The present disclosure relates to systems and methods for collecting patient data via a monitoring system, with reduced power consumption. In one embodiment, the monitoring system is configured to emit pulses of light, and detect the light after passing through patient tissue. The light data is emitted sporadically, and the patient physiological data is reconstructed from the sporadically sampled light data. The sporadic sampling may reduce the power consumption by the monitoring system.