MULTICHANNEL EEG DATA COMPRESSION
MULTICHANNEL EEG DATA COMPRESSION
批准号:
6165278
负责人:
MINGUI SUN
金额:
$17.26万
依托单位国家:
美国
项目类别:
财政年份:
1999
资助国家:
美国
项目状态:
已结题
起止时间:
1999-03-01 至 2002-02-28
关键词:
Internet artificial intelligence bioengineering /biomedical engineering bioimaging /biomedical imaging clinical biomedical equipment clinical research computer data analysis computer system design /evaluation data collection methodology /evaluation data management digital imaging electroencephalography human data human subject informatics technology /technique development
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Recently, recording high-resolution Electroencephalograms (EEGs) from
a large number of electrodes has become a clear trend in both brain
research and clinical diagnosis. However, the current EEG data
acquisition systems store the collected data in a form that has never
changed since digital EEG emerged about 30 years ago. As a result, the
size of the output data file increases enormously as the number of
recording channels increases, causing various problems including high
costs in data analysis, database management, archiving, and transmission
through the internet.
This proposal seeks to solve this problem through fundamental research
on data compression specifically for EEG data, but applicable to other
physiological data as well. Our key approach is based on the
application of advanced mathematical and signal processing technologies
to this critical problem. We will develop and optimize a variable
sampling technique which eliminates redundant data samples using spline
interpolation and wavelet transformation. We will also investigate
lossless data compression algorithms that possess two important
features: 1) any part of the data within the compressed file can be read
without having to decompress the entire file, and 2) the compressed data
can be transmitted and presented in coarse or fine resolutions as
needed. We expect that, using both variable sampling and lossless
compression, the EEG file size can be reduced by approximately 70
percent.
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