Literature DB >> 34135360

Computation of distribution of relaxation times by Tikhonov regularization for Li ion batteries: usage of L-curve method.

T Paul1, P W Chi2, Phillip M Wu3,4,5, M K Wu2.   

Abstract

In this paper, the distribution of relaxation times (DRTs) functions are calculated numerically in Matlab for synthetic impedance data from single parallel [Formula: see text] circuit and two parallel [Formula: see text] circuits connected in series, experimental impedance data from supercapacitors and α-LiFeO2 anode based Li ion batteries. The quality of the impedance data is checked with the Kramers-Krönig (KK) relations. The DRTs are calculated within the KK compatible regime for all the systems using Tikhonov regularization (TR) method. Here we use a fast and simple L-curve method to estimate the TR parameter (λ) for regularization of the Fredholm integral equations of first kind in impedance. Estimation of the regularization parameters are performed effectively from the offset of the global corner of the L-curve rather than simply using the global corner. The physical significances of DRT peaks are also discussed by calculating the effective resistances and capacitances coupled with peak fitting program. For instance, two peaks in the DRTs justify the electrical double layer capacitance and ion diffusion phenomena for supercapacitors in low to intermediate frequencies respectively. Moreover, the surface film effect, Li/electrolyte and electrode/electrolyte charge transfer related processes are identified for α-LiFeO2 anode based Li-ion batteries. This estimation of the offset of the global corner extends the L-curve approach coupled with the Tikhonov regularization in the field of electrochemistry and can also be applied in similar process detection methods.

Entities:  

Year:  2021        PMID: 34135360     DOI: 10.1038/s41598-021-91871-3

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  3 in total

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Journal:  ACS Appl Mater Interfaces       Date:  2016-06-29       Impact factor: 9.229

2.  Carbon-based materials as supercapacitor electrodes.

Authors:  Li Li Zhang; X S Zhao
Journal:  Chem Soc Rev       Date:  2009-06-12       Impact factor: 54.564

  3 in total
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1.  A study on Ti-doped Fe3O4 anode for Li ion battery using machine learning, electrochemical and distribution function of relaxation times (DFRTs) analyses.

Authors:  Po-Wei Chi; Tanmoy Paul; Yu-Hsuan Su; Kai-Han Su; Cherng-Yuh Su; Phillip M Wu; Sea-Fue Wang; Maw-Kuen Wu
Journal:  Sci Rep       Date:  2022-03-22       Impact factor: 4.996

  1 in total

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