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Uncertainty Quantification for Nonlinear Vibration of Supercritical Drive Shaft With a Dry Friction Damper 带干摩擦阻尼器的超临界传动轴非线性振动的不确定性量化
IF 3.6 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-05-19 DOI: 10.1002/msd2.70028
Liyao Song, Meijun Liao, Weifang Chen, Rupeng Zhu, Dan Wang

The supercritical drive shaft is becoming increasingly popular in helicopter transmission system. Dry friction dampers are specially employed to ensure the supercritical shafts crossing the critical speed safely. Due to design tolerances, manufacturing errors and time-varying factors, the parameters of the damper are inherently uncertain, affecting the safety performance of the rotor system. This paper incorporates these parameter uncertainties to investigate the dynamic response uncertainties of a supercritical shaft and dry friction damper system, which is characterized by its high dimensionality and nonlinear behaviors of rub-impact and dry friction. The nonintrusive Polynomial Chaos Expansion (PCE) is adopted to achieve the propagation of uncertainties in the rotorsystem. To achieve efficient uncertainty quantification for this high-dimensional nonlinear system, a double-layer dimensionality reduction algorithm combining modal superposition with sparse grid technique has been applied. In the computational workflow, the inner layer uses modal superposition and the outer layer uses sparse grid techniques. The stochastic dynamic response of the rotorsystem is analyzed considering the uncertainty of five design parameters of the damper. Furthermore, as a post-processing of the PCE coefficients, the Sobol global sensitivity analysis is conveniently conducted. The influence of individual parameters or groups of parameters on the dynamic response is studied. A multi-objective optimization design for the key parameters is then carried out based on the established PCE model. The dynamic model and optimization design method are verified by experiments. The results will benefit uncertainty quantification analysis of high-dimensional nonlinear rotorsystem.

超临界传动轴在直升机传动系统中得到越来越广泛的应用。为保证超临界轴安全通过临界转速,采用了特殊的干摩擦阻尼器。由于设计公差、制造误差和时变因素的影响,阻尼器的参数具有固有的不确定性,影响转子系统的安全性能。本文结合这些参数的不确定性,研究了具有高维非线性碰摩和干摩擦特性的超临界轴-干摩擦阻尼系统的动态响应不确定性。采用非侵入式多项式混沌展开(PCE)来实现转子系统中不确定性的传播。为了对该高维非线性系统进行有效的不确定性量化,采用了模态叠加与稀疏网格技术相结合的双层降维算法。在计算工作流中,内层采用模态叠加,外层采用稀疏网格技术。考虑阻尼器五个设计参数的不确定性,分析了转子系统的随机动力响应。此外,作为PCE系数的后处理,便于进行Sobol全局灵敏度分析。研究了单个参数或组参数对动力响应的影响。基于建立的PCE模型,对关键参数进行了多目标优化设计。通过实验验证了动态模型和优化设计方法。所得结果可为高维非线性转子系统的不确定度定量分析提供参考。
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引用次数: 0
Fluid Dynamics and Infrared Stealth of Marine IRS Devices: A Review 船用IRS装置的流体动力学与红外隐身研究进展
IF 3.4 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-05-15 DOI: 10.1002/msd2.70019
Yitao Zou, Zhenrong Liu, Xin Qiao, Yingying Jiang, Hong Shi, Yanlong Jiang

Infrared suppression (IRS) devices for naval ships play a crucial role in reducing the infrared radiation signature of high-temperature exhaust, thereby enhancing the survivability of ships against infrared-guided weapons. This paper provides a comprehensive review of recent advancements in the design and optimization of IRS devices. The primary research problem of the devices is the need to effectively suppress infrared radiation from ship exhaust gases, which are the main targets of infrared-guided missiles. To achieve this, the paper analyzes the infrared characteristics of exhaust systems from the perspectives of fluid dynamics, radiation sources, and radiation transmission, with a detailed explanation of the associated physical mechanisms and computational methods. The working principles and structural features of commonly used IRS devices, such as eductor/diffuser (E/D) devices and DRES-Ball devices, are introduced, with a focus on the design and optimization of key components, including nozzles, mixing diffusers, and optical blocking obstacles. Advanced suppression technologies, such as water injection and aerosol particle dispersion, are also discussed as auxiliary methods to enhance the infrared stealth capabilities. The review highlights that the advanced cooling mechanisms and optical property modifications can significantly reduce the infrared radiation of exhaust plumes. Furthermore, the paper identifies several challenges and future research directions, including the performance impacts of multi-device coordinated operation, the development of intelligent adaptive control systems, and the pursuit of lightweight and modular designs to meet the high mobility requirements of modern naval ships. This review aims to provide theoretical support and technical guidance for the practical design of IRS devices, offering valuable insights for the development of next-generation infrared stealth technologies for naval vessels.

舰船红外抑制装置对于降低高温排气的红外辐射特征,从而提高舰船对抗红外制导武器的生存能力起着至关重要的作用。本文综述了近年来IRS器件设计和优化的最新进展。该装置的主要研究问题是有效抑制船舶废气的红外辐射,而船舶废气是红外制导导弹的主要目标。为此,本文从流体力学、辐射源、辐射传输等角度分析了排气系统的红外特性,并详细阐述了相关的物理机理和计算方法。介绍了导射/扩散器(E/D)装置和dress - ball装置等常用IRS器件的工作原理和结构特点,重点介绍了喷嘴、混合扩散器、光学阻挡障碍物等关键部件的设计与优化。此外,还讨论了注水和气溶胶粒子分散等先进的抑制技术作为增强红外隐身能力的辅助手段。研究表明,先进的冷却机制和光学特性的改进可以显著降低排气羽流的红外辐射。此外,本文还指出了多设备协同作战对性能的影响、智能自适应控制系统的发展以及追求轻量化和模块化设计以满足现代海军舰艇的高机动性要求等几个挑战和未来的研究方向。本文旨在为IRS装置的实际设计提供理论支持和技术指导,为海军舰艇下一代红外隐身技术的发展提供有价值的见解。
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引用次数: 0
A Multi-Mode Analytical Frequency Modulation Input-Shaping Control 一种多模解析调频输入整形控制
IF 3.6 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-05-14 DOI: 10.1002/msd2.70018
Khaled Alhazza

In rest-to-rest maneuvers, input shapers like the double step (DS), zero vibration (ZV), and zero vibration derivative (ZVD) are widely utilized to eliminate residual vibrations in single-mode systems. These shapers can be used to eliminate residual oscillations in multimode systems, given that the higher frequencies are odd multiples of the system's fundamental frequency. However, the natural frequencies depend on the physical properties of the system, and such ratios cannot be guaranteed. In this study, an analytical frequency modulation technique is proposed to eliminate the residual oscillations of a double pendulum using a modified single-mode shaper. The proposed technique is based on altering the natural frequencies of the system, forcing the odd multiple ratio. This involves modifying a single-mode double-step (SMDS) input shaper by adding scaled state variables, first and second angles, to the original shaper. This addition allows the user to choose the first natural frequency and force the second natural frequency to be an odd multiple of the chosen frequency. To apply the proposed technique, the double pendulum nonlinear equations of motion are derived, linearized, and then solved analytically using modal analysis. The scaling parameters used to modify the natural frequencies are then solved analytically. To prove the concept, several numerical simulations with randomly selected parameters are presented and then experimentally tested on a scaled overhead crane. The numerical and experimental results demonstrate the effectiveness of the proposed technique.

在rest-to-rest机动中,双步进(DS)、零振动(ZV)和零振动导数(ZVD)等输入整形器被广泛用于消除单模系统的残余振动。这些整形器可以用来消除多模系统中的残余振荡,因为较高的频率是系统基频的奇数倍。然而,固有频率取决于系统的物理性质,这样的比率是不能保证的。在这项研究中,提出了一种解析调频技术,以消除残余振荡的双摆使用改进的单模整形器。所提出的技术是基于改变系统的固有频率,迫使奇数倍比。这涉及到修改单模双步(SMDS)输入整形器,方法是向原始整形器添加缩放状态变量,即第一和第二角度。这种添加允许用户选择第一个固有频率,并强制第二个固有频率为所选频率的奇数倍。为了应用该技术,推导了双摆非线性运动方程,并对其进行了线性化处理,然后利用模态分析对其进行了解析求解。然后解析求解用于修改固有频率的标度参数。为了证明这一概念,提出了几个随机选择参数的数值模拟,然后在一个按比例的桥式起重机上进行了实验验证。数值和实验结果表明了该方法的有效性。
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引用次数: 0
Application of Surrogate Modeling in Stochastic Analysis of an Ogee Spillway Structure 代理模型在Ogee溢洪道结构随机分析中的应用
IF 3.4 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-05-14 DOI: 10.1002/msd2.70026
Kaywan Othman Ahmed, Nazim Abdul Nariman, Rawand Sardar Abdulrahman

This study investigates the hydraulic performance of an Ogee spillway under varying flow rate conditions, gate opening heights, and spillway widths. Numerical simulations using Flow-3D, incorporating the (k-ε) turbulence model and Large Eddy Simulation (LES), were employed alongside surrogate models using MATLAB codes and LP-TAU to predict flow behavior. The analysis focused on pressure distribution, water velocity, and shear stress variations across seven sensor locations along the spillway. Results indicate that pressure distribution generally decreases with increasing flow rate but rises with greater gate opening height or spillway width. A reduction in gate opening height lowers the pressure in the initial region but increases it downstream. Two negative pressure zones were identified, one at the Ogee curve and another at the downstream sloping section, highlighting potential cavitation risks. Comparisons with experimental data confirmed a strong correlation, with minor discrepancies in specific sensors under varying conditions. The study demonstrates that numerical modeling, particularly using the (k-ε) turbulence model in Flow-3D, effectively assesses the hydraulic performance of controlled Ogee-type spillways.

本研究考察了在不同流量条件、闸门开启高度和溢洪道宽度下的Ogee溢洪道水力性能。使用flow - 3d进行数值模拟,结合(k-ε)湍流模型和大涡模拟(LES),并使用MATLAB代码和LP-TAU进行替代模型来预测流动行为。分析的重点是溢洪道沿线七个传感器位置的压力分布、水流速度和剪应力变化。结果表明,压力分布总体上随流量的增大而减小,随闸门开高和溢洪道宽度的增大而增大。闸门开启高度的降低降低了初始区域的压力,但增加了下游的压力。发现了两个负压区,一个在Ogee曲线处,另一个在下游斜坡段,突出了潜在的空化风险。与实验数据的比较证实了强相关性,在不同条件下特定传感器的差异较小。研究表明,数值模拟,特别是Flow-3D中的(k-ε)湍流模型,可以有效地评估可控oge型溢洪道的水力性能。
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引用次数: 0
Computational Method for Designing the Retaining Reinforcement Concrete Wall Under Hydrodynamic Load in Marine 船舶水动力荷载下钢筋混凝土挡土墙设计的计算方法
IF 3.4 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-05-13 DOI: 10.1002/msd2.70021
Arshia Shishegaran, Aydin Shishegaran

Health monitoring and damage detection for important and special infrastructures, especially marine structures, are one of the important challenges in structural engineering because they are subjected to corrosion and hydrodynamic loads. Simulation of marine structures under corrosion and hydraulic loads is complex; thus, a combination of point cloud data sets, validation finite element model, parametric studies, and machine-learning methods was used in this study to estimate the damaged surface of retaining reinforced concrete walls (RRCWs) and the load-carrying capacity of RRCWs according to design parameters of RRCWs. After validation of the finite element method (FEM), 144 specimens were simulated using the FEM and the obtained displacement-control loading. Compressive strength, thickness of RRCWs, strength of reinforcement bars, and ratio of reinforcement bars were considered as the design parameters. The results show that the thickness of RRCWs has the most effect on decreasing the damaged surface and load-carrying capacity. Furthermore, the results demonstrate that Gene Expression Programming (GEP) performs better than all models and can predict the damaged surface and load-carrying capacity with 99% and 97% accuracy, respectively. Moreover, by decreasing the thickness of RRCWs, the damaged surface is reduced to 2.5%, and by increasing the thickness, the load-carrying capacity is increased to 51%–59%.

重要而特殊的基础设施,特别是海洋结构的健康监测和损伤检测是结构工程中的重要挑战之一,因为它们受到腐蚀和水动力载荷的影响。海洋结构在腐蚀和水力荷载作用下的模拟是复杂的;因此,本研究结合点云数据集、验证有限元模型、参数化研究和机器学习等方法,根据钢筋混凝土挡土墙的设计参数,对钢筋混凝土挡土墙的损伤面和承载能力进行估算。在有限元法验证的基础上,对144个试件进行了有限元模拟,得到了位移控制载荷。设计参数为抗压强度、钢筋厚度、钢筋强度和钢筋比。结果表明,混凝土混凝土的厚度对降低混凝土混凝土的损伤面和承载能力影响最大。结果表明,基因表达编程(Gene Expression Programming, GEP)预测损伤表面和承载能力的准确率分别为99%和97%。减小RRCWs厚度可使损伤面减少到2.5%,增大RRCWs厚度可使承载能力提高到51% ~ 59%。
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引用次数: 0
NExT-LF: A Novel Operational Modal Analysis Method via Tangential Interpolation NExT-LF:一种新的切向插值运算模态分析方法
IF 3.6 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-05-12 DOI: 10.1002/msd2.70016
Gabriele Dessena, Marco Civera, Ali Yousefi, Cecilia Surace

Operational modal analysis (OMA) is vital for identifying modal parameters under real-world conditions, yet existing methods often face challenges with noise sensitivity and stability. This study introduces NExT-LF, a novel method that combines the well-known Natural Excitation Technique (NExT) with the Loewner Framework (LF). NExT enables the extraction of Impulse Response Functions from output-only vibration data, which are then converted into the frequency domain and used by LF to estimate modal parameters. The proposed method is validated through numerical and experimental case studies. In the numerical study of a two-dimensional Euler–Bernoulli cantilever beam, NExT-LF provides results consistent with analytical solutions and those from standard methods, NExT with Eigensystem Realization Algorithm (NExT-ERA) and stochastic subspace identification with canonical variate analysis. Additionally, NExT-LF demonstrates superior noise robustness, reliably identifying stable modes across various noise levels where NExT-ERA fails. Experimental validation on the Sheraton Universal Hotel is the first OMA application to this structure, confirming NExT-LF as a robust and efficient method for output-only modal parameter identification.

运行模态分析(OMA)对于识别真实条件下的模态参数至关重要,但现有方法往往面临噪声敏感性和稳定性的挑战。NExT-LF是一种将自然激励技术(NExT)与Loewner框架(LF)相结合的新方法。NExT可以从仅输出的振动数据中提取脉冲响应函数,然后将其转换为频域,并由LF用于估计模态参数。通过数值和实验验证了该方法的有效性。在二维Euler-Bernoulli悬臂梁的数值研究中,NExT- lf给出了与解析解和标准方法一致的结果,NExT采用特征系统实现算法(NExT- era),随机子空间识别采用典型变量分析。此外,NExT-LF具有出色的噪声鲁棒性,可以在NExT-ERA无法识别的各种噪声水平下可靠地识别稳定模式。在喜来登环球酒店的实验验证是OMA对该结构的第一个应用,证实了NExT-LF是一种鲁棒且有效的仅输出模态参数识别方法。
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引用次数: 0
A Five-Dimensional Three-Layer Digital Twin to Train a Reinforcement Learning Agent for Interaction Control of a Robotic Exoskeleton in Adolescent Idiopathic Scoliosis Rehabilitation 一种五维三层数字孪生体训练强化学习代理用于青少年特发性脊柱侧凸康复机器人外骨骼的交互控制
IF 3.6 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-05-11 DOI: 10.1002/msd2.70020
Farhad Farhadiyadkuri, Xuping Zhang

Adolescent idiopathic scoliosis (AIS) is a sideway curvature of the spinal column combined with a vertebral rotation that usually occurs in adolescents without any known causes. Bracing, the most common conservative treatment of AIS, has not fully exploited the benefits of the active control approaches powered by artificial intelligence (AI), although AI has entered a wide range of applications. The correction forces exerted by the brace are controlled passively by regulating the tightness of the brace's strap. Besides, training the learning-based control methods using a virtual model is of high importance in the AIS brace treatment, since training using trial and error on human subjects may result in unexpected pressure and injuries on the patient's torso. However, digital twin (DT) modeling, an emerging technology, has not been implemented into the AIS brace treatment yet. In this paper, reinforcement learning-based position-based impedance control (RLPIC) is proposed to enable a robotic brace to learn the desired physical interaction between the robotic brace and the human torso. A five-dimensional (5D) three-layer DT is also developed to be used for training the RLPIC in a simulated environment. The 5D three-layer DT consists of a physical system, a three-layer digital model of the physical system, including the robotic brace, human torso, and the physical human–robot interaction (HRI), a bidirectional connection between them, and an optimization dimension. A neural network-based regression model is also proposed to estimate the unknown parameters of the digital model. Numerical simulations and real-time experiments are performed to validate the 5D three-layer DT model. The proposed RLPIC trained using the 5D three-layer DT is verified using numerical simulations in terms of position tracking, velocity tracking, and HRI control. It is concluded that the proposed learning-based interaction control approach can improve the HRI control by learning the desired interaction in a simulated environment.

青少年特发性脊柱侧弯(AIS)是一种脊柱侧弯合并椎体旋转,通常发生在青少年,没有任何已知的原因。尽管人工智能(AI)已经进入了广泛的应用领域,但作为AIS最常见的保守治疗方法,支撑并没有充分利用由人工智能(AI)驱动的主动控制方法的优势。通过调节支撑带的松紧度来被动地控制支撑施加的校正力。此外,使用虚拟模型训练基于学习的控制方法在AIS支架治疗中非常重要,因为在人类受试者上使用试错法训练可能会对患者的躯干造成意想不到的压力和伤害。然而,数字孪生(DT)建模这一新兴技术尚未应用于AIS支架治疗中。本文提出了基于强化学习的基于位置的阻抗控制(RLPIC),使机器人支架能够学习机器人支架与人体躯干之间所需的物理相互作用。一个五维(5D)三层DT也被开发用于在模拟环境中训练RLPIC。5D三层DT包括一个物理系统,一个物理系统的三层数字模型,包括机器人支架、人体躯干和物理人机交互(HRI),它们之间的双向连接,以及一个优化维度。提出了一种基于神经网络的回归模型来估计数字模型的未知参数。通过数值模拟和实时实验对5D三层DT模型进行了验证。利用5D三层DT训练的RLPIC在位置跟踪、速度跟踪和HRI控制方面进行了数值模拟验证。研究结果表明,基于学习的交互控制方法可以通过在模拟环境中学习期望的交互来改善HRI控制。
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引用次数: 0
SCT-BEM for Transient Heat Conduction and Wave Propagation in 2D Thin-Walled Structures 二维薄壁结构瞬态热传导和波传播的SCT-BEM
IF 3.4 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-26 DOI: 10.1002/msd2.70015
Xiaotong Gao, Yan Gu

Traditional boundary element method (BEM) faces significant challenges in addressing dynamic problems in thin-walled structures. These challenges arise primarily from the complexities of handling time-dependent terms and nearly singular integrals in structures with thin-shapes. In this study, we reformulate time derivative terms as domain integrals and approximate the unknown functions using radial basis functions (RBFs). This reformulation simplifies the treatment of transient terms and enhances computational efficiency by reducing the complexity of time-dependent formulations. The resulting domain integrals are efficiently evaluated using the scaled coordinate transformation BEM (SCT-BEM), which converts domain integrals into equivalent boundary integrals, thereby improving numerical accuracy and stability. Furthermore, to tackle the challenges inherent in thin-body structures, a nonlinear coordinate transformation is introduced to effectively remove the near-singular behavior of the integrals. The proposed method offers several advantages, including greater flexibility in managing transient terms, lower computational costs, and improved stability for thin-body problems.

传统的边界元法(BEM)在求解薄壁结构动力问题时面临重大挑战。这些挑战主要来自于在薄型结构中处理时间相关项和近似奇异积分的复杂性。在本研究中,我们将时间导数项重新表述为域积分,并使用径向基函数(rbf)近似未知函数。这种重新公式简化了瞬态项的处理,并通过减少时间相关公式的复杂性来提高计算效率。利用缩放坐标变换BEM (SCT-BEM)有效地计算得到的域积分,将域积分转换为等效边界积分,从而提高了数值精度和稳定性。此外,为了解决薄体结构固有的挑战,引入了非线性坐标变换来有效地消除积分的近奇异行为。所提出的方法具有几个优点,包括在管理瞬态项方面具有更大的灵活性,计算成本更低,并且对薄体问题具有更好的稳定性。
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引用次数: 0
Performance and Life Analysis of Lithium-Ion Batteries Aided by Data-Driven Analysis 基于数据驱动分析的锂离子电池性能与寿命分析
IF 3.4 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-26 DOI: 10.1002/msd2.70014
Ashish Anil Deshpande, S. D. V. S. S. Varma Siruvuri, Y. B. Sudhir Sastry, Bhanumurthy Rammohan, Samy Refahy Mahmoud, Pattabhi Ramaiah Budarapu

The performance and lifespan of Li-ion batteries used in electric vehicles are influenced by operating and environmental conditions. An understanding of the mechanisms leading to performance degradation and capacity fading can aid in the design of better battery systems. In the present study, numerical models are developed to estimate the capacity fading, battery performance, and residual life. Furthermore, key associated parameters are identified as state of charge, charging protocols, and temperature. Later on, a deep machine learning (DML) model consisting of one input, four hidden, and one output layer is developed to estimate the residual life of a battery system. The five input parameters considered include voltage, current, temperature, number of cycles, and time, apart from residual life as the output parameter. The proposed DML model consists of five dense layers and three dropout layers with 2889 trainable parameters in total, with higher neuron counts in initial layers to process diverse inputs and fewer neurons in later layers to ensure compact feature representation as well as to make better and faster predictions. Results from the numerical and DML models are compared to the reported experimental results, where good agreement is observed. Thus, the developed model is tested on Lithium based Nickel Manganese Cobalt Oxide and Nickel Cobalt Aluminum Oxide batteries, for which parametric studies are performed to investigate the influence of the operating temperature, rate of charge/discharge, and pulse charging on the battery life. Therefore, the technologies proposed in this study can contribute to the development of intelligent battery management systems, enabling enhanced performance, and hence prolonged life of battery systems.

电动汽车用锂离子电池的性能和寿命受到操作条件和环境条件的影响。了解导致性能下降和容量衰退的机制有助于设计更好的电池系统。在本研究中,建立了数值模型来估计容量衰落、电池性能和剩余寿命。此外,关键的相关参数被确定为充电状态、充电协议和温度。随后,开发了一个由一个输入层、四个隐藏层和一个输出层组成的深度机器学习(DML)模型来估计电池系统的剩余寿命。除了剩余寿命作为输出参数外,考虑的五个输入参数包括电压、电流、温度、循环次数和时间。提出的DML模型由5个密集层和3个dropout层组成,共有2889个可训练参数,初始层的神经元数量较多,以处理不同的输入,后期层的神经元数量较少,以确保紧凑的特征表示,并做出更好更快的预测。数值模型和DML模型的计算结果与实验结果进行了比较,两者吻合良好。因此,开发的模型在锂基镍锰钴氧化物和镍钴铝氧化物电池上进行了测试,并进行了参数研究,以研究工作温度、充放电速率和脉冲充电对电池寿命的影响。因此,本研究中提出的技术可以促进智能电池管理系统的发展,从而提高电池系统的性能,从而延长电池系统的使用寿命。
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引用次数: 0
A Computational Framework for Predicting Vibrations in the Front-Loading Washing Machine Using Component-Level Experiments and Mathematical Modeling 基于部件级实验和数学建模的前装式洗衣机振动预测计算框架
IF 3.6 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-22 DOI: 10.1002/msd2.70009
Dae-Guen Lim, Seok-Chan Kim, Min-Ho Pak

This study proposes a computational framework for developing a multibody dynamics (MBD) model to accurately predict the vibration behavior of front-loading washing machines. The framework integrates component-level experiments and mathematical modeling to characterize the dynamic behavior of key components, including the free-stroke damper, connecting bushing, and gasket, which significantly influence the machine's vibration. Simplified, yet precise, mathematical models were developed and validated against experimental data to represent these components' dynamic characteristics. The validated models were then integrated into a comprehensive MBD model of a front-loading washing machine. This model was further verified by comparing its predicted vibrations with experimental results obtained from actual washing machines. A parametric study assessed the model's accuracy under various unbalanced mass conditions and revolutions per minute ranges, which revealed that the model is capable of generalization across different operating scenarios. Although some errors remain in specific cases involving phase differences, the overall average error is 20.11%, with a standard deviation of 4.10%. These results demonstrate that the proposed framework effectively captures the vibration behavior of front-loading washing machines, offering a reliable tool for enhancing design and operational efficiency.

本研究提出了一个计算框架,用于开发多体动力学(MBD)模型,以准确预测前装式洗衣机的振动行为。该框架集成了组件级实验和数学建模,以表征关键组件的动态行为,包括自由行程阻尼器、连接衬套和垫圈,这些组件对机器的振动有显著影响。建立了简化而精确的数学模型,并根据实验数据进行了验证,以表示这些部件的动态特性。然后将验证的模型集成到前装式洗衣机的综合MBD模型中。通过将预测的振动与实际洗衣机的实验结果进行比较,进一步验证了该模型的正确性。参数研究评估了模型在各种不平衡质量条件和每分钟转数范围下的准确性,结果表明该模型能够在不同的操作场景下进行推广。虽然在涉及相位差的具体情况下存在一定误差,但总体平均误差为20.11%,标准差为4.10%。这些结果表明,所提出的框架有效地捕获了前装式洗衣机的振动行为,为提高设计和运行效率提供了可靠的工具。
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引用次数: 0
期刊
国际机械系统动力学学报(英文)
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