Type

Conference Proceedings

Authors

Chris Bleakley
Stephen Faul
Eric C.-P. Chua
Kunjan Patel

Subjects

Computer Science

Topics
linear discriminant analysis real time discriminant analysis aeeg long term monitoring low power seizure asic

Low Power Real-Time Seizure Detection for Ambulatory EEG (2009)

Abstract Ambulatory Electroencephalograph (AEEG) technology is becoming popular because it facilitates the continuous monitoring of epilepsy patients without interrupting their routine life. As long term monitoring requires low power processing on the device, a low power real time seizure detection algorithm suitable for AEEG devices is proposed herein. The performance of various classifiers was tested and the most effective was found to be the Linear Discriminant Analysis classifier (LDA). The algorithm presented in this paper provides 87.7 (100–70.2)% accuracy with 94.2 (100–78)% sensitivity and 77.9 (100–52.1)% specificity in patient dependent experiments. It provides 76.5 (79.0–73.3)% accuracy with 90.9 (96.2–85.8)% sensitivity and 59.5 (70.9–52.6)% specificity in patient independent experiments. We also suggest how power can be saved at the lost of a small amount of accuracy by applying different techniques. The algorithm was simulated on a DSP processor and on an ASIC and the power estimation results for both implementations are presented. Seizure detection using the presented algorithm is approximately 100% more power efficient than other AEEG processing methods. The implementation using an ASIC can reduce power consumption by 25% relative to the implementation on a DSP processor with reduction of only 1% of accuracy.
Collections Ireland -> University College Dublin -> CASL Research Collection
Ireland -> University College Dublin -> Institutes and Centres
Ireland -> University College Dublin -> Complex and Adaptive Systems Laboratory
Ireland -> University College Dublin -> College of Science
Ireland -> University College Dublin -> School of Computer Science
Ireland -> University College Dublin -> Computer Science Research Collection

Full list of authors on original publication

Chris Bleakley, Stephen Faul, Eric C.-P. Chua, Kunjan Patel

Experts in our system

1
Chris Bleakley
University College Dublin
Total Publications: 105