Engelken E J, Stevens K W, Enderle J D
USAF School of Aerospace Medicine, Clinical Sciences Division, Brooks AFB, TX 78235-5301.
Biomed Sci Instrum. 1990;26:5-10.
The analysis of eye-movement (EM) signals poses problems for the designer of smoothing filters since many of the interesting types of EMs are bimodal. For example, optokinetic and/or vestibular stimulation results in an EM pattern called nystagmus consisting of alternating fast- and slow-phase components. Also, saccadic (refixation) EMs do not occur continuously, but are interspersed with periods of fixation. Conventional linear, low-pass filters (both finite impulse response (FIR) and infinite impulse response (IIR) types) smear the boundries between the fast- and slow-phases of nystagmus and the fixation and fast components of saccadic EMs. We have adapted a nonlinear smoothing filter (originally designed to optimize edge preservation in image processing applications) for the smoothing of EM signals. This filter is called a Predictive FIR-Median Hybrid (PFMH) filter. The PFMH filter operates on a moving window of data samples centered at the current point of interest. Several predictive FIR filters are applied to the "upper" and "lower" halves of the window and each are designed to predict the sample value at the center of the window. The median of these FIR filter outputs and the actual center data sample are taken as the PFMH filter output for each window position. By properly choosing the length and structure of the FIR subfilters, a PFMH filter can be designed to smooth a bimodal EM signal without blurring the boundries between the two signal components.
眼动(EM)信号分析给平滑滤波器设计者带来了难题,因为许多有趣的眼动类型都是双峰的。例如,视动和/或前庭刺激会产生一种称为眼球震颤的眼动模式,它由快速和慢速交替的成分组成。此外,扫视(重新注视)眼动并非连续发生,而是穿插着固定期。传统的线性低通滤波器(有限脉冲响应(FIR)和无限脉冲响应(IIR)类型)会模糊眼球震颤快速和慢速阶段之间以及扫视眼动固定和快速成分之间的边界。我们采用了一种非线性平滑滤波器(最初设计用于优化图像处理应用中的边缘保留)来平滑眼动信号。这种滤波器称为预测FIR - 中值混合(PFMH)滤波器。PFMH滤波器在以当前感兴趣点为中心的数据样本移动窗口上运行。几个预测FIR滤波器应用于窗口的“上”半部分和“下”半部分,每个滤波器都设计用于预测窗口中心的样本值。这些FIR滤波器输出的中值和实际中心数据样本被用作每个窗口位置的PFMH滤波器输出。通过适当选择FIR子滤波器的长度和结构,可以设计出一个PFMH滤波器来平滑双峰眼动信号,而不会模糊两个信号成分之间的边界。