Among patients with chronic medical diseases, patients with exacerbation of chronic obstructive pulmonary disease (COPD) are among those with the poorest prognosis despite advances in medical therapy. This project explores the use of continuous monitoring of vital signs for early detection of critical deteriorations in patients with exacerbation of COPD.