Elliptical Fitting as an Alternative Approach to Complex Nonlinear Least Squares Regression for Modeling Electrochemical Impedance Spectroscopy

被引:8
作者
Pfeiffer, Norman [1 ]
Wachter, Toni [1 ]
Frickel, Juergen [2 ]
Hofmann, Christian [1 ]
Errachid, Abdelhamid [3 ]
Heuberger, Albert [2 ]
机构
[1] Fraunhofer Inst Integrated Circuits, Fraunhofer IIS, Am Wolfsmantel 33, D-91058 Erlangen, Germany
[2] Friedrich Alexander Univ Erlangen Nurnberg, Lehrstuhl Informationstech Schwerpunkt Kommunikat, Am Wolfsmantel 33, D-91058 Erlangen, Germany
[3] Univ Lyon, Inst Sci Analyt, 5 Rue Doua, F-69100 Villeurbanne, France
来源
BIOSIGNALS: PROCEEDINGS OF THE 14TH INTERNATIONAL JOINT CONFERENCE ON BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES - VOL 4: BIOSIGNALS | 2021年
关键词
Electrochemical Impedance Spectroscopy; Elliptical Fitting; Randles Circuit; Least Squares Fitting; Charge Transfer Resistance; Complex Nonlinear Least Squares;
D O I
10.5220/0010231600420049
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Electrochemical impedance spectroscopy is an important procedure with the ability to describe a wide range of physical and chemical properties of electrochemical systems. The spectral behavior of impedimetric sensors is mostly described by the Randles circuit, whose parameters are determined by regression techniques on the basis of measured spectra. The charge transfer resistance as one of these parameters is often used as sensor response. In the laboratory environment, the regression is usually performed by commercial software, but for integrated, application oriented solutions, separate approaches must be pursued. This work presents an approach for elliptical fitting of the curve in Nyquist plot, which is compared to the complex nonlinear least squares (CNLS) regression technique. For this purpose, artificial spectra were generated, which were considered both with and without noise superposition. Although the average error in calculating the charge transfer resistance from noisy signals using the elliptical fitting of -2.7% was worse than the CNLS with 2.4 10(-2)%, the former required only about 1/225 of the computing time compared to the latter. Following application-oriented evaluations of the achievable accuracies, the elliptical approach may turn out to be a resource saving alternative.
引用
收藏
页码:42 / 49
页数:8
相关论文
共 24 条
  • [1] On the physical interpretation of constant phase elements
    Abouzari, M. R. Shoar
    Berkemeier, F.
    Schmitz, G.
    Wilmer, D.
    [J]. SOLID STATE IONICS, 2009, 180 (14-16) : 922 - 927
  • [2] Barsoukov E, 2005, IMPEDANCE SPECTROSCOPY: THEORY, EXPERIMENT, AND APPLICATIONS, 2ND EDITION, pXII
  • [3] Barsukov Y., 2012, ELECTROCHEMICAL IMPE, P1, DOI [10.1002/0471266965.com124, DOI 10.1002/0471266965.COM124]
  • [4] Bertsekas D. P., 1999, NONLINEAR PROGRAMMIN, V2nd
  • [5] FITTING CONIC SECTIONS TO SCATTERED DATA
    BOOKSTEIN, FL
    [J]. COMPUTER GRAPHICS AND IMAGE PROCESSING, 1979, 9 (01): : 56 - 71
  • [6] Chowdhury A. D., 2018, BIOSENS BIOELECTRON
  • [7] Dang W., 2018, BIOSENS BIOELECTRON
  • [8] Direct least square fitting of ellipses
    Fitzgibbon, A
    Pilu, M
    Fisher, RB
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (05) : 476 - 480
  • [9] Fulgione A., 2020, SENSORS SWITZERLAND
  • [10] Halima H. B., 2019, 20 INT C SOL STAT SE