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Physics-Informed Neural Networks:Current Progress and Challenges in Computational Solid and Structural Mechanics
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作者 Itthidet Thawon Duy Vo +6 位作者 Tinh QuocBui Kanya Rattanamongkhonkun Chakkapong Chamroon Nakorn Tippayawong Yuttana Mona Ramnarong Wanison Pana Suttakul 《Computer Modeling in Engineering & Sciences》 2026年第2期48-86,共39页
Physics-informed neural networks(PINNs)have emerged as a promising class of scientific machine learning techniques that integrate governing physical laws into neural network training.Their ability to enforce different... Physics-informed neural networks(PINNs)have emerged as a promising class of scientific machine learning techniques that integrate governing physical laws into neural network training.Their ability to enforce differential equations,constitutive relations,and boundary conditions within the loss function provides a physically grounded alternative to traditional data-driven models,particularly for solid and structural mechanics,where data are often limited or noisy.This review offers a comprehensive assessment of recent developments in PINNs,combining bibliometric analysis,theoretical foundations,application-oriented insights,and methodological innovations.A biblio-metric survey indicates a rapid increase in publications on PINNs since 2018,with prominent research clusters focused on numerical methods,structural analysis,and forecasting.Building upon this trend,the review consolidates advance-ments across five principal application domains,including forward structural analysis,inverse modeling and parameter identification,structural and topology optimization,assessment of structural integrity,and manufacturing processes.These applications are propelled by substantial methodological advancements,encompassing rigorous enforcement of boundary conditions,modified loss functions,adaptive training,domain decomposition strategies,multi-fidelity and transfer learning approaches,as well as hybrid finite element–PINN integration.These advances address recurring challenges in solid mechanics,such as high-order governing equations,material heterogeneity,complex geometries,localized phenomena,and limited experimental data.Despite remaining challenges in computational cost,scalability,and experimental validation,PINNs are increasingly evolving into specialized,physics-aware tools for practical solid and structural mechanics applications. 展开更多
关键词 Artificial Intelligence physics-informed neural networks computational mechanics bibliometric analysis solid mechanics structural mechanics
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Design and analysis of a mechanically intelligent system for biomechanical energy harvesting
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作者 Linchuan ZHAO Zewen CHEN +8 位作者 X.CHEN Qiuhua GAO Zhiyuan WU Ge YAN Kexiang WEI E.M.YEATMAN Guang MENG Wenming ZHANG Hongxiang ZOU 《Applied Mathematics and Mechanics(English Edition)》 2026年第2期235-254,共20页
The rapid advancement of wearable electronic devices has paved the way for a more intelligent and interconnected world.However,ensuring the sustainable energy supply for these devices remains a critical challenge,part... The rapid advancement of wearable electronic devices has paved the way for a more intelligent and interconnected world.However,ensuring the sustainable energy supply for these devices remains a critical challenge,particularly for specialized populations and professionals in demanding environments,where a lack of power can pose life-threatening risks.Herein,we propose a mechanically intelligent biomechanical energy harvesting approach that adapts to complex human motion excitations,thereby improving the energy harvesting performance.Leveraging a mechanical intelligence mechanism,the energy harvester aligns with human physiological habits,selectively activating or deactivating as needed.The system can also adapt to excitations of varying directions,amplitudes,and frequencies.Furthermore,the string tension helps reduce the impact forces on the knee joint during foot strikes.A theoretical model for the biomechanical energy harvesting system is developed to describe its dynamic and electrical characteristics,and a prototype is fabricated and tested under diverse conditions.The experimental results are in good agreement with the simulation trends,validating the effectiveness of the theoretical model.A test subject running at 8 km/h for 90 seconds can successfully power a smartphone for 20 seconds,demonstrating the viability of self-powered applications.This mechanically intelligent biomechanical energy harvesting method holds a promising solution for the sustainable power supply for wearable electronic devices. 展开更多
关键词 energy harvesting biomechanical energy DYNAMICS mechanically intelligent mechanism
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An integrated cartilage-on-a-chip recapitulating the bio-chemo-mechanical microenvironment in osteoarthritic joints
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作者 Hongxing Jia Shaohua Yang +7 位作者 Lamei Du Han Gao Kaiqiang Sun Fanrui Kong Tan Tang Qiuting Zhang Tujun Weng Ye Xu 《Bio-Design and Manufacturing》 2026年第2期357-378,I0069-I0077,共31页
Osteoarthritis(OA),the most common chronic joint disease,leads to remarkable morbidity and disability.The development of preclinical models that accurately recapitulate the bio-chemo-mechanical microenvironment of ost... Osteoarthritis(OA),the most common chronic joint disease,leads to remarkable morbidity and disability.The development of preclinical models that accurately recapitulate the bio-chemo-mechanical microenvironment of osteoarthritic joints is crucial for elucidating OA pathogenesis and facilitating drug development.In this study,we present a microfluidics-based cartilage-on-a-chip model that integrates tunable mechanical stimulation and inter-tissue/cell communication,mimicking the key physiological characteristics of articular cartilage for organ-level OA research.By applying controllable mechanical compression,we established a model that captures healthy and injury hallmarks of the cartilage and directly observed the mechanotransduction responses in chondrocytes.We further demonstrated that mechanically damaged cartilage induces synovial abnormalities and immune dysregulation and explored the potential of our chip as a platform for screening therapeutic targets.This cartilage-on-a-chip offers an in vitro system with a close-to-in vivo microenvironment for investigating complex bio-chemo-mechanical interactions,paving the way for advanced studies on OA pathogenesis and drug screening. 展开更多
关键词 Osteoarthritis(OA) Bio-chemo-mechanical coupled microenvironment Cartilage-on-a-chip Mechanical stimulation Intercellular communications
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Progress and perspectives of high-quality mechanical properties testing and mechanisms for 2D materials
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作者 Ting Su Chao Rong +5 位作者 Tianhao Yu Shan Hu Pan He Bowei Zhang Yabin Yan Fu-Zhen Xuan 《International Journal of Extreme Manufacturing》 2026年第1期32-64,共33页
Two-dimensional(2D)materials have attracted extensive attention from aerospace,integrated circuits,precision sensors,and flexible electronics due to their unique layered structure and excellent physicochemical propert... Two-dimensional(2D)materials have attracted extensive attention from aerospace,integrated circuits,precision sensors,and flexible electronics due to their unique layered structure and excellent physicochemical properties.In practice applications,the components of functional nanodevices are subjected to mechanical stress,which can affect the robust performance and structural reliability of these devices.Therefore,it is imperative to explore the mechanical properties and underlying mechanisms of 2D materials.However,researchers have an inadequate understanding of the accuracy of various in situ microscopy techniques and neglect the significance of high-quality,clean transfer techniques,resulting in deviated measurement results.There is now an urgent need to develop guidelines that allow researchers to select appropriate material transfer techniques and mechanical testing strategies based on the specific properties of 2D materials.Furthermore,the mechanical mechanism of 2D materials lacks systematic and comprehensive studies,which hinders researchers from deeply understanding the relationship between the material structure and the device performance.This work reviews the latest progress in the mechanics of 2D materials,focusing on the challenges of various transfer techniques and in situ microscopy techniques in mechanical testing,and provides effective guidance for the formulation of experimental schemes for mechanical testing.In addition,we offer detailed mechanistic insights into the fracture behavior,geometric dimension effects,edge defects,and interlayer bonding effects of 2D materials.This work is expected to advance the field development of 2D material mechanics. 展开更多
关键词 2D materials in situ microscopy techniques mechanical properties transfer techniques mechanical mechanisms
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Determination of well stability and sand risk minimization parameters for gas condensate field conditions using geomechanical and CT-based approaches
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作者 Valerii Khimulia Yury Kovalenko +1 位作者 Vladimir Karev Svyatoslav Barkov 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1570-1586,共17页
The paper presents the results of geomechanical and CT-based studies of deformation,fracture and filtration processes in reservoir rocks of the Arctic shelf gas condensate field.The experimental study combines(i)deter... The paper presents the results of geomechanical and CT-based studies of deformation,fracture and filtration processes in reservoir rocks of the Arctic shelf gas condensate field.The experimental study combines(i)determination of mechanical properties,(ii)true triaxial physical modeling of near-wellbore filtration and geomechanical processes,(iii)triaxial sand production studies,and(iv)digital CT-analysis of the rock matrix and sand particles.Based on true triaxial physical modeling,the relationships between permeability,rock deformation,and stresses around a horizontal well during drawdown were determined.Hollow cylinder-type tests were used to determine the stress conditions for sand release initiation,the intensity of sand production under varying stress states,and the total volume of sand produced.Digital particle size analysis of the matrix and released sand provided insights into the dominant mechanisms of hole failure during sand production.A significant strength anisotropy of reservoir rocks was identified,suggesting that drawdown in horizontal wells could lead to asymmetric bottomhole zone fracture,initiated at the upper and lower points on the wellbore contour.The obtained results allowed to determine(i)the drawdowns required to maintain wellbore stability in the given reservoir interval;(ii)the optimal parameters of downhole gravel filter screens for sand control;(iii)to identify the prevailing type of wellbore fracture and to localize failure initiation points on the wellbore walls.The results highlight the importance of integrating modern laboratory core analysis methods to enhance the development of complex reservoirs and reduce the risks of fractures and sand production in weakly cemented formations. 展开更多
关键词 True triaxial testing Near-wellbore geomechanical processes Stress-strain state Well stability Digital core analysis Grain size distribution Sand production Sand control
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Hydrogen Ion Escape from Water's Body-Centered Cubic Lattice for Modelling IPMC'Electromechanical Behavior
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作者 Dehai Zhang Chenyu Xu +4 位作者 Jingxin Zhou Zhiqiang Zhang Zhimin Xu Yihao Li Dongjie Guo 《Journal of Bionic Engineering》 2026年第1期416-430,共15页
Ion-exchange Polymer-Metal Composites(IPMCs)gain huge attentions due to large deformation,rapid electromechanical response,and high energy conversion efficiency.Deflection of IPMC arises from the volumetric swelling e... Ion-exchange Polymer-Metal Composites(IPMCs)gain huge attentions due to large deformation,rapid electromechanical response,and high energy conversion efficiency.Deflection of IPMC arises from the volumetric swelling effect induced by the concentration gradient of hydrated cations between the two electrodes,thus the volume of hydrated cation deter-mines the motion magnitude and direction of IPMC.H ion is one of the most commonly used driving cations for IPMC.However,due to its unique characteristics,particularly the inability to accurately quantify its hydration volume,existing literatures primarily focus on the physical driving models for metallic cations,i.e.,Na+,no driving model for the H ion is reported until now.This paper proposes a novel model of H ion escape from the water's body-centered cubic lattice to count the hydration volume.Number(n)of water molecules carried by the H ion is solved by combining the Lennard-Jones potential energy function with Maxwell's velocity distribution.The specific n value is equivalent to 4.04 for the H ion inside Nafion electrolyte under a 3.0 V DC electric field.Substituting it into the classic Friction Model(proposed by Tadokoro et al.at 2000),actuation behaviors of H ion driven IPMC were therefore achieved through Matlab calculations and Abaqus simulations.The calculated results of dynamic displacement and force highly match to the experimental data form the Nafion IPMC actuator driven by same electric field,showing a highly reliability of the established escape model. 展开更多
关键词 IPMC Friction model Electromechanical coupling Number of coordinated water molecules Bodycentered cubic
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Coupled Effects of Single-Vacancy Defect Positions on the Mechanical Properties and Electronic Structure of Aluminum Crystals
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作者 Binchang Ma Xinhai Yu Gang Huang 《Computers, Materials & Continua》 2026年第1期332-352,共21页
Vacancy defects,as fundamental disruptions in metallic lattices,play an important role in shaping the mechanical and electronic properties of aluminum crystals.However,the influence of vacancy position under coupled t... Vacancy defects,as fundamental disruptions in metallic lattices,play an important role in shaping the mechanical and electronic properties of aluminum crystals.However,the influence of vacancy position under coupled thermomechanical fields remains insufficiently understood.In this study,transmission and scanning electron microscopy were employed to observe dislocation structures and grain boundary heterogeneities in processed aluminum alloys,suggesting stress concentrations and microstructural inhomogeneities associated with vacancy accumulation.To complement these observations,first-principles calculations and molecular dynamics simulations were conducted for seven single-vacancy configurations in face-centered cubic aluminum.The stress response,total energy,density of states(DOS),and differential charge density were examined under varying compressive strain(ε=0–0.1)and temperature(0–600 K).The results indicate that face-centered vacancies tend to reduce mechanical strength and perturb electronic states near the Fermi level,whereas corner and edge vacancies appear to have weaker effects.Elevated temperatures may partially restore electronic uniformity through thermal excitation.Overall,these findings suggest that vacancy position exerts a critical but position-dependent influence on coupled structure-property relationships,offering theoretical insights and preliminary experimental support for defect-engineered aluminum alloy design. 展开更多
关键词 Aluminum crystal vacancy defect microstructural characterization stress response electronic structure thermomechanical coupling
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Fluid mechanics approach to assess airflow dynamics during the respiratory cycle in a child nasal airway with adenoid hypertrophy
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作者 Zahid Ullah Khan Xizhuo Jiang +1 位作者 Jingliang Dong Xiaodong Wang 《Acta Mechanica Sinica》 2026年第1期162-177,共16页
The airflow mechanics in adult nasal airways,whether healthy or abnormal,are extensively studied and investigated,but the flow mechanics in child nasal airways remain underexplored.This study investigates the airflow ... The airflow mechanics in adult nasal airways,whether healthy or abnormal,are extensively studied and investigated,but the flow mechanics in child nasal airways remain underexplored.This study investigates the airflow mechanics in the child’s nasal upper airway with adenoid hypertrophy,with an adenoid nasopharyngeal ratio(AN of 0.9),under cyclic inhalation and exhalation.An inlet respiratory cycle with three different flow rates(3.2 L/min calm breathing,8.6 L/min normal breathing,and 19.3 L/min intensive breathing)was simulated by using the computational fluid dynamics approach.To better capture the interaction between airflow and the flexible airway tissue,fluid-structure interaction analysis was performed at the normal breathing rate.Comparing the airflow dynamics during inhalation and exhalation,the pressure drops,nasal resistance,and wall shear stress show significant differences in the nasopharyngeal region for all different flow rates.This observation suggests that the inertial effect associated with the transient flow is important during exhalation and inhalation.Furthermore,the considerable temporal variation in flow rate distribution across a specific cross-section of the nasal airway highlights the critical role of transient data in virtual surgery planning and data for clinical decisions. 展开更多
关键词 Computational fluid dynamics Child nasal airway Nasal breathing cycle Flow mechanics Nasal resistance Pressure drop Wall shear stress
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Energy-based evaluation of sandstone brittleness under triaxial compression:Micromechanical damage approach
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作者 Qiaojuan Yu Shigui Du +4 位作者 Rui Yong Zhanyou Luo Changshuo Wang Yuanjun Lv Zeping Zhang 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期580-592,共13页
Rock brittleness is a critical property in geotechnical and energy engineering,as it directly influences the prediction of rock failure and stability assessment.Although numerous methods have been developed to evaluat... Rock brittleness is a critical property in geotechnical and energy engineering,as it directly influences the prediction of rock failure and stability assessment.Although numerous methods have been developed to evaluate brittleness,many fail to comprehensively account for the impacts of microstructural changes,mineralogical characteristics,and stress conditions on energy evolution during failure.This study proposes a novel approach for brittleness evaluation based on the energy evolution throughout the post-peak failure process,integrating two micromechanical mechanisms:crack propagation and frictional sliding.A new brittleness index is defined as the ratio of generated surface energy to released elastic energy,providing a unified framework for assessing both Class I and Class II mechanical behaviors.The brittleness of cyan,white,and gray sandstones was investigated under various confining pressures and moisture conditions using X-ray diffraction(XRD),scanning electron microscopy(SEM),and conventional triaxial compression(CTC)tests.The results demonstrate that brittleness decreases with increasing confining pressure,due to suppressed crack propagation,and increases under saturated conditions,as moisture enhances crack propagation.By establishing connections between mineral composition,microstructural features,and stress-induced responses,the proposed method overcame limitations of previous approaches and offered a more precise tool for evaluating rock brittleness under diverse environmental scenarios. 展开更多
关键词 Brittleness evaluation Energy evolution MICROMECHANICS Triaxial compression SANDSTONE Moisture effect
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Thermo-hydro-mechanical coupling analysis of dynamic responses of green sandstone subjected to high-strain rates:Experimental study and damage-based modeling
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作者 Shi Liu Zewei Chen 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期542-565,共24页
Deep rock engineering is affected by coupled thermo-hydro-mechanical(THM)-dynamic fields,necessitating the elucidation of the dynamic mechanical behavior and failure mechanisms.This study utilized a Multi-field Couple... Deep rock engineering is affected by coupled thermo-hydro-mechanical(THM)-dynamic fields,necessitating the elucidation of the dynamic mechanical behavior and failure mechanisms.This study utilized a Multi-field Coupled Controlled Split Hopkinson Pressure Bar(MCC-SHPB)system to elucidate the cross-scale dynamic responses of rocks and the boundaries of failure modes under THM coupling.Impact tests were conducted on green sandstone under coupled conditions of temperature(25℃-80℃),confining pressure(0-15 MPa),and seepage water pressure(0-15 MPa).Scanning electron microscopy(SEM)microstructural characterization and COMSOL Multiphysics numerical simulations were conducted,and a dynamic constitutive theoretical framework and failure-prediction methodology were established.We investigated the impact toughness index(I_(t)),dynamic modulus(E_(d)),dynamic triaxial compressive strength(TCS_(d)),fragmentation degree(W),and failure modes of green sandstone under thermo-confining pressure-seepage-impact loading conditions.The key findings reveal that the(I_(t))reflects different energy regulation mechanisms across different confining pressure regimes.Thermal-microcrack interactions dominate at low pressure,and energy absorption prevails at high pressure.A triphasic dynamic modulus model captures stiffness evolution under energy-driven conditions,revealing cross-scale crack nucleation-propagation and fragment reorganization.The TCSd inflection point signifies energy dissipation shifts,causing nonlinear skeleton bearing-capacity degradation.A critical criterion based on the W was established to distinguish between the two failure modes and predict the unstable failure initiation.Numerical simulations were used to elucidate the effects of inertia-dominated crack propagation and stress wave interference,validating the critical criterion and the predictive accuracy of the theoretical model during cross-scale failure.This study provides a theoretical foundation for assessing the dynamic stability of rock masses subjected to multi-field coupling during deep resource exploitation. 展开更多
关键词 Multi-field coupled controlled split Hopkinson pressure bar(MCC-SHPB) Impact toughness index Modulus evolution model Fragmentation degree Thermo-hydro-mechanical failure criterion
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Screw extrusion-plasticizing friction stir deposition of 5183 Al alloy:Microstructure and mechanical properties
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作者 Licheng Sun Huihong Liu +2 位作者 Jiaxun Li Yidi Wu Zexi Wu 《China Welding》 2026年第1期47-56,共10页
5xxx Al alloys are widely used in additive manufacturing(AM)components across various industries due to their advantageous properties,including low density,high strength,and excellent corrosion resistance.However,conv... 5xxx Al alloys are widely used in additive manufacturing(AM)components across various industries due to their advantageous properties,including low density,high strength,and excellent corrosion resistance.However,conventional melt-based AM methods often introduce defects such as pores,cracks and elemental evaporation.In the present study,a novel screw extrusion-plasticizing friction stir deposition(SEFSD)process,which enables the extrusion plasticization of 5183 particulate feedstocks via a three-stage tapered screw tool,was utilized to fabricate a 20-layer 5183 deposition wall through continuous linear reciprocating deposition in the solid state.The deposition wall exhibited a refined equiaxed microstructure.Due to the low stacking fault energy(SFE)of Al-Mg alloy,the influence of thermal cycles on microstructural evolution was minimal.Overall,the deposition wall demonstrated excellent mechanical properties,though strength and ductility in the deposition direction were reduced due to interlayer defects,which could be mitigated by incorporating stir pins or enhancing interlayer adhesive friction to intensify the material flow.This study confirms the applicability and significant potential of SEFSD for additive manufacturing 5xxx Al alloy components. 展开更多
关键词 Screw extrusion-plasticizing friction stir DEPOSITION 5183 Al alloy Stacking fault energy Microstructure evolution Mechanical property
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Regulation of Microstructure,Mechanical Properties,and Corrosion Properties of Laser-Melting-Deposited B_(4)C/TC4 Composite by Heat Treatment
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作者 Zhao Cenya Zheng Yang +4 位作者 Xiong Ruize Ji Wenkang Zhang Daohong Liu Wei Tao Hailin 《稀有金属材料与工程》 北大核心 2026年第2期285-291,共7页
The TiB+TiC dual-reinforced B_(4)C/TC4 composite was in-situ fabricated via incorporating 0.5wt%B_(4)C reinforcement during the laser melting deposition process.Different heat treatments of annealing and solid solutio... The TiB+TiC dual-reinforced B_(4)C/TC4 composite was in-situ fabricated via incorporating 0.5wt%B_(4)C reinforcement during the laser melting deposition process.Different heat treatments of annealing and solid solution were used to regulate the microstructure,mechanical properties,and corrosion properties of B_(4)C/TC4 composite.Results show that with the increase in temperature from 500℃to 800°C,partial lamellarα-Ti in the as-deposited sample is gradually transformed into equiaxedα-Ti,accompanied by the disappearance of basketweave microstructure.At 1100°C,a small portion of TiC phase suffers fusion.This composite exhibits the optimal combination of strength and plasticity after annealing at 500℃for 4 h followed by furnace cooling,which is attributed to the stress release effect and the refined basketweave microstructure.However,this composite shows a decline in corrosion resistance after various heat treatments due to grain coarsening and micro-galvanic corrosion. 展开更多
关键词 B_(4)C/TC4 composite laser melting deposition heat treatment mechanical property corrosion property
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Electric pulse modulation on microstructure and mechanical properties of Cu-bearing 304L stainless steel:an in-situ investigation into synergistic mechanisms
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作者 Juan Li Jin-Kang Sun +2 位作者 Shao-Kui Hou Guang-Hui Zhao Hua-Ying Li 《Journal of Iron and Steel Research International》 2026年第1期277-298,共22页
Cold deformation treatment of Cu-bearing stainless steel through a cold rolling process combined with electric pulse treatment(EPT)can significantly improve the microstructure and formability of cold-rolled Cu-bearing... Cold deformation treatment of Cu-bearing stainless steel through a cold rolling process combined with electric pulse treatment(EPT)can significantly improve the microstructure and formability of cold-rolled Cu-bearing stainless steel.The microstructure after EPT was characterized by scanning electron microscopy,transmission electron microscopy,and in-situ tensile testing.It is found that compared with conventional heat treatment,EPT process can significantly promote the nucleation rate and mobility at grain boundaries of the deformed samples,greatly accelerating the recovery and static recrystallization of Cu-bearing stainless steel samples at lower temperatures and contributing to the recovery of anisotropy and the re-molding of deformed samples.Microstructural characterization and theoretical analyses show that the rapid recrystallization during EPT process is caused not only by Joule heating effects but also by non-thermal effects that accelerate grain boundary migration and dislocation destruction and regeneration.In addition,EPT process significantly accelerated the nucleation and precipitation growth of Cu-rich phase.The coarsening of Cu-rich phase during EPT process is due to not only the high vacancy diffusion coefficient under the action of the electric pulse but also the increase in the vacancy diffusion flux induced by the electromigration in the process of the electric pulse. 展开更多
关键词 Microstructure evolution Cu-bearing 304L stainless steel Electrical pulse treatment In-situ tensile testing Mechanical property Cu-rich precipitation
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Effect of Green Lipid Treatments on the Morphological,Physical,Hygroscopic,and Mechanical Properties of Pineapple Leaf Fibres
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作者 Achille DésiréBetenéOmgba Cheryle Manfouo Tchoupmene +9 位作者 Benoit Ndiwe Antonios N.Papadopoulos Remy Legrand Ndoumou Belinga Julien Clerc Obam Christel Cedrig Laris Nsi Ongo Ioanna A.Papadopoulou Armel Brice Mvogo Fabien BetenéEbanda Atangana Ateba Antonio Pizzi 《Journal of Renewable Materials》 2026年第3期76-97,共22页
The high hydrophilicity of pineapple leaf fibres(PALF)limits their use in cement-and gypsum-based composites exposed to moisture.This study evaluates,for the first time,the combined effect of palm kernel oil and beesw... The high hydrophilicity of pineapple leaf fibres(PALF)limits their use in cement-and gypsum-based composites exposed to moisture.This study evaluates,for the first time,the combined effect of palm kernel oil and beeswax on the hygroscopic resistance and mechanical stability of PALF.The fibres were functionalised with three formulations(oil,wax,and a 1:2 oil/wax blend)applied at different mass ratios(CR=0.5-2).Treatments increased the average bundle diameter by up to+46%(238μm)and reduced density down to 1.06 g/cm^(3).Hygroscopically,water absorption decreased from 202.4%(raw fibres)to 76.3%(CR=2),representing a maximum reduction of 59.4%in saline medium,while moisture regain dropped from 27.9%to 14.6%(−47.7%).The oil/wax blend proved most effective,simultaneously reducing water absorption(−51.2%)and moisture regain(−46.8%)at CR=1.Mechanically,the fibres retained tensile strength(415.2 vs.460.8 MPa,+11%at CR=1)and exhibited enhanced ductility(+62.5%,with elongation at break increasing from 1.6%to 2.6%),without significantly altering Young’s modulus(12.3 to 10 GPa).Water absorption kinetics were accurately described by the Czel and Mohsenin models(R^(2)>0.98).These findings clearly demonstrate that bio-based lipid coatings can provide an eco-friendly alternative to conventional chemical treatments.They improve hygroscopic resistance and preserve mechanical integrity of PALF,providing original quantitative data for their integration into durable cement-and gypsum-based composites subjected to humid or cyclic wet-dry conditions. 展开更多
关键词 Pineapple leaf fibres green functionalisation water absorption mechanical performance lipid coating
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First-Principles Study on the Mechanical and Thermodynamic Properties of (NbZrHfTi)C High-Entropy Ceramics
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作者 Yonggang Tong Kai Yang +5 位作者 Pengfei Li Yongle Hu Xiubing Liang Jian Liu Yejun Li Jingzhong Fang 《Computers, Materials & Continua》 2026年第1期353-367,共15页
(NbZrHfTi)C high-entropy ceramics,as an emerging class of ultra-high-temperature materials,have garnered significant interest due to their unique multi-principal-element crystal structure and exceptional hightemperatu... (NbZrHfTi)C high-entropy ceramics,as an emerging class of ultra-high-temperature materials,have garnered significant interest due to their unique multi-principal-element crystal structure and exceptional hightemperature properties.This study systematically investigates the mechanical properties of(NbZrHfTi)C high-entropy ceramics by employing first-principles density functional theory,combined with the Debye-Grüneisen model,to explore the variations in their thermophysical properties with temperature(0–2000 K)and pressure(0–30 GPa).Thermodynamically,the calculated mixing enthalpy and Gibbs free energy confirm the feasibility of forming a stable single-phase solid solution in(NbZrHfTi)C.The calculated results of the elastic stiffness constant indicate that the material meets the mechanical stability criteria of the cubic crystal system,further confirming the structural stability.Through evaluation of key mechanical parameters—bulk modulus,shear modulus,Young’s modulus,and Poisson’s ratio—we provide comprehensive insight into the macro-mechanical behaviour of the material and its correlation with the underlying microstructure.Notably,compared to traditional binary carbides and their average properties,(NbZrHfTi)C exhibits higher Vickers hardness(Approximately 28.5 GPa)and fracture toughness(Approximately 3.4 MPa⋅m^(1/2)),which can be primarily attributed to the lattice distortion and solid-solution strengthening mechanism.The study also utilizes the quasi-harmonic approximation method to predict the material’s thermophysical properties,including Debye temperature(initial value around 563 K),thermal expansion coefficient(approximately 8.9×10^(−6) K−1 at 2000 K),and other key parameters such as heat capacity at constant volume.The results show that within the studied pressure and temperature ranges,(NbZrHfTi)C consistently maintains a stable phase structure and good thermomechanical properties.The thermal expansion coefficient increasing with temperature,while heat capacity approaches the Dulong-Petit limit at elevated temperatures.These findings underscore the potential of(NbZrHfTi)C applications in ultra-high temperature thermal protection systems,cutting tool coatings,and nuclear structural materials. 展开更多
关键词 High entropy ceramics mechanical properties electronic properties thermodynamic properties
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Data-Driven Prediction and Optimization of Mechanical Properties and Vibration Damping in Cast Iron-Granite-Epoxy Hybrid Composites
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作者 Girish Hariharan Vinyas +4 位作者 Gowrishankar Mandya Chennegowda Nitesh Kumar Shiva Kumar Deepak Doreswamy Subraya Krishna Bhat 《Computers, Materials & Continua》 2026年第3期537-573,共37页
This study presents a framework involving statistical modeling and machine learning to accurately predict and optimize the mechanical and damping properties of hybrid granite-epoxy(G-E)composites reinforced with cast ... This study presents a framework involving statistical modeling and machine learning to accurately predict and optimize the mechanical and damping properties of hybrid granite-epoxy(G-E)composites reinforced with cast iron(CI)filler particles.Hybrid G-E composite with added cast iron(CI)filler particles enhances stiffness,strength,and vibration damping,offering enhanced performance for vibration-sensitive engineering applications.Unlike conventional approaches,this work simultaneously employs Artificial Neural Networks(ANN)for highaccuracy property prediction and Response Surface Methodology(RSM)for in-depth analysis of factor interactions and optimization.A total of 24 experimental test data sets of varying input factors(granite weight%,epoxy weight%,and CI filler weight%)were utilized to train and test the prediction models using an ANN approach and further analyze the interaction effects using RSM.Mechanical properties,including tensile,compressive,and flexural strength,elastic modulus,density and damping properties measured under various testing conditions,were set as output parameters for prediction.This study analyzed and optimized the performance of the ANN model using Bayesian Regularization and Levenberg-Marquardt algorithms to identify the best performing number of neurons in the hidden layer for achieving the highest prediction accuracy.The proposed ANN framework achieved an exceptional average determination coefficient(R2)exceeding 99%,with Bayesian Regularization demonstrating remarkable stability in the 22-neuron range and minimal variation across all properties.RSM and ANN form a powerful framework for predicting and optimizing hybrid G-E composite properties,enabling efficient design for vibration-critical applications with reduced experimental effort and performance optimization. 展开更多
关键词 Hybrid granite epoxy composite artificial neural network response surface methodology mechanical strength damping ratio
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The Influence of Temperature Environment and Polymeric Binder Proportion on the Static/Dynamic Mechanical Properties of PolymerMaterials
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作者 Peng Gong Tingzheng Yan +4 位作者 Kang Yang Yumei Yue Shude Ji Lin Ma Yilun Wu 《Journal of Polymer Materials》 2026年第1期295-307,共13页
To comprehensively explore the impact of binder content on the mechanical properties of the Polymer bonded explosive(PBX)substitute material(Polymer-bonded Analogue Explosive(PAE)—it is renowned for its outstanding h... To comprehensively explore the impact of binder content on the mechanical properties of the Polymer bonded explosive(PBX)substitute material(Polymer-bonded Analogue Explosive(PAE)—it is renowned for its outstanding high-temperature resistance,exceptional mechanical properties,excellent chemical stability,and superior electrical insulation),a series of experiments are meticulously carried out.The dynamic and static mechanical properties,along with the microstructure of PAE,are precisely measured through the Split Hopkinson Pressure Bar(SHPB)test,static compression tests,and Scanning Electron Microscopy(SEM).The dynamic performance test outcomes clearly indicate that both the binder content(2%,4%,6%)and temperature(25℃,45℃,70℃)exert a substantial influence on the dynamic mechanical properties of PAE.Specifically,as the binder content increases,the elasticmodulus increases,demonstrating higher stiffness,and the longer failure duration represents a prolonged fracture process rather than an improved deformation strain to failure.This means the strength-related stiffness rises with binder content,but the overall ductility does not increase.Notably,PAE with 2%the Ethylene-Vinyl Acetate Copolymer(EVA)—it bonds well with a variety ofmaterials,such asmetal,wood,and plastic—exhibits distinct plastic deformation behavior,while PAE samples with 4%and 6%EVA display evident brittle fracture characteristics.Additionally,the mechanical properties of PAE are highly sensitive to temperature variations.Among the tested temperatures,PAE showcases the most favorable performance at 45℃.The static performance test results reveal that an increment in binder content effectively helps to reduce the temperature sensitivity of temperature(-40℃,25℃,50℃,70℃)on PAE and enhance its static mechanical properties.The maximum compressive strength gradually diminishes as the temperature rises.However,it should be noted that an excessively high binder content will undermine the mechanical properties of PAE.With the increase in binder content,the compressive modulus demonstrates relatively stable changes under both lowtemperature and high-temperature conditions.The SEM analysis results demonstrate that,aside fromthe initial defects inherent in the material preparation process,the components of PAE are firmly combined.Throughout the tests,no new pores or microcracks emerge,which strongly indicates that the mechanical properties of PAE remain stable. 展开更多
关键词 PAE binder ratio mechanical properties microstructure
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Mechanical metamaterials based on snap-through instability structures:classification,applications,and prospects
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作者 Chengbin Yue Liwu Liu +1 位作者 Yanju Liu Jinsong Leng 《International Journal of Extreme Manufacturing》 2026年第1期269-310,共42页
Snap-through instability-based mechanical metamaterials(SIMMs)with bistability,multistability,negative stiffness,or excellent energy absorption and dissipation performance play an important role in various advanced fu... Snap-through instability-based mechanical metamaterials(SIMMs)with bistability,multistability,negative stiffness,or excellent energy absorption and dissipation performance play an important role in various advanced functional applications.They can serve as energy absorbers,energy dampers,or mechanical memory and logic computing devices,while also providing amplified force output and faster response time in flexible robots,or implementing sensing functions combined with piezoelectric or triboelectric electricity.However,thus far,research on SIMMs that have non-fixed boundary constraints,proactive responsiveness,multi-physical field cross-coupling,and deep information processing capabilities is still facing significant challenges,potentially hindering the development and cross-field comprehensive applications of truly intelligent SIMMs.Our objective is to furnish a concise categorization of SIMMs and offer direction for innovative design and functional implementations.We have emphasized that the non-fixed boundary constraint will expand the design possibilities,while the use of stimulus-responsive materials and 4D printing technology will create novel opportunities for the design of SIMMs.These advancements are expected to achieve innovative mechanical properties and functions. 展开更多
关键词 snap-through instability mechanical metamaterials 4D printing variable boundary constraints
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Traction force microscopy:Bridging cytology and mechanics through optics
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作者 Ming Liu Xuefei Chen +2 位作者 Bo Jiang Chunyang Xiong Hui Li 《Journal of Innovative Optical Health Sciences》 2026年第2期1-11,共11页
Cells interact with the extracellular matrix and generate traction forces,which play fundamental roles in many cytological activities,such as migration and differentiation.The quanti fication of these traction forces ... Cells interact with the extracellular matrix and generate traction forces,which play fundamental roles in many cytological activities,such as migration and differentiation.The quanti fication of these traction forces is a prerequisite for understanding the interaction and regulation between force and functions,which can be accomplished by traction force microscopy(TFM).In TFM,the forces are determined by tracking the displacement of fiducial markers through optical microscopy.The type of fiducial marker,microscopy modality,and image processing algorithms are key factors determining the final resolution of TFM.This review summarizes efforts in three aspects to enhance the performance of TFM and discusses the challenges of further development,particularly from an optical view. 展开更多
关键词 Cell Mechanics fiducial marker optical microscope SUPER-RESOLUTION
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Thermomechanical coupling analysis of granite fracture shear behavior:True triaxial test and numerical approaches
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作者 Zhufeng Yue Fanzhen Meng +4 位作者 Qijin Cai Dongliang Tian Yuantao Wen Wei Wang Dawei Hu 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1337-1358,共22页
High geo-stress and high temperature in deep rock engineering increase the possibility of engineering and geological disasters in discontinuous rocks.However,the influence of thermomechanical coupling on the shear beh... High geo-stress and high temperature in deep rock engineering increase the possibility of engineering and geological disasters in discontinuous rocks.However,the influence of thermomechanical coupling on the shear behavior and damage evolution of prefractured granite remains immature.In this context,true triaxial laboratory tests and discrete element method simulations under different confining pressures(σ3=3 MPa,σ2=4 MPa,andσ3=80 MPa,σ2=100 MPa)and temperatures(25℃-500℃)were carried out on rough granite fractures with two different orientations.Results indicate that high temperature and high confining pressure increase the peak strength of the prefractured specimen,leading to more microcracks in the host rock and more gouges between the surfaces.Thermal strengthening at low temperatures(<300℃)and residual stick-slip only occur under a greater confining pressure for prefractured specimens.High confining pressure suppresses generation of the thermal microcracks in the heating stage.Cracks first initiate in the asperities on the fracture surfaces,and then propagate into the rock matrix during the mechanical loading stage.In addition,prefractured granite with a larger fracture angle is characterized by smaller peak and residual strength,faster residual slip,fewer new cracks on the specimen surface,and a more pronounced thermal strengthening effect on peak strength.The slip tendency analysis indicates that a higher maximum principal stress(s1)and a large fracture angle(45°-75°)generally result in a higher potential for fracture slip or activation.This study will contribute to a better understanding of the fracture shear mechanism under true triaxial thermomechanical coupling conditions and provides new insights into the stability evaluation of deep dynamic geological hazards. 展开更多
关键词 Thermomechanical coupling effect Real-time high temperature Prefractured granite Fracture angle True triaxial shear test
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