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Dynamic modeling and closed-loop control design for humanoid robotic systems: Gibbs–Appell formulation and SDRE approach 仿人机器人系统的动态建模和闭环控制设计:吉布斯-阿佩尔公式和 SDRE 方法
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-01-18 DOI: 10.1007/s11044-023-09964-y

Abstract

Analyzing the walking motion of the bipedal robots that have upper-body parts as well as lower-body legs and exhibit a human-like gait is a challenging task. One of the main objectives of this paper is to present a new and systematic method for designing a desired movement trajectory for a bipedal robot such that it has the greatest conformity with the system dynamics and makes the gait of a bipedal robot similar to the configuration of a human being walking on a sloping surface. To this end, first, the kinematics and the dynamics of a bipedal robot walking down a ramp of shallow slope are investigated. Using the recursive Gibbs–Appell (G-A) methodology and Newton’s kinematic impact law, the governing dynamic equations of this bipedal robot in the two single-support and double-support phases are derived so that we can alter the system’s degrees of freedom without having to perform manual computations. Based on the dynamic equations obtained in the process, an eigenvalue problem is achieved, which can be solved to determine the suitable initial conditions needed for the passive gait of the bipedal robot. Then, having the initial and final conditions (before an impact with the inclined surface), a new method called “passive gait-based trajectory design (PGBTD)” is employed to determine the desired walking trajectory of the robot for one step. Considering the nonlinearity of the examined system, an optimal control method based on the state-dependent Riccati equation (SDRE) is employed to track the desired trajectory obtained. The performed simulations show that by just using a small amount of control energy at the beginning of each step, the steady and continuous gait of the bipedal robot on sloping surfaces can be controlled.

摘要 分析双足机器人的行走运动是一项具有挑战性的任务,因为双足机器人既有上半身部分,也有下半身腿部,并表现出类似人类的步态。本文的主要目的之一是提出一种新的系统方法,为双足机器人设计理想的运动轨迹,使其与系统动力学达到最大程度的一致,并使双足机器人的步态与人类在斜面上行走时的步态相似。为此,首先研究了双足机器人在浅坡斜面上行走的运动学和动力学。利用递归吉布斯-阿佩尔(G-A)方法和牛顿运动影响定律,推导出该双足机器人在单支撑和双支撑两个阶段的支配动态方程,这样我们就可以改变系统的自由度,而无需进行人工计算。根据在此过程中获得的动态方程,可以求解特征值问题,从而确定双足机器人被动步态所需的合适初始条件。然后,根据初始条件和最终条件(在撞击倾斜表面之前),采用一种名为 "基于被动步态的轨迹设计(PGBTD)"的新方法来确定机器人一步所需的行走轨迹。考虑到被测系统的非线性,采用了一种基于状态相关里卡提方程(SDRE)的优化控制方法来跟踪所获得的理想轨迹。模拟结果表明,只需在每一步开始时使用少量控制能量,就能控制双足机器人在斜面上稳定、持续地行走。
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引用次数: 0
Multibody Models Generated from Natural Language 从自然语言生成多体模型
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-01-17 DOI: 10.1007/s11044-023-09962-0
Johannes Gerstmayr, Peter Manzl, Michael Pieber

Computational models are conventionally created with input data, script files, programming interfaces, or graphical user interfaces. This paper explores the potential of expanding model generation, with a focus on multibody system dynamics. In particular, we investigate the ability of Large Language Model (LLM), to generate models from natural language. Our experimental findings indicate that LLM, some of them having been trained on our multibody code Exudyn, surpass the mere replication of existing code examples. The results demonstrate that LLM have a basic understanding of kinematics and dynamics, and that they can transfer this knowledge into a programming interface. Although our tests reveal that complex cases regularly result in programming or modeling errors, we found that LLM can successfully generate correct multibody simulation models from natural-language descriptions for simpler cases, often on the first attempt (zero-shot).

After a basic introduction into the functionality of LLM, our Python code, and the test setups, we provide a summarized evaluation for a series of examples with increasing complexity. We start with a single mass oscillator, both in SciPy as well as in Exudyn, and include varied inputs and statistical analysis to highlight the robustness of our approach. Thereafter, systems with mass points, constraints, and rigid bodies are evaluated. In particular, we show that in-context learning can levitate basic knowledge of a multibody code into a zero-shot correct output.

计算模型通常通过输入数据、脚本文件、编程界面或图形用户界面创建。本文以多体系统动力学为重点,探讨了扩展模型生成的潜力。我们特别研究了大型语言模型(LLM)从自然语言生成模型的能力。我们的实验结果表明,LLM(其中一些已在我们的多体代码 Exudyn 上进行过训练)超越了单纯复制现有代码示例的能力。实验结果表明,LLM 对运动学和动力学有基本的了解,并能将这些知识转化为编程界面。虽然我们的测试表明,复杂的案例经常会导致编程或建模错误,但我们发现 LLM 可以成功地根据自然语言描述生成正确的多体仿真模型,而且通常是在第一次尝试(零次)时就能生成。在对 LLM 的功能、Python 代码和测试设置进行基本介绍后,我们对一系列复杂度不断增加的示例进行了总结评估。我们从 SciPy 和 Exudyn 中的单质量振荡器开始,包括各种输入和统计分析,以突出我们方法的鲁棒性。之后,我们对带有质点、约束和刚体的系统进行了评估。我们特别展示了上下文学习可以将多体代码的基本知识转化为零次正确输出。
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引用次数: 0
Comparison between EMG-based and optimisation-based approaches for back-muscle forces and intervertebral efforts 基于肌电图的方法与基于优化的方法在背部肌肉力量和椎间力度方面的比较
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-01-17 DOI: 10.1007/s11044-023-09963-z
Simon Hinnekens, Philippe Mahaudens, Christine Detrembleur, Paul Fisette

In biomechanics, computing muscle forces and joint efforts with mathematical optimisation copes with the muscle-redundancy problem, i.e. an infinity of possible muscle forces for a unique configuration. Achievements have been made to develop cost functions that reflect physiologically more correct muscle strategies and to validate them with experiments. It has also been proposed to use experimental input such as electromyography (EMG) in the model to guide the optimisation computation. In line with that, the present study proposes an EMG-based approach to compute back-muscle forces and the resulting intervertebral efforts in a horizontal static configuration of the trunk. This approach is based on EMG signals of three back muscles, lumbar and thoracic paravertebral muscles and the quadratus lumborum (QL), recorded on 19 healthy male subjects. Results of this approach were compared with those from optimisation computations involving four cost functions, classically used in the literature for the trunk and the spine. Our approach showed that muscle forces and intervertebral efforts were in line with these computed by mathematical optimisation, but muscle forces obtained with our approach were more representative of the measured EMG signals compared to muscle forces computed by optimisation. Indeed, three of the four cost functions completely missed to recruit the QL, while the latter was clearly activated during the experiment. This result highlights that EMG and experimental input should be more considered when using a musculoskeletal model and optimisation tools. Since the EMG-based approach used in this study was based on a pure deterministic distribution of a global equivalent force, future work will focus on involving EMG input in the optimisation process to guide its solution in a more physiological manner.

在生物力学中,通过数学优化计算肌肉力量和合力可以解决肌肉冗余问题,即对于一个独特的构型,可能的肌肉力量无穷大。在开发成本函数以反映生理上更正确的肌肉策略并通过实验进行验证方面,已经取得了一些成果。还有人建议在模型中使用肌电图(EMG)等实验输入来指导优化计算。为此,本研究提出了一种基于肌电图的方法,用于计算躯干水平静态配置下的背部肌肉力和由此产生的椎间肌力。该方法基于 19 名健康男性受试者记录的三块背部肌肉、腰椎旁肌、胸椎旁肌和腰四头肌(QL)的肌电图信号。该方法的结果与文献中经典用于躯干和脊柱的四种成本函数的优化计算结果进行了比较。我们的方法表明,肌肉力量和椎间力度与数学优化计算的结果一致,但与优化计算的肌肉力量相比,我们的方法获得的肌肉力量更能代表测得的肌电信号。事实上,四个成本函数中有三个完全没有招募到 QL,而后者在实验过程中明显被激活。这一结果突出表明,在使用肌肉骨骼模型和优化工具时,应更多地考虑肌电图和实验输入。由于本研究中使用的基于肌电图的方法是基于全局等效力的纯确定性分布,未来的工作将侧重于在优化过程中引入肌电图输入,以更符合生理学的方式指导其解决方案。
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引用次数: 0
Modelling and system identification of uninhabited airship with a slung payload 带悬挂式有效载荷的无人驾驶飞艇的建模和系统识别
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2024-01-16 DOI: 10.1007/s11044-023-09961-1
Osama Obeid, Eric Lanteigne

This paper discusses modelling of a multibody system consisting of airship, gondola, and a slung payload. Lighter-than-air vehicles undergo inertial forces that are often neglected in heavier-than-air vehicles. These inertial forces are modelled using added mass and added inertia. The dynamics of the multibody system were first modelled using the Udwadia–Kalaba method. Three constraints were derived and enforced. The resulting equation of motion was used to identify the added mass, added inertia, and inertia of the airship through system identification procedure. The proposed system identification method utilizes semidefinite programming with equality and inequality constraints to find any unknown parameters in the mass matrix of the multibody system. Three experiments were carried out to perform the system identification and validate the dynamic model. The identified mass matrix was used to reconstruct the trajectories of the experiments. Using the experimentally obtained mass matrix demonstrated (35%) lower error when compared with simulated trajectories using approximated mass matrices.

本文讨论了由飞艇、吊篮和悬挂式有效载荷组成的多体系统建模问题。轻于空气的飞行器会受到惯性力的作用,而重于空气的飞行器通常会忽略这些惯性力。这些惯性力通过增加质量和惯性来模拟。首先使用 Udwadia-Kalaba 方法对多体系统的动力学进行建模。推导并执行了三个约束条件。得出的运动方程用于通过系统识别程序识别飞艇的附加质量、附加惯性和惯性。所提出的系统识别方法利用带有相等和不等式约束的半定量编程来查找多体系统质量矩阵中的任何未知参数。为进行系统识别和验证动态模型,进行了三次实验。识别出的质量矩阵用于重建实验轨迹。与使用近似质量矩阵的模拟轨迹相比,使用实验获得的质量矩阵所产生的误差更小。
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引用次数: 0
Reliability evaluation of reinforcement learning methods for mechanical systems with increasing complexity 针对复杂性不断增加的机械系统的强化学习方法的可靠性评估
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2023-12-22 DOI: 10.1007/s11044-023-09960-2
Peter Manzl, Oleg Rogov, Johannes Gerstmayr, A. Mikkola, Grzegorz Orzechowski
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引用次数: 0
Symbolic multibody models for digital-twin applications 数字双轴应用的符号多体模型
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2023-12-18 DOI: 10.1007/s11044-023-09957-x
Nicolas Docquier, Krzysztof Lipinski, Olivier Lantsoght, Sebastien Timmermans, Paul Fisette

Symbolic generation of multibody systems equations of motion appeared in the 1980s. In addition to their computational advantage over their numerical counterparts, symbolic models can be very easily and straightforwardly interfaced with a wide range of software environments and hardware devices. These two features place this approach in a pole position to participate and intervene in the design of digital twins for systems such as vehicles, manipulators, walking robots or haptic devices.

In this context, the first goal of this paper is to highlight the interest of symbolically generated multibody models – at the root of the ROBOTRAN program – in the form of a standalone set of equations calculating the dynamic model of multibody systems, for use as a computational component within a Digital-Twin-type process. The next goal is to embed realistic and complex multibody models within processes or devices whose functioning requires a synchronized real-time computation – or analysis – of their motion.

An implementation (i) on specific hardware and (ii) on two extremely opposite but revealing applications (namely a railway vehicle and a digital piano) are presented to highlight the usefulness of symbolic models for the development of current and future multibody-based digital twins.

多体系统运动方程的符号生成出现于 20 世纪 80 年代。与数字模型相比,符号模型除了在计算方面具有优势外,还可以非常简单直接地与各种软件环境和硬件设备连接。在此背景下,本文的第一个目标是强调符号生成的多体模型(ROBOTRAN 程序的根基)的重要性,该模型是计算多体系统动态模型的独立方程组,可用作数字孪生程序中的计算组件。下一个目标是将现实而复杂的多体模型嵌入到需要对其运动进行同步实时计算或分析的过程或设备中。本文介绍了(i)在特定硬件上的实施和(ii)在两个截然相反但却很有启发性的应用(即铁路车辆和数码钢琴)上的实施,以突出符号模型在当前和未来基于多体的数字孪生系统开发中的实用性。
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引用次数: 0
Employing a variable modal basis for small deformation flexible multibody formulations 采用可变模态基础进行小变形柔性多体计算
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2023-12-12 DOI: 10.1007/s11044-023-09958-w
Jari Peeters, M. Vermaut, Simon Vanpaemel, F. Naets, Tom Leblicq
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引用次数: 0
Thin-walled composite beam elements via the absolute nodal coordinate formulation 通过绝对节点坐标公式计算薄壁复合梁元素
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2023-12-12 DOI: 10.1007/s11044-023-09956-y
Zhenxing Shen
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引用次数: 0
A new skeletal model for the ankle joint complex 一种新的踝关节复合体骨骼模型
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2023-12-04 DOI: 10.1007/s11044-023-09955-z
Mariana Rodrigues da Silva, Filipe Marques, Miguel Tavares da Silva, Paulo Flores

The talocrural and the talocalcaneal articulations collectively form the ankle joint complex of the human foot and are the focus of investigation of this work. The talocrural articulation enables plantarflexion and dorsiflexion, while the talocalcaneal articulation allows inversion and eversion of the foot. A comprehensive analysis of the literature suggests that the ankle joint complex is modeled in different manners considering approaches with varying complexity levels, which more or less accurately mimic its intrinsic anatomical features. Several studies assume that the foot articulates with the leg via the talocrural articulation only, which is modeled as a revolute joint. Other studies consider the movements allowed by both articulations and model the ankle joint complex as spherical, revolute, or classical universal joints. Most existing approaches do not consider sufficiently accurate anatomical modeling of this joint complex. Thus, this work presents a new skeletal model for the ankle joint complex of the human foot that considers the actual anatomy and movements of the talocrural and the talocalcaneal articulations. The proposed approach uses a modified universal joint, which incorporates a massless link to mimic the actual function of the talus bone. The developed formulation is compared with a model available in the literature, which uses a classical universal joint. The outcomes show that modeling the ankle joint complex as a modified universal joint allows a more realistic representation of the anatomy of the human foot. The main differences between the two joint models are observed in the mediolateral direction.

距踝关节和距跟关节共同构成了人足的踝关节复合体,是本研究的重点。距骨关节可实现跖屈和背屈,而距骨跟关节可实现足内翻和外翻。对文献的综合分析表明,考虑到不同复杂程度的方法,以不同的方式建模踝关节复合体,这些方法或多或少准确地模拟了其固有的解剖特征。一些研究假设足只通过距骨关节与腿连接,这是一个旋转关节。其他研究考虑了两种关节允许的运动,并将踝关节复合体建模为球形关节、旋转关节或经典的万向关节。大多数现有的方法没有考虑足够精确的关节复合体的解剖建模。因此,这项工作提出了一个新的骨骼模型的踝关节复杂的人的脚,考虑到实际解剖和距骨和距骨跟关节的运动。提出的方法使用改良的万向关节,其中包含无质量连接来模拟距骨的实际功能。将所开发的公式与文献中使用经典万向节的模型进行了比较。结果表明,将踝关节复合体建模为一个改良的万向关节,可以更真实地表示人类足部的解剖结构。两种关节模型的主要区别在于中外侧方向。
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引用次数: 0
Enhanced modelling of planar radial-loaded deep groove ball bearings with smooth-contact formulation 平面径向载荷深沟球轴承的增强建模与光滑接触公式
IF 3.4 2区 工程技术 Q1 Mathematics Pub Date : 2023-12-01 DOI: 10.1007/s11044-023-09952-2
Raúl Gismeros Moreno, Filipe Marques, Eduardo Corral Abad, Jesús Meneses Alonso, Paulo Flores, Cristina Castejon

Bearings are mechanical components designed to restrict the relative rotary motion between moving parts and transmit loads with low friction. Their performance directly impacts the durability, efficiency and reliability of various machinery. Therefore, bearing failures can lead to economic costs, repair/stoppage times, accidents and regulatory compliance issues. In the context of Industry 4.0, the development of detailed and reliable computational models for simulating bearings’ dynamics plays a crucial role in establishing digital twins and implementing advanced predictive maintenance strategies.

This work focuses on modelling radial-loaded deep groove ball bearings under the multibody systems dynamics framework and the components of the bearing (inner and outer rings, rolling elements, and cage) are treated as separate bodies. A smooth contact approach is utilised to characterise the contact/impact phenomena, providing flexibility and efficiency in monitoring the whole contact event. In this sense, suitable normal and friction contact force models are used to describe those interactions between the contacting bodies. The main contribution of this work relies on the modelling strategies to represent the cage/rolling element interaction.

Having that in mind, several multibody models of radial-loaded deep groove ball bearings are developed considering different modelling assumptions, resulting in dynamic analyses with various levels of complexity. The underlying simplifications are described, and their main advantages and shortcomings are discussed. The simulation results demonstrated the significant impact of accurately selecting the modelling parameters. The promising results of this study pave the way for future investigations, extending to other geometries of rolling contact bearings and working conditions.

轴承是一种机械部件,用于限制运动部件之间的相对旋转运动,并以低摩擦传递载荷。它们的性能直接影响到各种机械的耐用性、效率和可靠性。因此,轴承故障可能导致经济成本,维修/停机时间,事故和法规遵从性问题。在工业4.0的背景下,开发用于模拟轴承动态的详细可靠的计算模型对于建立数字孪生和实施先进的预测性维护策略至关重要。这项工作的重点是在多体系统动力学框架下对径向载荷深沟球轴承进行建模,轴承的组件(内圈和外圈,滚动元件和保持架)被视为单独的体。平滑接触方法用于表征接触/冲击现象,为监测整个接触事件提供灵活性和效率。在这个意义上,合适的法向和摩擦接触力模型被用来描述接触体之间的相互作用。这项工作的主要贡献依赖于表示笼/滚动单元相互作用的建模策略。考虑到这一点,考虑不同的建模假设,开发了几种径向载荷深沟球轴承的多体模型,从而进行了不同复杂程度的动态分析。描述了潜在的简化,并讨论了它们的主要优点和缺点。仿真结果表明,正确选择建模参数对仿真效果有重要影响。本研究的有希望的结果为未来的研究铺平了道路,扩展到其他几何形状的滚动接触轴承和工作条件。
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引用次数: 0
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Multibody System Dynamics
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