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Self-Spiking Linear Neuromorphic Soft Pressure Sensor for Underwater Sensing Applications.
Jingyi Yang1, Si Li1,2, Hian Hian See1
1Department of Materials Science and Engineering, National University of Singapore, Singapore, 117575, Singapore.
A novel bioinspired soft pressure sensor mimics aquatic vertebrates' lateral line system. This artificial neuromast offers stable underwater performance and efficient signal processing for robotics and ocean monitoring.
Area of Science:
- Biomimetics and Sensor Technology
- Neuroengineering
- Marine Robotics
Background:
- Aquatic vertebrates use neuromasts in their lateral line system for mechanoreception.
- Existing neuromorphic sensors struggle with underwater stability and complex data processing.
- A bioinspired approach is needed to overcome these limitations.
Purpose of the Study:
- To develop a bioinspired neuromorphic soft pressure sensor for stable underwater applications.
- To simplify signal processing for underwater sensory data.
- To enhance the capabilities of underwater robotics and monitoring systems.
Main Methods:
- Integration of micro-magnetic spheres and a microfluidic channel.
- Utilizing alternating coil connections for signal generation.
- Designing a sensor with self-spiking behavior for pressure detection.
Main Results:
- The sensor demonstrated high linearity (R² = 0.997) for pressure changes up to 200 kPa.
- Distinct magnetic action potentials were generated, enabling efficient signal processing.
- Achieved high accuracy (92.19% - 94.71%) in game control and underwater object recognition tasks.
Conclusions:
- The proposed artificial neuromast offers a stable and efficient solution for underwater sensing.
- Validated in diverse aquatic environments, confirming its practical applicability.
- Shows significant potential for advancing underwater robotics, ocean monitoring, and marine industries.
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