EEG Compression of Scalp Recordings Based on Dipole Fitting

被引:11
作者
Daou, Hoda [1 ]
Labeau, Fabrice [1 ]
机构
[1] McGill Univ, Elect & Comp Engn, Montreal, PQ H3Z 1J9, Canada
关键词
Compression; discrete cosine transform (DCT); dipole fitting; electroencephalogram (EEG); forward problem; inverse problem; lead field; set partitioning in hierarchical trees (SPIHT); wavelet transform (WT); LOSSLESS COMPRESSION; ALGORITHM; SIGNALS; LOCALIZATION; SCHEME; IMAGE;
D O I
10.1109/JBHI.2014.2346493
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A novel technique for electroencephalogram (EEG) compression is proposed in this paper. This technique models the intrinsic dependence inherent between the different EEG channels. It is based on methods borrowed from dipole fitting that is usually used in order to find a solution to the classic problems in EEG analysis: inverse and forward problems. To compress the EEG signals, the forward model based on approximated source dipoles is first used to provide an approximation of the recorded signals. Then, (based on a smoothness factor) appropriate coding techniques are suggested to compress the residuals of the fitting process. Results show that this technique works well for different recordings and for different patients, and is even able to provide near-lossless compression for certain types of recordings.
引用
收藏
页码:995 / 1008
页数:14
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