JournalMay 2026
Adaptive IoT for Smart Longevity: Machine Learning Behavioral Monitoring for Elderly Residents
An adaptive IoT system learns elderly residents’ behavioral patterns over 30–90 days, then detects deviations in sleep, mobility, and eating routines that signal early health decline—delivering LINE OA alerts to family members before conditions become critical.
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