id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-5218	Mayur Sambhaji Nanekar	Accelerometer-Based Motion Recognition and Alerting System for Abnormal Activity Detection in Dynamic Environments	2025	10	.pdf	application/pdf	4491	255	36	Moreover, by embedding anomaly detection models into microcontrollers, systems can autonomously monitor their operational health, detect deviations in real time, and alert users instantly. This paper presents the design and implementation of a real-time activity recognition and abnormal motion detection system using accelerometer data and edge- based machine learning, specifically optimized through TinyML techniques.	cache/cana-5218.pdf	txt/cana-5218.txt