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Swift augmented human–robot dynamics modeling for rehabilitation planning analyses 用于康复规划分析的 Swift 增强型人机动力学建模
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-14 DOI: 10.1007/s11044-024-09975-3
Vahid Akbari, Omid Mahdizadeh, S. Ali A. Moosavian, Mahdi Nabipour

With the widespread implementation of robotics exoskeletons in rehabilitation, modeling and dynamics analysis of such highly nonlinear coupled systems has become significantly important. In this paper, a swift numerical human–robot dynamics modeling has been developed to achieve accurate and realistic interpretation. This takes into consideration the separation and impact between multiple bodies for rehabilitation planning. To this end, first, a novel parallel algorithm combined with sequential interaction conditions is proposed based on the numerical recursive Newton–Euler method. The approach begins by deriving separated numerical models for the complicated system: i.e. both the human and the robot. These models are then augmented, with a primary focus on reducing the error of the interaction conditions, including forces and positions. The accuracy of the proposed model, with a computational complexity of O(n), is assessed by comparing to a previously validated nonrecursive analytical model with a higher computational complexity of O(n^4). Additionally, the quality of the connection between the human and the robot is assessed to establish a suitable control objective and an effective interaction strategy for rehabilitation planning. The study employs a lower-limb walking assistive robot developed in the ARAS lab (RoboWalk) to validate the proposed method. The algorithm is empirically implemented on the RoboWalk test stand, ensuring the integrity of the proposed dynamics modeling. The human–robot interaction forces are estimated with an accuracy of 2 N, in the presence of friction and measurement noise. Finally, the effectiveness of the model-based controller is assessed by using the proposed method, providing valuable tools for the enhancement of overall performance of such a complex dynamics system.

随着机器人外骨骼在康复领域的广泛应用,此类高度非线性耦合系统的建模和动力学分析变得尤为重要。本文开发了一种快速的人与机器人动力学数值建模,以实现准确而逼真的解释。其中考虑到了康复规划中多体之间的分离和影响。为此,首先在数值递归牛顿-欧拉法的基础上,提出了一种结合顺序交互条件的新型并行算法。该方法首先为复杂的系统(即人类和机器人)推导出分离的数值模型。然后对这些模型进行增强,主要重点是减少包括力和位置在内的交互条件的误差。建议模型的计算复杂度为 O(n),通过与之前验证的计算复杂度更高(O(n^4))的非递归分析模型进行比较,评估了建议模型的准确性。此外,还对人与机器人之间的连接质量进行了评估,以便为康复规划确定合适的控制目标和有效的交互策略。研究采用了 ARAS 实验室开发的下肢行走辅助机器人(RoboWalk)来验证所提出的方法。该算法是在 RoboWalk 测试台上根据经验实施的,以确保所建议的动力学建模的完整性。在存在摩擦和测量噪声的情况下,人机交互力的估计精度为 2 N。最后,使用所提出的方法对基于模型的控制器的有效性进行了评估,为提高此类复杂动力学系统的整体性能提供了宝贵的工具。
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引用次数: 0
Evaluation and implementation of Lie group integration methods for rigid multibody systems 评估和实施刚性多体系统的李群积分法
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-12 DOI: 10.1007/s11044-024-09970-8
Stefan Holzinger, Martin Arnold, Johannes Gerstmayr

As commonly known, standard time integration of the kinematic equations of rigid bodies modeled with three rotation parameters is infeasible due to singular points. Common workarounds are reparameterization strategies or Euler parameters. Both approaches typically vary in accuracy depending on the choice of rotation parameters. To efficiently compute different kinds of multibody systems, one aims at simulation results and performance that are independent of the type of rotation parameters. As a clear advantage, Lie group integration methods are rotation parameter independent. However, few studies have addressed whether Lie group integration methods are more accurate and efficient compared to conventional formulations based on Euler parameters or Euler angles. In this paper, we close this gap using the (mathbb{R}^{3}times SO(3)) Lie group formulation and several typical rigid multibody systems. It is shown that explicit Lie group integration methods outperform the conventional formulations in terms of accuracy. However, it turns out that the conventional Euler parameter-based formulation is the most accurate one in the case of implicit integration, while the Lie group integration method is computationally the more efficient one. It also turns out that Lie group integration methods can be implemented at almost no extra cost in an existing multibody simulation code if the Lie group method used to describe the configuration of a body is chosen accordingly.

众所周知,由于奇异点的存在,以三个旋转参数建模的刚体运动方程的标准时间积分是不可行的。常见的变通方法是重新参数化策略或欧拉参数。这两种方法的精确度通常因旋转参数的选择而异。为了有效计算不同类型的多体系统,我们的目标是获得与旋转参数类型无关的仿真结果和性能。作为一个明显的优势,李群积分法与旋转参数无关。然而,与基于欧拉参数或欧拉角的传统公式相比,李群积分法是否更精确、更高效,却鲜有研究。在本文中,我们利用 (mathbb{R}^{3}times SO(3))Lie group formulation 和几个典型的刚性多体系统来弥补这一差距。结果表明,显式李群积分方法在精度上优于传统公式。然而,事实证明,在隐式积分的情况下,基于欧拉参数的传统公式是最精确的,而李群积分法是计算效率较高的方法。事实还证明,如果相应地选择用于描述体构型的李群方法,则几乎无需额外成本即可在现有的多体仿真代码中实施李群积分法。
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引用次数: 0
Multibody dynamic modeling and motion analysis of flexible robot considering contact 考虑接触因素的柔性机器人多体动态建模与运动分析
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-02-26 DOI: 10.1007/s11044-024-09968-2
Tingke Wu, Zhuyong Liu, Ziqi Ma, Boyang Wang

The purpose of this research is to present an alternative multibody dynamic model for soft robots and to analyze the intrinsic mechanism of motion. It is difficult to directly apply traditional robot modeling methods due to the large structural deformation of soft walking robots. This paper establishes the dynamic modeling of a soft robot system with contact/impact based on the corotational formulation of the special Euclidean group (SE)(2). The experiments are designed to verify the dynamic model of the robot. The history of the marked points on the robot prototype is measured in real time by an ARAMIS Adjustable Camera System. Based on the dynamic model, we conducted an in-depth analysis of the entire process through which the robot achieves directional walking utilizing complex friction characteristics. Notably, the robot’s kick-up phenomenon attracted our attention, and an analytical model for predicting the critical drive acceleration is proposed. The conditions and mechanisms of the robot’s kick-up are analyzed, and effective direction is provided for designing new drive laws. Finally, several sets of key parameters affecting the walking efficiency are analyzed using the multibody model, which can provide scientific guidance for the material selection and optimization of the robot. The presented dynamic modeling approach can be freely extended to other soft robots, which will provide valuable references for the design and analysis of soft robots.

本研究的目的是为软体机器人提出另一种多体动力学模型,并分析其运动的内在机理。由于软体行走机器人的结构变形较大,很难直接应用传统的机器人建模方法。本文基于特殊欧几里得群 (SE)(2)的楞次表述,建立了软体机器人接触/撞击系统的动力学模型。实验旨在验证机器人的动态模型。机器人原型上标记点的历史由 ARAMIS 可调相机系统实时测量。在动态模型的基础上,我们深入分析了机器人利用复杂摩擦特性实现定向行走的整个过程。值得注意的是,机器人的踢起现象引起了我们的关注,并提出了预测临界驱动加速度的分析模型。分析了机器人踢起的条件和机理,为设计新的驱动规律提供了有效的方向。最后,利用多体模型分析了影响行走效率的几组关键参数,为机器人的材料选择和优化提供了科学指导。本文介绍的动态建模方法可自由扩展到其他软体机器人,为软体机器人的设计和分析提供有价值的参考。
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引用次数: 0
Multibody dynamics system with energy dissipation by hardening and softening plasticity 通过硬化和软化塑性消散能量的多体动力学系统
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-02-21 DOI: 10.1007/s11044-024-09972-6
Suljo Ljukovac, Adnan Ibrahimbegovic, Ismar Imamovic, Rosa-Adela Mejia-Nava

In this work we present a multibody dynamics system composed of geometrically exact nonlinear beams with inelastic behavior, representing flexible system components. The main focus of the work is to introduce advanced energy dissipation models using hardening and softening plasticity into such beam models and to show how they can also recover a vibration amplitude decay typical of viscous damping. The damping model is represented by the constitutive behavior of the flexible beam element chosen as an elasto-viscoplastic response with linear isotropic hardening and subsequent softening plasticity. The formulation is cast within the mixed variational framework, where the strong embedded discontinuity is introduced into displacement/rotation fields in the softening phase leading to localized plastic deformation. We also aim to ensure model capabilities to deliver results for long-term loading simulations, which is of interest for quantifying the risk of fatigue failure for such flexible system component. The corresponding numerical implementation combines the space discretization based on the finite element method with the time discretization based upon energy-conserving or energy-decaying integration schemes. The results of several numerical simulations are presented in the dynamics of flexible-rigid multi-body systems to illustrate a very satisfying performance of the proposed model.

在这项研究中,我们提出了一个多体动力学系统,该系统由具有非弹性行为的几何精确非线性梁组成,代表柔性系统组件。这项工作的重点是在这种梁模型中引入使用硬化和软化塑性的高级能量耗散模型,并展示它们如何也能恢复典型的粘性阻尼振动振幅衰减。阻尼模型由柔性梁元素的构成行为表示,该元素被选为具有线性各向同性硬化和随后的软化塑性的弹塑性-粘塑性响应。该模型是在混合变分框架内建立的,在软化阶段,将强嵌入不连续性引入位移/旋转场,从而导致局部塑性变形。我们还旨在确保模型能够提供长期加载模拟结果,这对量化此类柔性系统部件的疲劳失效风险很有意义。相应的数值实现结合了基于有限元法的空间离散化和基于能量守恒或能量衰减积分方案的时间离散化。在柔性刚体多体系统动力学中,介绍了若干数值模拟结果,以说明所提议模型的性能非常令人满意。
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引用次数: 0
A nonsmooth dynamics framework for simulating frictionless spatial joints with clearances 模拟有间隙的无摩擦空间关节的非平滑动力学框架
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-02-21 DOI: 10.1007/s11044-024-09971-7
Ekansh Chaturvedi, Corina Sandu, Adrian Sandu

Real-world multibody systems do not have ideal joints; most joints have some clearance. The clearance allows the connected bodies to undergo a misalignment, and the resulting dynamics is governed by the contacts thus formed. Two approaches are typically taken to deal with contacts: the commonly used continuous dynamics approaches assume the Hertzian nature of the contact modeled by nonlinear unilateral spring-damper elements; while the nonsmooth dynamics approach results in a complementarity problem. This paper employs a nonsmooth dynamics approach to develop a coherent framework for the simulation of multibody systems having frictionless joints with clearances. Because clearances are of small magnitude relative to the dimensions of the mechanical components, the nature of the contact in the joints is assumed to be inelastic. Using this assumption and the general nonsmooth dynamics framework, the parametric formulations for cylindrical, prismatic, and revolute joints with clearances are derived. The equations of motion are formulated, and their time-discretized counterparts are cast as a nonlinear programming problem. The proposed scheme also enforces normalization constraint on Euler parameters in contrast to state-of-the-art methods that is conducive to stability of the solution for a suitable range of step sizes. In addition, a variable time-stepping scheme that includes the step size as an extra variable in the optimization is introduced and its stability properties are discussed. The versatility of the proposed framework is demonstrated through numerical experiments.

现实世界中的多体系统并没有理想的关节;大多数关节都有一定的间隙。间隙允许连接体发生错位,由此产生的动力学受由此形成的接触控制。处理接触的方法通常有两种:常用的连续动力学方法假定接触的赫兹性质由非线性单边弹簧-阻尼元件建模;而非平稳动力学方法则导致互补性问题。本文采用非平滑动力学方法,为模拟具有间隙的无摩擦关节的多体系统建立了一个连贯的框架。由于间隙相对于机械部件的尺寸很小,因此假定关节中接触的性质是非弹性的。利用这一假设和一般非光滑动力学框架,推导出了有间隙的圆柱形、棱柱形和外旋形关节的参数公式。制定了运动方程,并将其时间具体化为非线性编程问题。与最先进的方法相比,所提出的方案还对欧拉参数实施了归一化约束,这有利于在适当的步长范围内保持解的稳定性。此外,还引入了一种可变时间步进方案,将步长作为优化过程中的一个额外变量,并讨论了其稳定性能。通过数值实验证明了所提框架的多功能性。
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引用次数: 0
Dynamic modeling and simulation of a snake-like multibody robotic system with ground-adaptive strategy and efficient undulatory locomotion 具有地面适应策略和高效起伏运动的蛇形多体机器人系统的动态建模与仿真
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-02-19 DOI: 10.1007/s11044-024-09967-3
Shaukat Ali

This article presents a strategy of self adaptation for planar undulatory locomotion of an elongated, snake-like multibody robotic system under both non-varying and varying surface friction. Based on the system dynamics, an algorithm is developed to investigate the locomotion performance and its dependence upon the lateral undulation parameters. The celerity of the lateral undulatory wave propagating over the body of the robot is taken as a key parameter, since the variation of the celerity affects the forward propulsion speed of the robot. Moreover, celerity of the lateral undulatory wave is a linear function of the angular frequency of the sinusoidal motion imposed on the joints of the robot. Considering the static-kinetic lateral friction, the proposed algorithm computes the important point of separation between no-lateral slip and lateral slip simply with the help of celerity and speed of propulsion. Therefore, the results identify the optimum speed of propulsion for ground-adaptivity and efficient undulatory locomotion of the robot. The simulation results further verify the influence of the angular frequency of the sinusoidal joint motion upon the speed of propagation of the undulatory wave and also upon the speed of propulsion of the robot. This research work can provide useful basis for the control, optimization and self-adaptive locomotion of such and similar robots.

本文介绍了在非变化和变化表面摩擦力条件下,细长蛇形多体机器人系统平面起伏运动的自适应策略。在系统动力学的基础上,开发了一种算法来研究运动性能及其对横向起伏参数的依赖性。在机器人身体上传播的横向起伏波的加速度是一个关键参数,因为加速度的变化会影响机器人的前进推进速度。此外,横向起伏波的加速度是施加在机器人关节上的正弦运动角频率的线性函数。考虑到静态-动力横向摩擦力,所提出的算法可以简单地借助加速度和推进速度计算出无横向滑移和横向滑移之间的重要分界点。因此,仿真结果确定了机器人适应地面和高效起伏运动的最佳推进速度。模拟结果进一步验证了正弦关节运动的角频率对起伏波传播速度和机器人推进速度的影响。这项研究工作可为此类及类似机器人的控制、优化和自适应运动提供有用的依据。
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引用次数: 0
Correlation propagation for dynamic analysis of a multibody system with multiple interval parameters 多区间参数多体系统动态分析的相关性传播
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-02-19 DOI: 10.1007/s11044-024-09969-1
Xin Jiang, Zhengfeng Bai

Interval uncertainty analysis plays a fundamental role in performance evaluation, reliability design, and parameter optimization of a multibody system. In this work, the method for correlation propagation of a multibody system considering multiple interval parameters is investigated. To this end, a method of bivariate Chebyshev-polynomials difference combining with the Lagrangian-multiplier method (BCDLM) is proposed. First, the multiple-ellipsoid model is employed to quantify simultaneously the correlated and independent interval parameters examined in this work. The bivariate Chebyshev difference method is developed to calculate the partial derivatives of the relevant responses with respect to the uncertain parameters subsequently. To obtain the response bounds the Lagrangian-multiplier method is incorporated with the Taylor-series expansion. Additionally, the uncertain domain of the uncertain output responses is constructed by the developed BCDLM. Several examples are illustrated to verify the effectiveness of the proposed method to propagate correlations for the multibody system considering independent and correlated interval parameters. Results show that the BCDLM is more suitable for correlation propagation of a high-dimensional interval problem with relatively small uncertainty levels.

区间不确定性分析在多体系统的性能评估、可靠性设计和参数优化中发挥着重要作用。在这项工作中,研究了考虑多个区间参数的多体系统相关性传播方法。为此,提出了一种双变量切比雪夫-多项式差分结合拉格朗日乘法(BCDLM)的方法。首先,采用多重椭圆体模型来同时量化本研究中考察的相关和独立区间参数。随后,开发了双变量切比雪夫差分法来计算相关响应相对于不确定参数的偏导数。为了获得响应边界,将拉格朗日乘法与泰勒序列展开相结合。此外,不确定输出响应的不确定域由所开发的 BCDLM 构建。通过几个实例验证了所提方法在考虑独立和相关区间参数的多体系统中传播相关性的有效性。结果表明,BCDLM 更适用于不确定性水平相对较小的高维区间问题的相关性传播。
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引用次数: 0
Combined recurrent neural networks and particle-swarm optimization for sideslip-angle estimation based on a vehicle multibody dynamics model 基于车辆多体动力学模型的循环神经网络和粒子群优化相结合的侧滑角估计方法
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-02-19 DOI: 10.1007/s11044-024-09973-5
Yu Sun, Yongjun Pan, Ibna Kawsar, Gengxiang Wang, Liang Hou

The active safety system of a vehicle typically relies on real-time monitoring of the sideslip angle and other critical signals, such as the yaw rate. The vehicle sideslip angle cannot be measured directly due to the high cost and impracticality of sensor networks. The vehicle sideslip can be estimated using kinematic, dynamic, or machine-learning models and available vehicle states. This paper combines recurrent neural networks and the particle-swarm optimization (PSO) algorithm to estimate the vehicle sideslip angle accurately. First, a vehicle-dynamics model is constructed to conduct dynamics simulations of vehicles under various driving conditions and road environments for data collection. Secondly, the obtained vehicle states, including velocity, acceleration, yaw rate, and steering, are used to develop machine-learning models that estimate the vehicle sideslip angle. Two machine-learning models are proposed using the long short-term memory neural network (LSTM) and the bidirectional long short-term memory neural network (BiLSTM). Thirdly, the PSO algorithm is employed to optimize the hyperparameters of the LSTM and BilLSTM models for enhanced estimation precision. The Gaussian noise is added to the datasets to evaluate the robustness of the estimation models. The results indicate that the estimation models are capable of accurately predicting the vehicle’s sideslip angle. The (R^{2}) values of the results are mostly greater than 0.96. The PSO algorithm can improve estimation precision, and the PSO-LSTM model performs the best.

车辆的主动安全系统通常依赖于对侧滑角和其他关键信号(如偏航率)的实时监控。由于传感器网络成本高且不切实际,因此无法直接测量车辆侧倾角。车辆侧滑可利用运动学、动力学或机器学习模型以及可用的车辆状态进行估计。本文结合了循环神经网络和粒子群优化(PSO)算法,以准确估计车辆侧倾角。首先,构建车辆动力学模型,对各种驾驶条件和道路环境下的车辆进行动力学模拟,以收集数据。其次,利用获得的车辆状态(包括速度、加速度、偏航率和转向)开发机器学习模型,以估计车辆侧滑角。利用长短期记忆神经网络(LSTM)和双向长短期记忆神经网络(BiLSTM)提出了两种机器学习模型。第三,采用 PSO 算法优化 LSTM 和 BilLSTM 模型的超参数,以提高估计精度。在数据集中加入高斯噪声,以评估估计模型的鲁棒性。结果表明,估计模型能够准确预测车辆的侧滑角。结果的 R^{2} 值大多大于 0.96。PSO 算法可以提高估计精度,其中 PSO-LSTM 模型的性能最好。
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引用次数: 0
Thermal-structure interactions on the nonlinear behavior of the heavy-load mechanical press with multiple clearance-induced joints 热与结构相互作用对带有多个间隙感应接头的重型机械压力机非线性行为的影响
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-02-01 DOI: 10.1007/s11044-024-09966-4
Xuze Wu, Yu Sun, Wen Liu, Yu Chen, Ruoda Wang, Yi Qiao, Yu Wang

The thermal elastohydrodynamic (TEHD) effect contributes significantly to the improvement of dynamic behavior of mechanical presses, especially under the complex conditions of high speed, heavy load, and high temperature. In this work, a novel mixed-TEHD model and the numerical algorithm for the multiphysics problem are proposed to predict the nonlinear behavior of the mechanical press considering multiple clearance-induced joints. The propounded lubrication principle includes the thermal effects caused by contact event and the influence of TEHD on the clearance dimension under complex lubrication conditions. The equivalent nodal force method is adapted as the unified treatment of elastic and thermal deformation in the clearance joints. With the introduction of non-conservative forces, the system’s dynamic model is formulated and solved by the Lagrange approach and Newmark-(beta ) integration algorithm, respectively. Numerical simulations are performed considering different fluid viscosities and crank speeds to investigate the nonlinear behavior of the mechanical press under various lubrication conditions. The results demonstrate the significance of frictional contact on the bearing thermal characteristics. Compared to the elastic deformation effect of transmission components, the variation of system position accuracy is primarily governed by the dynamics of mixed-lubricated joints. Furthermore, experimental studies are performed to validate the numerical findings.

热弹性流体力学(TEHD)效应对改善机械压力机的动态行为有很大帮助,尤其是在高速、重载和高温的复杂条件下。本研究提出了一种新型混合 TEHD 模型和多物理场问题的数值算法,用于预测机械压力机的非线性行为(考虑到多个间隙引起的接头)。提出的润滑原理包括接触事件引起的热效应以及 TEHD 在复杂润滑条件下对间隙尺寸的影响。采用等效节点力法统一处理间隙接头的弹性变形和热变形。在引入非守恒力的情况下,分别采用拉格朗日法和 Newmark- (beta)积分算法建立并求解了系统的动态模型。考虑到不同的流体粘度和曲柄速度,进行了数值模拟,以研究机械压力机在各种润滑条件下的非线性行为。结果表明了摩擦接触对轴承热特性的重要影响。与传动部件的弹性变形效应相比,系统位置精度的变化主要受混合润滑接头的动力学影响。此外,还进行了实验研究以验证数值结果。
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引用次数: 0
A discrete adjoint gradient approach for equality and inequality constraints in dynamics 动力学中平等和不平等约束的离散邻接梯度法
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-01-29 DOI: 10.1007/s11044-024-09965-5
Daniel Lichtenecker, Karin Nachbagauer

The optimization of multibody systems requires accurate and efficient methods for sensitivity analysis. The adjoint method is probably the most efficient way to analyze sensitivities, especially for optimization problems with numerous optimization variables. This paper discusses sensitivity analysis for dynamic systems in gradient-based optimization problems. A discrete adjoint gradient approach is presented to compute sensitivities of equality and inequality constraints in dynamic simulations. The constraints are combined with the dynamic system equations, and the sensitivities are computed straightforwardly by solving discrete adjoint algebraic equations. The computation of these discrete adjoint gradients can be easily adapted to deal with different time integrators. This paper demonstrates discrete adjoint gradients for two different time-integration schemes and highlights efficiency and easy applicability. The proposed approach is particularly suitable for problems involving large-scale models or high-dimensional optimization spaces, where the computational effort of computing gradients by finite differences can be enormous. Three examples are investigated to validate the proposed discrete adjoint gradient approach. The sensitivity analysis of an academic example discusses the role of discrete adjoint variables. The energy optimal control problem of a nonlinear spring pendulum is analyzed to discuss the efficiency of the proposed approach. In addition, a flexible multibody system is investigated in a combined optimal control and design optimization problem. The combined optimization provides the best possible mechanical structure regarding an optimal control problem within one optimization.

多体系统的优化需要精确高效的敏感性分析方法。邻接法可能是分析灵敏度的最有效方法,尤其是对于优化变量众多的优化问题。本文讨论了基于梯度的优化问题中动态系统的灵敏度分析。本文提出了一种离散的邻接梯度法,用于计算动态模拟中的等式和不等式约束的敏感性。该方法将约束条件与动态系统方程相结合,通过求解离散邻接代数方程直接计算敏感性。这些离散邻接梯度的计算方法可以很容易地适应不同的时间积分器。本文演示了两种不同时间积分方案的离散邻接梯度,突出了其高效性和易用性。所提出的方法尤其适用于涉及大规模模型或高维优化空间的问题,在这些问题中,通过有限差分计算梯度的计算量可能非常大。研究了三个例子来验证所提出的离散邻接梯度方法。对一个学术实例的敏感性分析讨论了离散临界变量的作用。分析了非线性弹簧摆的能量优化控制问题,讨论了所提方法的效率。此外,还研究了柔性多体系统的优化控制和设计组合优化问题。在一次优化中,结合优化为最优控制问题提供了最佳的机械结构。
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引用次数: 0
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Multibody System Dynamics
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