Non-invasive Intracranial Pressure Measurement using Transcranial Doppler Sonography and Support Vector Machines

被引:0
作者
Golzan, S. Mojtaba [1 ]
Mikaili, Mohammad [1 ]
Sedighi, Amirsaeed [2 ]
Avolio, Albert [3 ]
Karimi, Mohammad [4 ]
机构
[1] Shahed Univ, Biomed Engn Sch, Dept Engn, Tehran, Iran
[2] Shohada Hosp, Neurosurgery Dept, Tehran, Iran
[3] Macquarie Univ, Australian Sch Adv Med, Sydney, NSW, Australia
[4] Milad Hosp, Neurology Dept, Tehran, Iran
来源
WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING, VOL 25, PT 4: IMAGE PROCESSING, BIOSIGNAL PROCESSING, MODELLING AND SIMULATION, BIOMECHANICS | 2010年 / 25卷
关键词
Intracranial pressures; arterial blood pressure; transcranial doppler; support vector machines;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
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.
引用
收藏
页码:1752 / 1755
页数:4
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