This true-time model analyzes the signal from a single-guide ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended in order to detect other kinds of anomalies like atrial flutter, and may be consistently prolonged and enhanced. extra