Parameter Estimation of the Single-Dispersion Fractional Cole-Impedance Model With the Embedded Hardware

被引:1
|
作者
Simic, Mitar [1 ]
Freeborn, Todd J. [2 ]
Veletic, Mladen [3 ,4 ]
Seoane, Fernando [5 ,6 ,7 ,8 ]
Stojanovic, Goran M. [1 ]
机构
[1] Univ Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia
[2] Univ Alabama, Dept Elect & Comp Engn, Tuscaloosa, AL 35487 USA
[3] Norwegian Univ Sci & Technol, Dept Elect Syst, N-7491 Trondheim, Norway
[4] Oslo Univ Hosp, Intervent Ctr, Technol & Innovat Clin, N-0372 Oslo, Norway
[5] Karolinska Inst, Dept Clin Sci, Intervent & Technol, S-17177 Stockholm, Sweden
[6] Karolinska Univ Hospi tal, Dept Clin Physiol, S-17176 Stockholm, Sweden
[7] Karolinska Univ Hospi tal, Dept Med Technol, S-17176 Stockholm, Sweden
[8] Univ Boras, Swedish Sch Text, S-50190 Boras, Sweden
关键词
Bioimpedance; Cole equation; equivalent circuits; estimation; fractional-order circuits; BIOIMPEDANCE; ADULTS; MASS;
D O I
10.1109/JSEN.2023.3269952
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
Bioimpedance modeling with equivalent electrical circuits has an important role in various biomedical applications, as it facilitates understanding of underlying physical and electrochemical processes in applications such as body composition measurements and assessment of clinical conditions. However, the estimation of model parameter values is not a straightforward task, especially when complex circuits with fractional-order components [e.g., constant phase elements (CPEs)] are used. In this article, we propose a low-complexity method for parameter estimation of the Cole-impedance model suitable for low-cost embedded hardware (e.g., 8-bit microcontrollers). Our approach uses only the measured real and imaginary impedance, without any specific software package/toolbox, or initial values provided by the user. The proposed method was validated with synthetic (noiseless and noisy) data and experimental right-side, hand-to-foot bioimpedance data from a healthy adult participant. Moreover, the proposed method was compared in terms of accuracy with the recently published relevant work and commercial Electrical Impedance Spectroscopy software (Bioimp 2.3.4). The performance evaluation in terms of complexity (suitable for deployment for the microcontroller-based platform with 256 kB of RAM and 16 MHz clock speed), execution time (18 s for the dataset with 256 points), and cost (<$25) confirms the proposed method in regards to reliable bioimpedance processing using embedded hardware.
引用
收藏
页码:12978 / 12987
页数:10
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