Classifying depth of anesthesia using EEG features, a

Conf Proc IEEE Eng Med Biol Soc · Jan 2007

Comparative Study Clinical Trial

Classifying depth of anesthesia using EEG features, a comparison.

Various EEG features have been used in depth of anesthesia (DOA) studies. The objective of this study was to find the excellent features or combination of them than can discriminate between different anesthesia states. Conducting a clinical study on 22 patients we could define 4 distinct anesthetic states: awake, moderate, general anesthesia, and isoelectric. ⋯ The maximum accuracy (99.02%) achieved using approximate entropy as the feature. Some other features could well discriminate a particular state of anesthesia. We could completely classify the patterns by means of 3 features and Bayesian classifier.

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- Vahid Esmaeili, Mohammad Bagher Shamsollahi, Noor Mohammad Arefian, and Amin Assareh.
- Biomedical Signal and Image Processing Laboratory (BiSIPL), School of Electrical Engineering, Sharif University of Technology, Iran. vesmaeili@gmail.com
- Conf Proc IEEE Eng Med Biol Soc. 2007 Jan 1;2007:4106-9.
AbstractVarious EEG features have been used in depth of anesthesia (DOA) studies. The objective of this study was to find the excellent features or combination of them than can discriminate between different anesthesia states. Conducting a clinical study on 22 patients we could define 4 distinct anesthetic states: awake, moderate, general anesthesia, and isoelectric. We examined features that have been used in earlier studies using single-channel EEG signal processing method. The maximum accuracy (99.02%) achieved using approximate entropy as the feature. Some other features could well discriminate a particular state of anesthesia. We could completely classify the patterns by means of 3 features and Bayesian classifier.

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Classifying depth of anesthesia using EEG features, a comparison.

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