title: Compressed sensing of ECG signal for wireless system with new fast iterative method.
abstract: Recent experiments in wireless body area network (WBAN) show that compressive sensing (CS) is a promising tool to compress the Electrocardiogram signal ECG signal. The performance of CS is based on algorithms use to reconstruct exactly or approximately the original signal. In this paper, we present two methods work with absence and presence of noise, these methods are Least Support Orthogonal Matching Pursuit (LS-OMP) and Least Support Denoising-Orthogonal Matching Pursuit (LSD-OMP). The algorithms achieve correct support recovery without requiring sparsity knowledge. We derive an improved restricted isometry property (RIP) based conditions over the best known results. The basic procedures are done by observational and analytical of a different Electrocardiogram signal downloaded them from PhysioBankATM. Experimental results show that significant performance in term of reconstruction quality and compression rate can be obtained by these two new proposed algorithms, and help the specialist gathering the necessary information from the patient in less time if we use Magnetic Resonance Imaging (MRI) application, or reconstructed the patient data after sending it through the network.
authors.affiliation: Department of Electrical & Electronics, University of Gaziantep, 27310 Gaziantep, Turkey. Electronic address: isshakeralani@yahoo.com.
authors.forename: Israa
authors.initials: I
authors.lastname: Tawfic
authors.affiliation: Department of Electrical & Electronics, University of Gaziantep, 27310 Gaziantep, Turkey. Electronic address: skoc@gantep.edu.tr.
authors.forename: Sema
authors.initials: S
authors.lastname: Kayhan
mesh_terms: D000465:Algorithms; D044962:Data Compression; D004562:Electrocardiography / Q000379:methods*; D006801:Humans; D012815:Signal Processing, Computer-Assisted; D058067:Wavelet Analysis; D059015:Wireless Technology
keywords: Compressive sensing (CS); Discrete wavelet transform (DWT); Electrocardiogram (ECG); Least support orthogonal matching pursuit (LS-OMP); Wireless body area network (WBAN)