Research Article

Robust and Accurate Anomaly Detection in ECG Artifacts Using Time Series Motif Discovery

Table 3

Summarized details of datasets obtained from the Physionet archive [37].

DatasetDatabaseNumber of leadsLength of anomaly beat (L)Number of data points
per lead
DescriptionArtifact

(1) INCARTDB01The St. Petersburg Institute of Cardiological Technics 12-lead Arrhythmia Database
(record I02 from 00.27.40 to 00.27.50)
11 leads: I, II, III, AVR, AVL, AVF, V1, V2, V3, V4, V5No
anomaly
2,570(i) ECGs only consist of normal ECG beats.
(ii) Length of normal beat of almost all beats is 220.
No

(2) MITDBThe MIT-BIH Arrhythmia Database (record 108 from 00.09.30 to 00.09.40)1 lead: MLII5543,600(i) Contains one anomalous beat of premature ventricular contraction.No

(3) ITDBThe MIT-BIH Long Term Database (record 14046 from 01.41.10 to 01.41.20)2 leads: ECG1,
ECG2
146
154
1,280(i) Contains two anomaly ECG beats.Yes

(4) INCARTDB02The St. Petersburg Institute of Cardiological Technics 12-lead Arrhythmia Database
(record I01 from 00.01.40 to 00.01.50)
12 leads: I, II, III, AVR, AVL, AVF, V1, V2, V3, V4, V5, V6203
217
223
2,570(i) Contains three anomalous beats with a variety of ECG artifacts present in all leads.Yes

(5) INCARTDB03The St. Petersburg Institute of Cardiological Technics 12-lead Arrhythmia Database
(record I01 from 00.15.30 to 00.15.40)
12 leads: I, II, III, AVR, AVL, AVF, V1, V2, V3, V4, V5, V6212
223
223
234
2,570(i) Contains four anomalous ECG beats of premature ventricular contraction (Trigeminy) with various artifacts present in all leads.Yes

(6) INCARTDB04The St. Petersburg Institute of Cardiological Technics 12-lead Arrhythmia Database
(record I01 from 00.00.00 to 00.00.10)
12 leads: I, II, III, AVR, AVL, AVF, V1, V2, V3, V4, V5, V62032,570(i) Contains one anomalous beat of ventricular ectopic with various artifacts present in all leads.Yes

(7) INCARTDB05The St. Petersburg Institute of Cardiological Technics 12-lead Arrhythmia Database
(record I02 from 00.09.34 to 00.09.40)
11 leads: I, II, III, AVR, AVL, AVF, V1, V2, V3, V4, V51261,531(i) Contains one anomalous beat with very noisy artifacts in all beats.Extremely noisy ECG artifacts