Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines

S. Mojtaba Golzan; Mohammad Mikaili; Amirsaeed Sedighi; Albert Avolio; Mohammad Karimi

doi:10.1007/978-3-642-03882-2_465

Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines

S. Mojtaba Golzan, Mohammad Mikaili, Amirsaeed Sedighi, Albert Avolio, Mohammad Karimi

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

Abstract

Current techniques used for intracranial pressure (ICP) measurement are invasive. All require a surgical procedure for placement of a pressure catheter in the central nervous system (CNS) and therefore are associated with risk and morbidity. In this study we propose a noninvasive method for ICP measurement based on signal processing techniques.. In this method a non-linear relationship is used to determine ICP based on two more accessible parameters, namely arterial blood pressure (ABP) and the blood velocity of the middle cerebral artery (MCA) measured using the transcranial doppler (TCD) device. The clinical investigation of the proposed method shows high similarity between the invasively recorded intracranial pressure (ICP) and the predicted ICP using our proposed method under intensive care unit (ICU) conditions. A correlation of r=0.976 was achieved between the predicted ICP and the invasively ICP measurements, which shows a highly sensitive procedure in noninvasive ICP measurement.

Original language	English
Title of host publication	World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics
Editors	Olaf Dössel, Wolfgang C. Schlegel, Thomas Becks
Place of Publication	Heidelberg, Germany
Publisher	Springer, Springer Nature
Pages	1752-1755
Number of pages	4
Volume	25
Edition	4
ISBN (Print)	9783642038815
DOIs	https://doi.org/10.1007/978-3-642-03882-2_465
Publication status	Published - 2009
Event	World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics - Munich, Germany Duration: 7 Sept 2009 → 12 Sept 2009

Publication series

Name	IFMBE Proceedings
Publisher	Springer
Number	4
Volume	25

Other

Other	World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics
Country/Territory	Germany
City	Munich
Period	7/09/09 → 12/09/09

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10.1007/978-3-642-03882-2_465

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Golzan, S. M., Mikaili, M., Sedighi, A., Avolio, A., & Karimi, M. (2009). Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines. In O. Dössel, W. C. Schlegel, & T. Becks (Eds.), World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics (4 ed., Vol. 25, pp. 1752-1755). (IFMBE Proceedings; Vol. 25, No. 4). Springer, Springer Nature. https://doi.org/10.1007/978-3-642-03882-2_465

Golzan, S. Mojtaba ; Mikaili, Mohammad ; Sedighi, Amirsaeed et al. / Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines. World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics. editor / Olaf Dössel ; Wolfgang C. Schlegel ; Thomas Becks. Vol. 25 4. ed. Heidelberg, Germany : Springer, Springer Nature, 2009. pp. 1752-1755 (IFMBE Proceedings; 4).

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abstract = "Current techniques used for intracranial pressure (ICP) measurement are invasive. All require a surgical procedure for placement of a pressure catheter in the central nervous system (CNS) and therefore are associated with risk and morbidity. In this study we propose a noninvasive method for ICP measurement based on signal processing techniques.. In this method a non-linear relationship is used to determine ICP based on two more accessible parameters, namely arterial blood pressure (ABP) and the blood velocity of the middle cerebral artery (MCA) measured using the transcranial doppler (TCD) device. The clinical investigation of the proposed method shows high similarity between the invasively recorded intracranial pressure (ICP) and the predicted ICP using our proposed method under intensive care unit (ICU) conditions. A correlation of r=0.976 was achieved between the predicted ICP and the invasively ICP measurements, which shows a highly sensitive procedure in noninvasive ICP measurement.",

author = "Golzan, {S. Mojtaba} and Mohammad Mikaili and Amirsaeed Sedighi and Albert Avolio and Mohammad Karimi",

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Golzan, SM, Mikaili, M, Sedighi, A, Avolio, A & Karimi, M 2009, Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines. in O Dössel, WC Schlegel & T Becks (eds), World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics. 4 edn, vol. 25, IFMBE Proceedings, no. 4, vol. 25, Springer, Springer Nature, Heidelberg, Germany, pp. 1752-1755, World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics, Munich, Germany, 7/09/09. https://doi.org/10.1007/978-3-642-03882-2_465

Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines. / Golzan, S. Mojtaba; Mikaili, Mohammad; Sedighi, Amirsaeed et al.
World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics. ed. / Olaf Dössel; Wolfgang C. Schlegel; Thomas Becks. Vol. 25 4. ed. Heidelberg, Germany: Springer, Springer Nature, 2009. p. 1752-1755 (IFMBE Proceedings; Vol. 25, No. 4).

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

TY - GEN

T1 - Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines

AU - Golzan, S. Mojtaba

AU - Mikaili, Mohammad

AU - Sedighi, Amirsaeed

AU - Avolio, Albert

AU - Karimi, Mohammad

PY - 2009

Y1 - 2009

N2 - Current techniques used for intracranial pressure (ICP) measurement are invasive. All require a surgical procedure for placement of a pressure catheter in the central nervous system (CNS) and therefore are associated with risk and morbidity. In this study we propose a noninvasive method for ICP measurement based on signal processing techniques.. In this method a non-linear relationship is used to determine ICP based on two more accessible parameters, namely arterial blood pressure (ABP) and the blood velocity of the middle cerebral artery (MCA) measured using the transcranial doppler (TCD) device. The clinical investigation of the proposed method shows high similarity between the invasively recorded intracranial pressure (ICP) and the predicted ICP using our proposed method under intensive care unit (ICU) conditions. A correlation of r=0.976 was achieved between the predicted ICP and the invasively ICP measurements, which shows a highly sensitive procedure in noninvasive ICP measurement.

AB - Current techniques used for intracranial pressure (ICP) measurement are invasive. All require a surgical procedure for placement of a pressure catheter in the central nervous system (CNS) and therefore are associated with risk and morbidity. In this study we propose a noninvasive method for ICP measurement based on signal processing techniques.. In this method a non-linear relationship is used to determine ICP based on two more accessible parameters, namely arterial blood pressure (ABP) and the blood velocity of the middle cerebral artery (MCA) measured using the transcranial doppler (TCD) device. The clinical investigation of the proposed method shows high similarity between the invasively recorded intracranial pressure (ICP) and the predicted ICP using our proposed method under intensive care unit (ICU) conditions. A correlation of r=0.976 was achieved between the predicted ICP and the invasively ICP measurements, which shows a highly sensitive procedure in noninvasive ICP measurement.

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PB - Springer, Springer Nature

CY - Heidelberg, Germany

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Y2 - 7 September 2009 through 12 September 2009

ER -

Golzan SM, Mikaili M, Sedighi A, Avolio A, Karimi M. Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines. In Dössel O, Schlegel WC, Becks T, editors, World Congress on Medical Physics and Biomedical Engineering: Image Processing, Biosignal Processing, Modelling and Simulation, Biomechanics. 4 ed. Vol. 25. Heidelberg, Germany: Springer, Springer Nature. 2009. p. 1752-1755. (IFMBE Proceedings; 4). doi: 10.1007/978-3-642-03882-2_465

Non-invasive intracranial pressure measurement using transcranial doppler sonography and support vector machines

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