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Sound Source Localization through 8 MEMS Microphones Array Using a Sand-Scorpion-Inspired Spiking Neural Network.
Christoph Beck1, Guillaume Garreau1, Julius Georgiou1
1Holistic Electronics Research Lab, Department of Electrical and Computer Engineering, University of Cyprus Nicosia, Cyprus.
This study introduces a novel sound localization system inspired by sand-scorpions. Using MEMS microphones and a spiking neural model, the system achieves superior accuracy in pinpointing sound sources compared to natural abilities.
Area of Science:
- Bioacoustics
- Neuroethology
- Robotics
Background:
- Arachnids like sand-scorpions utilize ground wave sensing for environmental perception.
- They possess remarkable neuronal anatomy enabling detection of atomic-level amplitudes and precise acoustic localization (within 13°).
Purpose of the Study:
- To develop a bio-inspired prototype sound source localization system.
- To emulate the sensory capabilities of arachnids in an artificial system.
Main Methods:
- Custom hardware featuring eight Micro-Electro-Mechanical Systems (MEMS) microphones, analogous to arachnid feet.
- A spiking neural network model for processing acoustic data and localizing sound sources.
Main Results:
- The prototype system demonstrated a reduced localization error compared to natural systems.
- Achieved high accuracy in identifying the origin of acoustic stimuli.
Conclusions:
- Biomimetic approaches can lead to highly effective sound localization technologies.
- This system offers a promising foundation for advanced acoustic sensing and robotic navigation.
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