NEUROMODULATION SYSTEM INCORPORATING MULTIVARIATE SENSING, MULTIVARIABLE PATTERN RECOGNITION, AND PATIENT SPECIFIC ADAPTATION

摘要

A medical system configured for performing a medical function in a patient. The medical system comprises at least one medical lead configured for being implanted adjacent a tissue region of the patient, at least one sensing element, monitoring circuitry configured for acquiring a plurality of physiological measurements from the sensing element(s) during one of a plurality of events respectively corresponding to a plurality of classes, and a processor configured for deriving a set of data from the plurality of physiological measurements, performing a feature extraction technique on the data set to acquire at least one feature, analyzing the feature(s), and classifying the data set into the one class corresponding to the one event. The medical system further comprises a controller configured for performing a function based on the classified data set.