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2023 IEEE International Conference on Soft Robotics (RoboSoft)最新文献

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Evolving variable stiffness fiber patterns for multi-shape robotic sheets 多形状机器人板材变刚度纤维花纹的演化
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10121924
Atoosa Parsa, M. Goyal, Maggy Lambo, Bilige Yang, J. Bongard, Rebecca Kramer‐Bottiglio
Thin, planar sheets can be programmed to morph into complex shapes through stretching and out-of-plane bending, with applicability to shape-shifting soft robots. One way to make a morphing sheet is to use variable stiffness fibers that can modulate their tensile stiffness attached to the surface of a volumetrically expanding sheet. Adjusting local stiffnesses via tensile fiber jamming during sheet expansion allows control of the local shape tensor. However, finding the fiber placements and jamming policies to achieve a set of desired shapes is a non-trivial inverse design problem. We present an additive inverse design framework using an evolutionary algorithm to find optimal jamming fiber patterns to match multiple target shapes. We demonstrate the utility of our optimization pipeline with two input curvature pairs: 1) cylinder and sphere curvatures and 2) simple saddle and monkey saddle curvatures. Our method is able to find a diverse set of sufficient solutions in both cases. By incorporating hardware constraints into our optimization pipeline, we further explore the transfer of evolved solutions from simulation to reality.
薄的平面薄片可以通过编程通过拉伸和面外弯曲变成复杂的形状,适用于变形的软机器人。制造变形片的一种方法是使用可变刚度纤维,这种纤维可以调节附着在体积膨胀片表面的拉伸刚度。在板材膨胀过程中,通过拉伸纤维干扰调节局部刚度,可以控制局部形状张量。然而,找到光纤的位置和干扰策略以实现一组所需的形状是一个非平凡的反设计问题。我们提出了一种使用进化算法的加性逆设计框架,以找到匹配多个目标形状的最佳干扰光纤模式。我们用两种曲率对来演示优化管道的效用:1)圆柱曲率和球面曲率,2)简单鞍形曲率和猴形曲率。我们的方法能够在这两种情况下找到一组不同的充分解。通过将硬件约束纳入我们的优化管道,我们进一步探索从模拟到现实的进化解决方案的转移。
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引用次数: 0
Manta Ray inspired multistable soft robot 受蝠鲼启发的多稳态软体机器人
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10122038
J. C. Osorio, Chelsea Tinsley, Kendal Tinsley, A. F. Arrieta
Manta rays are unique animals that exhibit complex motion behavior, given their rigid bodies and flexible fins. During turning maneuvers, these animals can hold their fins in asymmetric positions while flapping to achieve a smaller turning radius and faster-turning speed. This collective behavior can be challenging to attain using conventional soft robots or actuators. Local bistability can be leveraged to mimic this behavior by inducing spatially distributed prestress in thin, fin-like surfaces that reshape into 3D, stable configurations without the need of continuous actuation. We present a pneumatically actuated manta ray-inspired soft robot concept with multiple stable states which approximate the ray's asymmetric strokes and stroke frequency. The fins are actuated by an array of inflatable bistable and metastable dome-shaped units that allow us to independently deflect sections of the fin to achieve a desired po-sition. We tune our robot's geometry by performing a numerical parameter sweep over different geometrical configurations of the patterned dome structure. Our approach offers a new route for imposing various target 3D deflected positions of morphing surfaces with minimal actuation or feedback control by utilizing multistability.
蝠鲼是一种独特的动物,由于它们刚硬的身体和灵活的鳍,它们表现出复杂的运动行为。在转弯时,这些动物可以在拍动时保持鳍的不对称位置,以获得更小的转弯半径和更快的转弯速度。使用传统的软机器人或执行器来实现这种集体行为是具有挑战性的。局部双稳定性可以通过在薄的鳍状表面上诱导空间分布的预应力来模拟这种行为,从而在不需要连续驱动的情况下重塑为3D稳定结构。我们提出了一个气动驱动的蝠鲼启发的软体机器人概念,具有多个稳定状态,近似于射线的不对称笔划和笔划频率。鳍是由一系列可充气的双稳和亚稳的圆顶形单元驱动的,这些单元允许我们独立地偏转鳍的部分,以达到所需的位置。我们通过对有图案的圆顶结构的不同几何配置执行数值参数扫描来调整机器人的几何形状。该方法利用多稳定性,在最小的驱动或反馈控制下,为变形曲面的各种目标三维偏转位置提供了新的途径。
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引用次数: 1
Design of 3D-Printed Continuum Robots Using Topology Optimized Compliant Joints 基于拓扑优化柔性关节的3d打印连续体机器人设计
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10121935
Yilun Sun, T. C. Lueth
Compliant joints are widely used in the structural design of 3D-printed continuum robots as their monolithic structure can greatly simplify the assembly process. However, some highly flexible compliant joints, such as the leaf-spring joints, still suffer from unstable rotation centers when interfered by external forces, which greatly reduces the motion stability of the constructed continuum robots. To cope with this problem, we propose a topology-optimization-based method in this paper to achieve efficient structural design of the complaint joints in continuum robots. With our method, the rotation stability of compliant joints can be improved without causing stress concentration problems. Experiments were also carried out to evaluate the bending performance of the 3D-printed continuum robots equipped with optimized compliant joints. Results demonstrated that, compared to continuum robots with the conventional leaf-spring joints, the optimized robots showed much less twisting deformation caused by out-of-plane loads, which exhibited the high rotation stability of the optimized joints. In future work, the proposed method can be further developed to achieve optimization of other mechanical properties of the compliant joints in continuum robots.
柔性关节由于其整体结构可大大简化装配过程,在3d打印连续体机器人的结构设计中得到了广泛的应用。然而,一些高度柔性的柔性关节,如叶弹簧关节,在外力干扰下仍然存在旋转中心不稳定的问题,这大大降低了所构建的连续体机器人的运动稳定性。针对这一问题,本文提出了一种基于拓扑优化的连续体机器人柔性关节结构设计方法。采用本方法,可以在不引起应力集中问题的情况下提高柔性关节的旋转稳定性。通过实验对装配优化柔性关节的3d打印连续体机器人的弯曲性能进行了评价。结果表明,与传统叶弹簧关节的连续体机器人相比,优化后的叶弹簧关节在面外载荷作用下产生的扭转变形更小,具有较高的旋转稳定性。在未来的工作中,该方法可以进一步发展,以实现连续体机器人柔顺关节的其他力学性能的优化。
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引用次数: 0
EDAMS: An Encoder-Decoder Architecture for Multi-grasp Soft Sensing Object Recognition EDAMS:一种多抓取软测量目标识别的编码器-解码器结构
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10121962
Oliver Shorthose, A. Albini, Luca Scimeca, Liang He, P. Maiolino
The use of tactile sensing exhibits benefits over visual detection as it can be deployed in occluded environments and can provide deeper information about an object's material properties. Soft hands have increasingly been used for tactile object identification, providing a high degree of adaptability without requiring complex control schemes. In this work, we propose a framework for identifying a range of objects in any pose by exploiting the compliance of a soft hand equipped with distributed tactile sensing. We propose EDAMS, an Encoder-Decoder Architecture for Multi-grasp Soft sensing and an ad-hoc data structure capable of encoding information on multiple grasps, while decoupling the dependency on the pose order. We train the model to map the high-dimensional multi-grasp tactile sensor data into a lower-dimensional latent space capable of achieving the geometrical separation of each object class, and enabling accurate object classification. We provide an empirical analysis of the benefit of multi-grasp perception for object identification, and show its impact on the separation of the objects in sensor space. Notably, we find the classification accuracy to change widely across the number of grasps, ranging from 47.0% for a single grasp, to 99.9% for 10 grasps.
与视觉检测相比,使用触觉检测更有优势,因为它可以在闭塞的环境中部署,并且可以提供有关物体材料属性的更深入信息。柔软的手越来越多地用于触觉对象识别,提供了高度的适应性,而不需要复杂的控制方案。在这项工作中,我们提出了一个框架,通过利用配备分布式触觉传感的柔软手的顺应性来识别任何姿势的一系列物体。我们提出了EDAMS,一种用于多抓取软检测的编码器-解码器架构和一种能够对多个抓取信息进行编码的自适应数据结构,同时解耦了对姿态顺序的依赖。我们训练模型将高维多抓触觉传感器数据映射到能够实现每个物体类别几何分离的低维潜在空间,从而实现准确的物体分类。我们对多抓取感知对目标识别的好处进行了实证分析,并展示了其对传感器空间中目标分离的影响。值得注意的是,我们发现分类准确率在抓取次数上变化很大,从单个抓取的47.0%到10个抓取的99.9%不等。
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引用次数: 0
Hydrogel-actuated Soft Sucker with Mucus Secretion 具有粘液分泌的水凝胶驱动软吸盘
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10122110
Tianqi Yue, A. Keller, Daniel Gosden, H. Bloomfield-Gadêlha, J. Rossiter
Suction is a nature-inspired adhesion strategy which has been successfully applied in industry for decades. Their high adhesive force and energy efficiency make suckers light weight and low cost. However, the requirement for compact grippers conflicts with the bulky and heavy vacuum pumps used in existing suckers. This work proposes a novel hydrogel-actuated soft sucker inspired by the octopus sucker to realise compact, compliant and adaptive suction which needs no external vacuum supply. The sucker is actuated through volume change within a double-network, thermo-sensitive hydrogel. When the hydrogel is heated, its molecular structure collapses, generating a suction force and simultaneously secreting water around the sucker rim to strengthen the suction. When the hy-drogel is cooled, it reabsorbs water, recovering its initial shape and eliminating the suction force. On a dry on-land surface, the proposed sucker is capable of adhering to rough surfaces by utilizing water secretion, similar to the mucus secretion of octopus suckers. Underwater, the sucker further exhibits reversible attachment and detachment capability. Simulation results and experimental results demonstrate the practicality of this suction strategy. By applying a current of 0.3 A to generate joule heat, pressure differentials of -4.54 kPa and -4.02 kPa with respect to atmospheric pressure can be generated underwater and on land, respectively. We believe this hydrogel-actuated soft sucker is a significant new technology for next-generation safe, compliant and compact robotic suckers.
吸力是一种自然启发的粘附策略,已成功应用于工业数十年。吸盘的高附着力和高能效使吸盘重量轻,成本低。然而,对紧凑夹具的要求与现有吸盘中使用的笨重的真空泵相冲突。这项工作提出了一种新型的水凝胶驱动软吸盘,灵感来自章鱼吸盘,实现紧凑,柔顺和自适应的吸盘,不需要外部真空供应。吸盘通过双网热敏水凝胶内的体积变化来驱动。水凝胶受热时,其分子结构崩塌,产生吸力,同时在吸盘边缘周围分泌水分,加强吸力。当水凝胶冷却时,它会重新吸收水分,恢复其初始形状并消除吸力。在干燥的陆地表面上,该吸盘能够利用水分泌物附着在粗糙的表面上,类似于章鱼吸盘的粘液分泌。在水下,吸盘进一步表现出可逆的附着和剥离能力。仿真和实验结果均证明了该吸力策略的实用性。通过施加0.3 a的电流产生焦耳热,可以在水下和陆地上分别产生相对于大气压力的-4.54 kPa和-4.02 kPa的压差。我们相信这种水凝胶驱动的软吸盘是下一代安全、兼容和紧凑的机器人吸盘的重要新技术。
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引用次数: 0
Stretchable Optical Waveguide Sensor Suitability for Wrinkle Degree Detection in Soft Robots 柔性机器人皱纹度检测的可拉伸光波导传感器
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10122087
J. G. Williamson, Joshua A. Schultz
Optical waveguide deformation sensors are created for less than 15 US Dollars each and evaluated for their usefulness in detecting the severity of wrinkles in a thin-walled soft robot. This severity is quantified by the bend angle produced in the robot. The sensors are integrated into the skin of the robot and tests are performed to determine their usefulness. The sensors prove to be able to accurately track the bend angle of the robotic arm as a wrinkle is induced in a sudden load drop test, a sudden pressure loss test, an incremented load test, and an incremented pressure test. The drop test, specifically, tracked bend angle through many rapid undulations.
光波导变形传感器的制造成本不到15美元,并评估了它们在检测薄壁软机器人皱纹严重程度方面的实用性。这种严重程度是通过机器人产生的弯曲角度来量化的。传感器被集成到机器人的皮肤上,并进行测试以确定它们的实用性。在突然负载下降测试、突然压力损失测试、增加负载测试和增加压力测试中,传感器能够准确地跟踪机械臂在产生皱纹时的弯曲角度。跌落测试,特别是,通过许多快速波动跟踪弯曲角度。
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引用次数: 1
Learning a Controller for Soft Robotic Arms and Testing its Generalization to New Observations, Dynamics, and Tasks 学习柔性机械臂控制器并测试其对新观测、动力学和任务的泛化
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10121988
Carlo Alessi, H. Hauser, A. Lucantonio, E. Falotico
Recently, learning-based controllers that leverage mechanical models of soft robots have shown promising results. This paper presents a closed-loop controller for dynamic trajectory tracking with a pneumatic soft robotic arm learned via Deep Reinforcement Learning using Proximal Policy Optimization. The control policy was trained in simulation leveraging a dynamic Cosserat rod model of the soft robot. The generalization capabilities of learned controllers are vital for successful deployment in the real world, especially when the encountered scenarios differ from the training environment. We assessed the generalization capabilities of the controller in silico for four tests. The first test involved the dynamic tracking of trajectories that differ significantly in shape and velocity profiles from the training data. Second, we evaluated the robustness of the controller to perpetual external end-point forces for dynamic tracking. For tracking tasks, it was also assessed the generalization to similar materials. Finally, we transferred the control policy without retraining to intercept a moving object with the end-effector. The learned control policy has shown good generalization capabilities in all four tests.
最近,利用软机器人机械模型的基于学习的控制器已经显示出有希望的结果。本文提出了一种基于近端策略优化的深度强化学习的气动软机械臂动态轨迹跟踪闭环控制器。利用软机器人的动态Cosserat棒模型对控制策略进行仿真训练。学习控制器的泛化能力对于在现实世界中成功部署是至关重要的,特别是当遇到与训练环境不同的场景时。我们在四个测试中评估了控制器的计算机泛化能力。第一个测试涉及到轨迹的动态跟踪,这些轨迹在形状和速度方面与训练数据有很大的不同。其次,我们评估了控制器对动态跟踪的永久外部端点力的鲁棒性。对于跟踪任务,还评估了对类似材料的泛化。最后,我们将控制策略转移到用末端执行器拦截移动物体,而无需重新训练。该学习控制策略在四次测试中均显示出良好的泛化能力。
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引用次数: 0
Continuous Skin Eversion Enables an Untethered Soft Robot to Burrow in Granular Media 连续皮肤扩展使不受束缚的软体机器人能够在颗粒介质中挖洞
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10122021
K. Eken, N. Gravish, M. Tolley
Exploration in environments that are too hazardous or inaccessible to humans is one of the most promising uses of robotics. In particular, natural environments that contain granular media present a variety of challenges for the design and control of robots. Recently, everting vine robots have been demonstrated that can navigate many different environments, including digging in sand. However, everting vine robots typically rely on a tether which limits their ability to explore. Here we present an untethered, continuously everting soft robot for exploration in granular media. We test the ability of this design to reduce the drag on the robot while moving through granular media. We then investigate design features to improve the ability of the robot to generate thrust in granular media, and validate them experimentally. Finally, We test our robot's ability to locomote and dig.
在对人类来说太危险或无法进入的环境中进行探索是机器人最有前途的用途之一。特别是,包含颗粒介质的自然环境对机器人的设计和控制提出了各种挑战。最近,everting vine机器人已经被证明可以在许多不同的环境中导航,包括在沙子中挖掘。然而,爬树机器人通常依赖于绳索,这限制了它们的探索能力。在这里,我们提出了一种不受束缚的、连续移动的软机器人,用于在颗粒介质中探索。我们测试了这种设计在机器人穿过颗粒介质时减少阻力的能力。然后,我们研究了设计特征,以提高机器人在颗粒介质中产生推力的能力,并通过实验验证了它们。最后,我们测试了机器人的移动和挖掘能力。
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引用次数: 0
Climbing mini-machines using plant-inspired micropatterned adhesive wheels fabricated via two-photon lithography 攀爬的微型机器采用植物为灵感,通过双光子光刻技术制成的微图案粘接轮
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10122001
Isabella Fiorello, A. Mondini, B. Mazzolai
Here, we report a microfabricated untethered lightweight mobile climbing machine with plant-like micropatterned adhesive wheels for complex and unstructured three-dimensional (3D) surfaces. By taking inspiration from the ratchet-like climbing mechanism of the hook climber Galium aparine, we first designed a custom-made machine using two millimeter-scale wheels with bioinspired directional microhooks for mechanical interlocking. Secondly, we fully microfabricated the machine via two-photon lithography, a high-resolution 3D additive manufacturing technique. Then, we characterized the shear forces of the microhooks over natural complex surfaces, like plant leaves. Finally, we demonstrated the climbing behavior of the machine over an inclined slope covered by leaf tissues, as well as its ability to carry a payload. Our research shows potential for prototyping sustainable climbing plant-like small-scale machines for exploration and inspection of unstructured and/o $r$ confined terrains, which paves the way for future applications in environmental monitoring and ecosystem conservation.
在这里,我们报告了一种微型制造的无系绳轻型移动攀登机,它具有类似植物的微图案粘附轮,用于复杂和非结构化的三维(3D)表面。从钩攀爬器Galium aparine的棘轮状攀爬机构中获得灵感,我们首先设计了一个定制的机器,使用两个毫米级的轮子和仿生定向微钩进行机械联锁。其次,我们通过双光子光刻技术(一种高分辨率3D增材制造技术)对机器进行了完全的微加工。然后,我们表征了微钩在自然复杂表面(如植物叶子)上的剪切力。最后,我们展示了机器在由叶片组织覆盖的倾斜斜坡上的攀爬行为,以及它携带有效载荷的能力。我们的研究表明,在探索和检查非结构化和/或/或受限地形时,我们有潜力制造出可持续攀爬的小型机器样机,这为未来在环境监测和生态系统保护方面的应用铺平了道路。
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引用次数: 0
Reduced finite element modelling and closed-loop control of pneumatic-driven soft continuum robots 气动驱动软连续体机器人的简化有限元建模与闭环控制
Pub Date : 2023-04-03 DOI: 10.1109/RoboSoft55895.2023.10122081
Paul Chaillou, Jialei Shi, A. Kruszewski, Isabelle Fournier, H. Wurdemann, C. Duriez
The introduction of soft robots has led to the development of inherently safe and flexible interventional tools for medical applications, when compared to their traditionally rigid counterparts. In particular, robot-assisted surgery is one of the medical applications that benefits from the inherent properties of soft instruments. However, robust control and reliable manipulation of soft tools remain challenging. In this paper, we present a new method based on reduced finite element method model and closed-loop inverse kinematics control for a fiber-reinforced soft robot. The highly flexible, pneumatically driven soft robot has three fully fiber-reinforced chamber pairs. The outer diameter is 11.5 mm. An inner working channel of 4.5 mm provides a free lumen for in-vivo cancer imaging tools during minimally invasive interventions. Here, the manipulator is designed in order to retrieve a tissue biopsy which can then be investigated for cancerous tissue. Simulation and experimental results are compared to validate the model and control methods, using one-module and two-module robots. The results show a real-time control is achievable using the reduced model. Combing the closed-loop control, the median position tracking errors are generally less than 2 mm.
与传统的刚性机器人相比,软机器人的引入导致了医疗应用中固有安全和灵活的介入工具的发展。特别是,机器人辅助手术是受益于软仪器固有特性的医疗应用之一。然而,软工具的鲁棒控制和可靠操作仍然具有挑战性。本文提出了一种基于简化有限元法模型和闭环逆运动学控制的纤维增强软机器人运动学控制新方法。高度灵活,气动驱动的软机器人有三个全纤维增强腔室对。外径11.5毫米。4.5 mm的内部工作通道在微创干预期间为体内癌症成像工具提供了一个自由的腔体。在这里,机械手的设计是为了检索组织活检,然后可以调查癌组织。通过单模块和双模块机器人的仿真与实验结果对比,验证了模型和控制方法的正确性。结果表明,利用简化后的模型可以实现实时控制。结合闭环控制,中位位置跟踪误差一般小于2mm。
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引用次数: 0
期刊
2023 IEEE International Conference on Soft Robotics (RoboSoft)
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