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Direct Access to the Optimal Regularization Parameter in Distribution of Relaxation Times Analysis

Nicolas Schlüter, S. Ernst, Uwe Schröder

2020ChemElectroChem41 citationsDOIOpen Access PDF

Abstract

Abstract The distribution of times (DRT) method has become an important extension for electrochemical impedance investigations. Calculating the DRT is particularly advantageous for complex systems, as it yields an increased resolution in frequency domain. However, the determination of the DRT from experimental impedance data requires special mathematical effort. An often‐used method for the calculation of the DRT is the Tikhonov regularization. The quality of the result of this method depends on the choice of a suitable regularization parameter. This parameter has to be selected by the user. In a former work (N. Schlüter, S. Ernst, U. Schröder, ChemElectroChem 2019 , 6 , 6027–6037), we showed a method that helps to find the best regularization parameter for given impedance data. However, this test was based on repetitive impedance measurements, which have to be performed at least twice. In this paper, we optimize our previous method to assure the determination of an optimal regularization parameter from just one single impedance spectrum. Eventually, this revision saves measurement time and makes our test also applicable for less time stable measurements.

Topics & Concepts

Tikhonov regularizationRegularization (linguistics)Electrical impedanceMathematicsAlgorithmApplied mathematicsComputer scienceMathematical optimizationMathematical analysisInverse problemPhysicsArtificial intelligenceQuantum mechanicsElectrochemical Analysis and ApplicationsAnalytical Chemistry and SensorsFuel Cells and Related Materials