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A Single-Channel and Non-Invasive Wearable Brain-Computer Interface for Industry and Healthcare
Published on: July 7, 2023
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BioWolf: A Sub-10-mW 8-Channel Advanced Brain-Computer Interface Platform With a Nine-Core Processor and BLE
IEEE Transactions on Biomedical Circuits and Systems
|July 12, 2019
Summary
We developed BioWolf, a wearable brain-computer interface (BCI) platform for intuitive human-machine interaction. This ultra-low-power system achieves state-of-the-art performance, enabling long-term BCI applications.
Area of Science:
- Neuroscience and Biomedical Engineering
- Embedded Systems and Computer Architecture
- Signal Processing and Machine Learning
Background:
- Brain-computer interfaces (BCIs) are advancing human-machine interaction through electroencephalography (EEG).
- Current BCIs are limited by the lack of powerful, energy-efficient, and compact embedded platforms.
- Existing systems often require bulky hardware, hindering wearable applications.
Purpose of the Study:
- To develop a highly wearable and energy-efficient BCI platform.
- To address the limitations of current embedded systems for real-time BCI processing.
- To demonstrate the feasibility of a compact BCI for practical applications.
Main Methods:
- Developed BioWolf, a compact BCI platform featuring the ultra-low-power Mr. Wolf System-on-Chip with nine RISC-V cores.
- Integrated an 8-channel medical-grade analog-to-digital converter and an ARM-Cortex M4 microcontroller with Bluetooth Low Energy.
- Implemented and tested a BCI using canonical correlation analysis (CCA) for steady-state visual evoked potentials.
Main Results:
- Achieved an average information transfer rate of 1.46 bits/s, comparable to bench-top systems.
- The digital computational platform consumed less power than the analog front-end.
- The total power consumption was 6.31 mW, enabling up to 38 hours of operation with a 65 mAh battery.
Conclusions:
- BioWolf is the first BCI platform to leverage a parallel multi-core architecture for significant energy efficiency in CCA-based BCIs.
- The developed platform offers a wearable, low-power solution for advanced human-machine interaction.
- This design paves the way for more accessible and practical BCI applications.
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