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2018 IEEE International Conference on Soft Robotics (RoboSoft)最新文献

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Learning nonlinear dynamic models of soft robots for model predictive control with neural networks 基于神经网络模型预测控制的软机器人非线性动力学模型学习
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8404894
Morgan T. Gillespie, Charles M. Best, Eric C. Townsend, D. Wingate, Marc D. Killpack
Soft robots have the potential to significantly change the way that robots interact with the environment and with humans. However, accurately modeling soft robot dynamics in order to do model-based control is extremely time consuming and difficult. neural networks are a powerful tool for modeling systems with complex dynamics such as an inflatable robot link with antagonistic pneumatic actuation. Unfortunately it is also difficult to apply standard model-based control techniques using a neural net. In this work, we show that the gradients used within a neural net to relate system states and inputs to outputs can be used to formulate a linearized discrete state space representation of the system. Using the state space representation, model predictive control can be developed with a one degree of freedom soft robot to achieve position control within 2° of the commanded joint angle. Additionally, control using the model derived from the neural net has similar performance to control using a model derived from first principles that took significantly longer to develop. This shows the potential of combining empirical modeling approaches with model-based control for soft robots.
软机器人有可能显著改变机器人与环境和人类互动的方式。然而,为了实现基于模型的控制,对软机器人进行精确的动力学建模是非常耗时和困难的。神经网络是对具有复杂动力学的系统进行建模的有力工具,例如具有对抗气动驱动的充气机器人连杆。不幸的是,使用神经网络应用标准的基于模型的控制技术也很困难。在这项工作中,我们展示了神经网络中用于将系统状态和输入输出关联起来的梯度可用于制定系统的线性化离散状态空间表示。利用状态空间表示,可以对一个自由度的软机器人进行模型预测控制,实现在指令关节角2°范围内的位置控制。此外,使用源自神经网络的模型进行控制与使用源自第一性原理的模型进行控制具有相似的性能,但前者的开发时间要长得多。这显示了将经验建模方法与基于模型的软机器人控制相结合的潜力。
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引用次数: 97
Low-inertia vacuum-powered soft pneumatic actuator coil characterization and design methodology 低惯性真空驱动软气动执行器线圈的特性和设计方法
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8405364
Matthew A. Robertson, J. Paik
Recently developed soft pneumatic actuators (SPAs) powered by negative pressure have demonstrated great potential in the future of soft robotics for their high strength, intrinsic safety, low weight, and often simple design. The majority of these limited examples have only provided linear force and motion profiles, however, despite the general prevalence of bending actuators common to positive pressure powered SPAs. The benefits of such bending type SPAs follow from the direct production of moment and angular motion that are highly desirable for diverse robotic applications and activities, which allows more simple design of soft robots with complex motion behavior. Following this motivation, a new vacuum powered bending actuator is developed here as an extension of a previously presented vacuum powered actuator, the V-SPA, which features simple, lightweight material construction and rapid fabrication. Leveraging these attributes, an empirical study of a new Coil V-SPA performance is conducted across a spectrum of eight actuator prototypes. The force, speed, and stiffness of the actuators are characterized, and a generalized design metric, the Geometric Compression Ratio (GCR), is defined to quantify the relationship between physical geometric parameters of Coil V-SPAs. Finally, the results of testing reveal the new low-inertia actuator is capable of high-speed, and high-bandwidth motion, up to 0.97 m/s and 1.59 Hz, respectively.
近年来开发的负压驱动的软气动执行器(spa)以其高强度、固有安全性、轻重量和设计简单等优点,在未来的软机器人技术中显示出巨大的潜力。然而,尽管正压动力spa普遍采用弯曲致动器,但这些有限的例子中的大多数只提供了线性力和运动轮廓。这种弯曲型spa的好处是直接产生力矩和角运动,这对于不同的机器人应用和活动是非常理想的,这使得具有复杂运动行为的软机器人设计更简单。基于这一动机,我们开发了一种新的真空动力弯曲执行器,作为之前提出的真空动力执行器V-SPA的扩展,它具有简单,轻质材料结构和快速制造的特点。利用这些属性,对新型Coil V-SPA性能进行了实证研究,涉及8种执行器原型。对执行器的力、速度和刚度进行了表征,并定义了一个广义的设计度量,即几何压缩比(GCR),以量化线圈v - spa的物理几何参数之间的关系。最后,测试结果表明,新型低惯性作动器能够实现高速和高带宽运动,速度分别高达0.97 m/s和1.59 Hz。
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引用次数: 9
Ceiling continuum arm with extensible pneumatic actuators for desktop workspace 天花板连续臂,可扩展气动执行机构,用于桌面工作空间
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8404919
Taigo Yukisawa, Satoshi Nishikawa, Ryuma Niiyama, Y. Kawahara, Y. Kuniyoshi
We propose an extensible pneumatic continuum arm that elongates to perform reaching movements and object grasping, and is suspended on the ceiling to prevent interference with human workers in a desktop workspace. The selected actuators with bellows aim to enhance the arm motion capabilities. A single actuator can provide a maximum tension force of 150 N, and the proposed arm has a three-segment structure with a bundle of three actuators per segment. We measured the three-dimensional motion at the arm tip by using an optical motion-capture system. The corresponding results show that the arm can grasp objects with approximate radius of 80 mm and reach any point on the desktop. Furthermore, the maximum elongation ratio is 180%, with length varying between 0.75 m and 2.1 m. Experiments verified that the arm can grasp objects of various sizes and shapes. Moreover, we demonstrate the vertical transportation of objects taking advantage of the arm extensibility. We expect to apply the proposed arm for tasks such as grasping objects, illuminating desktops, and physically interacting with users.
我们提出了一种可扩展的气动连续臂,它可以拉长以执行伸展运动和抓取物体,并悬挂在天花板上,以防止在桌面工作空间中干扰人类工作人员。所选择的带有波纹管的执行器旨在增强手臂的运动能力。单个致动器可以提供150n的最大张力,所提出的机械臂具有三段结构,每段有三个致动器。我们使用光学动作捕捉系统测量了手臂尖端的三维运动。结果表明,该机械臂可以抓取半径约为80mm的物体,并且可以到达桌面上的任何一点。最大伸长率为180%,长度在0.75 ~ 2.1 m之间变化。实验证明,该机械手可以抓取各种大小和形状的物体。此外,我们还演示了利用手臂可扩展性的垂直物体运输。我们希望将提议的手臂应用于诸如抓取物体,照亮桌面以及与用户进行物理交互等任务。
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引用次数: 9
Distributed design of passive particle jamming based soft grippers 基于被动粒子干扰的软夹持器分布式设计
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8405383
Yingtian Li, Yonghua Chen, Yunquan Li
In soft bending gripper design, the concept of passive particle jamming can play an important role in improving certain properties of the gripper. It has been proved that its stiffness could exhibit six-fold change through varying air pressure. However, the integral design of a particle sac has negative effect on grippers' compliance, limiting its broader applications. Since passive particle jamming does not need any dedicated actuation and control, its design into a soft bending actuator allows more variations. This paper proposes a distributed design of passive particle jamming soft gripper, which can increase the bending angle of an integral passive particle jamming gripper from 50° to 76°, while roughly maintaining the gripper's rotational stiffness and maximum pull-out forces. The proposed gripper design is 3D printed using an elastomer material and filled with particles manually. Given the simple design and fabrication process, together with improved grasping compliance, it is expected that this research will stimulate more interest in exploring novel applications of passive particle jamming in soft robot design and development.
在软弯曲夹持器设计中,被动粒子干扰的概念对改善夹持器的某些性能起着重要的作用。实验证明,随着气压的变化,其刚度会发生6倍的变化。然而,颗粒囊的整体设计对夹持器的顺应性有负面影响,限制了其更广泛的应用。由于无源粒子干扰不需要任何专门的驱动和控制,它的设计成一个软弯曲致动器允许更多的变化。本文提出了一种分布式被动粒子干扰软夹持器设计方案,可将整体被动粒子干扰软夹持器的弯曲角度从50°增加到76°,同时大致保持夹持器的旋转刚度和最大拔出力。提出的夹持器设计是使用弹性体材料3D打印的,并手动填充颗粒。考虑到简单的设计和制造过程,以及更好的抓取顺应性,预计本研究将激发人们对探索被动粒子干扰在软机器人设计和开发中的新应用的兴趣。
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引用次数: 17
Direct 3D printing of silicone elastomer soft robots and their performance comparison with molded counterparts 直接3D打印硅胶弹性体软体机器人及其与模制同类产品的性能比较
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8404935
O. D. Yirmibeşoğlu, John Morrow, S. Walker, W. Gosrich, Reece Canizares, Hansung Kim, U. Daalkhaijav, Chloë Fleming, C. Branyan, Y. Mengüç
Additive manufacturing has a wide range of applications and addresses many challenges inherited from conventional molding techniques such as human error, multistep fabrication, and manual handling. However, 3D printing soft functional robots with two-part platinum cure silicones requires development to match the material performance of the molded counterparts. In this paper, we present a custom 3D printer and an extrusion mechanism capable of 3D printing soft functional robots. Moreover, we compare the performance differences between our 3D printed soft robots and molded counterparts via lamination casting and lost wax casting. We validate our results by conducting multiple experiments such as blocked force, bend angle, failure pressure, and dimensional quality analyses. We demonstrate that our method enables 3D printing of soft robots that can perform better, or match the performance of molded counterparts while being more reliable and robust with the usage of the same materials.
增材制造具有广泛的应用,并解决了传统成型技术遗留的许多挑战,例如人为错误,多步骤制造和手动处理。然而,具有两部分铂固化有机硅的3D打印软功能机器人需要开发以匹配模制对应物的材料性能。在本文中,我们提出了一个定制的3D打印机和挤出机构能够3D打印软功能机器人。此外,我们通过层压铸造和失蜡铸造比较了3D打印软机器人和模制机器人之间的性能差异。我们通过进行阻塞力、弯曲角度、失效压力和尺寸质量分析等多项实验来验证我们的结果。我们证明,我们的方法使3D打印的软体机器人可以表现得更好,或者与模制机器人的性能相匹配,同时使用相同的材料更可靠和坚固。
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引用次数: 70
Preliminary experimental study on variable stiffness structures based on fiber jamming for soft robots 基于光纤干扰的柔性机器人变刚度结构初步实验研究
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8404929
M. Brancadoro, M. Manti, S. Tognarelli, M. Cianchetti
Soft robotics opened a new set of technological challenges in using soft materials to build robots. The ability of change stiffness is among the most important, because it enables the possibility to tune forces exchanged with the environment. Granular and layer jamming transition have already demonstrated to be a promising approach for developing variable stiffness structures, but no studies have been dedicated to specifically fiber jamming so far. In this paper, we report a preliminary comparative study on fiber jamming applied to cylindrical structures. Fibers of different materials have been used as filler and tested under bending conditions. The results show that up to 380% of stiffness increase can be achieved, in line with data collected on similar devices that use granular jamming. The role of the main mechanical and geometrical parameters have been discussed: elastic properties are fundamental, but optimal performance can be achieved only with ordered arrangements of the fibers; geometrical features seem secondary, but surface roughness has an important role in preventing sliding. This is a preliminary study, but it already defines a first set of guidelines that can help and promote future works on the development and integration of the fiber jamming in soft systems.
软机器人技术在使用软材料制造机器人方面提出了一系列新的技术挑战。改变刚度的能力是最重要的,因为它使调整与环境交换的力成为可能。颗粒和层状干扰过渡已经被证明是开发变刚度结构的一种很有前途的方法,但到目前为止还没有专门针对光纤干扰的研究。本文对光纤干扰在圆柱结构中的应用进行了初步的比较研究。使用不同材料的纤维作为填料,并在弯曲条件下进行了测试。结果表明,在使用颗粒干扰的类似设备上收集的数据一致,可以实现高达380%的刚度增加。讨论了主要力学参数和几何参数的作用:弹性性能是基本的,但只有纤维有序排列才能达到最佳性能;几何特征似乎是次要的,但表面粗糙度在防止滑动方面起着重要作用。这是一项初步研究,但它已经定义了第一套指导方针,可以帮助和促进未来软系统中光纤干扰的开发和集成工作。
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引用次数: 18
Electromechanical behavior of soft porous capacitive sensors 软孔电容式传感器的机电性能
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8404925
M. Totaro, L. Beccai
Soft tactile sensors are core components for enabling soft robots perception. Their performance can be tuned shaping the electromechanical characteristics of their materials and structure at the microscale. In this work, the behavior of soft capacitive pressure sensors, based on porous dielectric material, is studied by means of 2D FEM simulations. In particular, from the mechanical point of view, it is shown how the apparent Young's modulus decreases with increasing porosity. Then, the variation of initial capacitance and the output characteristics with different level of porosity is discussed, showing that the sensitivity in the simulated structure can improve remarkably, with a tenfold increase for porosity around 30%. Deviations from empirical or simplified analytical expression found in the literature are shown and discussed.
软触觉传感器是实现软机器人感知的核心部件。它们的性能可以在微观尺度上通过材料和结构的机电特性来调整。本文采用二维有限元模拟的方法,研究了多孔介质软容性压力传感器的性能。特别是,从力学的角度来看,它显示了表观杨氏模量是如何随着孔隙率的增加而降低的。然后,讨论了不同孔隙度下初始电容和输出特性的变化,表明模拟结构的灵敏度可以显著提高,孔隙度在30%左右时,灵敏度提高了10倍。从经验或简化的分析表达式在文献中发现的偏差显示和讨论。
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引用次数: 5
Soft morphological processing of tactile stimuli for autonomous category formation 触觉刺激对自主范畴形成的软形态加工
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8404945
Luca Scimeca, P. Maiolino, F. Iida
Sensor morphology is a fundamental aspect of tactile sensing technology. Design choices induce stimuli to be morphologically processed, changing the sensory perception of the touched objects and affecting inference at a later processing stage. We develop a framework to analyze the filtered sensor response and observe the correspondent change in tactile information. We test the morphological processing effects on the tactile stimuli by integrating a capacitive tactile sensor into a flat end-effector and creating three soft silicon-based filters with varying thickness (3mm, 6mm and 10mm). We incorporate the end-effector onto a robotic arm. We control the arm in order to apply a calibrated force onto 4 objects, and retrieve tactile images. We create an unsupervised inference process through the use of Principal Component Analysis and K-Means Clustering. We use the process to group the sensed objects into 2 classes and observe how different soft filters affect the clustering results. The sensor response with the 3mm soft filter allows for edges to be the feature with most variance (captured by PC A) and induces the association of edged objects. With thicker soft filters the associations change, and with a 10mm filter the sensor response results more diverse for objects with different elongation. We show that the clustering is intrinsically driven by the morphology of the sensor and that the robot's world understanding changes according to it.
传感器形态学是触觉传感技术的一个基本方面。设计选择诱导刺激物进行形态加工,改变被触摸物体的感官知觉,影响后期加工阶段的推理。我们开发了一个框架来分析过滤后的传感器响应,并观察相应的触觉信息变化。我们通过将电容式触觉传感器集成到平面末端执行器中,并创建三个不同厚度(3mm, 6mm和10mm)的软硅基滤波器来测试形态学处理对触觉刺激的影响。我们把末端执行器装到机械臂上。我们控制手臂,以便对4个物体施加校准的力,并检索触觉图像。我们通过使用主成分分析和K-Means聚类创建了一个无监督推理过程。我们使用该过程将感知对象分为两类,并观察不同的软滤波器对聚类结果的影响。带有3mm软滤波器的传感器响应允许边缘成为方差最大的特征(由pca捕获),并诱导边缘物体的关联。使用较厚的软滤波器时,关联会发生变化,使用10mm滤波器时,对于不同伸长的物体,传感器响应结果更加多样化。我们表明,聚类本质上是由传感器的形态驱动的,机器人对世界的理解也会随之变化。
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引用次数: 15
Leveraging fluid resistance in soft robots 利用软机器人的流体阻力
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8405371
Chaim C. Futran, Steven Ceron, B. M. Murray, R. Shepherd, Kirstin H. Petersen
A key advantage to Fluidic Elastomer Actuators (FEA) is that they permit easy fabrication of robots capable of sophisticated manipulation and mobility. This advantage arises primarily from the continuous stretching and relaxation of elastomeric material that defines an active degree of freedom (DOF), prescribed during the manufacturing process. While the low elastic moduli of the soft material allows for infinite passive DOFs, each active DOF typically requires a valve and/or pump. On-board valving adds weight and size to the robots, and off-board valving requires tubing that imparts resistance to flow and requires higher pressure differentials for reasonable actuation velocities. In contrast to these methods, the work presented here exploits fluidic resistance in poroelastic foam actuators to create a traveling wave using only a single valve and pressure inlet. This concept is evaluated with respect to foam volume and fluid viscosity, and further demonstrated in a three-legged robot capable of millipede-inspired locomotion. The robot is capable of traveling at ∼1.1 mm/s, with individual legs (closest to the inlet) extending 41.28, 27.36, and 12.95 mm. These results represents an important step towards increasingly complex behavior in soft robots that remain simple to fabricate and control.
流体弹性体执行器(FEA)的一个关键优势是,它们允许容易地制造能够复杂操作和移动的机器人。这种优势主要来自弹性体材料的持续拉伸和松弛,这定义了制造过程中规定的主动自由度(DOF)。虽然软材料的低弹性模量允许无限的被动自由度,但每个主动自由度通常需要一个阀门和/或泵。船上阀门增加了机器人的重量和尺寸,而船上阀门需要油管来抵抗流动,并且需要更高的压差来实现合理的驱动速度。与这些方法相反,这里提出的工作利用孔隙弹性泡沫执行器中的流体阻力,仅使用单个阀门和压力入口来产生行波。这一概念在泡沫体积和流体粘度方面进行了评估,并在一个能够像千足虫一样运动的三足机器人中得到了进一步的证明。机器人能够以约1.1 mm/s的速度移动,单个腿(最靠近入口)延伸41.28、27.36和12.95 mm。这些结果代表了软体机器人向越来越复杂的行为迈出了重要的一步,而软体机器人的制造和控制仍然很简单。
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引用次数: 15
A paper-based wall-climbing robot enabled by electrostatic adhesion 一种基于纸张的爬墙机器人,通过静电粘附实现
Pub Date : 2018-04-24 DOI: 10.1109/ROBOSOFT.2018.8404938
Qiyang Wu, Vishesh Pradeep, Xinyu Liu
In this paper, we report a paper-based wall-climbing robot capable of climbing vertical walls of different materials. The robot, made from paper and shape memory alloy (SMA), can be controlled to climb walls under certain combinations of activation patterns of electrostatic adhesion and contraction of the SMA. Electrostatic adhesion is applied using a paper structure with embedded interdigitated electrodes. This structure, fully compatible with the paper-based robot, is able to output strong and reliable adhesion forces (the resultant friction force can be as high as 1.65 N on specific substrates), and can be easily turned on and off using a commercial high-voltage converter. The SMA embedded in the robot is employed to deform the robot body and induce contracting displacements while being activated. The elastic energy stored in the robot body allows it to complete a repeatable actuation cycle by recovering the SMA automatically after its contraction. With above structures, we demonstrate the walking and climbing ability of this robot with a locomotion speed of 1 mm/s. The climbing of a vertical wall along both the vertical and horizontal directions is achieved.
在本文中,我们报道了一种基于纸张的爬墙机器人,能够爬上不同材料的垂直墙壁。该机器人由纸和形状记忆合金(SMA)制成,在静电粘附和形状记忆合金收缩的特定激活模式组合下,可以控制机器人爬墙。静电粘附是使用嵌入了交叉电极的纸结构来实现的。这种结构与纸质机器人完全兼容,能够输出强大而可靠的附着力(在特定基板上产生的摩擦力可高达1.65 N),并且可以使用商用高压转换器轻松打开和关闭。嵌入在机器人中的SMA在机器人被激活时使机器人本体变形并引起收缩位移。储存在机器人体内的弹性能量使其能够在收缩后自动恢复SMA,从而完成可重复的驱动周期。通过以上结构,我们展示了该机器人以1 mm/s的运动速度行走和攀爬的能力。沿垂直和水平方向的垂直墙的攀爬是实现的。
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引用次数: 10
期刊
2018 IEEE International Conference on Soft Robotics (RoboSoft)
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