Iterative Learning Control of Trajectory Generation for the Soft Actuator

E Song, J Koo - The Journal of Korea Robotics Society, 2021 - koreascience.kr
As the robot industry develops, industrial automation uses industrial robots in many parts of
the manufacturing industry. However, rigidity-based conventional robots have a …

[PDF][PDF] Trajectory Tracking for Articulated Soft Robots: an Iterative Learning Control Approach

Interactions between robots and the environment frequently occur during most modern
robotic applications. Independently from the nature-intentional or unintentional-of these …

Iterative learning control for motion trajectory tracking of a circular soft crawling robot

H Chi, X Li, W Liang, J Cao, Q Ren - Frontiers in Robotics and AI, 2019 - frontiersin.org
Soft robots have recently received much attention with their infinite degrees of freedoms and
continuously deformable structures, which allow them to adapt well to the unstructured …

Learning to walk a tripod mobile robot using nonlinear soft vibration actuators with entropy adaptive reinforcement learning

JI Kim, M Hong, K Lee, DW Kim… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
Soft mobile robots have shown great potential in unstructured and confined environments by
taking advantage of their excellent adaptability and high dexterity. However, there are …

Adaptive Control for a Constrained Soft Manipulator with Prescribed Performance

J Han, Z Han, Z Liu - IFAC-PapersOnLine, 2020 - Elsevier
Soft manipulator is more safe than rigid manipulator when working with people, but it's also
more difficult to design and control. Unlike some existing works establishing kinematic …

A novel iterative learning model predictive control method for soft bending actuators

ZQ Tang, HL Heung, KY Tong… - … Conference on Robotics …, 2019 - ieeexplore.ieee.org
Soft robots attract research interests worldwide. However, its control remains challenging
due to the difficulty in sensing and accurate modeling. In this paper, we propose a novel …

Iterative learning control for fast and accurate position tracking with an articulated soft robotic arm

M Hofer, L Spannagl, R D'Andrea - 2019 IEEE/RSJ …, 2019 - ieeexplore.ieee.org
This paper presents the application of an iterative learning control scheme to improve the
position tracking performance for an articulated soft robotic arm during aggressive …

Dynamic control of soft robots using reinforcement learning

B Pawlowski, CW Anderson… - Dynamic Systems …, 2019 - asmedigitalcollection.asme.org
Soft robots made from soft materials recently attracted tremendous research owing to their
unique softness compared with rigid robots, making them suitable for applications such as …

Adaptive iterative learning control of soft robot for beating heart tracking

Y Wang, Y Liu, F Xu - Robotic Intelligence and Automation, 2024 - emerald.com
Purpose Soft robots are known for their excellent safe interaction ability and promising in
surgical applications for their lower risks of damaging the surrounding organs when …

Rl-based adaptive controller for high precision reaching in a soft robot arm

MS Nazeer, C Laschi, E Falotico - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
High precision control of soft robots is challenging due to their stohcastic behavior and
material-dependent nature. While RL has been applied in soft robotics, achieving precision …