【24h】

A novel analysis method for near infrared spectroscopy based on hilbert-huang transform

机译:基于希尔伯特-黄变换的近红外光谱分析新方法

获取原文
获取原文并翻译 | 示例

摘要

Near Infrared Imager (NIRI) has been widely used to access the brain functional activity non-invasively. We use a portable, multi-channel and continuous-wave NIR topography instrument to measure the concentration changes of each hemoglobin species and map cerebral cortex functional activation. By extracting some essential features from the BOLD signals, optical tomography is able to be a new way of neuropsychological studies. Fourier spectral analysis provides a common framework for examining the distribution of global energy in the frequency domain. However, this method assumes that the signal should be stationary, which limits its application in non-stationary system. The hemoglobin species concentration changes are of such kind. In this work we develop a new signal processing method using Hilbert-Huang transform to perform spectral analysis of the functional NIRI signals. Compared with wavelet based multi-resolution analysis (MRA), we demonstrated the extraction of task related signal for observation of activation in the prefrontal cortex (PFC) in vision stimulation experiment. This method provides a new analysis tool for functional NIRI signals. Our experimental results show that the proposed approach provides the unique method for reconstructing target signal without losing original information and enables us to understand the episode of functional NIRI more precisely.
机译:近红外成像仪(NIRI)已被广泛用于非侵入性访问大脑功能活动。我们使用便携式,多通道和连续波NIR地形仪来测量每种血红蛋白种类的浓度变化并绘制大脑皮层功能激活图。通过从BOLD信号中提取一些基本特征,光学层析成像可以成为神经心理学研究的一种新方法。傅立叶频谱分析为检查频域中全局能量的分布提供了一个通用框架。但是,该方法假定信号应该是平稳的,这限制了它在非平稳系统中的应用。血红蛋白种类的浓度变化是这种类型的。在这项工作中,我们开发了一种使用Hilbert-Huang变换进行功能性NIRI信号频谱分析的新信号处理方法。与基于小波的多分辨率分析(MRA)相比,我们证明了在视觉刺激实验中提取与任务相关的信号以观察前额叶皮层(PFC)的激活。该方法为功能性NIRI信号提供了一种新的分析工具。我们的实验结果表明,所提出的方法为重建目标信号提供了独特的方法,而又不会丢失原始信息,并使我们能够更准确地理解功能性NIRI的发作。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号