Soft robotics: Technologies and systems pushing the boundaries of robot abilities

C Laschi, B Mazzolai, M Cianchetti - Science robotics, 2016 - science.org
The proliferation of soft robotics research worldwide has brought substantial achievements
in terms of principles, models, technologies, techniques, and prototypes of soft robots. Such …

Closed-loop dynamic control of a soft manipulator using deep reinforcement learning

A Centurelli, L Arleo, A Rizzo, S Tolu… - IEEE Robotics and …, 2022 - ieeexplore.ieee.org
The focus of the research community in the soft robotic field has been on develo**
innovative materials, but the design of control strategies applicable to these robotic platforms …

Multi-agent reinforcement learning for redundant robot control in task-space

A Perrusquía, W Yu, X Li - International Journal of Machine Learning and …, 2021 - Springer
Task-space control needs the inverse kinematics solution or Jacobian matrix for the
transformation from task space to joint space. However, they are not always available for …

Learning closed loop kinematic controllers for continuum manipulators in unstructured environments

T George Thuruthel, E Falotico, M Manti, A Pratesi… - Soft robotics, 2017 - liebertpub.com
This article introduces a machine-learning-based approach for closed loop kinematic control
of continuum manipulators in the task space. For this purpose, we propose a unique …

Learning inverse kinematics and dynamics of a robotic manipulator using generative adversarial networks

H Ren, P Ben-Tzvi - Robotics and Autonomous Systems, 2020 - Elsevier
Obtaining inverse kinematics and dynamics of a robotic manipulator is often crucial for robot
control. Analytical models are typically used to approximate real robot systems, and various …

Multiobjective optimization for stiffness and position control in a soft robot arm module

Y Ansari, M Manti, E Falotico… - IEEE Robotics and …, 2017 - ieeexplore.ieee.org
The central concept of this letter is to develop an assistive manipulator that can automate the
bathing task for elderly citizens. We propose to exploit principles of soft robotic technologies …

Towards the development of a soft manipulator as an assistive robot for personal care of elderly people

Y Ansari, M Manti, E Falotico… - International …, 2017 - journals.sagepub.com
Manipulators based on soft robotic technologies exhibit compliance and dexterity which
ensures safe human–robot interaction. This article is a novel attempt at exploiting these …

Towards safe control of continuum manipulator using shielded multiagent reinforcement learning

G Ji, J Yan, J Du, W Yan, J Chen, Y Lu… - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
Continuum robotic manipulators are increasingly adopted in minimal invasive surgery.
However, their nonlinear behavior is challenging to model accurately, especially when …

On solving the inverse kinematics problem using neural networks

A Csiszar, J Eilers, A Verl - 2017 24th International Conference …, 2017 - ieeexplore.ieee.org
Writing and solving the inverse kinematics equations of a robot is a cumbersome task.
Furthermore, an analytic solution exists only for an ideal model and only if the structure of …

Enabling automated facility maintenance from articulated robot Collision-Free designs

W Vann, T Zhou, Q Zhu, E Du - Advanced Engineering Informatics, 2023 - Elsevier
Key challenges found in some facilities maintenance (FM) operations include the
dependency on placing sophisticated workers in undesirable working conditions that could …