The role of EEG signal processing in detection of neurocognitive disorders

N. Sharma, M. Kolekar, Sushil Chandra
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引用次数: 7

Abstract

Early diagnosis of neurocognitive disorders (NCD) has become vital because the number of patients with NCD has increased rapidly with the ageing population worldwide. Dementia (major NCD) is one of the factors that cause disability in late-life. Due to various neurological conditions, types and cognitive factors, the diagnosis of any NCD has become a difficult and complex task to achieve. Thus, diagnoses of NCD require a combination of an extensive cognitive assessment and the screening of the possible causes along with EEG analysis which provides promising complete neurological examination. EEG based diagnosis approach is economical, portable and can be used to diagnose mass population. Apart from this, EEG analysis also helps to investigate the brain activation during the cognitive task performance. This paper reviews several linear and non-linear signal processing methods for the diagnosis of NCD and their cause like Alzheimer's disease (AD), frontotemporal disease and vascular dementia (VaD) etc.
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脑电信号处理在神经认知障碍检测中的作用
神经认知障碍(NCD)的早期诊断已变得至关重要,因为随着全球人口老龄化,NCD患者数量迅速增加。痴呆症(主要的非传染性疾病)是导致老年残疾的因素之一。由于各种神经系统疾病、类型和认知因素,任何非传染性疾病的诊断都已成为一项困难而复杂的任务。因此,非传染性疾病的诊断需要结合广泛的认知评估和可能原因的筛查,以及提供有希望的完整神经学检查的脑电图分析。基于脑电图的诊断方法经济、便携,可用于大规模人群的诊断。除此之外,脑电图分析还有助于研究认知任务执行过程中的大脑活动。本文综述了几种用于诊断阿尔茨海默病(AD)、额颞叶病和血管性痴呆(VaD)等非传染性疾病及其病因的线性和非线性信号处理方法。
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