Spatio-temporal dynamics of brain electrical activity in epilepsy: Analysis with Cellular Neural Networks (CNNs)

被引:14
|
作者
Kunz, R [1 ]
Tetzlaff, R [1 ]
机构
[1] Univ Frankfurt, Inst Angew Phys, D-60054 Frankfurt, Germany
关键词
brain electrical activity; epilepsy; correlation dimension; prediction of seizures; Cellular Neural Networks;
D O I
10.1142/S0218126603001161
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this contribution a new procedure is proposed for the analysis of the spatio-temporal dynamics of brain electrical activity in epilepsy. Recent investigations(1-3) have clarified that changes of estimates of the effective correlation dimension D-2 (k, m) from successive data segments allow a characterization of the epileptogenic process. These results provide important information for diagnostical purposes and enable a prediction of seizures in many cases. It will be shown that an accurate approximation of D-2(*) (k, m) can be obtained by Cellular Neural Networks (CNNs),(4,5) which form a unified paradigm. Moreover, the type of CNN presented here is optimized with respect to future implementations as VLSI realizations.(6)
引用
收藏
页码:825 / 844
页数:20
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