Adaptive Calibration Algorithm for Plasma Glucose Estimation in Continuous Glucose Monitoring

Pencarian berdasarkan :

SEMUA Pengarang Subjek ISBN/ISSN Pencarian Spesifik

Pencarian terakhir:

e-journal

Adaptive Calibration Algorithm for Plasma Glucose Estimation in Continuous Glucose Monitoring

Barcelo-Rico, Fatima - Nama Orang; Diez, Jose-Luis - Nama Orang; Rossetti, Paolo - Nama Orang; Vehi, Josep - Nama Orang; Bondia, Jorge - Nama Orang;

Abstract—Minimally or noninvasive continuous glucose monitors estimate plasma glucose from compartments alternative to blood, and may revolutionize the management of diabetes. However, the accuracy of current devices is still poor and it may partly depend on low performance of the implemented calibration algorithm. Here, a new adaptive calibration algorithm based on a population local-model-based intercompartmental glucose dynamicmodelisproposed.Thenoveltyconsistsintheadaptationof data normalization parameters in real time to estimate and compensatepatient’ssensitivityvariations.Adaptationisperformedto minimizemeanabsoluterelativedeviationatthecalibrationpoints withatimewindowforgettingstrategy.Fourcalibrationsareused: preprandial and 1.5 h postprandial at two different meals. Two databasesareusedforvalidation:1)a9-hCGMSGold(Medtronic, Northridge, USA) time series with paired reference glucose values from a clinical study in 17 subjects with type 1 diabetes; 2) data from 30 virtual patients (UVa simulator, Virginia, USA), where inter- and intrasubject variability of sensor’s sensitivity were simulated. Results show how the adaptation of the normalization parameters improves the performance of the calibration algorithm sinceitcounteractssensorsensitivityvariations.Thisimprovement is more evident in one-week simulations.

Index Terms—Artiﬁcial pancreas, calibration algorithm (CA), CGMS accuracy, type 1 diabetes.

Ketersediaan

Tidak ada salinan data

Informasi Detail

Judul Seri: -
No. Panggil: -
Penerbit: : IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS., 2013
Deskripsi Fisik: IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, VOL. 17, NO. 3, MAY 2013 p. 530-538
Bahasa: English
ISBN/ISSN: 2168-2194
Klasifikasi: NONE
Tipe Isi: -
Tipe Media: -
Tipe Pembawa: -
Edisi: -
Subjek: DIABETES
TEKNOLOGI KEDOKTERAN
Info Detail Spesifik: -
Pernyataan Tanggungjawab: Fatima Barcelo-Rico ... [et al.]

Versi lain/terkait

Tidak tersedia versi lain

Lampiran Berkas

Adaptive Calibration Algorithm for Plasma Glucose Estimation in Continuous Glucose Monitoring

Komentar

Anda harus masuk sebelum memberikan komentar