-10数据集上均值平均精度实现了3.61%的提升。 展开更多
关键词 遥感图像 目标检测 YOLOv7 多层特征 注意力机制
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融合改进堆叠编码器和多层BiLSTM的入侵检测模型 被引量:3
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作者 陈虹 姜朝议 +2 位作者 金海波 武聪 卢健波 《计算机工程与应用》 北大核心 2025年第3期306-314,共9页
针对基于机器学习入侵检测模型需要大量特征工程,且对不平衡数据处理欠佳,导致检测率低、误报率高等问题。构建了一种SE-MBL的入侵检测模型。采用自适应合成采样(ADASYN)方法对少数类样本进行样本扩展,解决数据不平衡问题,形成相对对称... 针对基于机器学习入侵检测模型需要大量特征工程,且对不平衡数据处理欠佳,导致检测率低、误报率高等问题。构建了一种SE-MBL的入侵检测模型。采用自适应合成采样(ADASYN)方法对少数类样本进行样本扩展,解决数据不平衡问题,形成相对对称的数据集。采用改进的堆叠自编码器进行数据降维,消除特征冗余,并引入Dropout机制来增强信息融合,提升模型的泛化能力。提出一种融合一维CNN和多层BiLSTM的模块,分别提取空间特征和时间特征,以提高模型的分类性能。在NSL-KDD和CICIDS2017数据集上的实验结果表明,该模型可以实现较高的正确率和召回率,优于传统机器学习和深度学习方法。 展开更多
关键词 网络安全 入侵检测 数据不平衡 数据降维 多层BiLSTM
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基于多尺度时频域学习的多元长时间序列预测 被引量:1
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作者 衡红军 李怡欣 《西安电子科技大学学报》 北大核心 2025年第2期128-142,共15页
针对现有多元长时间序列预测模型中存在的两个问题,一是仅利用单周期尺度时域信息无法捕捉序列的长期时间依赖关系,二是难以捕捉到有效的多元依赖关系。基于多层感知机,提出了一种基于多尺度时频域学习的多元长时间序列预测模型。模型... 针对现有多元长时间序列预测模型中存在的两个问题,一是仅利用单周期尺度时域信息无法捕捉序列的长期时间依赖关系,二是难以捕捉到有效的多元依赖关系。基于多层感知机,提出了一种基于多尺度时频域学习的多元长时间序列预测模型。模型首先基于傅里叶变换自适应寻找序列的不同周期作为多个尺度;然后针对每个尺度,通过序列分解,分别进行时域和频域两阶段的学习,获取序列的局部和全局时间依赖关系;随后再依据变量间的相关性分析结果,自适应建模多元序列的变量依赖关系;最后,对各尺度中不同的序列分解项应用不同的聚合方法,实现多尺度信息的互补融合。在七个真实数据集上的实验表明,该模型在超过90%的测试中位于最优或次优水平。与基于序列分解的线性模型DLinear相比,MSE实现了11%的平均降低和49.22%的最大降低,MAE实现了10%的平均降低和33.03%的最大降低。此外,模型在有效提升预测精度的同时,具有更高的运行效率。 展开更多
关键词 预测 时间序列 时频域 多尺度 序列分解 多层感知机
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PC透明件表面Silicone/TiO_(2)一维光子晶体紫外防护膜层研究
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作者 韩健 吕艳 +5 位作者 席圣杰 张军利 祝林 袁旗 刘春太 申长雨 《载人航天》 北大核心 2025年第2期197-201,共5页
为提升PC透明件的抗辐照性能,选用柔韧性有机硅为低折射率材料,二氧化钛(TiO_(2))为高折射率材料,结合溶胶凝胶法和旋涂法,在PC表面成功制备了表面无裂纹的一维光子晶体纳米多层膜。通过调节溶胶浓度及旋涂速度,4周期Silicone/TiO_(2)1D... 为提升PC透明件的抗辐照性能,选用柔韧性有机硅为低折射率材料,二氧化钛(TiO_(2))为高折射率材料,结合溶胶凝胶法和旋涂法,在PC表面成功制备了表面无裂纹的一维光子晶体纳米多层膜。通过调节溶胶浓度及旋涂速度,4周期Silicone/TiO_(2)1DPhC/PC在紫外波段(波长328 nm处)反射率达到86%,同时在可见光区的平均透过率达到85%以上。经胶带剥离和摩擦测试后,Silicone/TiO_(2)1DPhC/PC表现出良好的耐刮擦性及力学稳定性。人工加速紫外老化实验表明,Silicone/TiO_(2)一维光子晶体紫外反射膜层可以为PC基材提供有效的紫外辐照防护。 展开更多
关键词 聚碳酸酯 紫外防护 一维光子晶体 多层膜 有机硅
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规则波中船舶操纵运动预报的灰箱建模研究
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作者 韩阳 郝立柱 +3 位作者 师超 潘子英 鲁江 顾民 《中国舰船研究》 北大核心 2025年第1期47-57,共11页
[目的]针对船舶操纵运动实时准确预报的需求,开展规则波中船舶操纵运动预报的灰箱建模研究。[方法]建立船舶操纵运动方程,以表征操纵运动机理。应用泰勒级数展开方法近似静水水动力,采用经验公式估算规则波中二阶定常波浪漂移力,形成规... [目的]针对船舶操纵运动实时准确预报的需求,开展规则波中船舶操纵运动预报的灰箱建模研究。[方法]建立船舶操纵运动方程,以表征操纵运动机理。应用泰勒级数展开方法近似静水水动力,采用经验公式估算规则波中二阶定常波浪漂移力,形成规则波中船舶操纵运动预报的数学模型。采用傅里叶变换方法解决不同频率的操纵与耐波运动数据分离问题,基于操纵运动数据和深度神经网络(DNN)技术,构建静水水动力修正及二阶定常波浪漂移力模型,并将其代入操纵运动机理方程,形成融合机理与数据的规则波中船舶操纵运动预报灰箱模型。然后以ONRT为研究对象,分别应用灰箱模型和数学模型预报规则波中船舶操纵运动。[结果]结果显示,对于所有运动工况,仿真单位时间步长耗时平均约2~3ms,灰箱模型预报结果与试验数据相比其相对精度均值达94.83%,相比数学模型预报精度平均提高了4.50%。[结论]灰箱预报模型可以作为规则波中船舶操纵运动预报的有效方法,能为真实海洋环境中船舶操纵运动的实时预报奠定基础。 展开更多
关键词 船舶 操纵性 操纵运动 灰箱建模 多层神经网络 傅里叶变换 ONRT
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