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Full-field displacement reconstruction in structural health monitoring using machine learning approach: case study with experimental validation 利用机器学习方法进行结构健康监测中的全场位移重建:具有实验验证的案例研究
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-16 DOI: 10.1007/s11012-026-02083-w
Waldemar Mucha, Grzegorz Kokot

The following paper focuses on structural displacement tracking that is a significant process, inter alia, for evaluating safety of structures, load classification, or structural control applications. The authors presented a method for the full-field displacement identification based on strain sensor measurements and machine learning. Using this method, it is possible to recreate full-field displacement maps of the entire structure or its parts, even for different load cases. An example is given in which a typical aerostructure (composite hat-stiffened panel) is subjected to displacement monitoring. Two neural networks were trained to identify full-field displacement maps of the panel, based on strain gauges measurements. The accuracy of the predictions was experimentally tested using digital image correlation (DIC). The predicted displacement maps were qualitatively and quantitively compared with the results of finite element simulation and experimental DIC measurements.

下面的文章主要关注结构位移跟踪,这是一个重要的过程,特别是对于评估结构的安全性,载荷分类或结构控制应用。提出了一种基于应变传感器测量和机器学习的全场位移识别方法。使用这种方法,即使在不同的荷载情况下,也可以重建整个结构或其部分的全场位移图。给出了一个典型航空结构(复合材料帽加筋板)的位移监测实例。两个神经网络被训练来识别基于应变计测量的面板的全场位移图。利用数字图像相关(DIC)对预测的准确性进行了实验验证。将预测的位移图与有限元模拟和实验DIC测量结果进行定性和定量比较。
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引用次数: 0
A comment on a dynamic crack nucleation criterion 动态裂纹形核判据的评述
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-16 DOI: 10.1007/s11012-025-02070-7
X. M. Liang, M. Ciavarella

Gvirtzman et al. (Nature 637(8045):369–374, 2025) have made recently very interesting experiments showing how small shear cracks nucleate and then evolve at the interface between two rectangular blocks. They find essentially an approximate geometrical factor for confined cracks in plates in the condition for nucleation (threshold shear stress (tau _{thresh})) in a classical Griffith crack condition for quasi-static nucleation. However, they seem to suggest that slowly creeping patches approach the interface width and accelerate only when a topological transition takes place in which they become 1D through cracks. We observe that this second implication is due to the fact that the measured threshold shear stress (tau _{thresh}) is very close to the cohesive strength (tau _{coh}) in previously reported experiments by the same group in PMMA solids (about 1 MPa), which suggests the width of the specimen they have used may be rather special. The general model they have derived is entirely consistent with classical fracture mechanics, which doesn’t require cracks to accelerate at this topological change. Including the cohesive strength (tau _{coh}) crack nucleation in the model, and how cracks should behave when they are very small with respect to the plate width W, we provide a possible diagram of nucleation of cracks, depending on their shape and dimension, showing that we should take care when using their new formula, because deviations may be large if cracks are small—a full 3D numerical solution is to be preferred which is not difficult to obtain today.

Gvirtzman等人(Nature 637(8045):369 - 374,2025)最近做了非常有趣的实验,展示了在两个矩形块之间的界面上小剪切裂纹是如何成核然后演变的。他们在准静态形核的经典Griffith裂纹条件下,基本上找到了板中局限裂纹在形核条件下(阈值剪切应力(tau _{thresh}))的近似几何因子。然而,它们似乎表明,缓慢爬行的斑块接近界面宽度,只有当它们通过裂缝变成一维的拓扑转变发生时才会加速。我们观察到,第二个含义是由于测量的阈值剪切应力(tau _{thresh})非常接近先前报道的PMMA固体(约1 MPa)中同一组实验中的内聚强度(tau _{coh}),这表明他们使用的试样宽度可能相当特殊。他们推导的一般模型与经典断裂力学完全一致,不需要在这种拓扑变化时加速裂缝。包括模型中的内聚强度(tau _{coh})裂纹成核,以及裂纹相对于板宽W非常小时的表现,我们提供了一个可能的裂纹成核图,取决于它们的形状和尺寸,表明我们在使用新公式时应该小心,因为如果裂纹很小,偏差可能很大-完整的3D数值解是首选的,这在今天不难获得。
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引用次数: 0
Asymptotics on the dynamics of the hanging chain pendulum 悬链摆动力学的渐近性
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-13 DOI: 10.1007/s11012-025-02075-2
Emin Kocbay

The dynamics of a hanging chain pendulum, long treated as a textbook problem in classical mechanics, are revisited from a fresh and rigorous analytical perspective. By systematically deriving and comparing the continuum and discrete formulations, subtle but significant differences in the vibrational spectrum, particularly in the high-frequency regime are uncovered. Using asymptotic expansions, boundary layer theory, and matched scaling arguments, a comprehensive description of the eigenmodes and their scaling behavior is developed. In the discrete model, we reveal a striking two-regime structure: low-frequency modes governed by Bessel-type equations, and high-frequency modes localized near the free end, described by Airy-type asymptotics. The transition between these regimes emerges naturally from a balance of competing terms in the governing equations, yielding a characteristic crossover scaling. This analysis clarifies the limitations of discrete and continuum approximations and exposes the deeper mathematical structure underlying the system. Ultimately, the followed approach provides a dual perspective and case study, demonstrating how rigorous asymptotics bridge discrete and continuum models and yield fresh insight into seemingly well-understood mechanics of the chain pendulum.

悬链摆的动力学,长期以来被视为经典力学的教科书问题,从一个新鲜而严谨的分析角度重新审视。通过系统地推导和比较连续和离散公式,发现了振动谱中细微但显著的差异,特别是在高频区域。利用渐近展开式、边界层理论和匹配标度参数,对特征模态及其标度行为进行了全面的描述。在离散模型中,我们揭示了一个引人注目的双区结构:低频模态由贝塞尔型方程控制,高频模态局部化在自由端附近,由airy型渐近描述。这些制度之间的过渡自然地从控制方程中竞争项的平衡中出现,产生特征交叉尺度。这种分析澄清了离散和连续近似的局限性,并揭示了系统背后更深层次的数学结构。最后,下面的方法提供了一个双重视角和案例研究,展示了严格的渐近是如何连接离散模型和连续模型的,并对链摆的看似很好理解的力学产生了新的见解。
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引用次数: 0
Screw dislocation strengthening theory unlocks unique stress–strain solutions from nanoindentation: application to bearing steels 螺旋位错强化理论从纳米压痕中解锁独特的应力-应变解决方案:应用于轴承钢
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-12 DOI: 10.1007/s11012-025-02066-3
Yuri Kadin, Esteban Broitman, Predrag Andric

A new method based on Berkovich nanoindentation is proposed to predict the stress–strain curve of hardened martensitic bearing steels. This method combines a theory for predicting yield strength with experimental Berkovich indentation. Kick’s constant has been identified as the most robust parameter derived from sharp nanoindentation tests. The yield limit is predicted using a screw-dislocation strengthening theory, while the steel hardening exponent is calculated using Kick’s constant derived from the nanoindentation data. This ’hybrid method’ shows good agreement with experimentally measured stress–strain curves of different bearing steels, combining the strengths of both experimental and theoretical approaches. The proposed model elegantly addresses the long-standing challenge of deriving a unique solution for the material stress–strain curve from nanoindentation test data.

提出了一种基于Berkovich纳米压痕法预测硬化马氏体轴承钢应力应变曲线的新方法。该方法将屈服强度预测理论与实验伯氏压痕相结合。Kick常数已被确定为从尖锐纳米压痕测试中得出的最稳健的参数。屈服极限采用螺旋位错强化理论预测,钢的硬化指数采用纳米压痕数据导出的Kick常数计算。这种“混合方法”与实验测量的不同轴承钢的应力-应变曲线具有良好的一致性,结合了实验和理论方法的优点。该模型巧妙地解决了从纳米压痕测试数据中推导材料应力-应变曲线的独特解的长期挑战。
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引用次数: 0
Analytical tyre models with two-regime dynamics: an iterative algorithm based on the implicit function theorem 两区动力学分析轮胎模型:基于隐函数定理的迭代算法
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-12 DOI: 10.1007/s11012-025-02073-4
Luigi Romano

This paper investigates the nonlinear transient dynamics of pneumatic tyres by extending the recently introduced two-regime modelling framework. Unlike classical single-contact-point models, which describe force generation via first-order relaxation dynamics, the two-regime approach directly models the evolution of tyre forces and aligning moment through a set of nonlinear ordinary differential equations derived from the underlying brush-type partial differential equations. A key contribution of this work is a general recursive methodology, based on the implicit function theorem, for reconstructing the slip surfaces from any analytical steady-state tyre model, including non-invertible formulations such as Pacejka’s Magic Formula. The stability properties of the proposed models are analysed, revealing the crucial role of the slip stiffness matrix in determining singular behaviours and transient instabilities. Simulations are conducted using an isotropic Magic Formula model for combined slips, demonstrating significant dynamical differences between the two-regime and single-contact-point formulations, including non-minimum phase effects and velocity-dependent relaxation phenomena. The results establish a direct connection between the steady-state and transient tyre characteristics, providing new insights into the nonlinear dynamics of rolling contact systems.

本文通过扩展最近引入的双状态建模框架来研究充气轮胎的非线性瞬态动力学。与经典的单接触点模型(通过一阶松弛动力学描述力的产生)不同,双区域方法通过从潜在的刷型偏微分方程导出的一组非线性常微分方程直接模拟轮胎力和对准力矩的演变。这项工作的一个关键贡献是基于隐函数定理的一般递归方法,用于从任何解析稳态轮胎模型重建滑移面,包括非可逆公式,如Pacejka的神奇公式。分析了所提模型的稳定性特性,揭示了滑移刚度矩阵在确定奇异行为和瞬态失稳中的关键作用。使用各向同性魔术公式模型对组合滑移进行了模拟,显示了两种状态和单接触点公式之间的显著动力学差异,包括非最小相位效应和速度相关的松弛现象。结果建立了稳态和瞬态轮胎特性之间的直接联系,为滚动接触系统的非线性动力学提供了新的见解。
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引用次数: 0
A novel decoupling algorithm covering error auto-compensation for general six-axis acceleration sensing mechanisms 针对一般六轴加速度传感机构,提出了一种新的误差自补偿解耦算法
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-12 DOI: 10.1007/s11012-025-02072-5
Yuanwei Zhang, Jingjing You, Pengda Ye, Xianzhu Zhang, Jie Hua

This paper proposes a novel decoupling algorithm with an error auto-compensation strategy for general six-axis acceleration sensing mechanisms. First, mathematical preliminaries on vectors, matrices and quaternions are given. Then, dynamic equations are derived according to Kane’s equations and solved numerically using the trapezoid formula. To improve the accuracy of the solution, an auto-compensation strategy based on the vibration properties is introduced. Additionally, the compensation conditions of this strategy are determined through error characteristic analysis. Subsequently, virtual prototype experiments are conducted to verify the performances of the proposed algorithm. The results indicate that: (1) under 5% interference noise, the proposed algorithm performs effectively across all chosen configurations (“6–6”, “9–3”, “9–4”, “12–4” and “12–6”), with comprehensive relative errors reduced by up to 54.15%; (2) it takes the proposed algorithm only 0.13 s to process data spanning 3 s, with a comprehensive relative error of 0.03%; (3) despite the varying interference noise, the comprehensive relative error remains within 1.06%. Finally, the actual prototype experiment further demonstrates the feasibility of the proposed decoupling algorithm, with a maximum comprehensive relative error of 5.82%.

针对一般六轴加速度传感机构,提出了一种具有误差自补偿策略的解耦算法。首先,给出了向量、矩阵和四元数的数学基础。然后,根据凯恩方程推导出动力方程,并采用梯形公式进行数值求解。为了提高解的精度,引入了一种基于振动特性的自补偿策略。此外,通过误差特性分析确定了该策略的补偿条件。随后,通过虚拟样机实验验证了所提算法的性能。结果表明:(1)在5%干扰噪声条件下,所提算法在“6-6”、“9-3”、“9-4”、“12-4”和“12-6”4种配置下均能有效识别,综合相对误差降低54.15%;(2)算法处理跨度为3 s的数据仅需0.13 s,综合相对误差为0.03%;(3)在干扰噪声变化的情况下,综合相对误差保持在1.06%以内。最后,通过实际样机实验进一步验证了所提解耦算法的可行性,最大综合相对误差为5.82%。
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引用次数: 0
Dynamic characteristics of piston ring end-sealed squeeze film damper considering bubble dynamics: Part 2—Experiments validation 考虑气泡动力学的活塞环端密封挤压膜阻尼器动态特性:第二部分-实验验证
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-09 DOI: 10.1007/s11012-025-02079-y
Yanzhong Huang, Kefan Xu, Guanghui Zhang, Wenjie Gong, Yunfan Jiang, Lihui Li, Tianwen Liu

As a continuation of Part 1’s numerical simulation, this paper presents a comprehensive experimental study of an end-sealed squeeze film damper (SFD). Three overlapping buckle piston rings with opening gaps of 40 mm, 50 mm, and 60 mm, with their flow conductances quantified through static leakage tests. Dynamic excitation experiments by single frequency are conducted under varying oil supply pressures (1.0, 3.0, and 4.0 barG) to evaluate inertia and damping coefficients. Results show that both higher supply pressure and larger opening gaps increase the dynamic coefficients. These measurements show good agreement with the predictions using the numerical model developed in Part 1, further validating the model’s applicability. A full‐sized rotor test rig incorporating an end-sealed SFD, with a total rotor mass of 640 kg, is developed based on an aero-engine, assembling piston rings with a 60 mm opening gap. The SFD’s ability to suppress lateral vibration as the rotor crosses the first-order critical speed is assessed under three unbalances (3022.5 g mm/0 deg, 6254 g mm/190 deg, and their combinations), and the effect of oil supply pressure on vibration amplitude is also investigated. The results confirm that the end-sealed SFD significantly dissipates rotor vibration energy, providing excellent vibration suppression, not limited to the resonance response, with a maximum amplitude reduction of 71.7%. These findings highlight the importance of co-optimizing rotor unbalance, piston ring’s opening gap, and oil supply pressure for effective SFD design.

作为第一部分数值模拟的延续,本文对端密封挤压膜阻尼器(SFD)进行了全面的实验研究。三个重叠扣环活塞环,开口间隙分别为40mm、50mm和60mm,通过静泄漏试验量化其导流特性。在不同的供油压力(1.0、3.0和4.0 barG)下进行了单频动态激励实验,以评估惯性和阻尼系数。结果表明,较高的供给压力和较大的开口间隙均会增大动力系数。这些测量结果与第1部分中开发的数值模型的预测结果非常吻合,进一步验证了模型的适用性。在航空发动机的基础上,开发了一个全尺寸转子试验台,该试验台采用端密封SFD,转子总质量为640千克,装配了开口间隙为60毫米的活塞环。在三种不平衡(3022.5 g mm/0°,6254 g mm/190°及其组合)下,评估了SFD在转子超过一阶临界转速时抑制横向振动的能力,并研究了供油压力对振动幅值的影响。结果证实,端密封SFD显著地耗散转子振动能量,提供了出色的振动抑制,不限于共振响应,最大振幅降低71.7%。这些发现强调了共同优化转子不平衡、活塞环开口间隙和供油压力对有效的SFD设计的重要性。
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引用次数: 0
An analysis of epi- and hypocycloidal pin gear with elliptical pins 椭圆针形外摆线针形齿轮与准摆线针形齿轮的分析
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-09 DOI: 10.1007/s11012-025-02078-z
Alexander Vadimovich Chirkin

This article explores the implementation of elliptical pins in cycloidal pin gear transmissions, a modification aimed at enhancing their performance characteristics. Traditional cycloidal drives utilize circular pins, but this study investigates the potential benefits of using elliptical pins, including reduced contact stress and improved lifespan of the transmission components. A new calculation method is proposed for determining the profile, curvature, forces, and stresses in both epicycloidal and hypocycloidal gears with elliptical pins. This method was used to optimize parameters of an example gear. The study demonstrates that elliptical pins can reduce the equivalent curvature and contact stress in the transmission. This reduction of stress is small (up to 13% for gears in the paper), but it should not be neglected as it can significantly increase the lifespan of the transmission. Finite element analysis showed that the reduction can be even greater. Also, the occurrence of undercutting in hypocycloidal gears was investigated. Additionally, the design of the prototype of a 2K-V epicycloidal reducer with elliptical pins suitable for 3D printing, is considered.

本文探讨了椭圆销在摆线针齿轮传动中的实现,这是一种旨在提高其性能特性的改进。传统摆线针轮传动采用圆形销,但本研究探讨了使用椭圆销的潜在好处,包括减少接触应力和提高传动部件的寿命。提出了一种确定椭圆销形摆线齿轮和准摆线齿轮的齿形、曲率、力和应力的新计算方法。将该方法应用于实例齿轮的参数优化。研究表明,椭圆销可以减小传动中的等效曲率和接触应力。这种压力的减少很小(论文中齿轮的压力减少了13%),但它不应该被忽视,因为它可以显着增加变速器的寿命。有限元分析表明,减少幅度甚至可以更大。同时,对准摆线齿轮的下切现象进行了研究。此外,还考虑了适合3D打印的2K-V椭圆针形外摆线减速器的原型设计。
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引用次数: 0
Research on vibration coupling effect of two-dimensional rigid-flexible coupling positioning stage with compliant joints 柔性关节二维刚柔耦合定位台振动耦合效应研究
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-09 DOI: 10.1007/s11012-025-02062-7
Chi Zhang, Zhijun Yang, Guanxin Huang

Compliant joints are widely used in precision positioning stages due to their nearly zero friction. A two-dimensional rigid-flexible coupling positioning stage (2D-RFCPS) containing multiple compliant joints is proposed to compensate for positioning errors caused by nonlinear friction, achieving long-stroke ultra-precision positioning. The kinetic and strain energies of the moving stages in the 2D-RFCPS are calculated based on the floating frame approach and the finite element method, respectively. These are used to establish the dynamic model of the 2D-RFCPS using the Lagrangian equation, revealing vibration coupling effects between the moving stages across six spatial directions. The accuracy of the dynamic model is validated through two comparative experiments. First, simulations under constant and harmonic forces are conducted using MATLAB and ADAMS, with the maximum root-mean-square error (RMSE) between the MATLAB and ADAMS results in displacement and velocity are 6.86E-4m and 2.9E-3m/s, respectively. Second, active disturbance rejection control (ADRC) algorithm is applied for point-to-point motion simulations and physical experiments, resulting in RMSE values of 8.80E-6m and 1.74E-4m/s in displacement and velocity, respectively. Additionally, the effectiveness of the dynamic model is demonstrated through vibration coupling analysis between the X-Tab and Y-Tab across six spatial directions. Notably, the Y-Tab rotation around the Z-axis is significantly influenced by the eccentric inertial torque, with the rotation amplitude increasing by 177.7% at the eccentric position.

柔性关节由于其几乎为零的摩擦而被广泛应用于精密定位阶段。提出了一种包含多个柔性关节的二维刚柔耦合定位平台(2D-RFCPS),以补偿非线性摩擦引起的定位误差,实现长行程超精密定位。基于浮动框架法和有限元法分别计算了2D-RFCPS中运动阶段的动能和应变能。利用拉格朗日方程建立了2D-RFCPS的动力学模型,揭示了六个空间方向上运动级之间的振动耦合效应。通过两个对比实验验证了动态模型的准确性。首先,利用MATLAB和ADAMS进行恒力和简谐力下的仿真,MATLAB和ADAMS结果在位移和速度上的最大均方根误差(RMSE)分别为6.86E-4m和2.9E-3m/s。其次,采用自抗扰控制(ADRC)算法进行点对点运动仿真和物理实验,得到位移和速度的RMSE值分别为8.80E-6m和1.74E-4m/s。此外,通过对X-Tab和Y-Tab在六个空间方向上的振动耦合分析,验证了动态模型的有效性。值得注意的是,Y-Tab绕z轴旋转受到偏心惯性力矩的显著影响,在偏心位置旋转幅度增加了177.7%。
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引用次数: 0
Adaptive compliance control strategies for lizard-like quadruped wall climbing robot in environments with weld seams and protrusions: a simulation study 类蜥蜴四足爬壁机器人在焊缝和凸点环境下的自适应顺应控制策略仿真研究
IF 2.1 3区 工程技术 Q3 MECHANICS Pub Date : 2026-01-05 DOI: 10.1007/s11012-025-02077-0
Zhongjin Ju, Yundou Xu

Inspection and maintenance of large structures, such as ship hulls and oil tanks, are essential for ensuring safety and operational efficiency. Traditional manual inspection methods are often labor-intensive, time-consuming, and potentially hazardous. This study proposes a novel solution: a lizard-inspired quadruped wall-climbing robot (LQWCR). Inspired by the morphology and locomotion of lizards, the robot’s leg design, kinematics, and dynamics are systematically analyzed. To facilitate control, the system dynamics are linearized using a Back Propagation (BP) neural network model. Based on this model, innovative motion control strategies are developed to achieve precise trajectory tracking. Additionally, compliance control strategies are introduced to mitigate impact forces when the robot’s foot interacts with welds, improving its adaptability to unstructured environments. Simulation results demonstrate that these strategies effectively enable the robot to negotiate weld seams and reduce the risk of falling. This research lays a theoretical foundation and provides technical support for applying wall-climbing robots to inspection, maintenance, and surveillance tasks in real-world scenarios.

检查和维护大型结构,如船体和油罐,对确保安全和运行效率至关重要。传统的人工检测方法往往是劳动密集、耗时且有潜在危险的。这项研究提出了一种新颖的解决方案:一种受蜥蜴启发的四足爬墙机器人(LQWCR)。受蜥蜴的形态和运动的启发,系统地分析了机器人的腿部设计、运动学和动力学。为了便于控制,使用反向传播(BP)神经网络模型对系统动力学进行线性化。基于该模型,开发了创新的运动控制策略,以实现精确的轨迹跟踪。此外,还引入了顺应性控制策略,以减轻机器人脚与焊缝相互作用时的冲击力,提高其对非结构化环境的适应性。仿真结果表明,这些策略能够有效地使机器人通过焊缝,降低机器人坠落的风险。本研究为爬壁机器人应用于实际场景的巡检、维护和监控任务奠定了理论基础和技术支持。
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引用次数: 0
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