Reconstruction of central aortic pressure waveform using adaptive multi-channel identification

被引:0
作者
Hahn, Jin-Oh [1 ]
Reisner, Andrew [1 ]
Hojman, Horacio [1 ]
Asada, H. Harry [1 ]
机构
[1] MIT, Arbeloff Lab Informat Syst & Technol, Cambridge, MA 02139 USA
来源
2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15 | 2006年
基金
美国国家科学基金会;
关键词
central aortic blood pressure reconstruction; adaptive multi-channel identification; asymmetric T-tube model; generalized transfer function; ejection duration;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents an adaptive multi-channel (AMC) approach for the reconstruction of the central aortic blood pressure (BP) waveform from multiple peripheral BP measurements. In contrast to most of the previously developed single-channel methods for estimating central aortic BP waveform, the key merit of the AMC algorithm is its ability to be individualized without any prior model training or parameter tuning Preliminary experimental evaluation of the AMC algorithm with respect to a single channel approach in a swine model shows 17.4% improvement in the waveform reconstruction accuracy in terms of RMSE (from 3.3 mmHg for the single-channel approach to 2.8 mmHg for the AMC algorithm) and the superior prediction of several key central aortic BP waveform features (from 0.1512 to 0.9109 for the ejection duration, in terms of r(2) values). These results suggest that the AMC algorithm can render a very accurate reconstruction of the central aortic BP waveform from two peripheral BP measurements without any prior model training or parameter tuning.
引用
收藏
页码:64 / 67
页数:4
相关论文
共 12 条
  • [1] TIME-DOMAIN FORMULATION OF ASYMMETRIC T-TUBE MODEL OF ARTERIAL SYSTEM
    CAMPBELL, KB
    BURATTINI, R
    BELL, DL
    KIRKPATRICK, RD
    KNOWLEN, GG
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY, 1990, 258 (06): : H1761 - H1774
  • [2] Parametric model derivation of transfer function for noninvasive estimation of aortic pressure by radial tonometry
    Fetics, B
    Nevo, E
    Chen, CH
    Kass, DA
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1999, 46 (06) : 698 - 706
  • [3] Validation of the transfer function technique for generating central from peripheral upper limb pressure waveform
    Gallagher, D
    Adji, A
    O'Rourke, MF
    [J]. AMERICAN JOURNAL OF HYPERTENSION, 2004, 17 (11) : 1059 - 1067
  • [4] EVAM - AN EIGENVECTOR-BASED ALGORITHM FOR MULTICHANNEL BLIND DECONVOLUTION OF INPUT COLORED SIGNALS
    GURELLI, MI
    NIKIAS, CL
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (01) : 134 - 149
  • [5] HAHN JO, 2005, P 27 IEEE ENG MED BI
  • [6] HAHN JO, 2006, P 2006 AM CONTR C MI
  • [7] Use of arterial transfer functions for the derivation of aortic waveform characteristics
    Hope, SA
    Tay, DB
    Meredith, IT
    Cameron, JD
    [J]. JOURNAL OF HYPERTENSION, 2003, 21 (07) : 1299 - 1305
  • [8] Derivation of the ascending aortic-carotid pressure transfer function with an arterial model
    Karamanoglu, M
    Feneley, MP
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY, 1996, 271 (06): : H2399 - H2404
  • [9] Pressure wave reflection assessed from the peripheral pulse - Is a transfer function necessary?
    Millasseau, SC
    Patel, SJ
    Redwood, SR
    Ritter, JM
    Chowienczyk, PJ
    [J]. HYPERTENSION, 2003, 41 (05) : 1016 - 1020
  • [10] Individualizing the aorto-radial pressure transfer function: feasibility of a model-based approach
    Segers, P
    Carlier, S
    Pasquet, A
    Rabben, SI
    Hellevik, LR
    Remme, E
    De Backer, T
    De Sutter, J
    Thomas, JD
    Verdonck, P
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY, 2000, 279 (02): : H542 - H549