Title :
Preprocessing by means of subspace projections for continuous Cerebral Autoregulation assessment using NIRS
Author :
Caicedo, Alexander ; Naulaers, Gunnar ; Van Huffel, Sabine
Author_Institution :
Electron. Eng. Dept., KU Leuven, Leuven, Belgium
Abstract :
Cerebral Autoregulation (CA) refers to the capability of the brain to maintain a more or less stable cerebral blood flow (CBF), despite the changes in blood perfusion. Monitoring this mechanism is of vital importance, especially in neonates, in order to prevent damage due to ischemia or hemorrhage. In clinical practice near-infrared spectroscopy (NIRS) measurements are used as a surrogate measurement for CBF. However, NIRS signals are highly dependent on the variations in arterial oxygen saturation (SaO2). Therefore, only segments with relatively constant SaO2 are used for CA assessment; which limits the possibilities of the use of NIRS for online monitoring. In this paper we propose the use of subspace projections to subtract the influence of SaO2 from NIRS measurements. Since this approach will be used in an online monitoring system, this preprocessing is carried out in a window-by-window framework. However, the use of subspace projections in consecutive segments produces discontinuities; we propose a methodology to reduce these effects. Obtained results indicate that the proposed method reduces the effect of discontinuities between consecutive segments. In addition, this methodology is able to subtract the influence of SaO2 from NIRS measurements. This approach facilitates the introduction of NIRS for online CA assessment.
Keywords :
blood; blood flow measurement; blood vessels; brain; haemorheology; infrared spectra; medical signal processing; patient monitoring; arterial oxygen saturation; blood perfusion; brain; cerebral blood flow; clinical practice near-infrared spectroscopy measurements; consecutive segments; continuous cerebral autoregulation assessment; hemorrhage; ischemia; online monitoring system; subspace projection preprocessing; window-by-window framework; Blood flow; Coherence; Correlation; Monitoring; Pediatrics; Spectroscopy; Vectors;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6609930