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 …

Robotic tactile perception of object properties: A review

S Luo, J Bimbo, R Dahiya, H Liu - Mechatronics, 2017 - Elsevier
Touch sensing can help robots understand their surrounding environment, and in particular
the objects they interact with. To this end, roboticists have, in the last few decades …

Near–hysteresis-free soft tactile electronic skins for wearables and reliable machine learning

H Yao, W Yang, W Cheng, YJ Tan… - Proceedings of the …, 2020 - National Acad Sciences
Electronic skins are essential for real-time health monitoring and tactile perception in robots.
Although the use of soft elastomers and microstructures have improved the sensitivity and …

Artificial skin and tactile sensing for socially interactive robots: A review

D Silvera-Tawil, D Rye, M Velonaki - Robotics and Autonomous Systems, 2015 - Elsevier
During social interaction humans extract important information from tactile stimuli that
enriches their understanding of the interaction. This process depends, however, not only on …

Majority voting: Material classification by tactile sensing using surface texture

N Jamali, C Sammut - IEEE Transactions on Robotics, 2011 - ieeexplore.ieee.org
In this paper, we present an application of machine learning to distinguish between different
materials based on their surface texture. Such a system can be used for the estimation of …

Vibrotactile recognition and categorization of surfaces by a humanoid robot

J Sinapov, V Sukhoy, R Sahai… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
This paper proposes a method for interactive surface recognition and surface categorization
by a humanoid robot using a vibrotactile sensory modality. The robot was equipped with an …

Tactile-sensing technologies: Trends, challenges and outlook in agri-food manipulation

W Mandil, V Rajendran, K Nazari… - Sensors, 2023 - mdpi.com
Tactile sensing plays a pivotal role in achieving precise physical manipulation tasks and
extracting vital physical features. This comprehensive review paper presents an in-depth …

The use of polyvinylidene fluoride (PVDF) films as sensors for vibration measurement: A brief review

Y Xin, H Sun, H Tian, C Guo, X Li, S Wang, C Wang - Ferroelectrics, 2016 - Taylor & Francis
Information about vibrating objects can be obtained by vibration measurements.
Piezoelectric sensors made by piezoelectric ceramics, quartz, or organic piezoelectric …

Tactile object recognition using deep learning and dropout

A Schmitz, Y Bansho, K Noda, H Iwata… - 2014 IEEE-RAS …, 2014 - ieeexplore.ieee.org
Recognizing grasped objects with tactile sensors is beneficial in many situations, as other
sensor information like vision is not always reliable. In this paper, we aim for multimodal …

Understanding dynamic tactile sensing for liquid property estimation

HJ Huang, X Guo, W Yuan - arXiv preprint arXiv:2205.08771, 2022 - arxiv.org
Humans perceive the world by interacting with objects, which often happens in a dynamic
way. For example, a human would shake a bottle to guess its content. However, it remains a …