ICA-Based Improved DTCWT Technique for MA Reduction in PPG Signals With Restored Respiratory Information

被引:32
|
作者
Ram, M. Raghu [1 ]
Madhav, K. Venu [1 ]
Krishna, Ette Hari [2 ]
Komalla, Nagarjuna Reddy [3 ]
Sivani, Kosaraju [4 ]
Reddy, K. Ashoka [1 ]
机构
[1] Kakatiya Inst Technol & Sci, Dept Elect & Instrumentat Engn, Warangal 506015, Andhra Pradesh, India
[2] Kakatiya Univ, KU Coll Engn & Technol, Dept Elect & Commun Engn, Warangal 506009, Andhra Pradesh, India
[3] Govt Matern Hosp, Dept Anaesthesiol, Hanamkonda 506001, Andhra Pradesh, India
[4] Talla Padmavathi Coll Engn, Dept Elect & Commun Engn, Warangal, Andhra Pradesh, India
关键词
Arterial blood oxygen saturation (SpO(2)); conventional DTCWT; ICA-based improved DTCWT ((IDTCWT)-D-2); modified DTCWT; motion artifacts; PPG; pulse oximeter; INDEPENDENT COMPONENT ANALYSIS; PULSE OXIMETRY; MOTION ARTIFACT; EXTRACTION; PHOTOPLETHYSMOGRAPHY; ACCELEROMETERS; SENSORS; DESIGN;
D O I
10.1109/TIM.2013.2259114
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In addition to estimation of arterial blood oxygen saturation (SpO(2)), pulse oximeter's photoplethysmographic (PPG) signals can be well utilized for extracting the vital respiratory information. The motion artifacts (MA) in PPGs not only make SpO(2) estimations unreliable and inaccurate but also make it difficult to extract respiratory information. Addressing this issue, for the first time, we propose a novel approach called "ICA-based improved dual-tree complex wavelet transform ((IDTCWT)-D-2)" technique, for efficient reduction of MAs leaving the respiratory information undisturbed. The method makes use of source separation ability of independent component analysis (ICA) along with computationally efficient modified DTCWT processing. A prototype pulse oximeter was developed and performance analysis of DTCWT, modified DTCWT and (IDTCWT)-D-2 processing methods was carried out using PPG data recorded with intentionally created MAs (horizontal MA, vertical MA, and bending MA). Experimental results demonstrated the efficiency of DTCWT processing methods in restoring PPG morphology and proved that there is a significant improvement guaranteed in reducing MAs with the presented methods. Statistical performance is evaluated in terms of measures like signal-to-noise ratio, normalized root mean square error, and correlation analysis with correlation co-efficient measure. The (IDTCWT)-D-2 outperformed other DTCWT processing methods in respect of MA reduction and the computed spectra revealed that safe extraction of respiratory information is guaranteed from these MA reduced PPGs. The proposed method is also validated by comparing with the well established signal extraction technology of MASIMO pulse oximeters, for which the discrete saturation transform (DST) is the key element. The %SpO(2) estimations from processed PPGs by the proposed method closely followed the estimations based on DST and were very close to that of clean sections of PPG. In addition, the proposed method resulted in less computation cost compared to the MASIMO SET. Digital volume pulse waveform contour analysis is also performed on MA reduced PPGs to validate PPG morphology and the conventional parameters are calculated for assessing the arterial stiffness.
引用
收藏
页码:2639 / 2651
页数:13
相关论文
共 4 条
  • [1] Improved Bivariate-VAR Model for Extraction of Respiratory Information from Artifact Corrupted ECG and PPG Signals
    Madhav, K. Venu
    Krishna, E. Hari
    Reddy, K. Ashoka
    [J]. NEW GENERATION COMPUTING, 2024, : 859 - 877
  • [2] A Low-Complexity PTS-based PAPR Reduction Technique for OFDM Signals without Transmission of Side Information
    Giannopoulos, Theodoros
    Paliouras, Vassilis
    [J]. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2009, 56 (2-3): : 141 - 153
  • [3] A low-complexity PTS-based PAPR reduction technique for OFDM signals without transmission of side information
    Giannopoulos, Th.
    Paliouras, V.
    [J]. 2006 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS DESIGN AND IMPLEMENTATION, 2006, : 434 - 439
  • [4] A Low-Complexity PTS-based PAPR Reduction Technique for OFDM Signals without Transmission of Side Information
    Theodoros Giannopoulos
    Vassilis Paliouras
    [J]. Journal of Signal Processing Systems, 2009, 56 : 141 - 153