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McKean-Vlasov Backward Stochastic Differential Equations with Weak Monotonicity Coefficients
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作者 FU Zongkui FEI Dandan GUO Shanshan 《应用数学》 北大核心 2026年第1期98-107,共10页
This paper deals with Mckean-Vlasov backward stochastic differential equations with weak monotonicity coefficients.We first establish the existence and uniqueness of solutions to Mckean-Vlasov backward stochastic diff... This paper deals with Mckean-Vlasov backward stochastic differential equations with weak monotonicity coefficients.We first establish the existence and uniqueness of solutions to Mckean-Vlasov backward stochastic differential equations.Then we obtain a comparison theorem in one-dimensional situation. 展开更多
关键词 McKean-Vlasov backward stochastic differential equation Weak monotonicity condition Comparison theorem
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Fourth Order Compact Finite Volume Methods for 1D Elliptic and Parabolic Equations on Non-uniform Meshes
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作者 ZHOU Lei WANG Feng WANG Tongke 《应用数学》 北大核心 2026年第2期342-359,共18页
This paper studies high order compact finite volume methods on non-uniform meshes for one-dimensional elliptic and parabolic differential equations with the Robin boundary conditions.An explicit scheme and an implicit... This paper studies high order compact finite volume methods on non-uniform meshes for one-dimensional elliptic and parabolic differential equations with the Robin boundary conditions.An explicit scheme and an implicit scheme are obtained by discretizing the equivalent integral form of the equation.For the explicit scheme with nodal values,the algebraic system can be solved by the Thomas method.For the implicit scheme with both nodal values and their derivatives,the system can be implemented by a prediction-correction procedure,where in the correction stage,an implicit formula for recovering the nodal derivatives is introduced.Taking two point boundary value problem as an example,we prove that both the explicit and implicit schemes are convergent with fourth order accuracy with respect to some standard discrete norms using the energy method.Two numerical examples demonstrate the correctness and effectiveness of the schemes,as well as the indispensability of using non-uniform meshes. 展开更多
关键词 Two point boundary value problem Parabolic equation Robin boundary condition Non-uniform mesh Fourth order compact finite volume scheme Predictioncorrection method Error estimate
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Investigation on Aerodynamic Interaction of Tandem Tilt⁃Wing and Multi⁃rotor in Transition Condition
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作者 DENG Jinghui YUAN Mingchuan +2 位作者 HUANG Shuilin SUN Huixun ZHANG Zihan 《Transactions of Nanjing University of Aeronautics and Astronautics》 2026年第1期1-14,共14页
The complex aerodynamic interaction between tandem tilt-wing and multi-rotor directly affects the wing surface flow and rotor thrust,making it a critical factor during the tilt transition process of this configuration... The complex aerodynamic interaction between tandem tilt-wing and multi-rotor directly affects the wing surface flow and rotor thrust,making it a critical factor during the tilt transition process of this configuration of rotorcraft.The aerodynamic interaction of tandem tilt-wing and multi-rotor is investigated based on the CFD method.The aerodynamic effect of multi tilt-rotor is simulated as virtual disk modeling by adding source terms to the Navier-Stokes equations,effectively reducing the calculation time while maintaining the accuracy of aerodynamic interaction calculations.Aerodynamic forces and flow field characteristics of the tandem tilt-wing and multi-rotor under different tilt angles are compared between cases with and without aerodynamic interaction.Furthermore,the differences in aerodynamic forces between dynamic tilt transition and fixed-angle conditions were compared.The results show that the aerodynamic interaction of multi-rotor obviously increases the lift of front tilt-wing at different tilt angles,the wing lift under interaction is increased by more than 40%compared with isolated wing at tilt angle of 15°for the computation in this paper,which is related to the increase of wing flow velocity and the suppression of flow separation caused by multi-rotor;the wing blocking effect will increase rotor thrust,especially near the tilt angles of 30°and 45°;the increases of rear wing lift and rear rotor thrust under aerodynamic interaction are not significant because of suppression by the front wing’s downwash;the unsteady effects during dynamic tilting have a relatively minor impact on aerodynamic interaction,with the aerodynamic forces on the rotors and wings during the dynamic tilting process showing little difference from those under corresponding fixed tilt angles. 展开更多
关键词 aerodynamic interaction TANDEM tilt-wing multi tilt-rotors transition condition
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Ceratitis capitata microbiota and its effect on environmental stress tolerance:making flies stronger
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作者 Alfonsina Palladini Andrea Moyano +7 位作者 Viviana Díaz Maria Cecilia Rasuk Antonella Giudice Gisela Castillo Solana Abraham Julian Dib Carolina Manzano Juan Rull 《Insect Science》 2026年第1期271-284,共14页
Ceratitis capitata(Wiedemann)is a cosmopolitan pest of economic importance.It is controlled by using the Sterile Insect Technique(SIT),which involves rearing and release of sterile males destined to mate with wild fem... Ceratitis capitata(Wiedemann)is a cosmopolitan pest of economic importance.It is controlled by using the Sterile Insect Technique(SIT),which involves rearing and release of sterile males destined to mate with wild females,causing generation-to-generation suppression.Medflies are colonized by microorganisms,primarily the Enterobacteriaceae,with the genera Klebsiella and Enterobacter being the most common.Such microbiota contributes to host fitness.During the SIT,diet with antibiotics and irradiation for sterility of adults alter microbiota.We aimed to determine the role of Medfly microbiota on resistance to abiotic stress conditions,evaluating its function under:(i)starvation,(ii)elevated temperatures,and(iii)dry environments.These conditions simulate challenges Medfly may encounter after release,which differ from controlled rearing environments.We compared adult survival between symbiotic and aposymbiotic individuals,under starvation,two thermal regimes(25 and 30℃)or two humidity regimes(20%-25%and 80%-90%R.H.).Aposymbiotic individuals were obtained after providing them with water containing a mixture of antibiotics and methylparaben.Treatment with antimicrobials effectively reduced the gut microbiota.While starvation had no significant effect on survival,a higher proportion of aposymbiotic individuals died earlier at 30℃ and under dry humidity,with the effect being more pronounced after 48 h.Our results suggest that microbiota plays a role in adaptation of Medfly under environmental stress.We report for the presence of a culturable yeast in the digestive tract of C.capitata,Zygosaccharomyces rouxii.Providing a probiotic adult diet with bacteria and Z.rouxii prior to release could improve SIT outcomes under adverse conditions. 展开更多
关键词 MICROBIOTA PROBIOTICS symbiotic yeasts stress condition tolerance TEPHRITIDAE
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Redundant source-wavelet amplitude influence in wave-equation migration/demigration flow and its removal
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作者 QianCheng Liu JiaLe Kang Jie Li 《Earth and Planetary Physics》 2026年第1期75-81,共7页
In wave-equation migration and demigration,the cross-correlation imaging/forwarding step implicitly injects an additional copy of the source wavelet,so that the amplitude spectrum of the wavelet is applied redundantly... In wave-equation migration and demigration,the cross-correlation imaging/forwarding step implicitly injects an additional copy of the source wavelet,so that the amplitude spectrum of the wavelet is applied redundantly(effectively imposing a wavelet-spectrum weighting,often akin to an amplitude-squared bias).This redundancy degrades structural fidelity and amplitude balance yet is frequently overlooked.We(i)formalize the mechanism by which cross-correlation duplicates the source-wavelet amplitude effect in both migration and demigration,and(ii)introduce a source-equalized operator that removes the redundancy by deconvolving(or dividing by)the wavelet amplitude spectrum in the imaging condition and its demigration counterpart,while leaving phase/kinematics intact.Using a band-limited Ricker wavelet on a two-layer model and on Marmousi,we show that,if unmanaged,the redundant wavelet spectrum broadens main lobes,introduces ringing,and suppresses vertical resolution in migrated images,and inflates spectrum mismatches between demigrated and observed data even when peak times agree.With our correction,images recover observed-data-consistent bandwidth and sharpened interfaces,and demigrated data also exhibit improved spectrum conformity and reduced amplitude misfit.The results clarify when source amplitudes matter,why cross-correlation makes them redundantly matter,and how a lightweight spectral correction restores physically meaningful amplitude behavior in wave-equation migration/demigration. 展开更多
关键词 wave-equation migration DEMIGRATION cross-correlation imaging condition source wavelet amplitude spectrum spectral deconvolution
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Approach for redefining the damping factor of railway bridges with ballast superstructure:model calibration and guidelines for practical application
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作者 Andreas Stollwitzer Samuel Loidl +1 位作者 Lara Bettinelli Josef Fink 《Railway Engineering Science》 2026年第1期97-127,共31页
To ensure the compatibility between rolling stock and infrastructure when dynamically assessing railway bridges under high-speed traffic,the damping properties considered in the calculation model significantly influen... To ensure the compatibility between rolling stock and infrastructure when dynamically assessing railway bridges under high-speed traffic,the damping properties considered in the calculation model significantly influence the predicted acceleration amplitude at resonance.However,due to the normative specifications of EN 1991-2,which are considered to be overly conservative,damping factors that are far below the actual damping have to be used when predicting vibrations of railway bridges,which means that accelerations at resonance tend to be overestimated to an uneconomical extent.Comparisons between damping factors prescribed by the standard and those identified based on in situ structure measurements always reveal a large discrepancy between reality and regulation.Given this background,this contribution presents a novel approach for defining the damping factor of railway bridges with ballasted tracks,where the damping factor for bridges is mathematically determined based on three different two-dimensional mechanical models.The basic principle of the approach for mathematically determining the damping factor is to separately define and superimpose the dissipative contributions of the supporting structure(including the substructure)and the superstructure.Using the results of a measurement campaign on 15 existing steel railway bridges in the Austrian rail network,the presented mechanical models are calibrated,and by analysing the energy dissipation in the ballasted track,guiding principles for practical application are defined.This guideline is intended to establish an alternative to the currently valid specifications of EN 1991-2,enabling the damping factor of railway bridges to be assessed in a realistic range by mathematical calculation and thus without the need for extensive in situ measurements on the individual structure.In this way,the existing potential of the infrastructure with regard to the damping properties of bridges can be utilised.This contribution focuses on steel bridges,but the mathematical approach for determining the damping factor applies equally to other bridge types(concrete,composite,or filler beam). 展开更多
关键词 Railway bridges Bridge dynamics DAMPING Track-bridge interaction Structural health monitoring Condition assessment
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Dynamic characteristics analysis of rack railway track system under traction conditions by experimental test
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作者 Zhihui Chen Guojun Yang +3 位作者 Zaigang Chen Haitao Zhang Jizhong Yang Wanming Zhai 《Railway Engineering Science》 2026年第1期40-54,共15页
The dynamic characteristics of the track system can directly affect its service performance and failure process.To explore the load characteristics and dynamic response of the track system under the dynamic loads from... The dynamic characteristics of the track system can directly affect its service performance and failure process.To explore the load characteristics and dynamic response of the track system under the dynamic loads from the rack vehicle in traction conditions,a systematic test of the track subsystem was carried out on a large-slope test line.In the test,the bending stress of the rack teeth,the wheel-rail forces,and the acceleration of crucial components in the track system were measured.Subsequently,a detailed analysis was conducted on the tested signals of the rack railway track system in the time domain and the time-frequency domains.The test results indicate that the traction force significantly affects the rack tooth bending stress and the wheel-rail forces.The vibrations of the track system under the traction conditions are mainly caused by the impacts generated from the gear-rack engagement,which are then transferred to the sleepers,the rails,and the ballast beds.Furthermore,both the maximum stress on the racks and the wheel-rail forces measured on the rails remain below their allowable values.This experimental study evaluates the load characteristics and reveals the vibration characteristics of the rack railway track system under the vehicle’s ultimate load,which is very important for the load-strengthening design of the key components such as racks and the vibration and noise reduction of the track system. 展开更多
关键词 Rack railway Vehicle-track coupled dynamics Traction condition Experimental test Gear-rack engagement
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Insights on the phenology of the Asian longhorned tick(Haemaphysalis longicornis)using stored lipids
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作者 Matthew Bickerton Julia González Alvaro Toledo 《Insect Science》 2026年第1期396-406,共11页
The seasonality of Haemaphysalis longicornis in the United States comprises overlapping life stages in the spring and summer.This is partially attributed to the ability of all stages to survive the winter.Physiologica... The seasonality of Haemaphysalis longicornis in the United States comprises overlapping life stages in the spring and summer.This is partially attributed to the ability of all stages to survive the winter.Physiological condition in ticks refers to nutritional reserve levels and is often used to characterize tick populations.To determine if lipids were suitable for estimating the physiological condition in H.longicornis,lipid content was measured in unfed laboratory-reared ticks for up to 480 d.The results showed that lipids decrease significantly over time in adults(36%at 183 d),nymphs(33%at 63 d)and larvae(28%at 102 d)and could be used to study the population structure of field-collected H.longicornis.Lipids extracted from field-collected ticks(March to October)were measured to determine if different groups or cohorts could be identified during the season.The spring nymph population included high-and low-lipid groups that partially overlapped in April and May.In larvae,the lipid content of ticks in the spring was significantly higher than in the fall,suggesting that active larvae in the early fall do not overwinter.The analysis of lipids in adults showed that high-and low-lipid adults were present throughout the season,suggesting a continuous influx of recently molted adults until the end of the adult season,where only low-lipid ticks are found.The analysis of physiological condition in the Asian longhorned tick demonstrated a complex univoltine structure with some overlap in adults from different years. 展开更多
关键词 Asian longhorned tick Haemaphysalis longicornis invasive tick physiological condition tick lipids tick phenology
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RNPC-net:Automatic recognition and mapping of weathering degree and groundwater condition of tunnel faces
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作者 Xiang Wu Fengyan Wang +4 位作者 Jianping Chen Mingchang Wang Lina Cheng Chengyao Zhang Junke Xu 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1138-1159,共22页
Accurate and rapid recognition of weathering degree(WD)and groundwater condition(GC)is essential for evaluating rock mass quality and conducting stability analyses in underground engineering.Conventional WD and GC rec... Accurate and rapid recognition of weathering degree(WD)and groundwater condition(GC)is essential for evaluating rock mass quality and conducting stability analyses in underground engineering.Conventional WD and GC recognition methods often rely on subjective evaluation by field experts,supplemented by field sampling and laboratory testing.These methods are frequently complex and timeconsuming,making it challenging to meet the rapidly evolving demands of underground engineering.Therefore,this study proposes a rock non-geometric parameter classification network(RNPC-net)to rapidly achieve the recognition and mapping ofWD and GC of tunnel faces.The hybrid feature extraction module(HFEM)in RNPC-net can fully extract,fuse,and utilize multi-scale features of images,enhancing the network's classification performance.Moreover,the designed adaptive weighting auxiliary classifier(AC)helps the network learn features more efficiently.Experimental results show that RNPC-net achieved classification accuracies of 0.8756 and 0.8710 for WD and GC,respectively,representing an improvement of approximately 2%e10%compared to other methods.Both quantitative and qualitative experiments confirm the effectiveness and superiority of RNPC-net.Furthermore,for WD and GC mapping,RNPC-net outperformed other methods by achieving the highest mean intersection over union(mIOU)across most tunnel faces.The mapping results closely align with measurements provided by field experts.The application of WD and GC mapping results to the rock mass rating(RMR)system achieved a transition from conventional qualitative to quantitative evaluation.This advancement enables more accurate and reliable rock mass quality evaluations,particularly under critical conditions of RMR. 展开更多
关键词 Tunnel face Weathering degree Groundwater condition RNPC-net Hybrid feature extraction module Recognition and mapping
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Gastric volvulus——a rare but potentially fatal mimicker of gastroenteritis:a case report
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作者 Alston Guan Jie Ong Jean Mui Hua Lee 《World Journal of Emergency Medicine》 2026年第2期196-198,共3页
Acute presentation of vomiting is a very common presenting complaint in the emergency department(ED).While majority of such complaints can be attributed to benign,self-limiting causes such as gastroenteritis,rarer alt... Acute presentation of vomiting is a very common presenting complaint in the emergency department(ED).While majority of such complaints can be attributed to benign,self-limiting causes such as gastroenteritis,rarer alternative diagnoses should be considered depending on the patient's progress after initial treatment.Here,we present a case of gastric volvulus(GV),a rare but potentially fatal condition that mimics gastroenteritis. 展开更多
关键词 Emergency Department gastric volvulus gv VOMITING GASTROENTERITIS Gastric Volvulus Potentially Fatal Condition acute presentation vomiting Rare Diagnosis
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Noninvasive Radar Sensing Augmented with Machine Learning for Reliable Detection of Motor Imbalance
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作者 Faten S.Alamri Adil Ali Saleem +2 位作者 Muhammad I.Khan Hafeez Ur Rehman Siddiqui Amjad Rehman 《Computer Modeling in Engineering & Sciences》 2026年第1期698-726,共29页
Motor imbalance is a critical failure mode in rotating machinery,potentially causing severe equipment damage if undetected.Traditional vibration-based diagnostic methods rely on direct sensor contact,leading to instal... Motor imbalance is a critical failure mode in rotating machinery,potentially causing severe equipment damage if undetected.Traditional vibration-based diagnostic methods rely on direct sensor contact,leading to installation challenges and measurement artifacts that can compromise accuracy.This study presents a novel radar-based framework for non-contact motor imbalance detection using 24 GHz continuous-wave radar.A dataset of 1802 experimental trials was sourced,covering four imbalance levels(0,10,20,30 g)across varying motor speeds(500–1500 rpm)and load torques(0–3 Nm).Dual-channel in-phase and quadrature radar signals were captured at 10,000 samples per second for 30-s intervals,preserving both amplitude and phase information for analysis.A multi-domain feature extraction methodology captured imbalance signatures in time,frequency,and complex signal domains.From 65 initial features,statistical analysis using Kruskal–Wallis tests identified significant descriptors,and recursive feature elimination with Random Forest reduced the feature set to 20 dimensions,achieving 69%dimensionality reduction without loss of performance.Six machine learning algorithms,Random Forest,Extra Trees Classifier,Extreme Gradient Boosting,Categorical Boosting,Support Vector Machine with radial basis function kernel,and k-Nearest Neighbors were evaluated with grid-search hyperparameter optimization and five-fold cross-validation.The Extra Trees Classifier achieved the best performance with 98.52%test accuracy,98%cross-validation accuracy,and minimal variance,maintaining per-class precision and recall above 97%.Its superior performance is attributed to its randomized split selection and full bootstrapping strategy,which reduce variance and overfitting while effectively capturing the nonlinear feature interactions and non-normal distributions present in the dataset.The model’s average inference time of 70 ms enables near real-time deployment.Comparative analysis demonstrates that the radar-based framework matches or exceeds traditional contact-based methods while eliminating their inherent limitations,providing a robust,scalable,and noninvasive solution for industrial motor condition monitoring,particularly in hazardous or space-constrained environments. 展开更多
关键词 Condition monitoring imbalance detection industrial applications machine learning motor fault diagnosis non-contact sensing radar sensing vibration monitoring
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General multi-steps variable-coefficient formulation for computing quasi-periodic solutions with multiple base frequencies
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作者 Junqing Wu Ling Hong +1 位作者 Mingwu Li Jun Jiang 《Acta Mechanica Sinica》 2026年第1期260-275,共16页
Quasi-periodic solutions with multiple base frequencies exhibit the feature of 2π-periodicity with respect to each of the hyper-time variables.However,it remains a challenge work,due to the lack of effective solution... Quasi-periodic solutions with multiple base frequencies exhibit the feature of 2π-periodicity with respect to each of the hyper-time variables.However,it remains a challenge work,due to the lack of effective solution methods,to solve and track the quasi-periodic solutions with multiple base frequencies until now.In this work,a multi-steps variable-coefficient formulation is proposed,which provides a unified framework to enable either harmonic balance method or collocation method or finite difference method to solve quasi-periodic solutions with multiple base frequencies.For this purpose,a method of alternating U and S domain is also developed to efficiently evaluate the nonlinear force terms.Furthermore,a new robust phase condition is presented for all of the three methods to make them track the quasi-periodic solutions with prior unknown multiple base frequencies,while the stability of the quasi-periodic solutions is assessed by mean of Lyapunov exponents.The feasibility of the constructed methods under the above framework is verified by application to three nonlinear systems. 展开更多
关键词 Multi-steps variable-coefficient formulation Phase condition Harmonic balance method Finite difference method Collocation method
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OptimizationDesign and Numerical Simulation of Variable Tube Diameter Heat Exchanger for Split Air Conditioning Indoor Unit
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作者 Zheming Cheng Xinping Ou Yang +2 位作者 Leren Tao Zihao Wang Ke Sun 《Frontiers in Heat and Mass Transfer》 2026年第1期288-313,共26页
Energy shortage has become one of themost concerning issues in the world today,and improving energy utilization efficiency is a key area of research for experts and scholars worldwide.Small-diameter heat exchangers of... Energy shortage has become one of themost concerning issues in the world today,and improving energy utilization efficiency is a key area of research for experts and scholars worldwide.Small-diameter heat exchangers offer advantages such as reduced material usage,lower refrigerant charge,and compact structure.However,they also face challenges,including increased refrigerant pressure drop and smaller heat transfer area inside the tubes.This paper combines the advantages and disadvantages of both small and large-diameter tubes and proposes a combined-diameter heat exchanger,consisting of large and small diameters,for use in the indoor units of split-type air conditioners.There are relatively few studies in this area.In this paper,A theoretical and numerical computation method is employed to establish a theoretical-numerical calculation model,and its reliability is verified through experiments.Using this model,the optimal combined diameters and flow path design for a combined-diameter heat exchanger using R32 as the working fluid are derived.The results show that the heat transfer performance of all combined diameter configurations improves by 2.79%to 8.26%compared to the baseline design,with the coefficient of performance(COP)increasing from 4.15 to 4.27~4.5.These designs can save copper material,but at the cost of an increase in pressure drop by 66.86%to 131.84%.The scheme IIIH,using R32,is the optimal combined-diameter and flow path configuration that balances both heat transfer performance and economic cost. 展开更多
关键词 Split air condition variable tube diameter enhanced heat transfer numerical simulation structural design optimization
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Wormholes in f(R,T)=R+λT+λ_(1)T^(2)gravity
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作者 F Parsaei S Rastgoo 《Communications in Theoretical Physics》 2026年第2期88-97,共10页
This study explores asymptotically flat wormhole solutions within the framework of f(R,T)gravity.We analyze f(R,T)expressed as f(R,T)=R+λT+λ_(1)T^(2).A linear equation of state(EoS)is employed for both radial and la... This study explores asymptotically flat wormhole solutions within the framework of f(R,T)gravity.We analyze f(R,T)expressed as f(R,T)=R+λT+λ_(1)T^(2).A linear equation of state(EoS)is employed for both radial and lateral pressures,resulting in a power-law shape function.The investigation encompasses solutions characterized by both negative and positive energy densities.It has been determined that solutions with positive energy density comply with all energy conditions,specifically the null,weak,strong,and dominant energy conditions.Additionally,we identify constraints on the parametersλ,λ_(1),and the parameters associated with the EoS and shape function. 展开更多
关键词 WORMHOLE f(R T) energy condition modified theory of gravity
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A CLASS OF NONLINEAR THERMO-PIEZOELECTRIC CONTACT PROBLEM WITH COULOMB'S LAW:EXISTENCE,UNIQUENESS AND CONVERGENCE
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作者 Jinxia CEN Abdelhadi HACHLAF 《Acta Mathematica Scientia》 2026年第1期255-274,共20页
In this paper,we study a comprehensive mathematical model describing the problem of frictional contact between a nonlinear thermo-piezoelectric body and a rigid foundation with electrically conductive effect,in which ... In this paper,we study a comprehensive mathematical model describing the problem of frictional contact between a nonlinear thermo-piezoelectric body and a rigid foundation with electrically conductive effect,in which the contact conditions are described by a Signorini’s condition and Coulomb’s friction law.We derive the variational form of the contact problem which is a mixed system formulated by variational inequalities and equalities.Then,we use standard results on mixed problems and the Banach fixed-point theorem to prove the existence and uniqueness of the solution to the contact problem.Moreover,we demonstrate the convergence of a penalty method for this contact problem under consideration.Finally,finite element method is applied to the penalty contact problem and a strong convergence theorem is obtained. 展开更多
关键词 thermo-piezoelectric material Signorini’s condition mixed formulation existence and convergence penality method finite element method
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Application of physics-informed neural networks in solving temperature diffusion equation of seawater
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作者 Lei HAN Changming DONG +3 位作者 Yuli LIU Huarong XIE Hongchun ZHANG Weijun ZHU 《Journal of Oceanology and Limnology》 2026年第1期1-18,共18页
Physics-informed neural networks(PINNs),as a novel artificial intelligence method for solving partial differential equations,are applicable to solve both forward and inverse problems.This study evaluates the performan... Physics-informed neural networks(PINNs),as a novel artificial intelligence method for solving partial differential equations,are applicable to solve both forward and inverse problems.This study evaluates the performance of PINNs in solving the temperature diffusion equation of the seawater across six scenarios,including forward and inverse problems under three different boundary conditions.Results demonstrate that PINNs achieved consistently higher accuracy with the Dirichlet and Neumann boundary conditions compared to the Robin boundary condition for both forward and inverse problems.Inaccurate weighting of terms in the loss function can reduce model accuracy.Additionally,the sensitivity of model performance to the positioning of sampling points varied between different boundary conditions.In particular,the model under the Dirichlet boundary condition exhibited superior robustness to variations in point positions during the solutions of inverse problems.In contrast,for the Neumann and Robin boundary conditions,accuracy declines when points were sampled from identical positions or at the same time.Subsequently,the Argo observations were used to reconstruct the vertical diffusion of seawater temperature in the north-central Pacific for the applicability of PINNs in the real ocean.The PINNs successfully captured the vertical diffusion characteristics of seawater temperature,reflected the seasonal changes of vertical temperature under different topographic conditions,and revealed the influence of topography on the temperature diffusion coefficient.The PINNs were proved effective in solving the temperature diffusion equation of seawater with limited data,providing a promising technique for simulating or predicting ocean phenomena using sparse observations. 展开更多
关键词 temperature diffusion equation physics-informed neural network(PINN) boundary condition forward and inverse problem
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A condition control-based dual-reliability evaluation for structural health monitoring
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作者 Qiuhui XU Shenfang YUAN +1 位作者 Jian CHEN Hutao JING 《Chinese Journal of Aeronautics》 2026年第1期247-262,共16页
It is well recognized that Structural Health Monitoring(SHM)reliability evaluation is a key aspect that needs to be urgently addressed to promote the wide application of SHM methods.However,the existing studies typica... It is well recognized that Structural Health Monitoring(SHM)reliability evaluation is a key aspect that needs to be urgently addressed to promote the wide application of SHM methods.However,the existing studies typically transfer the Non-Destructive Testing/Evaluation(NDT/E)reliability metrics to SHM without a systematic analysis of where these metrics originated.Seldom attentions are paid to the evaluation conditions which are very important to apply these metrics.Aimed at this issue,a new condition control-based Dual-Reliability Evaluation(Dual-RE)method for SHM is proposed.This new method is proposed based on a systematic analysis of the whole framework of reliability evaluation from instrument to NDT,and emphasis is paid to the evaluation condition control.Based on these analyses,considering the special online application scenario of SHM,the proposed Dual-RE method contains two key components:Integrated Sensor-based SHM-RE(IS-SHM-RE)and Critical Service Condition-based SHM-RE(CSC-SHM-RE).ISSHM-RE evaluates the reliability of integrated SHM sensor and system themselves under approximate repeatability conditions,while CSC-SHM-RE assesses SHM reliability under the dominant uncertainties during service,namely intermediate conditions.To demonstrate the Dual-RE,crack monitoring by using the Guided Wave-based-SHM(GW-SHM)on aircraft lug structures is taken as a case study.Both the crack detection and sizing performance are evaluated from accuracy and uncertainty. 展开更多
关键词 Crack detection and sizing Dual-reliability evaluation Evaluation condition control Guided wave-based monitoring Reliability evaluation Structural health monitoring
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Tissue and extracellular matrix remodeling of the subchondral bone during osteoarthritis of knee joints as revealed by spatial mass spectrometry imaging
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作者 Charles ASchurman Joanna Bons +6 位作者 Jonathon JWoo Cristal Yee Qi Liu Nannan Tao Tamara Alliston Peggi Angel Birgit Schilling 《Bone Research》 2026年第1期222-241,共20页
Osteoarthritis(OA)is a degenerative skeletal condition marked by the loss of articular cartilage and changes to subchondral bone homeostasis.Treatments for OA beyond full joint replacement are lacking primarily due to... Osteoarthritis(OA)is a degenerative skeletal condition marked by the loss of articular cartilage and changes to subchondral bone homeostasis.Treatments for OA beyond full joint replacement are lacking primarily due to gaps in molecular knowledge of the biological drivers of disease.Mass Spectrometry Imaging(MSI)enables molecular spatial mapping of the proteomic landscape of tissues.Histologic sections of human tibial plateaus from knees of human OA patients and cadaveric controls were treated with collagenase Ⅲ to target extracellular matrix(ECM)proteins prior to MS Imaging of bone and cartilage proteins.Spatial MS imaging of the knee identified distinct areas of joint damage to the subchondral bone underneath areas of lost cartilage.This damaged bone signature extended underneath remaining cartilage in OA joints,indicating subchondral bone remodeling could occur before full thickness cartilage loss in OA.Specific ECM peptide markers from OA-affected medial tibial plateaus were compared to their healthier lateral halves from the same patient,as well as to healthy,age-matched cadaveric knees.Overall,31 peptide candidates from ECM proteins,including Collagen alpha-1(Ⅰ),Collagen alpha-1(Ⅲ),and surprisingly,Collagen alpha-1(Ⅵ)and Collagen alpha-3(Ⅵ),exhibited significantly elevated abundance in diseased tissues.Additionally,highly specific hydroxyproline-containing collagen peptides,mainly from collagen typeⅠ,dominated OA subchondral bone directly under regions of lost cartilage but not areas where cartilage remained intact.A separate analysis of synovial fluid from a second cohort of OA patients found similar regulation of collagens and ECM proteins via LC-MS/MS demonstrating that markers of subchondral bone remodeling discovered by MALDI-MS may be detectable as biomarkers in biofluid samples.The identification of specific protein markers for subchondral bone remodeling in OA advances our molecular understanding of disease progression in OA and provides potential new biomarkers for OA detection and disease grading. 展开更多
关键词 articular cartilage molecular spatial mapping degenerative skeletal condition tibial plateaus Extracellular Matrix spectrometry imaging msi enables Subchondral Bone OSTEOARTHRITIS
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Dual-Attention Multi-Path Deep Learning Framework for Automated Wind Turbine Blade Fault Detection Using UAV Imagery
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作者 Mubarak Alanazi Junaid Rashid 《Computer Modeling in Engineering & Sciences》 2026年第2期499-523,共25页
Wind turbine blade defect detection faces persistent challenges in separating small,low-contrast surface faults from complex backgrounds while maintaining reliability under variable illumination and viewpoints.Conven-... Wind turbine blade defect detection faces persistent challenges in separating small,low-contrast surface faults from complex backgrounds while maintaining reliability under variable illumination and viewpoints.Conven-tional image-processing pipelines struggle with scalability and robustness,and recent deep learning methods remain sensitive to class imbalance and acquisition variability.This paper introduces TurbineBladeDetNet,a convolutional architecture combining dual-attention mechanisms with multi-path feature extraction for detecting five distinct blade fault types.Our approach employs both channel-wise and spatial attention modules alongside an Albumentations-driven augmentation strategy to handle dataset imbalance and capture condition variability.The model achieves 97.14%accuracy,98.65%precision,and 98.68%recall,yielding a 98.66%F1-score with 0.0110 s inference time.Class-specific analysis shows uniformly high sensitivity and specificity;lightning damage reaches 99.80%for sensitivity,precision,and F1-score,and crack achieves perfect precision and specificity with a 98.94%F1-score.Comparative evaluation against recent wind-turbine inspection approaches indicates higher performance in both accuracy and F1-score.The resulting balance of sensitivity and specificity limits both missed defects and false alarms,supporting reliable deployment in routine unmanned aerial vehicle(UAV)inspection. 展开更多
关键词 Wind energy aerial imagery surface condition monitoring wind turbine blades surface defect detection attention mechanism computer vision deep learning artificial intelligence
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Multidisciplinary collaborative management of vertebral artery dissection in a young male:a case report
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作者 Huan Zhang Lei Zhang +1 位作者 Linjuan Sun Ye Huang 《World Journal of Emergency Medicine》 2026年第2期193-195,共3页
Vertebral artery dissection(VAD) is an acute vascular condition characterized by intimal tearing that leads to the formation of intramural hematomas or pseudoaneurysms.^([1,2]) The pathogenesis of VAD involves a multi... Vertebral artery dissection(VAD) is an acute vascular condition characterized by intimal tearing that leads to the formation of intramural hematomas or pseudoaneurysms.^([1,2]) The pathogenesis of VAD involves a multifactorial interplay of genetic susceptibility,structural vessel wall abnormalities,and mechanical stressors.^([3]) We present a case of VAD triggered by cervical mechanical stress,and explore the diagnostic workup and the role of multidisciplinary coordination in therapeutic decision-making. 展开更多
关键词 vertebral artery dissection multidisciplinary management vertebral artery dissection vad intramural hematomas diagnostic workup intimal tearing cervical mechanical stress acute vascular condition
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