Low-complexity Power Spectral Density Estimation

被引:4
作者
Balasaraswathy, N. [1 ]
Rajavel, R. [1 ]
机构
[1] SSN Coll Engn, ECE Dept, Chennai, Tamil Nadu, India
来源
ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 2 | 2015年 / 325卷
关键词
Electrocephalogram; Power spectral density; Digital signal processor; SONAR; RADAR;
D O I
10.1007/978-81-322-2135-7_30
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a method of feature extraction to detect seizure in epileptic patients. Epileptic seizures are characterized by high amplitude and synchronized electrocephalogram (EEG) waveforms. Power spectral density (PSD) of the EEG signal plays an important role in diagnosis of epilepsy. Many automated diagnostic systems for epileptic seizure detection have emerged in recent years. This paper proposes a method of extracting PSD of EEG sub-bands using low-complex PSD estimation method which would reduce the automatic diagnostic system complexity and also enhances the speed. Low-complexity PSD estimation method was implemented in digital signal processor (TMS320C6713), and the result was very much similar to traditional Welch PSD estimation method with 30 % reduction in computation time.
引用
收藏
页码:273 / 282
页数:10
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