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I. Study Background Postoperative respiratory failure (PRF) is a common and serious complication following major surgery, significantly increasing the rates of ICU admission and mortality. Traditional early warning methods primarily rely on blood gas analysis and vital sign monitoring, which are often delayed and may fail to identify early pathological changes in a timely manner. In recent years, ventilator waveforms, as dynamic information that directly reflects respiratory mechanics and airway conditions, have gradually attracted increasing attention in the optimization of respiratory support. International studies have suggested that analysis of ventilator waveform features may help identify patient-ventilator asynchrony, excessive spontaneous respiratory effort, ventilation-perfusion mismatch, and ventilator-related complications. In China, although a limited number of studies have e
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