BiRNN

"A Novel Approach to Create Synthetic Biomedical Signals Using BiRNN"

Andres Hernandez-Matamoros1, Hamido Fujita, Hector Perez-Meana

Information Science, Volume 541, December 2020, Pages 218-241

https://doi.org/10.1016/j.ins.2020.06.019

This website shows an example of the construction for each one of the synthetic signals

1phd.matamoros@gmail.com

Electrocardiogram

Electroencephalogram

Photoplethysmogram

Impedance Respiratory

Balleostrocardiogram

Electrocardiogram

Rhytm Change

Normal Beat

Left Bundle Branch Block Beat



Rigth Bundle Branch Block Beat



Atrial Premature Beat



Aberrated Atrial Premature Beat



Premature Ventricular Contraction



Fusion of Ventricular and Normal Beat



Nodal (Junctional) Escape Beat



Ventricular Escape Beat



Paced Beat



Fusion of Paced and Normal Beat



Unclassifiable Beat



Ventricular Flutter Wave



Non Conducted P Wave (Blocked APC)



Change in Signal Quality



Comment annotations

Electroencephalogram

Eye Open State

Close Open State

Photoplethysmogram

Person 1

Person 2

Person 3



Person 6



Person 7



Person 8



Person 9



Person 17



Person 18



Person 19



Person 22



Person 23



Person 24



Person 30



Person 33



Person 34



Person 35



Person 39



Person 41



Person 42



Person 45



Person 51



Person 53

Impedance Respiratory

Person 1

Person 2

Person 3



Person 4



Person 5



Person 6



Person 7



Person 8



Person 9



Person 10



Person 11



Person 12



Person 13



Person 14



Person 15



Person 16



Person 17



Person 18



Person 19



Person 20



Person 21



Person 22



Person 23



Person 24



Person 25



Person 26



Person 27



Person 28



Person 29



Person 30



Person 31



Person 32



Person 33



Person 34



Person 35



Person 36



Person 37



Person 38



Person 39



Person 40



Person 41



Person 42



Person 43



Person 44



Person 45



Person 46



Person 47



Person 48



Person 49



Person 50



Person 51



Person 52



Person 53

Balleostrocardiogram

Video Results

The original signal (1000 samples) is segmented into 20 signals (50 samples) to create synthetic data.

Inhalation









































Exhalation









































Image Results

Inhalation


Exhalation