articleJournal of The Royal Society InterfaceJul 28, 2005GREEN OA

The local mean decomposition and its application to EEG perception data

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Abstract

This paper describes the local mean decomposition (LMD), a new iterative approach to demodulating amplitude and frequency modulated signals. The new method decomposes such signals into a set of functions, each of which is the product of an envelope signal and a frequency modulated signal from which a time-varying instantaneous frequency can be derived. The LMD method can be used to analyse a wide variety of natural signals such as electrocardiograms, functional magnetic resonance imaging data, and earthquake data. The paper presents the results of applying LMD to a set of scalp electroencephalogram (EEG) visual perception data. The LMD instantaneous frequency and energy structure of the EEG is examined, and…

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Authors

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Topics & keywords

Keywords
  • Electroencephalography
  • Instantaneous phase
  • Spectrogram
  • Pattern recognition (psychology)
  • Perception
  • Computer science
  • Artificial intelligence
  • Data set
UN Sustainable Development Goals
  • Sustainable cities and communities
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