计算机工程与应用
計算機工程與應用
계산궤공정여응용
COMPUTER ENGINEERING AND APPLICATIONS
2014年
14期
131-134
,共4页
压缩感知%稀疏性%正交匹配追踪%光电容积脉搏波(PPG)信号
壓縮感知%稀疏性%正交匹配追蹤%光電容積脈搏波(PPG)信號
압축감지%희소성%정교필배추종%광전용적맥박파(PPG)신호
compressed sensing%sparsity%orthogonal matching pursuit%Photo-Plethysmography(PPG)signal
首先阐述了压缩感知(CS)的理论框架,然后分析了光电容积脉搏波(PPG)信号的稀疏性,最后提出了基于CS理论PPG信号的压缩重构框架。基于此框架采用正交匹配追踪算法和改进的正交匹配追踪算法对已压缩的信号进行重构,实验结果表明,PPG信号长度的选取、压缩比的大小以及观测个数的多少都对重构性能有重要影响。
首先闡述瞭壓縮感知(CS)的理論框架,然後分析瞭光電容積脈搏波(PPG)信號的稀疏性,最後提齣瞭基于CS理論PPG信號的壓縮重構框架。基于此框架採用正交匹配追蹤算法和改進的正交匹配追蹤算法對已壓縮的信號進行重構,實驗結果錶明,PPG信號長度的選取、壓縮比的大小以及觀測箇數的多少都對重構性能有重要影響。
수선천술료압축감지(CS)적이론광가,연후분석료광전용적맥박파(PPG)신호적희소성,최후제출료기우CS이론PPG신호적압축중구광가。기우차광가채용정교필배추종산법화개진적정교필배추종산법대이압축적신호진행중구,실험결과표명,PPG신호장도적선취、압축비적대소이급관측개수적다소도대중구성능유중요영향。
In this paper, the Compressed Sensing(CS)framework is introduced firstly, and then sparsity of the Photo-Plethysmography(PPG)signal is analyzed. Finally, the PPG signal compression and reconstruction framework based on CS theory is proposed. Via Orthogonal Matching Pursuit(OMP)and Enhanced Orthogonal Matching Pursuit(E-OMP), it is demonstrated that the performance of reconstruction is correlated with the length of the signal, the compression ratio and the number of measurements.