Modeling, learning, perception, and control methods for deformable object manipulation

H Yin, A Varava, D Kragic - Science Robotics, 2021 - science.org
Perceiving and handling deformable objects is an integral part of everyday life for humans.
Automating tasks such as food handling, garment sorting, or assistive dressing requires …

Unfolding the literature: A review of robotic cloth manipulation

A Longhini, Y Wang, I Garcia-Camacho… - Annual Review of …, 2024 - annualreviews.org
The realm of textiles spans clothing, households, healthcare, sports, and industrial
applications. The deformable nature of these objects poses unique challenges that prior …

Assistive gym: A physics simulation framework for assistive robotics

Z Erickson, V Gangaram, A Kapusta… - … on Robotics and …, 2020 - ieeexplore.ieee.org
Autonomous robots have the potential to serve as versatile caregivers that improve quality of
life for millions of people worldwide. Yet, conducting research in this area presents …

Learning garment manipulation policies toward robot-assisted dressing

F Zhang, Y Demiris - Science robotics, 2022 - science.org
Assistive robots have the potential to support people with disabilities in a variety of activities
of daily living, such as dressing. People who have completely lost their upper limb …

The impact of design thinking PBL robot course on college students' learning motivation and creative thinking

HC Kuo, YTC Yang, JS Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Contribution: Prior studies have shown that project-based learning (PBL) is an effective
approach on engineering education. This study further identifies the impact of a design …

Diffcloud: Real-to-sim from point clouds with differentiable simulation and rendering of deformable objects

P Sundaresan, R Antonova… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Research in manipulation of deformable objects is typically conducted on a limited range of
scenarios, because handling each scenario on hardware takes significant effort. Realistic …

One policy to dress them all: Learning to dress people with diverse poses and garments

Y Wang, Z Sun, Z Erickson, D Held - arxiv preprint arxiv:2306.12372, 2023 - arxiv.org
Robot-assisted dressing could benefit the lives of many people such as older adults and
individuals with disabilities. Despite such potential, robot-assisted dressing remains a …

Edo-net: Learning elastic properties of deformable objects from graph dynamics

A Longhini, M Moletta, A Reichlin… - … on Robotics and …, 2023 - ieeexplore.ieee.org
We study the problem of learning graph dynamics of deformable objects that generalizes to
unknown physical properties. Our key insight is to leverage a latent representation of elastic …

Design metaphors for understanding user expectations of socially interactive robot embodiments

N Dennler, C Ruan, J Hadiwijoyo, B Chen… - ACM Transactions on …, 2023 - dl.acm.org
The physical design of a robot suggests expectations of that robot's functionality for human
users and collaborators. When those expectations align with the robot's true capabilities …

Learning to collaborate from simulation for robot-assisted dressing

A Clegg, Z Erickson, P Grady, G Turk… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
We investigated the application of haptic feedback control and deep reinforcement learning
(DRL) to robot-assisted dressing. Our method uses DRL to simultaneously train human and …