Apparatus and method for the detection and treatment of arrhythmias using a neural network.

摘要

An apparatus and method for the detection and treatment of arrhythmias using a processor having a neural network (21) with a hierarchical arrangement including a first lower level (21A) for classifying individual waveforms, a second higher level (21B) for diagnosing detected arrhythmias and a third higher level (21C) for the application of therapy in response to a diagnosed arrhythmia. The neural network (21) may be a back propogation neural network or an associative memory type neural network. The arrhythmias detected may be at least one of bradycardia, tachycardia and fibrillation. The apparatus may include a cardioverting/defibrillating packmaker (15). In general, the apparatus acquires physiological signals representative of heart activity in a patient. A neural network (21) receives the physiological signals and determines if any arrhythmia is present, and if present, selects therapy to be applied to the heart. A therapy generator then applies the therapy selected by the neural network (21). The physioligical signals may be processed or unprocessed ECG signal, signals indicative of the properties of the blood, and blood flow signals or signals representative of ventricular wall impedance or ventricular volume. <IMAGE>