ECG monitoring systems have a significant role in detecting cardiovascular diseases and reducing the rate of sudden cardiac deaths through early warnings for heart attacks. One of the critical factors in supporting real-time ECG tracking is to guarantee monitoring system availability. This thesis focuses on battery life extension for a 12 Lead ECG patch utilizing compression and classification approaches. the opportunity to explore students' activities at Queen's while applying work-life balance.I would also like to thank all TRL and IoT Lab colleagues, partners of success, for their great support and encouragement towards making a successful and enjoyable academic experience. v