IoT-driven wearable devices enhancing healthcare: ECG classification with cluster-based GAN and meta-features

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Constantino Msigwa, Denis Bernard, Jaeseok Yun

Published: 01 Dec 2024, Last Modified: 04 Nov 2025Internet of ThingsEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•Integrating edge computing into wearable devices enables real-time ECG classification.•The Wearable IoT Edge platform enhances device data insights and IoT capabilities.•Wearable interworking proxy improves data transfer between devices and oneM2M.•A cluster-based GAN addresses ECG data imbalance, thereby boosting model accuracy•CNNs and Transformers capture ECG signal patterns, thus enhancing data analysis accuracy.