Phase-Synchronization Early Epileptic Seizure Detector VLSI Architecture
IEEE Transactions on Biomedical Circuits and Systems
|July 16, 2013
Summary
This study presents a low-power processor for real-time neural signal analysis, crucial for adaptive neural stimulation systems. Its efficient design shows promise for early epileptic seizure detection using electroencephalogram (EEG) data.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Neuromorphic Engineering
Background:
- Adaptive neural stimulation requires real-time processing of neural signals.
- Existing systems often face power consumption and computational limitations.
- Accurate magnitude and phase-synchronization are key for effective neural signal analysis.
Purpose of the Study:
- To develop a low-power VLSI processor architecture for real-time computation of neural signal magnitude and phase-synchronization.
- To integrate this processor into a closed-loop implantable microsystem for adaptive neural stimulation.
- To validate the processor's efficacy in detecting epileptic seizures using human intracranial EEG data.
Main Methods:
- Designed a VLSI processor architecture utilizing three CORDIC (Coordinate Rotation Digital Computer) processing cores.
- Implemented the architecture using shift-and-add operations, avoiding multiplication for efficiency.
- Synthesized and prototyped a 10-bit processor in 1.2 V 0.13 μm CMOS technology.
Main Results:
- The processor utilizes 41,000 logic gates and dissipates 3.6 μW per input pair.
- Achieved a per-channel throughput of 1.7 kS/s at a 2.5 MHz clock speed.
- Demonstrated linear power scaling with the number of input channels and sampling rate.
- Validated efficacy in early epileptic seizure detection on human intracranial EEG data.
Conclusions:
- The developed low-power VLSI processor architecture is suitable for real-time neural signal analysis in implantable microsystems.
- The CORDIC-based design offers significant power efficiency for adaptive neural stimulation applications.
- The processor's performance in seizure detection highlights its potential clinical utility.
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