The overall discussion demonstrates strong agreement and interest, with mentions of advanced techniques like machine learning and 3D printing, along with statements about the broad applicability of the approach, exemplified by phrases like 'generalizable' and 'versatile,' indicating the community's recognition of the article's high impact and innovative approach.
AgreementStrong agreement
All discussions highlight the novelty and practicality of the proposed approach, indicating strong consensus on its significance.
InterestHigh interest
The posts express high enthusiasm, emphasizing the potential for broad applications and improvements in soft robotics.
EngagementHigh engagement
Participants reference specific methodologies, such as multimodal sensing, 3D printing, and real-time estimation, showing deep understanding and active engagement.
ImpactHigh impact
The emphasis on generalizability and real-world applications suggests that the publication could significantly influence future soft robotics research and manufacturing.
Abstract in brief
The article discusses how soft robots traditionally rely on separate sensors and actuators, which complicates sensing due to their nonlinear behaviors; however, recent advances in self-sensing actuators aim to combine these functions to simplify sensing requirements.
Most current self-sensing soft actuators are manually fabricated, causing inconsistencies in performance, but the use of 3D printing and machine learning can improve manufacturing consistency and accurately model nonlinear behaviors without needing embedded sensors.
The proposed machine learning-based approach allows soft robots to estimate bending curvature and external forces in real time, offering a versatile and reliable multimodal sensing method applicable to various soft robotic applications.
Benjamin Wee Keong Ang and Chen-Hua Yeow methodology is generalizable and aims to provide a novel way of multimodal sensing for soft robots across a variety of applications. #softrobotics #3Dprinting
Temporarily #FreeAccess: https://t.co/Aw0wgkkDMX https://t.co/GetM6zUbg8
May 17, 2022 · 7 likes · 3 shares · 3,775 followersView post →
RY
Raye Yeow
@RayeYeow · X
Printable self-sensing soft actuator capable of kinematic and force sensing, without the need to embed rigid or flexible sensors https://t.co/yx3aM1uqaW via @YouTube #RayeLab #SoftRobots @SoftRobotics_JN
A Learning-Based Approach to Sensorize Soft Robots
(Soft Robotics, 2022)
We developed a learning-based technique enabling soft actuators to sense their curvature through internal pressure changes, facilitating fully integrated self-sensing that avoids embedding rigid sensors using…
We developed a learning-based technique enabling soft actuators to accurately sense their curvature and external forces through internal pressure changes, facilitating robust, single-step 3D printed self-sensing…
RT @SoftRobotics_JN: Benjamin Wee Keong Ang and Chen-Hua Yeow methodology is generalizable and aims to provide a novel way of multimodal se…
Dec 15, 2023 · 3 shares · 2,556 followersView post →
MI
Mary Ann Liebert Inc
@LiebertPub · X
RT @SoftRobotics_JN: Benjamin Wee Keong Ang and Chen-Hua Yeow methodology is generalizable and aims to provide a novel way of multimodal se…
Jun 13, 2022 · 3 shares · 4,622 followersView post →
RY
Raye Yeow
@RayeYeow · X
Printable self-sensing soft actuator capable of kinematic and force sensing, without the need to embed rigid or flexible sensors https://t.co/yx3aM1uqaW via @YouTube #RayeLab #SoftRobots @SoftRobotics_JN
A Learning-Based Approach to Sensorize Soft Robots
(Soft Robotics, 2022)
RT @SoftRobotics_JN: Benjamin Wee Keong Ang and Chen-Hua Yeow methodology is generalizable and aims to provide a novel way of multimodal se…
May 17, 2022 · 3 shares · 188 followersView post →
SR
Soft Robotics
@SoftRobotics_JN · X
Benjamin Wee Keong Ang and Chen-Hua Yeow methodology is generalizable and aims to provide a novel way of multimodal sensing for soft robots across a variety of applications. #softrobotics #3Dprinting
Temporarily #FreeAccess: https://t.co/Aw0wgkkDMX https://t.co/GetM6zUbg8
May 17, 2022 · 7 likes · 3 shares · 3,775 followersView post →
N
Frobt 11 1224216 | PDF | Senses | Sensor
News
Soft Robot. 9, 1144–1153. doi:10.1089/soro. communication techniques and applications. Editors E. M. Carapezza, L. Laycock, H. 2020.0172 White ...
SR
MI
DM
B