Multi-lead ECG data compression with orthogonal expansions: KLT and wavelet packets
Abstract:
In this paper we present the extension of transform coding compression methods to multilead ECG recordings in order to reduce the inter-lead correlation. Two orthogonal expansions are considered: the Karhunen-Loeve transform and a fast approximation of it based on wavelet packets, also known as best basis algorithm. The multilead compression algorithm with wavelet packets achieves an average compression ratio of 30.5:1 in two-leads records from MIT-BIH Arrythmia database, in contrast to 21.4:1 for the single-lead algorithm with the same distortion. Better results could be obtained in ECG recordings with more than two leads.
Año de publicación:
1999
Keywords:
Fuente:
scopus
Tipo de documento:
Conference Object
Estado:
Acceso restringido
Áreas de conocimiento:
- Algoritmo
- Procesamiento de señales
Áreas temáticas:
- Anatomía humana, citología, histología
- Funcionamiento de bibliotecas y archivos
- Medicina y salud