Title :
Validation of a waveform delineator device for cardiac studies: Repeatability and data mining analysis
Author :
Almeida, V.G. ; Borba, J. ; Pereira, T. ; Pereira, H.C. ; Cardoso, J.M.R. ; Correia, C.
Author_Institution :
Phys. Dept., Univ. of Coimbra, Coimbra, Portugal
Abstract :
This paper envisages showing the potential of innovative non-invasive techniques based on affordable and easily operated instrumentation as well as user-friendly computer aided algorithms in the screening of cardiovascular (CV) diseases. These techniques are based on the assumption that arterial stiffness is currently an important predicator of the CV diseases development and can be assessed by analyzing the arterial pressure waveform (APW). A previously developed PZ based device for non-invasive APW capture is currently under test in clinical environment, using a heterogeneous population constituted by healthy and unhealthy subjects. A dedicated Matlab analysis tool was designed and developed to extract relevant information and further APW analysis. Several recordings of the APW in the same day and in consecutive months are being performed by trained observers, to evaluate its reproducibility. Data mining analysis is subsequently the last task where the Weka 3-6-5 package software is used. The usefulness of developing data mining algorithms for cardiovascular applications can benefit the CV screenings contributing for the early identification of arterial stiffness related patterns.
Keywords :
biomedical equipment; cardiovascular system; data mining; diseases; medical computing; APW analysis; CV diseases development; Matlab analysis tool; PZ based device; arterial pressure waveform; arterial stiffness; arterial stiffness related patterns; cardiovascular diseases; clinical environment; data mining analysis; heterogeneous population; innovative noninvasive techniques; noninvasive APW capture; package software; relevant information; user-friendly computer aided algorithms; waveform delineator device; Blood pressure; Data mining; Diseases; Hospitals; Probes; Sensors; Cardiovascular diseases; arterial pulse waveform; arterial stiffness; data mining analysis; reproducibility tests;
Conference_Titel :
Bioengineering (ENBENG), 2012 IEEE 2nd Portuguese Meeting in
Conference_Location :
Coimbra
Print_ISBN :
978-1-4673-4524-8
DOI :
10.1109/ENBENG.2012.6331339