SOUL: An Energy-Efficient Unsupervised Online Learning Seizure Detection Classifier

Author:

Chua Adelson1ORCID,Jordan Michael I.2ORCID,Muller Rikky1

Affiliation:

1. Department of Electrical Engineering and Computer Sciences, University of California at Berkeley, Berkeley, CA, USA

2. Department of Electrical Engineering and Computer Sciences and the Department of Statistics, University of California at Berkeley, Berkeley, CA, USA

Funder

National Science Foundation (NSF) Faculty Early Career Development Program

Wagner Foundation

Weill Neurohub, in part the Army Research Office

Department of Science and Technology - Science Education Institute

University of the Philippines Diliman

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering

Reference27 articles.

1. Epilepsyecosystem.org: Crowd-sourcing reproducible seizure prediction with long-term human intracranial EEG;kuhlmann;Brain,2018

2. An 8-Channel Scalable EEG Acquisition SoC With Patient-Specific Seizure Classification and Recording Processor

3. Design and Implementation of an On-Chip Patient-Specific Closed-Loop Seizure Onset and Termination Detection System

4. A recursive-memory brain-state classifier with 32-channel track-and-zoom $\Delta^{2} \Sigma$ ADCs and charge-balanced programmable waveform neurostimulators;o’leary;IEEE Int Solid-State Circuits Conf (ISSCC) Dig Tech Papers,2018

5. 26.3 A closed-loop neuromodulation chipset with 2-level classification achieving 1.5 Vpp CM interference tolerance, 35dB stimulation artifact rejection in 0.5ms and 97.8% sensitivity seizure detection;wang;IEEE Int Solid-State Circuits Conf (ISSCC) Dig Tech Papers,2020

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1. A review of automatic detection of epilepsy based on EEG signals;Journal of Semiconductors;2023-12-01

2. Seizure-Cluster-Inception CNN (SciCNN): A Patient-Independent Epilepsy Tracking SoC With 0-Shot-Retraining;IEEE Transactions on Biomedical Circuits and Systems;2023-12

3. An Event-driven Neural Signal Processor for Closed-loop Seizure Prediction;2023 IEEE Biomedical Circuits and Systems Conference (BioCAS);2023-10-19

4. An Integrated CMOS/Memristor Bio-Processor for Re-configurable Neural Signal Processing;2023 IEEE Biomedical Circuits and Systems Conference (BioCAS);2023-10-19

5. Enhancing Epileptic Seizure Detection with EEG Feature Embeddings;2023 IEEE Biomedical Circuits and Systems Conference (BioCAS);2023-10-19

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