A Novel Bioinspired Neuromorphic Vision-based Tactile Sensor for Fast Tactile Perception
Faris, Omar, Awad, Mohammad I., Awad, Murana A., Zweiri, Yahya, Khalaf, Kinda
–arXiv.org Artificial Intelligence
Tactile sensing represents a crucial technique that can enhance the performance of robotic manipulators in various tasks. This work presents a novel bioinspired neuromorphic vision-based tactile sensor that uses an event-based camera to quickly capture and convey information about the interactions between robotic manipulators and their environment. The camera in the sensor observes the deformation of a flexible skin manufactured from a cheap and accessible 3D printed material, whereas a 3D printed rigid casing houses the components of the sensor together. The sensor is tested in a grasping stage classification task involving several objects using a data-driven learning-based approach. The results show that the proposed approach enables the sensor to detect pressing and slip incidents within a speed of 2 ms. The fast tactile perception properties of the proposed sensor makes it an ideal candidate for safe grasping of different objects in industries that involve high-speed pick-and-place operations.
arXiv.org Artificial Intelligence
Mar-15-2024
- Country:
- Asia > Middle East > UAE > Abu Dhabi Emirate > Abu Dhabi (0.15)
- Genre:
- Research Report > New Finding (0.34)
- Industry:
- Materials (0.47)
- Technology:
- Information Technology > Artificial Intelligence
- Machine Learning (1.00)
- Robots > Manipulation (1.00)
- Information Technology > Artificial Intelligence