Robust multisensor time–frequency signal processing: A tutorial review with illustrations of performance enhancement in selected application areas
View/ Open
Publisher version (Check access options)
Check access options
Date
2018Metadata
Show full item recordAbstract
This paper presents high-resolution multisensor time–frequency distributions (MTFDs) and their applications to the analysis of multichannel non-stationary signals. The approach combines high-resolution time–frequency analysis and array signal processing methods. The improved performance of MTFDs is demonstrated using several applications including source localization based on direction of arrival (DOA) estimation and automated component separation (ACS) of non-stationary sources, with focus on blind source separation. The MTFD approach is further illustrated by two applications to EEG signals. One specifically uses ACS and DOA estimation methods for artifacts removal and source localization. Another uses MTFDs for cross-channel coherence/causality analysis. Data and code are provided to allow readers to reproduce the results presented, and apply these methods to their own data .
Collections
- Electrical Engineering [2811 items ]