Adaptive Kriging elastodynamic modelling and analysis for a redundantly actuated parallel manipulator

IF 4.4 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Applied Mathematical Modelling Pub Date : 2025-01-18 DOI:10.1016/j.apm.2025.115961
Tengfei Tang , Hanliang Fang , Fufu Yang , Jun Zhang
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Abstract

This paper presents a quantitative analysis comparing the elastodynamic performance of a redundantly actuated parallel manipulator to its non-redundantly actuated counterpart. A unified elastodynamic model is established to encompasses both actuation types, facilitating a comprehensive analysis of their performance characteristics. To assess the impact of redundant actuation, frequency variation indices are defined to measure the influence of the redundantly actuated limbs on the overall system dynamics. Two global sensitivity indices are introduced to quantify how variations in design variables affect elastodynamic performance. An adaptive Kriging-based algorithm is developed to predict elastodynamic behavior, and it is numerically validated for both accuracy and efficiency. Through a detailed elastodynamic comparison and sensitivity analysis, we identify the key effects of redundant actuation and pinpoint the most significant design variables. Our findings reveal that the enhancements in low-order natural frequencies due to redundant actuation are configuration- and order-dependent. The redundantly actuated parallel manipulator demonstrates heightened sensitivity to geometric variables in terms of elastodynamic performance, surpassing that of its non-redundantly actuated variant. The sensitivity analysis provides valuable insights, guiding future improvements in elastodynamic performance. Notably, the thickness of the moving platform emerges as a critical parameter that warrants optimization during the design phase. Therefore, this analysis is particularly pivotal in the initial evaluation stages of parallel manipulators, ensuring that designs are refined for enhanced dynamic responses. With necessary modifications, this work can be applied to other redundantly actuated parallel manipulators to contribute a deeper understanding of how redundancy influences their dynamic characteristics.
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冗余驱动并联机械臂的自适应Kriging弹性动力学建模与分析
本文对冗余驱动并联机械臂与非冗余驱动并联机械臂的弹性动力学性能进行了定量分析。建立了包含两种驱动类型的统一弹性动力学模型,便于对其性能特征进行综合分析。为了评估冗余驱动的影响,定义了频率变化指标来衡量冗余驱动肢体对整个系统动力学的影响。引入了两个全局灵敏度指标来量化设计变量的变化对弹性动力性能的影响。提出了一种基于kriging的自适应弹性动力学预测算法,并对其精度和效率进行了数值验证。通过详细的弹性动力学比较和灵敏度分析,我们确定了冗余驱动的关键影响,并确定了最重要的设计变量。我们的研究结果表明,由于冗余驱动导致的低阶固有频率的增强是构型和阶数相关的。冗余驱动并联机械臂在弹性动力学性能方面表现出对几何变量的高度敏感性,优于非冗余驱动并联机械臂。灵敏度分析提供了有价值的见解,指导未来改进弹性动力性能。值得注意的是,在设计阶段,移动平台的厚度成为保证优化的关键参数。因此,这种分析在并联机械臂的初始评估阶段尤其关键,确保设计得到改进,以增强动态响应。通过必要的修改,这项工作可以应用于其他冗余驱动并联机械臂,以有助于更深入地了解冗余如何影响其动态特性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Applied Mathematical Modelling
Applied Mathematical Modelling 数学-工程:综合
CiteScore
9.80
自引率
8.00%
发文量
508
审稿时长
43 days
期刊介绍: Applied Mathematical Modelling focuses on research related to the mathematical modelling of engineering and environmental processes, manufacturing, and industrial systems. A significant emerging area of research activity involves multiphysics processes, and contributions in this area are particularly encouraged. This influential publication covers a wide spectrum of subjects including heat transfer, fluid mechanics, CFD, and transport phenomena; solid mechanics and mechanics of metals; electromagnets and MHD; reliability modelling and system optimization; finite volume, finite element, and boundary element procedures; modelling of inventory, industrial, manufacturing and logistics systems for viable decision making; civil engineering systems and structures; mineral and energy resources; relevant software engineering issues associated with CAD and CAE; and materials and metallurgical engineering. Applied Mathematical Modelling is primarily interested in papers developing increased insights into real-world problems through novel mathematical modelling, novel applications or a combination of these. Papers employing existing numerical techniques must demonstrate sufficient novelty in the solution of practical problems. Papers on fuzzy logic in decision-making or purely financial mathematics are normally not considered. Research on fractional differential equations, bifurcation, and numerical methods needs to include practical examples. Population dynamics must solve realistic scenarios. Papers in the area of logistics and business modelling should demonstrate meaningful managerial insight. Submissions with no real-world application will not be considered.
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