A practical aerodynamic model for dynamic textile manipulation in robotics

IF 4.5 1区 工程技术 Q1 ENGINEERING, MECHANICAL
Franco Coltraro , Jaume Amorós , Carme Torras , Maria Alberich-Carramiñana
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Abstract

We study an aerodynamic model describing the interaction between cloth and air, with applications to dynamic textile manipulation by robots. After introducing the model, we investigate its theoretical implications by using an analytically solvable system: the damped pendulum. We deduce that aerodynamic forces in the model manifest themselves as a lifting force, more pronounced when the cloth transitions from rest to dynamic motion. The resulting aerodynamic model is simple, with no additional computational cost. The model is validated by comparing cloth simulations to real-world data as captured by a Motion Capture System: the results demonstrate errors of less than 1 cm even for size A2 textiles. Furthermore, we develop an a priori formula for estimating the parameters of the model for various textiles without further optimization. This formula allows us to present a challenging robotics application: a dynamic flattening motion is designed in simulation and then successfully executed by a robot without any fine-tuning or modification. The outcome, a smooth and rapid laying of the real textiles, demonstrates the minimal sim-to-real gap of our model even when aerodynamics plays a leading role.
机器人织物动态操纵的实用气动模型
我们研究了一个描述布料和空气之间相互作用的空气动力学模型,并将其应用于机器人对纺织品的动态操纵。在介绍了模型之后,我们用一个解析可解的系统:阻尼摆来研究它的理论意义。我们推断,模型中的空气动力表现为升力,当布料从静止过渡到动态运动时,升力更为明显。所得的空气动力学模型简单,没有额外的计算成本。通过将布料模拟与运动捕捉系统捕获的真实数据进行比较,验证了该模型:结果表明,即使对于A2尺寸的纺织品,误差也小于1厘米。此外,我们开发了一个先验公式,用于估计各种纺织品的模型参数,而无需进一步优化。这个公式允许我们提出一个具有挑战性的机器人应用:在模拟中设计一个动态平坦运动,然后在没有任何微调或修改的情况下由机器人成功执行。结果是,真实纺织品的平滑和快速铺设,即使在空气动力学起主导作用的情况下,我们的模型也显示出最小的模拟与真实的差距。
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来源期刊
Mechanism and Machine Theory
Mechanism and Machine Theory 工程技术-工程:机械
CiteScore
9.90
自引率
23.10%
发文量
450
审稿时长
20 days
期刊介绍: Mechanism and Machine Theory provides a medium of communication between engineers and scientists engaged in research and development within the fields of knowledge embraced by IFToMM, the International Federation for the Promotion of Mechanism and Machine Science, therefore affiliated with IFToMM as its official research journal. The main topics are: Design Theory and Methodology; Haptics and Human-Machine-Interfaces; Robotics, Mechatronics and Micro-Machines; Mechanisms, Mechanical Transmissions and Machines; Kinematics, Dynamics, and Control of Mechanical Systems; Applications to Bioengineering and Molecular Chemistry
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