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Compression and Thermal Conduction Performance of Bioinspired Sandwich Structures Fabricated by Laser Powder Bed Fusion
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作者 Kaijie Lin Kaiming Hu +3 位作者 Dongdong Gu Jiankai Yang Mingdong Zhou Yi Xiong 《Additive Manufacturing Frontiers》 2025年第1期41-48,共8页
After millions of years of natural evolution,horsetails have evolved unique stem structures that enable survival in harsh environments.Inspired by the cross-sectional characteristics of horsetail stems,a series of bio... After millions of years of natural evolution,horsetails have evolved unique stem structures that enable survival in harsh environments.Inspired by the cross-sectional characteristics of horsetail stems,a series of bioinspired sandwich structures were designed and fabricated using the laser powder bed fusion(LPBF)process.By combining experimental and finite element simulation methods,the formability,mechanical properties,deformation behavior,and thermal conduction performance of these structures were determined.Results show that the surface morphology of the bioinspired sandwich structures was smooth,with no cracks observed.The bioinspired sandwich structure with an inner tube diameter of 1.9 mm(D_(1.9))exhibited optimal comprehensive mechanical properties,with a specific strength of 64.2 MPa/(g/cm^(3)),and specific energy absorption of 3.3 J/g.Stress distribution results revealed that the D_(1.9)structures had the most uniform stress distribution.Furthermore,increasing the internal conduction paths improved heat transfer;therefore,the thermal conductivities of the D_(1.4),D_(1.9),and D_(2.4)structures were higher than that of the D0 structure.This study demonstrates that a bioinspired design approach,combined with additive manufacturing technology,enables the development of high-performance structures with both load-bearing and thermally insulating capabilities. 展开更多
关键词 Additive manufacturing Laser powder bed fusion BIOINSPIRED Mechanical properties thermal conduction
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Heterogeneous interface enhanced polyurethane/MXene@Fe_(3)O_(4)composite elastomers for electromagnetic wave absorption and thermal conduction
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作者 Xin An Zhaoxu Sun +5 位作者 Jiahui Shen Jiajia Zheng Aixi Sun Xiping Li Shaohua Jiang Yiming Chen 《International Journal of Minerals,Metallurgy and Materials》 2025年第3期728-737,共10页
The development of high-performance functional composites has become a research hotspot in response to the hazards of over-heating and electromagnetic radiation in modern electronic devices.Herein,we grew magnetic Fe_... The development of high-performance functional composites has become a research hotspot in response to the hazards of over-heating and electromagnetic radiation in modern electronic devices.Herein,we grew magnetic Fe_(3)O_(4)particles in situ on the MXene layer to obtain an MXene@Fe_(3)O_(4)composite with rich heterogeneous interfaces.Owing to the unique heterostructure and the synergistic effects of multiple electromagnetic wave absorption mechanisms,the composite achieved a minimum reflection loss of-27.14 dB and an effect-ive absorption bandwidth of 2.05 GHz at an absorption thickness of 2 mm.Moreover,the MXene@Fe_(3)O_(4)composite could be encapsu-lated in thermoplastic polyurethane(TPU)via thermal curing.The obtained composite elastomer exhibited a strong tensile strength,and its thermal diffusivity was 113%higher than that of pure TPU.Such additional mechanical properties and thermal conduction features render this composite elastomer an advanced electromagnetic absorber to adapt to the ever-changing environment for expanding practical applications. 展开更多
关键词 composite elastomer MXene electromagnetic wave absorption thermal conduction
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Guide and control of thermal conduction with isotropic thermodynamic parameters based on a rotary-concentrating device
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作者 刘帽 严泉 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第4期423-429,共7页
A rotary-concentrating device for thermal conduction is constructed to control and guide thermal energy transmitting in elastic plates.The designed device has the ability of concentrating for thermal conduction and co... A rotary-concentrating device for thermal conduction is constructed to control and guide thermal energy transmitting in elastic plates.The designed device has the ability of concentrating for thermal conduction and controlling the processes of thermal diffusion in a plate.The multilayered isotropic material properties of the rotary-concentrating device are derived based on the transformation and rotary medium method and a rotation parameter to control the thermal diffusion process is introduced.The efficiency of the rotary-concentrating device for thermal conduction is verified.Stability of temperature fields in a plate with the rotary-concentrating device is analyzed to study the performance of rotary-concentrating.Numerical examples show that the constructed rotary-concentrating device for thermal conduction can effectively rotate and focus on the thermal energy into the device for a wide range of diffusion temperatures,which can enhance the thermal conduction.Therefore,this study can provide a theoretical support for potential applications in fields of energy harvesting and thermal conduction control. 展开更多
关键词 rotary-concentrating thermal conduction isotropic thermodynamic parameters control of thermal conduction process
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Normal thermal conduction in lattice models with asymmetric harmonic interparticle interactions 被引量:3
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作者 钟毅 张勇 +1 位作者 王矫 赵鸿 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第7期28-31,共4页
We study the thermal conduction behaviors of one-dimensional lattice models with asymmetric harmonic interparticle interactions. Normal thermal conductivity that is independent of system size is observed when the latt... We study the thermal conduction behaviors of one-dimensional lattice models with asymmetric harmonic interparticle interactions. Normal thermal conductivity that is independent of system size is observed when the lattice chains are long enough. Because only the harmonic interactions are involved, the result confirms, without ambiguity, that asymmetry plays a key role in normal thermal conduction in one-dimensional momentum conserving lattices. Both equilibrium and nonequilibrium simulations are performed to support the conclusion. 展开更多
关键词 ANHARMONICITY normal thermal conduction Green–Kubo formula
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APPLICATION OF NUMERICAL SIMULATION TO STUDY ON THERMAL CONDUCTION
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作者 C.Zhu Z.Xu D.E.Wu 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2004年第1期16-20,共5页
In this paper, using computer simulation and mathematic experiment method to solve the simplified one dimensional thermal conduction equation and to obtain the temperature distribution in a metal bar when its one end ... In this paper, using computer simulation and mathematic experiment method to solve the simplified one dimensional thermal conduction equation and to obtain the temperature distribution in a metal bar when its one end was heated. According to principle of hot expansion, a holograph of temperature distribution in the bar by laser holo-technique was taken. The results of numerical simulation and experiments are in good agreement and a new method for study on thermal conduction by laser holo-technique was found. 展开更多
关键词 metal bar thermal conduction equation computer simulation HOLOGRAPH
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Assessment of Different Optimization Algorithms for a Thermal Conduction Problem
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作者 Mohammad Reza Hajmohammadi Javad Najafiyan Giulio Lorenzini 《Fluid Dynamics & Materials Processing》 EI 2023年第1期233-244,共12页
In this study,three computational approaches for the optimization of a thermal conduction problem are critically compared.These include a Direct Method(DM),a Genetic Algorithm(GA),and a Pattern Search(PS)technique.The... In this study,three computational approaches for the optimization of a thermal conduction problem are critically compared.These include a Direct Method(DM),a Genetic Algorithm(GA),and a Pattern Search(PS)technique.The optimization aims to minimize the maximum temperature of a hot medium(a medium with uniform heat generation)using a constant amount of high conductivity materials(playing the role of fixed factor constraining the considered problem).The principal goal of this paper is to determine the most efficient and fastest option among the considered ones.It is shown that the examined three methods approximately lead to the same result in terms of maximum tem-perature.However,when the number of optimization variables is low,the DM is the fastest one.An increment in the complexity of the design and the number of degrees of freedom(DOF)can make the DM impractical.Results also show that the PS algorithm becomes faster than the GA as the number of variables for the optimization rises. 展开更多
关键词 OPTIMIZATION thermal conduction pattern search genetic algorithm
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Electrocaloric effect enhanced thermal conduction of a multilayer ceramic structure
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作者 Hongbo Liu 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第8期471-473,共3页
The electrocaloric effect of ferroelectric ceramics has been studied extensively for solid-state caloric cooling.Generally,most ferroelectric ceramics are poor thermal conductors.In this work,the possibility of enhanc... The electrocaloric effect of ferroelectric ceramics has been studied extensively for solid-state caloric cooling.Generally,most ferroelectric ceramics are poor thermal conductors.In this work,the possibility of enhancing the thermal conduction of ferroelectric ceramics through the electrocaloric effect is studied.A multilayer ceramic structure is proposed and the proper sequential electric field is applied to each ceramic layer.The result shows that the thermal conduction of the multilayer structure is significantly enhanced because of the electrocaloric effect of the ferroelectric ceramics.As a result,the work finds an alternatively way of applying the electrocaloric effect,prompting thermal conduction. 展开更多
关键词 electrocaloric effect thermal conduction
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Structure of ADAFs in a general large-scale B-field:the role of wind and thermal conduction
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作者 Amin Mosallanezhad Mehdi Khajavi Shahram Abbassi 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2013年第1期87-98,共12页
We have explored the structure of a hot flow bathed in a general large-scale magnetic field. The importance of outflow and thermal conduction on the self-similar structure of a hot accretion flow has been investigated... We have explored the structure of a hot flow bathed in a general large-scale magnetic field. The importance of outflow and thermal conduction on the self-similar structure of a hot accretion flow has been investigated. We consider the additional 2 2 2 magnetic parameters are the Alfv6n sound speeds in three directions of cylindrical coordinates. In comparison to the accretion disk without winds, our results show that the radial and rotational velocities of the disk become faster, but the disk becomes cooler because of the angular momentum and energy flux which are taken away by the winds. Moreover, thermal conduction opposes the effect of winds and not only decreases the rotational velocity but also in- creases the radial velocity as well as the sound speed of the disk. In addition, we study the effect of the global magnetic field on the structure of the disk. Our numerical re- suits show that all the components of a magnetic field can be important and they have a considerable effect on velocities and vertical structure of the disk. 展开更多
关键词 accretion: accretion flow -- wind: outflow -- thermal conduction
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Research progress in interface modification and thermal conduction behavior of diamond/metal composites 被引量:12
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作者 Ping Zhu Pingping Wang +5 位作者 Puzhen Shao Xiu Lin Ziyang Xiu Qiang Zhang Equo Kobayashi Gaohui Wu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2022年第2期200-211,共12页
Diamond/metal composites are widely used in aerospace and electronic packaging fields due to their outstanding high thermal conductivity and low expansion.However,the difference in chemical properties leads to interfa... Diamond/metal composites are widely used in aerospace and electronic packaging fields due to their outstanding high thermal conductivity and low expansion.However,the difference in chemical properties leads to interface incompatibility between diamond and metal,which has a considerable impact on the performance of the composites.To improve the interface compatibility between diamond and metal,it is necessary to modify the interface of composites.This paper reviews the experimental research on interface modification and the application of computational simulation in diamond/metal composites.Combining computational simulation with experimental methods is a promising way to promote diamond/metal composite interface modification research. 展开更多
关键词 diamond/metal interface modification thermal conductivity computational simulation
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Mictomagnetism and suppressed thermal conduction of the prototype high-entropy alloy CrMnFeCoNi 被引量:3
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作者 Jianyan Yang Weijun Ren +5 位作者 Xinguo Zhao Tatsuya Kikuchi Ping Miao Kenji Nakajima Bing Li Zhidong Zhang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2022年第4期55-60,共6页
High-entropy alloys are characteristic of extensive atomic occupational disorder on high-symmetric lattices,differing from traditional alloys.Here,we investigate the magnetic and thermal transport properties of the pr... High-entropy alloys are characteristic of extensive atomic occupational disorder on high-symmetric lattices,differing from traditional alloys.Here,we investigate the magnetic and thermal transport properties of the prototype face-centered-cubic high-entropy alloy CrMnFeCoNi by combining physical properties measurements and neutron scattering.Direct-current and alternating-current magnetizations measurements indicate a mictomagnetic behavior with coexisting antiferromagnetic and ferromagnetic interactions below room temperature and three anomalies are found at about 80,40,and 20 K,which are related to the paramagnetic to antiferromagnetic transition,the antiferromagnetic to ferromagnetic transition,and the spin freezing,respectively.The electrical and thermal conductivities are significantly reduced compared to Ni,and the temperature dependence of lattice thermal conductivity exhibits a glasslike plateau.Inelastic neutron scattering measurements suggest weak anharmonicity so that the thermal transport is expected to be dominated by the defect scattering. 展开更多
关键词 High-entropy alloys MAGNETISM Inelastic neutron scattering Lattice dynamics thermal conductivity
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Controlling Thermal Conduction by Graded Materials 被引量:2
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作者 Qin Ji Ji-Ping Huang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2018年第4期434-440,共7页
Manipulating thermal conductivities are fundamentally important for controlling the conduction of heat at will. Thermal cloaks and concentrators, which have been extensively studied recently, are actually graded mater... Manipulating thermal conductivities are fundamentally important for controlling the conduction of heat at will. Thermal cloaks and concentrators, which have been extensively studied recently, are actually graded materials designed according to coordinate transformation approaches, and their effective thermal conductivity is equal to that of the host medium outside the cloak or concentrator. Here we attempt to investigate a more general problem: what is the effective thermal conductivity of graded materials? In particular, we perform a first-principles approach to the analytic exact results of effective thermal conductivities of materials possessing either power-law or linear gradation profiles. On the other hand, by solving Laplace's equation, we derive a differential equation for calculating the effective thermal conductivity of a material whose thermal conductivity varies along the radius with arbitrary gradation profiles.The two methods agree with each other for both external and internal heat sources, as confirmed by simulation and experiment. This work provides different methods for designing new thermal metamaterials(including thermal cloaks and concentrators), in order to control or manipulate the transfer of heat. 展开更多
关键词 thermal metamaterials graded materials effective thermal conductivity
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Fractal analysis of thermal conduction of loose coal 被引量:2
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作者 WANG Yijiang ZHOU Guoqing +1 位作者 WEI Yazhi ZHOU Yang 《Mining Science and Technology》 EI CAS 2010年第6期831-834,838,共5页
For deep mining engineering, heat transfer of coal mass is a vital factor in the thermal environment of coal mines. In order to study the thermal conduction mechanism, we obtained gray images of coal mass microstructu... For deep mining engineering, heat transfer of coal mass is a vital factor in the thermal environment of coal mines. In order to study the thermal conduction mechanism, we obtained gray images of coal mass microstructure by scanning samples with a digital microscope. With the use of Matlab, these gray images were transformed into binary images, which were then transformed into a corresponding matrix consisting only of the values 0 and 1. According to the calculation method of box-counting dimension, we calculated the fractal dimension of the loose coal to be approximately 1.86. The thermal conductivity expressions of loose coal were derived based on the simulation method of thermal resistance. We calculated the thermal conductivity of loose coal by using a fractal model and compared the calculated values with our experimental data. The results show that the test data show an encourag-ing agreement with the calculated values. Hence fractal theory is a feasible method for studying thermal conductivity of loose coal. 展开更多
关键词 loose coal thermal conductivity fractal theory box-counting dimension
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Thermal Conduction and Insulation Modification in Asphalt-Based Composites 被引量:1
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作者 Xiaofeng Zhou Shengyue Wang Chao Zhou 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2012年第3期285-288,共4页
The relationship between thermal conductivity and properties of mixing particles is required for quantitative study of heat transfer processes in asphalt-based materials. In this paper, we measured the e?ective ther-... The relationship between thermal conductivity and properties of mixing particles is required for quantitative study of heat transfer processes in asphalt-based materials. In this paper, we measured the e?ective ther- mal conductivity of asphalt-based materials with thermal conduction (graphite) and insulation (cenosphere) powders modification. By taking account of the particle shape, volume fraction, the thermal conductivity of filling particles and base asphalt, we present a new differential effective medium formula to predict the thermal conductivity modification in asphalt-based composite. Our theoretical predications are in good agreement with the experiment data. The new model can be applied for predicting the thermal properties of asphalt-based mixture, which is available for most of thermal modification in two-phase composites. 展开更多
关键词 thermal conductivity Asphalt-based composites Graphite CENOSPHERE Differential effective medium formula
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Thermal conduction of one-dimensional carbon nanomaterials and nanoarchitectures 被引量:1
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作者 Haifei Zhan Yuantong Gu 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第3期94-103,共10页
This review summarizes the current studies of the thermal transport properties of one-dimensional(1D)carbon nano-materials and nanoarchitectures.Considering different hybridization states of carbon,emphases are laid o... This review summarizes the current studies of the thermal transport properties of one-dimensional(1D)carbon nano-materials and nanoarchitectures.Considering different hybridization states of carbon,emphases are laid on a variety of 1D carbon nanomaterials,such as diamond nanothreads,penta-graphene nanotubes,supernanotnbes,and carbyne.Based on experimental measurements and simulation/calculation results,we discuss the dependence of the thermal conductivity of these 1D carbon nanomaterials on a wide range of factors,including the size effect,temperature influence,strain effect,and others.This review provides an overall understanding of the thermal transport properties of 1D carbon nanomaterials and nanoarchitectures,which paves the way for effective thermal management at nanoscale. 展开更多
关键词 diamond nanothread carbon nanotube thermal conductivity molecular dynamics simulations
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Computer Simulation Study of Thermal Conduction in 1D Chains of Anharmonic Oscillators
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作者 Tejal N.Shah P.N.Gajjar 《Communications in Theoretical Physics》 SCIE CAS CSCD 2013年第3期361-364,共4页
In this work thermal conduction in one-dimensional (1D) chains of anharmonic oscillators are studied using computer simulation. The temperature profile, heat flux and thermal conductivity are investigated for chain ... In this work thermal conduction in one-dimensional (1D) chains of anharmonic oscillators are studied using computer simulation. The temperature profile, heat flux and thermal conductivity are investigated for chain length N = 100, 200, 400, 800 and 1600. In the computer simulation anharmonicity is introduced due to Fermi-Pasta- U1am-β (FPU-β) model For substrate interaction, an onsite potential due to Frenkel-Kontorova (FK) model has been used. Numerical simulations demonstrate that temperature gradient scales behave as N-1 linearly with the relation J = 0.1765/N. For the thermal conductivity K, KN to N obey the linear relation of the type KN = 0.8805N. It is shown that thermal transport is dependent on phonon-phonon interaction as web as phonon-lattice interaction. The thermal conductivity increases linearly with increase inanharmonicity and predicts relation κ =0.133 + 0.804β. It is also concluded that for higher value of the strength of the onsite potential system tends to a thermal insulator. 展开更多
关键词 heat conduction thermal conductivity Anharmonic oscillator Fermi-Pasta-Ulam model Frenkel-Kontorova model
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Lattice thermal conduction in cadmium arsenide
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作者 R F Chinnappagoudra M D Kamatagi +1 位作者 N R Patil N S Sankeshwar 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第11期424-430,共7页
Lattice thermal conductivity(LTC)of cadmium arsenide(Cd_(3)As_(2))is studied over a wide temperature range(1–400 K)by employing the Callaway model.The acoustic phonons are considered to be the major carriers of heat ... Lattice thermal conductivity(LTC)of cadmium arsenide(Cd_(3)As_(2))is studied over a wide temperature range(1–400 K)by employing the Callaway model.The acoustic phonons are considered to be the major carriers of heat and to be scattered by the sample boundaries,disorder,impurities,and other phonons via both Umklapp and normal phonon processes.Numerical calculations of LTC of Cd_(3)As_(2)bring out the relative importance of the scattering mechanisms.Our systematic analysis of recent experimental data on thermal conductivity(TC)of Cd_(3)As_(2)samples of different groups,presented in terms of LTC,κL,using a nonlinear regression method,reveals good fits to the TC data of the samples considered for T<~50 K,and suggests a value of 0.2 for the Gruneisen parameter.It is,however,found that for T>100 K the inclusion of the electronic component of TC,κe,incorporating contributions from relevant electron scattering mechanisms,is needed to obtain good agreement with the TC data over the wide temperature range.More detailed investigations of TC of Cd_(3)As_(2)are required to better understand its suitability in thermoelectric and thermal management devices. 展开更多
关键词 dirac semimetals Cd_(3)As_(2) thermal conductivity phonon scattering
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Size-dependent heat conduction of thermal cellular structures: A surface-enriched multiscale method
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作者 Xiaofeng Xu Junfeng Li +2 位作者 Xuanhao Wu Ling Ling Li Li 《Defence Technology(防务技术)》 2025年第7期50-67,共18页
This paper examined how microstructure influences the homogenized thermal conductivity of cellular structures and revealed a surface-induced size-dependent effect.This effect is linked to the porous microstructural fe... This paper examined how microstructure influences the homogenized thermal conductivity of cellular structures and revealed a surface-induced size-dependent effect.This effect is linked to the porous microstructural features of cellular structures,which stems from the degree of porosity and the distri-bution of the pores.Unlike the phonon-driven surface effect at the nanoscale,the macro-scale surface mechanism in thermal cellular structures is found to be the microstructure-induced changes in the heat conduction path based on fully resolved 3D numerical simulations.The surface region is determined by the microstructure,characterized by the intrinsic length.With the coupling between extrinsic and intrinsic length scales under the surface mechanism,a surface-enriched multiscale method was devel-oped to accurately capture the complex size-dependent thermal conductivity.The principle of scale separation required by classical multiscale methods is not necessary to be satisfied by the proposed multiscale method.The significant potential of the surface-enriched multiscale method was demon-strated through simulations of the effective thermal conductivity of a thin-walled metamaterial struc-ture.The surface-enriched multiscale method offers higher accuracy compared with the classical multiscale method and superior efficiency over high-fidelity finite element methods. 展开更多
关键词 thermal conductivity Surface-enriched multiscale method METAMATERIAL Surface effect Multi-scale modeling
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Effect of aggregation on thermal conduction in ternary molten salt-based nanofluids:insights from a multiscale coupled MD-LBM method
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作者 Zhe Yang Qingsheng Yu +5 位作者 Ce Cui Haowei Xing Xiang Yin Yulong Song Xu Yang Feng Cao 《Energy Storage and Saving》 2025年第1期70-82,共13页
Molten salts serve as primary heat transfer and storage media in thermal energy storage systems.Adding nanoparticles to molten salt to create nanofluids is known to significantly improve the thermal conductivity of th... Molten salts serve as primary heat transfer and storage media in thermal energy storage systems.Adding nanoparticles to molten salt to create nanofluids is known to significantly improve the thermal conductivity of the molten salts.However,nanoparticle agglomeration is inevitable and substantially affects the thermal con-ductivity of molten salts.Moreover,the mechanisms whereby agglomeration influences thermal conductivity remain unclear.This paper presents an innovative multiscale coupling model that combines molecular dynamics(MD)simulations with the lattice Boltzmann method(LBM)to investigate the thermal conductivity of CuO nanoparticles in ternary NaCl-KCl-LiCl molten salt-based nanofluids.Both nonaggregated and aggregated states were considered.After conducting MD simulations at the microscale to examine the thermal contact resistance at the interface between nanoparticles,we employed the LBM to determine the effective thermal conductivity of the nanofluids at the mesoscale.The findings reveal the formation of significant heat flow channels in nanofluids containing nanoparticles.However,an increase in the thermal contact resistance reduces these channels in agglomerated particles,potentially reducing the thermal conductivity compared with that in the nonaggregated nanofluids.In cluster-like structures,fewer nanoparticles are positioned within heat flow channels,in contrast to chain-like arrangements.This reduction limits the enhancement in the thermal conductivity and minimizes variations in the thermal conductivity due to differences in the aggregate particle number and orientation.Furthermore,the thermal conductivity exhibited notable variations with varying agglomerated nanoparticle diameters at identical mass fractions.Both smaller and larger particles can increase the level of contact thermal resistance,ultimately reducing the thermal conductivity. 展开更多
关键词 Molten salt nanofluid AGGREGATION thermal conductivity Heat flow channels Coupling model
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Down-Top Strategy Engineered Large-Scale Fluorographene/PBO Nanofibers Composite Papers with Excellent Wave-Transparent Performance and Thermal Conductivity
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作者 Yuhan Lin Lin Tang +4 位作者 Mingshun Jia Mukun He Junliang Zhang Yusheng Tang Junwei Gu 《Nano-Micro Letters》 2026年第1期935-951,共17页
With the miniaturization and high-frequency evolution of antennas in 5G/6G communications,aerospace,and transportation,polymer composite papers integrating superior wave-transparent performance and thermal conductivit... With the miniaturization and high-frequency evolution of antennas in 5G/6G communications,aerospace,and transportation,polymer composite papers integrating superior wave-transparent performance and thermal conductivity for radar antenna systems are urgently needed.Herein,a down-top strategy was employed to synthesize poly(p-phenylene benzobisoxazole)precursor nanofibers(prePNF).The prePNF was then uniformly mixed with fluorinated graphene(FG)to fabricate FG/PNF composite papers through consecutively suction filtration,hot-pressing,and thermal annealing.The hydroxyl and amino groups in prePNF enhanced the stability of FG/prePNF dispersion,while the increasedπ-πinteractions between PNF and FG after annealing improved their compatibility.The preparation time and cost of PNF paper was significantly reduced when applying this strategy,which enabled its large-scale production.Furthermore,the prepared FG/PNF composite papers exhibited excellent wave-transparent performance and thermal conductivity.When the mass fraction of FG was 40 wt%,the FG/PNF composite paper prepared via the down-top strategy achieved the wave-transparent coefficient(|T|2)of 96.3%under 10 GHz,in-plane thermal conductivity(λ_(∥))of 7.13 W m^(−1)K^(−1),and through-plane thermal conductivity(λ_(⊥))of 0.67 W m^(−1)K^(−1),outperforming FG/PNF composite paper prepared by the top-down strategy(|T|2=95.9%,λ_(∥)=5.52 W m^(−1)K^(−1),λ_(⊥)=0.52 W m^(−1)K^(−1))and pure PNF paper(|T|2=94.7%,λ_(∥)=3.04 W m^(−1)K^(−1),λ_(⊥)=0.24 W m^(−1)K^(−1)).Meanwhile,FG/PNF composite paper(with 40 wt%FG)through the down-top strategy also demonstrated outstanding mechanical properties with tensile strength and toughness reaching 197.4 MPa and 11.6 MJ m^(−3),respectively. 展开更多
关键词 PBO nanofibers Fluorinated graphene Wave-transparency thermal conductivity
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Artificial Neural Network Model for Thermal Conductivity Estimation of Metal Oxide Water-Based Nanofluids
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作者 Nikhil S.Mane Sheetal Kumar Dewangan +3 位作者 Sayantan Mukherjee Pradnyavati Mane Deepak Kumar Singh Ravindra Singh Saluja 《Computers, Materials & Continua》 2026年第1期316-331,共16页
The thermal conductivity of nanofluids is an important property that influences the heat transfer capabilities of nanofluids.Researchers rely on experimental investigations to explore nanofluid properties,as it is a n... The thermal conductivity of nanofluids is an important property that influences the heat transfer capabilities of nanofluids.Researchers rely on experimental investigations to explore nanofluid properties,as it is a necessary step before their practical application.As these investigations are time and resource-consuming undertakings,an effective prediction model can significantly improve the efficiency of research operations.In this work,an Artificial Neural Network(ANN)model is developed to predict the thermal conductivity of metal oxide water-based nanofluid.For this,a comprehensive set of 691 data points was collected from the literature.This dataset is split into training(70%),validation(15%),and testing(15%)and used to train the ANN model.The developed model is a backpropagation artificial neural network with a 4–12–1 architecture.The performance of the developed model shows high accuracy with R values above 0.90 and rapid convergence.It shows that the developed ANN model accurately predicts the thermal conductivity of nanofluids. 展开更多
关键词 Artificial neural networks nanofluids thermal conductivity PREDICTION
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