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February 12, 2026IEEE Transactions on Biomedical Circuits and Systems

Memristive Reservoir Computing Circuit for Real-Time Prediction of Epilepsy

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Authors

LLLun LuAXAo XuYXY. C. Xu

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Overview

Novel memristor-based system predicts seizures in real-time, indicating a step forward in low-power healthcare solutions.

Key Points

  • The aim is to develop a memristor-based system that enables real-time prediction of epileptic seizures while overcoming hardware limitations.
  • Proposed architecture utilizes memristor-based reservoir computing.
  • Implemented nonlinear temporal feature extraction using volatile memristors.
  • Integrated non-volatile memristor crossbar arrays for efficient data processing.
  • Conducted hardware-aware evaluations to assess system robustness.
  • Achieved over 97% accuracy in simulation and exceeded 95% accuracy in hardware experiments.
  • Maintained stable performance under substantial noise conditions.
  • Utilized only 1,700 trainable parameters, showcasing efficiency.

Cite This Study

Lu et al. (2026) studied this question.

synapsesocial.com/papers/698d6e1a5be6419ac0d5386fhttps://doi.org/10.1109/tbcas.2026.3662427
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