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首页> 外文期刊>IEEE transactions on automation science and engineering >Pose Characterization and Analysis of Soft Continuum Robots With Modeling Uncertainties Based on Interval Arithmetic
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Pose Characterization and Analysis of Soft Continuum Robots With Modeling Uncertainties Based on Interval Arithmetic

机译:基于区间算法的建模不确定性软连续体机器人的姿态表征与分析

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摘要

This paper introduces a systematical interval-based framework of inherent uncertainties and pose evaluation for a class of soft continuum robots driven by flexible shafts. A more general model of continuum robots driven by shaft tendons is extended from prior kinematic models. On top of the proposed model, the interval-based analysis is presented to analyze and characterize the pose of continuum robots considering uncertainties in kinematic parameters and joint inputs. A 3-D printed bending actuator driven by a flexible shaft is evaluated for case study based on the proposed interval-valued framework. This paper investigates and compares a couple of refinement methods and proposes a new way of sensitivity analysis of model parameters based on interval arithmetic. The kinematic and mechanics parameters are measured and identified experimentally with a representation of intervals. The in-plane motion experiment validates that the computed bounds can enclose all the measured tip positions with consideration of the measurement uncertainty. The method is also validated when external loading is exerted.Note to Practitioners-With the fast development of soft robotics, the increasing number of soft robotic manipulators show great potentials of application in industries such as agriculture, biomedicine, home automation, manufacturing, logistics, and domestic service. Thanks to the mechanical compliance, soft manipulators demonstrate environmental adaptability at the cost of very precise positioning. However, the guaranteed bounds of the reaching range are valuable in order to provide users a good knowledge of the product performance, which is the motivation of this paper. This paper provides not only a method and framework based on interval analysis to evaluate the pose of soft actuators, but also a case study of uncertainty interval characterization procedure which is domain-specific for soft actuators. The presented method framework can be implemented for continuum manipulators and soft actuators as well as any other robotic devices featured by such flexible components.
机译:本文介绍了一种基于系统的基于区间的固有不确定性框架,并对一类由软轴驱动的软连续介质机器人进行了姿态评估。由先前的运动学模型扩展了由轴肌腱驱动的连续机器人的更通用模型。在提出的模型之上,提出了基于间隔的分析,以分析和表征连续运动机器人的姿势,其中考虑了运动学参数和关节输入的不确定性。基于建议的间隔值框架,对由柔性轴驱动的3D打印弯曲执行器进行了评估,以进行案例研究。本文研究并比较了几种改进方法,提出了一种基于区间算法的模型参数敏感性分析的新方法。运动学和力学参数通过间隔的表示进行实验测量和识别。平面内运动实验验证了计算范围可以考虑到测量不确定性而将所有测量到的尖端位置围起来。施加外部载​​荷时,该方法也得到了验证。执业者注意-随着软机器人的迅猛发展,软机器人的数量不断增加,在农业,生物医学,家庭自动化,制造,物流,和家政服务。得益于机械柔韧性,软机械手以非常精确的定位为代价展示了对环境的适应性。但是,达到范围的保证范围很有价值,以便为用户提供有关产品性能的良好知识,这是本文的动机。本文不仅提供了一种基于间隔分析的方法和框架来评估软执行器的姿态,而且还提供了一个不确定性间隔表征程序的案例研究,该过程是软执行器特定领域的。所提出的方法框架可以被实现用于连续操纵器和软致动器以及以这种柔性部件为特征的任何其他机器人设备。

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