Title :
Statistical and fuzzy models of ambulatory systolic blood pressure for hypertension diagnosis
Author :
Charbonnier, Sylvie ; Galichet, Sylvie ; Mauris, Gilles ; Siché, Jean Phillipe
Author_Institution :
Lab. d´´Autom. de Grenoble, St. Martin d´´Heres, France
fDate :
10/1/2000 12:00:00 AM
Abstract :
A solution to reduce Ambulatory Systolic Blood Pressure (ASBP) variability during the analysis of a 24-h profile is studied and presented in this article. It consists of equipping the portable ASBP recorder device with other sensors, a three-axes accelerometer and a heart rate recorder, so as to enable an analysis of the tensional profile in the light of these concomitant data. A database has been collected, and two models linking ASBP variations with body acceleration and heart rate measurements are developed: a regression one, based on a priori knowledge of ASBP variations, and a fuzzy one, automatically built from experimental data. Their performances are tested in prediction and compared. Then, the results are compared to those obtained with one of the solutions currently used by the physicians to deal with ASBP variability. The results obtained on 16 young subjects from the database are significantly improved and thus, encouraging
Keywords :
accelerometers; blood pressure measurement; cardiology; data analysis; fuzzy systems; identification; knowledge based systems; patient diagnosis; statistical analysis; 24 h; 24-h profile; ambulatory systolic blood pressure; biomedical measurement; body acceleration; fuzzy models; heart rate measurement; heart rate recorder; hypertension diagnosis; portable ASBP recorder; prediction; regression; statistical model; tensional profile; three-axes accelerometer; Acceleration; Accelerometers; Biomedical monitoring; Blood pressure; Cardiology; Databases; Drugs; Heart rate; Hypertension; Joining processes;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on