Research Article
An Improved Refined Composite Multivariate Multiscale Fuzzy Entropy Method for MI-EEG Feature Extraction
Algorithm 1
The procedure for calculating IRCmvMFE.
Input: Channels selected data | (1) | Coarse-graining of IRCmvMFE | | Step 1. Calculate the output of median filter on : | | Step 2. Calculate the output of mean filter on : | (2) | IRCmvMFE calculation | | Step 1. Set embedding dimension m and scale factor , calculate the multivariate reconstruction vectors: | | Step 2. For k = 1 to | | Calculate the distance and the similarity of and using equations (5) to (6) | | Calculate by equation (7) | | End | | Step 3. Repeat the above steps, extend the dimension from to , and calculate | | Step 4. Set and , and calculate IRCmvMFE | Output: IRCmvMFE at scale |
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