Electronic skins and machine learning for intelligent soft robots

B Shih, D Shah, J Li, TG Thuruthel, YL Park, F Iida… - Science Robotics, 2020 - science.org
Soft robots have garnered interest for real-world applications because of their intrinsic safety
embedded at the material level. These robots use deformable materials capable of shape …

Review of machine learning methods in soft robotics

D Kim, SH Kim, T Kim, BB Kang, M Lee, W Park, S Ku… - Plos one, 2021 - journals.plos.org
Soft robots have been extensively researched due to their flexible, deformable, and adaptive
characteristics. However, compared to rigid robots, soft robots have issues in modeling …

Soft magnetic skin for super-resolution tactile sensing with force self-decoupling

Y Yan, Z Hu, Z Yang, W Yuan, C Song, J Pan… - Science Robotics, 2021 - science.org
Human skin can sense subtle changes of both normal and shear forces (ie, self-decoupled)
and perceive stimuli with finer resolution than the average spacing between …

Heterogeneous sensing in a multifunctional soft sensor for human-robot interfaces

T Kim, S Lee, T Hong, G Shin, T Kim, YL Park - Science robotics, 2020 - science.org
Soft sensors have been playing a crucial role in detecting different types of physical stimuli
to part or the entire body of a robot, analogous to mechanoreceptors or proprioceptors in …

Flexible strain sensors for wearable hand gesture recognition: from devices to systems

Y Si, S Chen, M Li, S Li, Y Pei… - Advanced Intelligent …, 2022 - Wiley Online Library
Hand gesture recognition has attracted extensive research interest, as an essential
approach for human− machine interaction. The development of flexible strain sensors offers …

Reskin: versatile, replaceable, lasting tactile skins

R Bhirangi, T Hellebrekers, C Majidi… - 5th Annual Conference …, 2021 - openreview.net
Soft sensors have continued growing interest in robotics, due to their ability to enable both
passive conformal contact from the material properties and active contact data from the …

Trends in graphene-based e-skin and artificial intelligence for biomedical applications—a review

S Mudhulu, M Channegowda, S Balaji… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Electronic skin (e-skin) mimics human skin and is an indispensable part of wearable
technology with widespread applications ranging from robotics to health care. Designing …

Review of robot skin: A potential enabler for safe collaboration, immersive teleoperation, and affective interaction of future collaborative robots

G Pang, G Yang, Z Pang - IEEE Transactions on Medical …, 2021 - ieeexplore.ieee.org
The emerging applications of collaborative robots (cobots) are spilling out from product
manufactories to service industries for human care, such as patient care for combating the …

Gaussian mixture continuously adaptive regression for multimode processes soft sensing under time-varying virtual drift

X Zhang, C Song, J Zhao, D **a - Journal of Process Control, 2023 - Elsevier
Due to time-varying virtual drift in multimode processes, the performance of soft sensors will
degrade after online deployment. Traditional adaptive mechanisms have been developed to …

Machine-learned wearable sensors for real-time hand-motion recognition: toward practical applications

KR Pyun, K Kwon, MJ Yoo, KK Kim… - National science …, 2024 - academic.oup.com
Soft electromechanical sensors have led to a new paradigm of electronic devices for novel
motion-based wearable applications in our daily lives. However, the vast amount of random …