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A reconfigurable dynamic Bayesian network for digital twin modeling of structures with multiple damage modes 可重构动态贝叶斯网络用于多损伤模式结构的数字孪生建模
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-07-01 DOI: 10.1016/j.taml.2023.100440
Yumei Ye , Qiang Yang , Jingang Zhang , Songhe Meng , Jun Wang , Xia Tang

Dynamic Bayesian networks (DBNs) are commonly employed for structural digital twin modeling. At present, most researches only consider single damage mode tracking. It is not sufficient for a reusable spacecraft as various damage modes may occur during its service life. A reconfigurable DBN method is proposed in this paper. The structure of the DBN can be updated dynamically to describe the interactions between different damages. Two common damages (fatigue and bolt loosening) for a spacecraft structure are considered in a numerical example. The results show that the reconfigurable DBN can accurately predict the acceleration phenomenon of crack growth caused by bolt loosening while the DBN with time-invariant structure cannot, even with enough updates. The definition of interaction coefficients makes the reconfigurable DBN easy to track multiple damages and be extended to more complex problems. The method also has a good physical interpretability as the reconfiguration of DBN corresponds to a specific mechanism. Satisfactory predictions do not require precise knowledge of reconfiguration conditions, making the method more practical.

动态贝叶斯网络(dbn)是结构数字孪生模型的常用建模方法。目前,大多数研究只考虑单一损伤模式的跟踪。这对于一个可重复使用的航天器来说是不够的,因为在其使用寿命期间可能会发生各种损坏模式。提出了一种可重构DBN方法。DBN的结构可以动态更新,以描述不同损伤之间的相互作用。数值算例中考虑了航天器结构的两种常见损伤(疲劳损伤和螺栓松动损伤)。结果表明,可重构DBN可以准确预测螺栓松动引起的裂纹扩展加速现象,而具有定常结构的DBN即使更新足够,也不能准确预测螺栓松动引起的裂纹扩展加速现象。相互作用系数的定义使得可重构DBN易于跟踪多个损伤,并可扩展到更复杂的问题。该方法还具有良好的物理可解释性,因为DBN的重新配置对应于特定的机制。令人满意的预测不需要精确的重构条件知识,使该方法更实用。
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引用次数: 0
Simulation of anchor chain based on lumped mass method 基于集中质量法的锚链仿真
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-07-01 DOI: 10.1016/j.taml.2023.100460
Xiaobin Jiang, Jian Gan, Shiyang Teng

In order to develop a anchoring operation simulation system and improve safety during anchoring operations, a relatively accurate mathematical model of anchoring operations needs to be established. In this paper, the stress condition of anchor chain under environmental and subsea geological conditions is further studied and the stress condition of anchor chain is analyzed based on the previous research. In this paper, a quasi-static model based on catenary method is used as the basis of dynamic analysis, and the dynamic model of anchor chain is established based on the concentrated mass method, which fully considers the influence of anchor chain weight, hydrodynamic force, ocean current and interaction with the seabed. The fourth-order Runge Kutta method was used to solve the model numerically, and a calculation procedure was developed. The accuracy of the model was verified by comparing the calculated results with the experimental results, indicating that the constructed anchor chain dynamics model has a high accuracy.

为了开发锚固作业仿真系统,提高锚固作业的安全性,需要建立相对准确的锚固作业数学模型。本文在前人研究的基础上,进一步研究了环境和海底地质条件下锚链的受力状况,并对锚链的受力状况进行了分析。本文采用基于悬链线法的准静态模型作为动力分析的基础,基于集中质量法建立锚链动力模型,充分考虑锚链重量、水动力、洋流及与海底相互作用的影响。采用四阶龙格库塔法对模型进行了数值求解,并建立了计算程序。将计算结果与实验结果进行对比,验证了模型的准确性,表明所构建的锚链动力学模型具有较高的准确性。
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引用次数: 1
Effect of wall friction on oscillation of velocity at the head of the gravity current 壁面摩擦对重力流头部速度振荡的影响
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2023.100439
Jinichi Koue

Velocity oscillations at the head of the gravity current were investigated in experiments and numerical simulations of a locked-exchange flow. A comparison of the experimental and numerical simulations showed that the depth and volume of the released fluid affected the oscillations in the velocity of the gravity current. At the initial stage, the head moved forward at a constant velocity, and velocity oscillations occurred. The head maximum thickness increased at the same time as the head, which did not have a round, and accumulated buoyant fluid due to the buoyancy effect intrusion force. The period of accumulation and release of the buoyant fluid was almost the same as that observed for the head movement velocity; the head movement velocity was faster when the buoyant fluid accumulated and slower when it was released. At the viscous stage, the forward velocity decreased proportionally to the power of 1/2 of time, since the head was not disturbed from behind. As the mass concentration at the head decreased, the gravity current was slowed by the viscous stage in its effect. At the viscous stage, the mass concentration at the head was no longer present, and the velocity oscillations also decreased.

通过实验和数值模拟研究了锁交换流在重力流头部的速度振荡。实验和数值模拟的对比表明,释放流体的深度和体积对重力流速度的振荡有影响。在初始阶段,头部以匀速向前运动,并发生速度振荡。封头最大厚度随封头增大而增大,封头没有圆,由于浮力作用侵入力的作用,浮力流体不断积累。浮力流体的积累和释放周期与头部运动速度所观察到的周期几乎相同;浮力流体积聚时头部运动速度较快,释放时头部运动速度较慢。在粘性阶段,由于头部没有受到来自后面的干扰,向前速度按时间的1/2次方成比例地减小。随着水头质量浓度的降低,重力流在其作用下的粘性阶段减慢。在粘性阶段,头部的质量浓度不再存在,速度振荡也减小了。
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引用次数: 0
Aerodynamic shape and drag scaling law of a flexible fibre in a flowing medium 柔性纤维在流动介质中的气动外形及阻力标度规律
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2022.100397
Bo-Hua Sun, Xiao-Lin Guo

The study of a flexible body immersed in a flowing medium is one of the best way to find its aerodynamic shape. This Letter revisited the problem that was first studied by Alben et al. (Nature 420, 479–481, 2002). To determine the aerodynamic shape of the fibre, a simpler approach is proposed. A universal drag scaling law is obtained and the universality of the Alben-Shelley-Zhang scaling law is confirmed by using dimensional analysis. A complete Maple code is provided for finding aerodynamic shape of the fibre in the flowing medium.

研究浸入流动介质中的柔性物体是找到其空气动力学形状的最佳方法之一。这封信重新审视了Alben等人首次研究的问题。(《自然》杂志420479–4812002)。为了确定纤维的空气动力学形状,提出了一种更简单的方法。得到了一个普遍的阻力标度律,并通过量纲分析证实了Alben-Shelley-Chang标度律的普遍性。提供了一个完整的Maple代码,用于寻找流动介质中纤维的空气动力学形状。
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引用次数: 1
Sound absorbing properties of spiral metasurfaces inspired by micro-perforated plates 微孔板激励下螺旋超表面的吸声特性
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2023.100437
Han Zhang , Pengxiang Hao , Huilan Wu , Zhenyuan Lin , Chengpeng Hao , Zhengpan Qi , Ning Hu

As a kind of classical low-frequency sound-absorbing material, the microperforated plate (MPP) has been widely used. Here, we inspired by the sound absorption mechanism of the MPP, a spiral metasurface (SM) is designed and the analytical solution of acoustic impedance and sound absorption coefficient are obtained. The relationship between the sound absorption properties of the MPP and the SM with their own structures is systematically studied, and the analytical solutions are used to optimise the structure. It is concluded that the MPP and the SM of the same thickness achieve effective absorption in the frequency range between 390-900 Hz and 1920-4266 Hz, with a total thickness less than 1/6 of the wavelength. Meanwhile, the numerical calculation shows that the MPP and SM can match well with the background medium in the effective rang. Our study provides new insights into the design methods of sound-absorbing materials and is potentially suitable for many acoustic engineering applications.

微孔板作为一种经典的低频吸声材料,得到了广泛的应用。本文受MPP吸声机理的启发,设计了一种螺旋超表面(SM),得到了其声阻抗和吸声系数的解析解。系统研究了MPP和SM吸声性能与各自结构之间的关系,并利用解析解对结构进行优化。结果表明,相同厚度的MPP和SM在390 ~ 900 Hz和1920 ~ 4266 Hz的频率范围内均能实现有效吸收,且总厚度小于波长的1/6。同时,数值计算表明,MPP和SM在有效范围内与背景介质匹配良好。我们的研究为吸声材料的设计方法提供了新的见解,并可能适用于许多声学工程应用。
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引用次数: 0
Interactions between a central bubble and a surrounding bubble cluster 中心气泡和周围气泡团之间的相互作用
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2023.100438
A-Man Zhang , Shi-Min Li , Pu Cui , Shuai Li , Yun-Long Liu

The interaction of multiple bubbles is a complex physical problem. A simplified case of multiple bubbles is studied theoretically with a bubble located at the center of a circular bubble cluster. All bubbles in the cluster are equally spaced and own the same initial conditions as the central bubble. The unified theory for bubble dynamics [35] is applied to model the interaction between the central bubble and the circular bubble cluster. To account for the effect of the propagation time of pressure waves, the emission source of the wave is obtained by interpolating the physical information on the time axis. An underwater explosion experiment with two bubbles of different scales is used to validate the theoretical model. The effect of the bubble cluster with a variation in scale on the pulsation characteristics of the central bubble is studied.

多气泡的相互作用是一个复杂的物理问题。从理论上研究了一种简化的多气泡情况,其中一个气泡位于圆形气泡簇的中心。星系团中的所有气泡间距相等,并且具有与中心气泡相同的初始条件。采用气泡动力学的统一理论[35]对中心气泡与圆形气泡团之间的相互作用进行建模。为了考虑压力波传播时间的影响,将物理信息插值到时间轴上,得到了压力波的发射源。用两个不同尺度气泡的水下爆炸实验对理论模型进行了验证。研究了气泡簇尺度变化对中心气泡脉动特性的影响。
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引用次数: 6
Computer simulation of Cu: AlOOH/water in a microchannel heat sink using a porous media technique and solved by numerical analysis AGM and FEM 利用多孔介质技术对微通道散热器中Cu:ALOOH/水的计算机模拟,并通过数值分析AGM和FEM求解
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2023.100432
S.A. Abdollahi , P. Jalili , B. Jalili , H. Nourozpour , Y. Safari , P. Pasha , D.D. Ganji

Extensive improvements in small-scale thermal systems in electronic circuits, automotive industries, and microcomputers conduct the study of microsystems as essential. Flow and thermic field characteristics of the coherent nanofluid-guided microchannel heat sink are described in this perusal. The porous media approximate was used to search the heat distribution in the expanded sheet and Cu: γ - AlOOH/water. A hybrid blend of Boehme copper and aluminum nanoparticles is evaluated to have a cooling effect on the microchannel heat sink. By using Akbari Ganji and finite element methods, linear and non-linear differential equations as well as simple dimensionless equations have been analyzed. The purpose of this study is to investigate the fluid and thermal parameters of copper hybrid solution added to water, such as Nusselt number and Darcy number so that we can reach the best cooling of the fluid. Also, by installing a piece of fin on the wall of the heat sink, the coefficient of conductive heat transfer and displacement heat transfer with the surrounding air fluid increases, and the efficiency of the system increases. The overall results show that expanding values on the NP (series heat transfer fluid system maximizes performance with temperatures) volume division of copper, as well as boehmite alumina particles, lead to a decrease within the stream velocity of the Cu: AlOOH/water. Increasing the volume fraction of nanoparticles in the hybrid mixture decreases the temperature of the solid surface and the hybrid nanofluid. The Brownian movement improves as the volume percentage of nanoparticles in the hybrid mixture grows, spreading the heat across the environment. As a result, heat transmission rates rise. As the Darcy number increases, the thermal field for solid sections and Cu: AlOOH/water improves.

电子电路、汽车工业和微型计算机中的小型热系统的广泛改进使微系统的研究成为必不可少的。本文描述了相干纳米流体引导微通道散热器的流动和热场特性。采用多孔介质近似法对膨胀板和Cu: γ - AlOOH/水的热分布进行了研究。Boehme铜和铝纳米颗粒的混合混合物对微通道散热器的冷却效果进行了评估。利用Akbari Ganji法和有限元法,分析了线性和非线性微分方程以及简单的无量纲方程。本研究的目的是研究铜混合溶液加入水中后的流体和热参数,如Nusselt数和Darcy数,从而达到流体的最佳冷却。另外,通过在散热器壁上安装一片散热片,增加了与周围空气流体的导热换热系数和置换换热系数,提高了系统的效率。总体结果表明,在NP(系列传热流体系统)上,随着温度的升高,铜和薄铝石氧化铝颗粒的体积划分最大化,导致Cu: AlOOH/水的流速度减小。纳米颗粒的体积分数越高,固体表面温度和纳米流体的温度越低。布朗运动随着混合材料中纳米颗粒体积百分比的增加而改善,从而将热量传播到整个环境中。因此,传热率上升。随着达西数的增加,固体段和Cu: AlOOH/水的热场都有所改善。
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引用次数: 21
Predicting solutions of the stochastic fractional order dynamical system using machine learning 用机器学习预测随机分数阶动力系统的解
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2023.100433
Zi-Fei Lin , Jia-Li Zhao , Yan-Ming Liang , Jiao-Rui Li

The solution of fractional-order systems has been a complex problem for our research. Traditional methods like the predictor-corrector method and other solution steps are complicated and cumbersome to derive, which makes it more difficult for our solution efficiency. The development of machine learning and nonlinear dynamics has provided us with new ideas to solve some complex problems. Therefore, this study considers how to improve the accuracy and efficiency of the solution based on traditional methods. Finally, we propose an efficient and accurate nonlinear auto-regressive neural network for the fractional order dynamic system prediction model (FODS-NAR). First, we demonstrate by example that the FODS-NAR algorithm can predict the solution of a stochastic fractional order system. Second, we compare the FODS-NAR algorithm with the famous and good reservoir computing (RC) algorithms. We find that FODS-NAR gives more accurate predictions than the traditional RC algorithm with the same system parameters, and the residuals of the FODS-NAR algorithm are closer to 0. Consequently, we conclude that the FODS-NAR algorithm is a method with higher accuracy and prediction results closer to the state of fractional-order stochastic systems. In addition, we analyze the effects of the number of neurons and the order of delays in the FODS-NAR algorithm on the prediction results and derive a range of their optimal values.

分数阶系统的解一直是我们研究的一个复杂问题。传统的方法如预测校正法等求解步骤复杂繁琐,使得求解效率难以提高。机器学习和非线性动力学的发展为我们解决一些复杂问题提供了新的思路。因此,本研究考虑如何在传统方法的基础上提高求解的精度和效率。最后,提出了一种高效、准确的非线性自回归神经网络用于分数阶动态系统预测模型(FODS-NAR)。首先,我们通过实例证明了FODS-NAR算法可以预测随机分数阶系统的解。其次,将FODS-NAR算法与著名的、较好的储层计算(RC)算法进行了比较。研究发现,在相同的系统参数下,FODS-NAR算法的预测精度高于传统RC算法,残差更接近于0。结果表明,FODS-NAR算法是一种精度较高、预测结果更接近分数阶随机系统状态的方法。此外,我们还分析了FODS-NAR算法中神经元数量和延迟顺序对预测结果的影响,并推导了它们的最优值范围。
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引用次数: 0
Numerical optimisation of a classical stochastic system for targeted energy transfer 目标能量传递经典随机系统的数值优化
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2022.100422
Oleg Gaidai , Yubin Gu , Yihan Xing , Junlei Wang , Daniil Yurchenko

The paper studies stochastic dynamics of a two-degree-of-freedom system, where a primary linear system is connected to a nonlinear energy sink with cubic stiffness nonlinearity and viscous damping. While the primary mass is subjected to a zero-mean Gaussian white noise excitation, the main objective of this study is to maximise the efficiency of the targeted energy transfer in the system. A surrogate optimisation algorithm is proposed for this purpose and adopted for the stochastic framework. The optimisations are conducted separately for the nonlinear stiffness coefficient alone as well as for both the nonlinear stiffness and damping coefficients together. Three different optimisation cost functions, based on either energy of the system’s components or the dissipated energy, are considered. The results demonstrate some clear trends in values of the nonlinear energy sink coefficients and show the effect of different cost functions on the optimal values of the nonlinear system’s coefficients.

本文研究了一个二自由度系统的随机动力学问题,其中一个初级线性系统与一个具有三次刚度、非线性和粘滞阻尼的非线性能量池相连。当主质量受到零均值高斯白噪声激励时,本研究的主要目标是最大化系统中目标能量传递的效率。为此提出了一种代理优化算法,并将其应用于随机框架。分别对单独的非线性刚度系数和同时对非线性刚度和阻尼系数进行优化。考虑了基于系统组件能量或耗散能量的三种不同的优化成本函数。结果表明了非线性能量汇系数值的变化趋势,并表明了不同的代价函数对非线性系统系数最优值的影响。
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引用次数: 0
Parameter identification for a damage phase field model using a physics-informed neural network 基于物理信息神经网络的损伤相场模型参数辨识
IF 3.4 3区 工程技术 Q2 MECHANICS Pub Date : 2023-05-01 DOI: 10.1016/j.taml.2023.100450
Carlos J.G. Rojas, Jos L. Boldrini, Marco L. Bittencourt

This work applies concepts of artificial neural networks to identify the parameters of a mathematical model based on phase fields for damage and fracture. Damage mechanics is the part of the continuum mechanics that models the effects of micro-defect formation using state variables at the macroscopic level. The equations that define the model are derived from fundamental laws of physics and provide important relationships among state variables. Simulations using the model considered in this work produce good qualitative and quantitative results, but many parameters must be adjusted to reproduce certain material behavior. The identification of model parameters is considered by solving an inverse problem that uses pseudo-experimental data to find the best values that fit the data. We apply physics informed neural network and combine some classical estimation methods to identify the material parameters that appear in the damage equation of the model. Our strategy consists of a neural network that acts as an approximating function of the damage evolution with output regularized using the residue of the differential equation. Three stages of optimization seek the best possible values for the neural network and the material parameters. The training alternates between the fitting of only the pseudo-experimental data or the total loss that includes the regularizing terms. We test the robustness of the method to noisy data and its generalization capabilities using a simple physical case for the damage model. This procedure deals better with noisy data in comparison with a more standard PDE-constrained optimization method, and it also provides good approximations of the material parameters and the evolution of damage.

这项工作应用人工神经网络的概念来识别基于相场的损伤和断裂数学模型的参数。损伤力学是连续介质力学的一部分,它在宏观水平上使用状态变量来模拟微观缺陷形成的影响。定义模型的方程是从基本物理定律推导出来的,并提供了状态变量之间的重要关系。使用本工作中考虑的模型进行模拟产生了良好的定性和定量结果,但必须调整许多参数才能再现某些材料行为。模型参数的辨识是通过求解一个利用伪实验数据求拟合数据的最优值的反问题来考虑的。应用物理信息神经网络,结合经典估计方法对模型损伤方程中出现的材料参数进行识别。我们的策略包括一个神经网络,它作为损伤演化的近似函数,并使用微分方程的残差对输出进行正则化。三个优化阶段寻求神经网络和材料参数的最佳可能值。训练在只拟合伪实验数据或包括正则化项的总损失之间交替进行。我们使用一个简单的损伤模型物理案例测试了该方法对噪声数据的鲁棒性及其泛化能力。与更标准的pde约束优化方法相比,该方法可以更好地处理噪声数据,并且可以很好地逼近材料参数和损伤演变。
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引用次数: 1
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Theoretical and Applied Mechanics Letters
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