健康监测瞳孔动力学的四元数奇异谱分析

K. Hung, G. Man, John Kwok Tai Chui, D.H.K. Chow, B. Ling, S. Pun
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引用次数: 0

摘要

在移动健康监测瞳孔动态为临床诊断和健康评价。然而,在移动场景中捕获的这种信号很容易受到周围环境噪声的影响。瞳孔大小数据也包括由于眨眼而丢失的数据。除了瞳孔大小,研究人员还建议包括多模态信息,如凝视和头部运动,以增强对认知和神经活动的监控。同时处理这些信号需要多通道信号处理,同时利用它们之间的相互关系。本文探讨了一种新的多通道信号处理技术——四元数奇异谱分析(QSSA),用于处理包括瞳孔直径和凝视位置在内的眼动数据。并与传统方法进行了性能比较。这是QSSA在移动医疗眼动数据处理中的新应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quaternion Singular Spectrum Analysis of Pupillary Dynamics for Health Monitoring
Pupillary dynamics have been monitored in mobile health for clinical diagnosis and health evaluation. However, such signals captured in a mobile scenario would be susceptible to noise from the surrounding environment. Pupil size data also consist of missing data due to blinks. In addition to pupil size, researchers have suggested including multimodal information such as gaze and head movements for enhanced monitoring cognitive and neural activities. Multichannel signal processing is required for the simultaneous processing of these signals, while their mutual relations are exploited. This paper explores a novel multichannel signal processing technique, quaternion singular spectrum analysis (QSSA), for processing eye-movement data, which include pupil diameter and gaze positions. The performance based on real data is compared with traditional methods. This is a novel application of QSSA in processing eye movement data for mobile health.
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