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An alternative methodology for the estimation of frequency changes in electroencephalogram signals

机译:估计脑电图信号频率变化的另一种方法

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We present a novel methodology based on communication systems, able to track frequency changes in biosignals. The proposed approach is based on a phase lock loop (PLL) circuit and includes subcomponents that allow the estimation of frequency variations. The proposed system can be modeled as a second-order control system, enabling a strait forward definition of its parameters. We found that depending on the initial frequency of the voltage-controlled oscillator (VCO) the PLL tracks different frequency components, allowing assessing the range of frequencies that changes and how they change, leading to the development of time-frequency maps. The new approach was tested in Electroencephalogram (EEG) signals collected from patients subjected to general anesthesia. The developed methodology is available online as a demonstration tool for students from the Master on Biomedical Engineering at University of Coimbra. The system is didactic in two ways: it demonstrates how a second order control systems works, and how frequency variations in the time-frequency domain are computed and their importance.
机译:我们提出了一种基于通信系统的新颖方法,能够跟踪生物信号的频率变化。所提出的方法基于锁相环(PLL)电路,并且包括允许估算频率变化的子组件。可以将所提出的系统建模为二阶控制系统,从而对其参数进行海峡前瞻性定义。我们发现,根据压控振荡器(VCO)的初始频率,PLL跟踪不同的频率分量,从而可以评估变化的频率范围以及它们如何变化,从而导致了时频图的发展。在从接受全身麻醉的患者那里收集的脑电图(EEG)信号中测试了这种新方法。对于科英布拉大学生物医学工程硕士课程的学生,开发的方法论可在线获得,作为演示工具。该系统有两种教学方式:演示二阶控制系统的工作原理,以及时频域中的频率变化如何计算及其重要性。

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