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Determining the Deformation Characteristics of Railway Ballast by Mathematical Modeling of Elastic Wave Propagation 用弹性波传播数学模型确定铁路道砟的变形特性
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-06-19 DOI: 10.3390/applmech4020041
D. Kurhan, M. Kurhan, B. Horváth, S. Fischer
The article solves the problem of theoretically determining the deformable characteristics of railway ballast, considering its condition through mathematical modeling. Different tasks require mathematical models with different levels of detail of certain elements. After a certain limit, excessive detailing only worsens the quality of the model. Therefore, for many problems of the interaction between the track and the rolling stock, it is sufficient to describe the ballast as a homogeneous isotropic layer with a vertical elastic deformation. The elastic deformation of the ballast is formed by the deviation of individual elements; the ballast may have pollutants, the ballast may have places with different levels of compaction, etc. To be able to determine the general characteristics of the layer, a dynamic model of the stress–strain state of the system based on the dynamic problem of the theory of elasticity is applied. The reaction of the ballast to the dynamic load is modeled through the passage of elastic deformation waves. The given results can be applied in the models of the railway track in the other direction as initial data regarding the ballast layer.
本文通过数学建模,从理论上解决了铁路道砟变形特性的确定问题,同时考虑了其实际情况。不同的任务需要具有特定元素不同细节层次的数学模型。超过一定限度后,过多的细节只会恶化模型的质量。因此,对于轨道与车辆相互作用的许多问题,将道砟描述为具有垂直弹性变形的均匀各向同性层就足够了。压舱物的弹性变形是由单个元件的偏差形成的;压载物可能有污染物,压载物可能有压实程度不同的地方等。为了能够确定层的一般特性,采用了基于弹性理论动力学问题的系统应力-应变状态动态模型。通过弹性变形波的传递来模拟碴体对动载荷的反应。所给出的结果可以作为关于道砟层的初始数据应用于其他方向的轨道模型。
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引用次数: 0
Biomass Combustion in the Helically Coiled Domestic Boiler Combined with the Equilibrium/Chemical Kinetics CFD Approach 结合平衡动力学/化学动力学CFD方法的家用螺旋盘管锅炉生物质燃烧
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-06-17 DOI: 10.3390/applmech4020040
I. Wardach-Świȩcicka, S. Polesek-Karczewska, D. Kardaś
In the face of threats related to energy supply and climate change, the use of biomass is gaining importance, particularly in distributed energy systems. Combustion of biomass, including residue biomass, is considered one of the routes to increase the share of renewables in energy generation. The modeling of gaseous phase reactions remains crucial in predicting the combustion behavior of biomass and pollutant emissions. However, their simulation becomes a challenging task due to the computational cost. This paper presents a numerical analysis of the combustion process of a gas mixture released during biomass decomposition in a domestic 25 kW coil-type boiler. Three types of biogenic fuels were taken into consideration. The work aimed at examining the available tools for modeling gas burning, thus the geometry of the system was limited only to the 2D case. The thermodynamic equilibrium composition of pyrolysis gas was determined and implemented in Ansys to simulate the process. The computational results showed the potential of detailed, but reduced, combustion mechanisms of CH4/CO/H2 mixtures in predicting the main process features. The mechanism involving 85 reactions appeared to be more reliable compared to that comprising 77 reactions, particularly for volatiles with higher H2 content, whilst offering an acceptable calculation time. The burning characteristics obtained for volatiles with less CH4 and more H2 are in good agreement with the real operation conditions reported for the boiler.
面对与能源供应和气候变化有关的威胁,生物质的利用越来越重要,特别是在分布式能源系统中。燃烧生物质,包括残渣生物质,被认为是增加可再生能源在能源生产中所占份额的途径之一。气相反应的建模在预测生物质燃烧行为和污染物排放方面仍然至关重要。然而,由于计算成本的原因,它们的模拟成为一项具有挑战性的任务。本文对国产25kw盘管式锅炉生物质分解过程中释放的混合气燃烧过程进行了数值分析。考虑了三种类型的生物燃料。这项工作旨在研究燃气燃烧建模的可用工具,因此系统的几何形状仅限于二维情况。确定热解气体的热力学平衡组成,并在Ansys中进行模拟。计算结果表明,CH4/CO/H2混合物的燃烧机理在预测主要过程特征方面具有详细但简化的潜力。与包含77个反应的机制相比,包含85个反应的机制似乎更可靠,特别是对于H2含量较高的挥发物,同时提供了可接受的计算时间。所得的挥发分CH4少、H2多的燃烧特性与锅炉实际运行情况吻合较好。
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引用次数: 0
Effects of Hybridization on Tensile, Flexural, and Damage Behaviors of Flax/Carbon Epoxy Composites 杂化对亚麻/碳环氧复合材料拉伸、弯曲和损伤行为的影响
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-06-13 DOI: 10.3390/applmech4020039
M. Habibi, L. Laperrière
In recent years, the hybridization of natural fibers with synthetic fibers has received much attention. This paper conducted an experimental study on the tensile and flexural behavior of unidirectional carbon/flax fiber reinforced epoxy composites and single flax fibers. Four hybridization rates were considered for 16 reinforced layers in a symmetric staking sequence, with the carbon ply at the surface. The damage evolution under load increase was monitored using the acoustic emission (AE) technique. The Davies–Bouldin index and the K-means clustering algorithm were used to correlate the hybridization rates to the contribution of each damage mechanism to overall failure. AE monitoring of tensile and flexural behaviors showed that delamination and fiber breakage mechanisms dominate the composite failure, regardless of the hybridization rate.
近年来,天然纤维与合成纤维的杂交研究备受关注。本文对单向碳/亚麻纤维增强环氧复合材料和单亚麻纤维的拉伸和弯曲性能进行了实验研究。在对称的桩接顺序中,考虑了4种杂交率的16层增强层,碳层在表面。利用声发射(AE)技术对载荷增加下的损伤演化过程进行了监测。使用Davies-Bouldin指数和K-means聚类算法将杂交率与每种损伤机制对整体故障的贡献关联起来。拉伸和弯曲行为的声发射监测表明,与杂化率无关,分层和纤维断裂机制是复合材料破坏的主要机制。
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引用次数: 0
Machine Learning-Assisted Tensile Modulus Prediction for Flax Fiber/Shape Memory Epoxy Hygromorph Composites 机器学习辅助下亚麻纤维/形状记忆环氧湿化复合材料的拉伸模量预测
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-06-09 DOI: 10.3390/applmech4020038
T. Sadat
Flax fiber/shape memory epoxy hygromorph composites are a promising area of research in the field of biocomposites. This paper focuses on the tensile modulus of these composites and investigates how it is affected by factors such as fiber orientation (0° and 90°), temperature (20 °C, 40 °C, 60 °C, 80 °C, and 100 °C), and humidity (50% and fully immersed) conditions. Machine learning algorithms were utilized to predict the tensile modulus based on non-linearly dependent initial variables. Both decision tree (DT) and random forest (RF) algorithms were employed to analyze the data, and the results showed high coefficient of determination R2 values of 0.94 and 0.95, respectively. These findings demonstrate the effectiveness of machine learning in analyzing large datasets of mechanical properties in biocomposites. Moreover, the study revealed that the orientation of the flax fibers had the greatest impact on the tensile modulus value (with feature importance of 0.598 and 0.605 for the DT and RF models, respectively), indicating that it is a crucial factor to consider when designing these materials.
亚麻纤维/形状记忆型环氧吸湿复合材料是生物复合材料领域的研究热点。本文重点研究了这些复合材料的拉伸模量,并研究了纤维取向(0°和90°),温度(20°C, 40°C, 60°C, 80°C和100°C)和湿度(50%和完全浸入)条件等因素对其的影响。基于非线性相关初始变量,利用机器学习算法预测拉伸模量。采用决策树(DT)和随机森林(RF)算法对数据进行分析,结果显示,决定系数R2分别为0.94和0.95。这些发现证明了机器学习在分析生物复合材料力学性能的大型数据集方面的有效性。此外,研究表明,亚麻纤维的取向对拉伸模量值的影响最大(DT和RF模型的特征重要度分别为0.598和0.605),这表明这是设计这些材料时需要考虑的关键因素。
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引用次数: 0
Analytical Modeling for Mechanical Straightening Process of Case-Hardened Circular Shaft 表面硬化圆轴机械矫直过程的解析建模
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-06-05 DOI: 10.3390/applmech4020036
S. Xing
Straightening has to be carried out in order to ensure the straightness of a shaft, as distortions exceed the tolerance limit. Since the straightening load is typically large enough to produce plastic and residual deformation, repeated straightening loading cycles are very likely to induce cracks or fractures on the case-hardened shaft surface. In this study, in order to minimize repeated straightening cycles, an analytical straightening model is developed which calculates optimum stroke displacements corresponding to measured straightness errors so as to achieve the desired residual deflections and eliminate straightness errors. First, the hardness variation in the shaft radial direction is considered in the analytical model. Then, the proposed theoretical model is validated by numerical simulations. The results suggest that the analytically predicted stroke displacements and residual deflections agree very well with the numerical results when using induction-hardened SAE 4140 steel, and this signifies that the analytical straightening model developed in this study is capable of providing predictions of straightening stokes.
当变形超过公差极限时,必须进行矫直以确保轴的直线度。由于矫直载荷通常大到足以产生塑性变形和残余变形,因此反复的矫直载荷循环很可能在淬火轴表面诱发裂纹或断裂。为了最大限度地减少重复矫直周期,本研究建立了一种解析式矫直模型,该模型根据实测直线度误差计算出最佳行程位移,从而达到所需的残余挠度,消除直线度误差。首先,在分析模型中考虑了轴径向的硬度变化。然后,通过数值模拟对理论模型进行了验证。结果表明,采用感应淬火sae4140钢时,分析预测的冲程位移和残余挠度与数值结果吻合较好,表明本文建立的解析矫直模型能够预测矫直冲程。
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引用次数: 0
Applying the Action Principle of Classical Mechanics to the Thermodynamics of the Troposphere 经典力学作用原理在对流层热力学中的应用
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-06-05 DOI: 10.3390/applmech4020037
I. Kennedy, M. Hodzic
Advances in applied mechanics have facilitated a better understanding of the recycling of heat and work in the troposphere. This goal is important to meet practical needs for better management of climate science. Achieving this objective may require the application of quantum principles in action mechanics, recently employed to analyze the reversible thermodynamics of Carnot’s heat engine cycle. The testable proposals suggested here seek to solve several problems including (i) the phenomena of decreasing temperature and molecular entropy but increasing Gibbs energy with altitude in the troposphere; (ii) a reversible system storing thermal energy to drive vortical wind flow in anticyclones while frictionally warming the Earth’s surface by heat release from turbulence; (iii) vortical generation of electrical power from translational momentum in airflow in wind farms; and (iv) vortical energy in the destructive power of tropical cyclones. The scalar property of molecular action (@t ≡ ∫mvds, J-sec) is used to show how equilibrium temperatures are achieved from statistical equality of mechanical torques (mv2 or mr2ω2); these are exerted by Gibbs field quanta for each kind of gas phase molecule as rates of translational action (d@t/dt ≡ ∫mr2ωdϕ/dt ≡ mv2). These torques result from the impulsive density of resonant quantum or Gibbs fields with molecules, configuring the trajectories of gas molecules while balancing molecular pressure against the density of field energy (J/m3). Gibbs energy fields contain no resonant quanta at zero Kelvin, with this chemical potential diminishing in magnitude as the translational action of vapor molecules and quantum field energy content increases with temperature. These cases distinguish symmetrically between causal fields of impulsive quanta (Σhν) that energize the action of matter and the resultant kinetic torques of molecular mechanics (mv2). The quanta of these different fields display mean wavelengths from 10−4 m to 1012 m, with radial mechanical advantages many orders of magnitude greater than the corresponding translational actions, though with mean quantum frequencies (v) similar to those of radial Brownian movement for independent particles (ω). Widespread neglect of the Gibbs field energy component of natural systems may be preventing advances in tropospheric mechanics. A better understanding of these vortical Gibbs energy fields as thermodynamically reversible reservoirs for heat can help optimize work processes on Earth, delaying the achievement of maximum entropy production from short-wave solar radiation being converted to outgoing long-wave radiation to space. This understanding may improve strategies for management of global changes in climate.
应用力学的进步促进了对对流层中热量和功的再循环的更好理解。这一目标对于满足更好地管理气候科学的实际需要很重要。实现这一目标可能需要在作用力学中应用量子原理,最近用于分析卡诺热机循环的可逆热力学。本文提出的可验证性建议试图解决以下几个问题:(1)对流层温度和分子熵随高度降低而吉布斯能随高度增加的现象;(ii)一个可逆的系统,储存热能,驱动反气旋中的垂直气流,同时通过湍流释放的热量摩擦地使地球表面变暖;(iii)风力发电场中气流的平动动量产生的涡旋发电;(四)热带气旋破坏力中的涡旋能。分子作用的标量性质(@t≡∫mvds, J-sec)用于显示如何从机械扭矩(mv2或mr2ω2)的统计相等中获得平衡温度;这些是由吉布斯场量子对每种气相分子施加的平动作用速率(d@t/dt≡∫mr2ω ϕ/dt≡mv2)。这些扭矩来自分子共振量子场或吉布斯场的脉冲密度,在平衡分子压力和场能密度(J/m3)的同时,配置了气体分子的轨迹。在零开尔文时,吉布斯能量场不包含共振量子,随着蒸汽分子的平移作用和量子场能量含量随温度的增加,这种化学势的大小逐渐减小。这些情况对称地区分了脉冲量子的因果场(Σhν),这些量子为物质的作用提供了能量,而分子力学的结果是动力学扭矩(mv2)。这些不同场的量子显示出从10−4 m到1012 m的平均波长,具有比相应的平移作用大许多数量级的径向力学优势,尽管平均量子频率(v)与独立粒子的径向布朗运动(ω)相似。对自然系统吉布斯场能量分量的普遍忽视可能阻碍了对流层力学的进展。更好地理解这些涡旋吉布斯能量场作为热力学可逆的热储,可以帮助优化地球上的工作过程,延迟实现从短波太阳辐射转换为向外的长波辐射到太空的最大熵产。这种认识可以改善管理全球气候变化的战略。
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引用次数: 0
Explainable Artificial Intelligence (XAI) and Supervised Machine Learning-based Algorithms for Prediction of Surface Roughness of Additively Manufactured Polylactic Acid (PLA) Specimens 可解释人工智能(XAI)和基于监督机器学习的增材制造聚乳酸(PLA)样品表面粗糙度预测算法
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-05-12 DOI: 10.3390/applmech4020034
Akshansh Mishra, V. Jatti, Eyob Messele Sefene, Shivangi Paliwal
Structural integrity is a crucial aspect of engineering components, particularly in the field of additive manufacturing (AM). Surface roughness is a vital parameter that significantly influences the structural integrity of additively manufactured parts. This research work focuses on the prediction of the surface roughness of additive-manufactured polylactic acid (PLA) specimens using eight different supervised machine learning regression-based algorithms. For the first time, explainable AI techniques are employed to enhance the interpretability of the machine learning models. The nine algorithms used in this study are Support Vector Regression, Random Forest, XGBoost, AdaBoost, CatBoost, Decision Tree, the Extra Tree Regressor, the Explainable Boosting Model (EBM), and the Gradient Boosting Regressor. This study analyzes the performance of these algorithms to predict the surface roughness of PLA specimens, while also investigating the impacts of individual input parameters through explainable AI methods. The experimental results indicate that the XGBoost algorithm outperforms the other algorithms with the highest coefficient of determination value of 0.9634. This value demonstrates that the XGBoost algorithm provides the most accurate predictions for surface roughness compared with other algorithms. This study also provides a comparative analysis of the performance of all the algorithms used in this study, along with insights derived from explainable AI techniques.
结构完整性是工程部件的一个重要方面,特别是在增材制造(AM)领域。表面粗糙度是影响增材制造零件结构完整性的重要参数。本研究工作的重点是使用八种不同的基于监督机器学习回归的算法预测增材制造聚乳酸(PLA)样品的表面粗糙度。可解释的人工智能技术首次被用于增强机器学习模型的可解释性。本研究中使用的九种算法是支持向量回归、随机森林、XGBoost、AdaBoost、CatBoost、决策树、额外树回归、可解释增强模型(EBM)和梯度增强回归。本研究分析了这些算法在预测PLA样品表面粗糙度方面的性能,同时也通过可解释的AI方法研究了单个输入参数的影响。实验结果表明,XGBoost算法优于其他算法,其决定系数最高为0.9634。该值表明,与其他算法相比,XGBoost算法提供了最准确的表面粗糙度预测。本研究还对本研究中使用的所有算法的性能进行了比较分析,并从可解释的人工智能技术中获得了见解。
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引用次数: 2
Free Vibration of Single-Walled Carbon Nanotubes Using Nonlocal Truncated Timoshenko-Ehrenfest Beam Theory 基于非局部截断Timoshenko-Ehrenfest梁理论的单壁碳纳米管自由振动
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-05-12 DOI: 10.3390/applmech4020035
M. A. De Rosa, M. Lippiello, Antonella Onorato, I. Elishakoff
Carbon nanotubes with their outstanding mechanical, physical and electrical properties have stimulated a significant amount of scientific and technological research due to their uniqueness compared to conventional materials. As a result, an extensive study on their mechanical properties has been conducted, and the static and dynamic behavior of single- walled and multi-walled carbon nanotubes has been examined using Euler-Bernoulli and Timoshenko beam models. The main objective of this paper is to study the free vibration behaviour of single-walled carbon nanotubes (SWCNT) using the nonlocal truncated Timoshenko beam theory. According to the Hamilton principle, the equation of motion of Timoshenko single-walled carbon nanotubes is calculated taking into account the truncated theory; and the general corresponding boundary conditions are derived. Finally, some numerical examples are performed to evaluate the effects of the nonlocal coefficient and the length of the nanotube. The obtained results are validated by comparing them with those found in the literature, and they show the accuracy and efficiency of the developed model. Particularly, the results demonstrate that the present formulation is highly efficient and capable of satisfactorily describing the behavior of nanobeams.
与传统材料相比,碳纳米管以其优异的机械、物理和电学性能激发了大量的科学技术研究。因此,对其力学性能进行了广泛的研究,并使用Euler-Bernoulli和Timoshenko梁模型研究了单壁和多壁碳纳米管的静态和动态行为。本文的主要目的是利用非局部截断Timoshenko梁理论研究单壁碳纳米管(SWCNT)的自由振动行为。根据Hamilton原理,考虑截断理论,计算了Timoshenko单壁碳纳米管的运动方程;并推导了一般的边界条件。最后,通过数值算例分析了非局部系数和纳米管长度的影响。将所得结果与文献结果进行了比较,验证了所建模型的准确性和有效性。特别是,结果表明,本公式是高效的,能够令人满意地描述纳米梁的行为。
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引用次数: 1
Management of Intracranial Hemorrhage in the Setting of Mechanical Heart Valve Replacement Therapy 机械心脏瓣膜置换术中颅内出血的处理
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-05-11 DOI: 10.3390/applmech4020033
Sahar Khan, Faiz Syed, Milan Toma
The management of an intracranial hemorrhage in patients receiving anticoagulant therapy presents a significant challenge for medical professionals. Anticoagulant treatment is intended to prevent blood clotting, but it can worsen active brain bleeds. Despite this risk, avoiding the prothrombotic state caused by mechanical heart valves remains crucial. Guidelines on managing this issue are currently lacking, prompting a review that delves into embryonic development and anatomical functions of heart valves, valve replacement therapy for diseased valves, and the need for anticoagulants. Ultimately, recent literature and cases inform discussion regarding how best to manage intracranial hemorrhages in patients with mechanical heart valves. The expectation is that this examination will offer valuable perspectives on the handling of intracranial bleeding among individuals with mechanical heart valves and stimulate additional investigations in this intricate domain, particularly through the lens of applied mechanics.
对接受抗凝治疗的颅内出血患者的处理是医学专业人员面临的一个重大挑战。抗凝治疗的目的是防止血液凝固,但它会加重活动性脑出血。尽管存在这种风险,但避免机械性心脏瓣膜引起的血栓前状态仍然至关重要。目前缺乏处理这一问题的指南,促使人们对胚胎发育和心脏瓣膜的解剖功能、患病瓣膜的瓣膜置换治疗以及抗凝血剂的需求进行深入研究。最后,最近的文献和病例讨论了如何最好地处理机械心脏瓣膜患者的颅内出血。期望这项研究将为机械心脏瓣膜患者颅内出血的处理提供有价值的观点,并刺激这一复杂领域的进一步研究,特别是通过应用力学的视角。
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引用次数: 1
Employment of Fracture Mechanics Criteria for Accurate Assessment of the Full Set of Elastic Constants of Orthorhombic/Tetragonal Mono-Crystalline YBCO 用断裂力学准则准确评定正交/四方单晶YBCO的全套弹性常数
IF 14.3 1区 工程技术 Q1 MECHANICS Pub Date : 2023-05-08 DOI: 10.3390/applmech4020032
R. Chaudhuri
The effect of elastic constants, cij, on the nature (easy or difficult) of a cleavage system in mono-crystalline YBa2Cu3O7−δ is investigated by employing a novel three-dimensional eigenfunction expansion technique, based in part on the separation of the thickness variable and partly on a modified Frobenius-type series expansion technique in conjunction with Eshelby–Stroh formalism. Out of the three available, complete sets of elastic constants, only the experimental measurements using resonant ultrasound spectroscopy merit serious attention, despite reported values of c12 and, to a lesser extent, c66 being excessively high. The present investigation considers six through-thickness crack systems weakening orthorhombic mono-crystalline Yttrium barium copper oxide (YBCO) plates. More importantly, the present investigation establishes sufficient conditions for crack path stability/instability, which entail a cleavage system being easy or difficult, i.e., whether a crack would propagate in its original plane/direction or deflect to a different one. This criterion of fracture mechanics is then employed for accurate determination of the full set of elastic constants of superconducting mono-crystalline YBCO. Finally, heretofore unavailable results pertaining to the through-thickness variations of stress intensity factors and energy release rates for a crack corresponding to symmetric and skew-symmetric hyperbolic cosine loads, which also satisfy the boundary conditions on the plate surfaces, bridge a longstanding gap.
采用一种新的三维特征函数展开技术,研究了弹性常数cij对单晶YBa2Cu3O7−δ解理体系性质(易解理或难解理)的影响,该技术部分基于厚度变量的分离,部分基于改进的frobenius型级数展开技术,并结合Eshelby-Stroh形式论。在现有的三套完整的弹性常数中,只有使用共振超声光谱的实验测量值值得认真注意,尽管报告的c12值和较小程度上的c66值过高。本研究考虑了六种贯穿厚度的裂纹系统,这些裂纹系统削弱了正交单晶钇钡铜氧化物(YBCO)板。更重要的是,本研究建立了裂纹路径稳定/不稳定的充分条件,这就决定了解理系统是易解理还是难解理,即裂纹是沿原平面/方向扩展还是向另一个方向偏转。该断裂力学准则可用于精确测定超导单晶YBCO的全套弹性常数。最后,迄今为止无法获得的关于对称和偏对称双曲余弦载荷对应的裂纹应力强度因子和能量释放率的贯穿厚度变化的结果,也满足板表面的边界条件,弥合了长期存在的差距。
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引用次数: 0
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Applied Mechanics Reviews
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