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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:基于间隔算法的不确定性建模的软连续机器人姿态及分析

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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:本文介绍了基于系统间隔的固有不确定性框架,并对由柔性轴驱动的软连续机器人的姿势评估。由轴肌腱驱动的连续式机器人的更一般模型从先前的运动模型延伸。在所提出的模型之上,提出了基于间隔的分析来分析和表征考虑运动参数和联合输入中的不确定性的连续机器人的姿势。基于所提出的间隔值框架,评估由柔性轴驱动的3-D印刷弯曲致动器。本文调查并比较了几种细化方法,并提出了一种基于间隔算术的模型参数的灵敏度分析的新方法。测量运动和力学参数,并通过间隔的表示实验识别。面内运动实验验证计算的界限可以考虑测量不确定性来封闭所有测量的尖端位置。当外部装载时,该方法也验证。注意从业者 - 随着软机器人的快速发展,越来越多的软机器人操纵器在农业,生物医学,家庭自动化,制造业,物流等行业中表现出巨大的应用潜力。和国内服务。由于机械合规性,软操纵器以非常精确定位的成本展示了环境适应性。然而,到达范围的保证范围是有价值的,以便为用户提供对产品性能的良好知识,这是本文的动机。本文不仅提供了基于间隔分析的方法和框架,以评估软件致动器的姿势,还提供了对特定于域的软致动器的不确定性间隔表征过程的情况。所提出的方法框架可以用于连续管道和软致动器以及这种柔性部件特征的任何其他机器人设备。

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