Analysis of electrochemical impedance spectroscopy data using the distribution of relaxation times: A Bayesian and hierarchical Bayesian approach

F Ciucci, C Chen - Electrochimica Acta, 2015 - Elsevier
Electrochemical impedance spectroscopy (EIS) is one of the most important experimental
techniques employed in electrochemistry because it can be used to deconvolve physico …

Bayesian and hierarchical bayesian based regularization for deconvolving the distribution of relaxation times from electrochemical impedance spectroscopy data

MB Effat, F Ciucci - Electrochimica Acta, 2017 - Elsevier
The distribution of relaxation times (DRT) is a fast-growing methodology that is used to
interpret data obtained from electrochemical impedance spectroscopy (EIS) experiments …

The Gaussian process distribution of relaxation times: A machine learning tool for the analysis and prediction of electrochemical impedance spectroscopy data

J Liu, F Ciucci - Electrochimica Acta, 2020 - Elsevier
Electrochemical impedance spectroscopy (EIS) is one of the most important techniques in
electrochemistry. However, analyzing the EIS data is not a simple task. The distribution of …

The probabilistic deconvolution of the distribution of relaxation times with finite Gaussian processes

A Maradesa, B Py, E Quattrocchi, F Ciucci - Electrochimica Acta, 2022 - Elsevier
Electrochemical impedance spectroscopy (EIS) is a tool widely used to study the properties
of electrochemical systems. The distribution of relaxation times (DRT) has emerged as one …

Influence of the discretization methods on the distribution of relaxation times deconvolution: implementing radial basis functions with DRTtools

TH Wan, M Saccoccio, C Chen, F Ciucci - Electrochimica Acta, 2015 - Elsevier
The distribution of relaxation times (DRT) is an approach that can extract time characteristics
of an electrochemical system from electrochemical impedance spectroscopy (EIS) …

Optimal regularization in distribution of relaxation times applied to electrochemical impedance spectroscopy: ridge and lasso regression methods-a theoretical and …

M Saccoccio, TH Wan, C Chen, F Ciucci - Electrochimica Acta, 2014 - Elsevier
Abstract The Distribution of Relaxation Times (DRT) is an approach of particular interest to
the interpretation of Electrochemical Impedance Spectroscopy (EIS) measurements. The …

How reliable is distribution of relaxation times (DRT) analysis? A dual regression-classification perspective on DRT estimation, interpretation, and accuracy

J Huang, NP Sullivan, A Zakutayev, R O'Hayre - Electrochimica Acta, 2023 - Elsevier
The distribution of relaxation times (DRT) has gained increasing attention and adoption in
recent years as a versatile method for analyzing electrochemical impedance spectroscopy …

Reconstruction of relaxation time distribution from linear electrochemical impedance spectroscopy

Y Zhang, Y Chen, M Yan, F Chen - Journal of Power Sources, 2015 - Elsevier
Linear electrochemical impedance spectroscopy (EIS), and in particular its representation of
distribution of relaxation time (DRT), enables the identification of the number of processes …

Towards robust autonomous impedance spectroscopy analysis: A calibrated hierarchical Bayesian approach for electrochemical impedance spectroscopy (EIS) …

J Huang, M Papac, R O'Hayre - Electrochimica Acta, 2021 - Elsevier
Distribution-based analyses, such as the distribution of relaxation times (DRT) and the
distribution of diffusion times (DDT), present model-free alternatives to equivalent circuit …

Deconvolving distribution of relaxation times, resistances and inductance from electrochemical impedance spectroscopy via statistical model selection: Exploiting …

X Li, M Ahmadi, L Collins, SV Kalinin - Electrochimica Acta, 2019 - Elsevier
The distribution of relaxation times (DRT) has drawn increasing attention for interpreting
electrochemical impedance spectroscopy (EIS). Deconvolution of DRT from EIS is a …