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Discrete adjoint method for variational integration of constrained ODEs and its application to optimal control of geometrically exact beam dynamics 约束微分方程变分积分的离散伴随法及其在几何精确梁动力学最优控制中的应用
2区 工程技术 Q2 MECHANICS Pub Date : 2023-10-06 DOI: 10.1007/s11044-023-09934-4
Matthias Schubert, Rodrigo T. Sato Martín de Almagro, Karin Nachbagauer, Sina Ober-Blöbaum, Sigrid Leyendecker
Abstract Direct methods for the simulation of optimal control problems apply a specific discretization to the dynamics of the problem, and the discrete adjoint method is suitable to calculate corresponding conditions to approximate an optimal solution. While the benefits of structure preserving or geometric methods have been known for decades, their exploration in the context of optimal control problems is a relatively recent field of research. In this work, the discrete adjoint method is derived for variational integrators yielding structure preserving approximations of the dynamics firstly in the ODE case and secondly for the case in which the dynamics is subject to holonomic constraints. The convergence rates are illustrated by numerical examples. Thirdly, the discrete adjoint method is applied to geometrically exact beam dynamics, represented by a holonomically constrained PDE.
直接模拟最优控制问题的方法是对问题的动力学特性进行特定的离散化处理,而离散伴随法适合于计算近似最优解的相应条件。虽然结构保存或几何方法的好处已经知道了几十年,但它们在最优控制问题背景下的探索是一个相对较新的研究领域。本文推导了变分积分器的离散伴随方法,首先在ODE情况下给出了保持结构的动力学近似,其次在动力学受完整约束的情况下给出了保持结构的动力学近似。通过数值算例说明了算法的收敛速度。第三,将离散伴随方法应用于几何精确梁动力学,用完整约束偏微分方程表示。
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引用次数: 0
Dynamic modeling and analysis of vehicle scissor door mechanism with mixed clearance based on a hybrid contact force model 基于混合接触力模型的混合间隙汽车剪门机构动力学建模与分析
2区 工程技术 Q2 MECHANICS Pub Date : 2023-10-06 DOI: 10.1007/s11044-023-09935-3
Suo Zhang, Yunkai Gao, James Yang
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引用次数: 0
Modelling of a 12-DoF Parachute–Riser–Payload system dynamics using Kane’s method 基于Kane方法的12自由度降落伞-隔水管-有效载荷系统动力学建模
2区 工程技术 Q2 MECHANICS Pub Date : 2023-10-06 DOI: 10.1007/s11044-023-09939-z
Prashant G. Iyer
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引用次数: 0
Human motion capture, reconstruction, and musculoskeletal analysis in real time 实时人体动作捕捉、重建和肌肉骨骼分析
2区 工程技术 Q2 MECHANICS Pub Date : 2023-10-06 DOI: 10.1007/s11044-023-09938-0
Urbano Lugrís, Manuel Pérez-Soto, Florian Michaud, Javier Cuadrado
Abstract Optical motion capture is an essential tool for the study and analysis of human movement. Currently, most manufacturers of motion-capture systems provide software applications for reconstructing the movement in real time, thus allowing for on-the-fly visualization. The captured kinematics can be later used as input data for a further musculoskeletal analysis. However, in advanced biofeedback applications, the results of said analysis, such as joint torques, ground-reaction forces, muscle efforts, and joint-reaction forces, are also required in real time. In this work, an extended Kalman filter (EKF) previously developed by the authors for real-time, whole-body motion capture and reconstruction is augmented with inverse dynamics and muscle-efforts optimization, enabling the calculation and visualization of the latter, along with joint-reaction forces, while capturing the motion. A modified version of the existing motion-capture algorithm provides the positions, velocities, and accelerations at every time step. Then, the joint torques are calculated by solving the inverse-dynamics problem, using force-plate measurements along with previously estimated body-segment parameters. Once the joint torques are obtained, an optimization problem is solved, in order to obtain the muscle forces that provide said torques while minimizing an objective function. This is achieved by a very efficient quadratic programming algorithm, thoroughly tuned for this specific problem. With this procedure, it is possible to capture and label the optical markers, reconstruct the motion of the model, solve the inverse dynamics, and estimate the individual muscle forces, all while providing real-time visualization of the results.
光学运动捕捉是研究和分析人体运动的重要工具。目前,大多数动作捕捉系统的制造商都提供了实时重建运动的软件应用程序,从而允许实时可视化。捕获的运动学数据可以作为输入数据用于进一步的肌肉骨骼分析。然而,在先进的生物反馈应用中,上述分析的结果,如关节扭矩、地面反作用力、肌肉努力和关节反作用力,也需要实时的。在这项工作中,作者先前开发的用于实时,全身运动捕获和重建的扩展卡尔曼滤波器(EKF)通过逆动力学和肌肉努力优化得到增强,从而在捕获运动时实现后者以及关节反作用力的计算和可视化。现有动作捕捉算法的改进版本提供了每个时间步的位置、速度和加速度。然后,通过求解反动力学问题,利用力板测量以及先前估计的体段参数计算关节扭矩。一旦获得了关节扭矩,就解决了优化问题,以便在最小化目标函数的同时获得提供所述扭矩的肌肉力。这是通过一个非常有效的二次规划算法来实现的,这个算法完全针对这个特定的问题进行了调整。通过该程序,可以捕获和标记光学标记,重建模型的运动,求解逆动力学,并估计单个肌肉力,同时提供结果的实时可视化。
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引用次数: 0
A consensus-based alternating direction method of multipliers approach to parallelize large-scale minimum-lap-time problems 基于共识的乘法器交替方向法并行化大规模最小圈速问题
2区 工程技术 Q2 MECHANICS Pub Date : 2023-10-06 DOI: 10.1007/s11044-023-09932-6
L. Bartali, E. Grabovic, M. Gabiccini
Abstract Minimum-lap-time planning (MLTP) problems, which entail finding optimal trajectories for race cars on racetracks, have received significant attention in the recent literature. They are commonly addressed as optimal control problems (OCPs) and are numerically discretized using direct collocation methods. Subsequently, they are solved as nonlinear programs (NLPs). The conventional approach to solving MLTP problems is serial , whereby the resulting NLP is solved all at once. However, for problems characterized by a large number of variables, distributed optimization algorithms, such as the alternating direction method of multipliers (ADMM), may represent a viable option, especially when multicore CPU architectures are available. This study presents a consensus-based ADMM approach tailored to solving MLTP problems through a distributed optimization algorithm. The algorithm partitions the problem into smaller subproblems based on different sectors of a track, distributing them among multiple processors. ADMM is then used to ensure consensus among the distributed computational processes. In particular, here the term “consensus” denotes the requirement for each subproblem to achieve mutual agreement across the junction areas. The paper also outlines specific strategies leveraging domain knowledge to improve the convergence of the distributed algorithm. The ADMM approach is validated against the serial approach, and numerical results are presented for both single-lap and multilap scenarios. In both cases, the ADMM approach proves superior for problem dimensions of 70k+ variables compared to serial methods. In planning scenarios with complex vehicle models on long track horizons, i.e., for problems with 1M+ variables, the efficiency gain of the ADMM approach is substantial, and it becomes the only viable option to maintain computational times within acceptable limits.
最小单圈时间规划(MLTP)问题是求解赛车在赛道上的最优运动轨迹的问题,近年来受到了广泛关注。它们通常被称为最优控制问题(ocp),并使用直接配置方法进行数值离散化。然后,将其求解为非线性规划(nlp)。解决MLTP问题的传统方法是串行的,由此产生的NLP被一次性解决。然而,对于以大量变量为特征的问题,分布式优化算法,如乘法器的交替方向方法(ADMM),可能是一个可行的选择,特别是当多核CPU架构可用时。本研究提出了一种基于共识的ADMM方法,通过分布式优化算法来解决MLTP问题。该算法根据轨道的不同扇区将问题划分为更小的子问题,并将其分配给多个处理器。然后使用ADMM来确保分布式计算进程之间的一致性。特别地,这里的术语“共识”表示每个子问题在连接区域之间实现相互一致的需求。本文还概述了利用领域知识提高分布式算法收敛性的具体策略。将ADMM方法与串行方法进行了对比验证,并给出了单圈和多圈情况下的数值结果。在这两种情况下,与串行方法相比,ADMM方法在70k+变量的问题维度上证明了优越性。在规划具有长轨道视野的复杂车辆模型的场景中,即对于具有1M+变量的问题,ADMM方法的效率增益是可观的,并且它成为将计算时间保持在可接受范围内的唯一可行选择。
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引用次数: 0
Cushioning performance analysis of multilayered rubber materials with nonuniform friction coefficients of corrugated contact surface under the bipotential framework 双电位框架下波纹面非均匀摩擦系数多层橡胶材料缓冲性能分析
2区 工程技术 Q2 MECHANICS Pub Date : 2023-09-15 DOI: 10.1007/s11044-023-09931-7
Ling Tao, Zhiqiang Feng
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引用次数: 0
ALE-ANCF circular cross-section beam element and its application on the dynamic analysis of cable-driven mechanism ALE-ANCF圆截面梁单元及其在索驱动机构动力分析中的应用
2区 工程技术 Q2 MECHANICS Pub Date : 2023-09-13 DOI: 10.1007/s11044-023-09929-1
Kun Li, Zuqing Yu, Peng Lan, Qinglong Tian, Nianli Lu
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引用次数: 0
Projection continuation for minimal coordinate set formulation and singularity detection of redundantly constrained system dynamics 最小坐标集的投影延拓及冗余约束系统动力学的奇异性检测
2区 工程技术 Q2 MECHANICS Pub Date : 2023-09-12 DOI: 10.1007/s11044-023-09930-8
Pierangelo Masarati, M Jihad Ummul Quro, Andrea Zanoni
Abstract The formulation of (possibly redundantly) constrained system dynamics using coordinate projection onto a subspace locally tangent to the constraint manifold is revisited using the QR factorization of the constraint Jacobian matrix, using column pivoting to identify a suitable subspace, possibly detect any singular configurations that may arise, and extract it. The evolution of the QR factorization is integrated along with that of the constraint Jacobian matrix as the solution evolves, generalizing to redundant constraints a recently proposed true continuation algorithm that tracks the evolution of the subspace of independent coordinates. The resulting subspace does not visibly affect the quality of the solution, as it is merely a recombination of that resulting from the blind application of the QR factorization but avoids the artificial algorithmic irregularities or discontinuities in the generalized velocities that could otherwise result from arbitrary reparameterizations of the coordinate set, and identifies and discriminates any further possible motions that arise at singular configurations. The characteristics of the proposed subspace evolution approach are exemplified by solving simple problems with incremental levels of redundancy and singularity orders.
利用约束雅可比矩阵的QR分解,重新研究了用坐标投影到约束流形局部相切的子空间上的(可能是冗余的)约束系统动力学的公式,使用列旋转来识别合适的子空间,可能检测到可能出现的任何奇异构型,并提取它。随着解的演化,QR分解的演化与约束雅可比矩阵的演化相结合,将最近提出的跟踪独立坐标子空间演化的真连续算法推广到冗余约束。由此产生的子空间不会明显地影响解的质量,因为它仅仅是由QR分解的盲目应用所产生的结果的重组,但避免了广义速度中的人工算法不规则性或不连续性,否则可能会由于坐标集的任意重新参数化而导致,并识别和区分在奇异构型中出现的任何进一步的可能运动。通过解决具有增量冗余级和奇异阶的简单问题,说明了所提出的子空间演化方法的特点。
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引用次数: 1
Augmented Lagrangian index-3 semi-recursive formulations with projections 带投影的增广拉格朗日指数-3半递推公式
2区 工程技术 Q2 MECHANICS Pub Date : 2023-08-24 DOI: 10.1007/s11044-023-09928-2
Álvaro López Varela, Daniel Dopico Dopico, Alberto Luaces Fernández
Abstract Sensitivity analysis represents a powerful tool for the optimization of multibody system dynamics. The performance of a gradient-based optimization algorithm is strongly tied to the dynamic and the sensitivity formulations considered. The accuracy and efficiency are critical to any optimization problem, thus they are key factors in the selection of the dynamic and sensitivity analysis approaches used to compute an objective function gradient. Semi-recursive methods usually outperform global methods in terms of computational time, even though they involve sometimes demanding recursive procedures. Semi-recursive methods are well suited to be combined with different constraints enforcement schemes as the augmented Lagrangian index-3 formulation with velocity and acceleration projections (ALI3-P), taking advantage of the robustness, accurate fulfillment of constraint equations and the low computational burden. The sensitivity analysis of the semi-recursive ALI3-P formulation is studied in this document by means of the direct differentiation method. As a result, a semi-recursive ALI3-P sensitivity formulation is developed for an arbitrary reference point selection, and then two particular versions are unfolded and implemented in the general purpose multibody library MBSLIM, using as reference point the center of mass (RTdyn0) or the global origin of coordinates (RTdyn1). Besides, the detailed derivatives of the recursive terms are provided, which will be useful not only for the direct sensitivity formulation presented herein, but also for other sensitivity formulations relying on the same recursive expressions. The implementation has been tested in two numerical experiments, a five-bar benchmark problem and a buggy vehicle.
灵敏度分析是多体系统动力学优化的有力工具。基于梯度的优化算法的性能与所考虑的动态和灵敏度公式密切相关。精度和效率对任何优化问题都至关重要,因此它们是选择用于计算目标函数梯度的动态分析方法和灵敏度分析方法的关键因素。半递归方法在计算时间方面通常优于全局方法,尽管它们有时涉及要求很高的递归过程。半递归方法具有鲁棒性、约束方程的精确实现和计算量小等优点,适合与不同的约束执行方案相结合,如带速度和加速度投影的增广拉格朗日指数-3公式(ALI3-P)。本文用直接微分法研究了半递推ALI3-P公式的灵敏度分析。在此基础上,建立了任意参考点选择的半递归ALI3-P灵敏度公式,并在通用多体库MBSLIM中展开和实现了两个特定版本,分别以质心(RTdyn0)或坐标全局原点(RTdyn1)作为参考点。此外,还给出了递归项的详细导数,这不仅适用于本文提出的直接灵敏度公式,也适用于依赖相同递归表达式的其他灵敏度公式。该实现已在两个数值实验、一个五杆基准问题和一辆小车中进行了测试。
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引用次数: 0
Preface for the MUBO Special Issue on its 25th Anniversary MUBO创刊25周年特刊序
IF 3.4 2区 工程技术 Q2 MECHANICS Pub Date : 2023-07-24 DOI: 10.1007/s11044-023-09927-3
J. Ambrósio, A. Mikkola
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引用次数: 0
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Multibody System Dynamics
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