Fast Impedance Measurement of Li-Ion Battery Using Discrete Random Binary Excitation and Wavelet Transform
Open Access
- 10 February 2021
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Access
- Vol. 9, 46152-46165
Abstract
Electrochemical impedance spectroscopy (EIS) is a widely used means for characterization of the dynamics of batteries and electrochemical energy conversion systems in general. EIS is useful for on-line condition monitoring since it contains valuable information on the internal condition of the batteries. The conventional approach to the EIS of batteries relies on their successive excitation with mono-component sinusoidal signals at the pre-defined frequencies. When inferring about the battery's state-of-health, the low-frequency part of the impedance characteristic is of particular interest. Excitation in the low-frequency region can take an excessively long time. Moreover, maintaining stable experimental conditions over long time intervals i na way that the external disturbances will not affect the estimated impedance, might be demanding, especially in the in-field applications. To alleviate the said limitations, and to minimally intrude the process operation, in this paper we apply broadband electrochemical impedance spectroscopy based on a discrete random binary sequence for perturbation of the battery input. The impedance is evaluated by processing voltage and current signals with continuous Morse wavelet transform. The main contributions of the paper refer to (i) the accurate evaluation of the impedance spectra from μHz to kHz range with high-frequency resolution (more than 200 points per decade) and (ii) the evaluation of the uncertainty region of the impedance characteristic. The entire characterisation takes only a fraction of the time required by the classical sine-based electrochemical impedance spectroscopy. The algorithm is successfully demonstrated on a commercial Li-ion battery, which, together with the all datasets are available for download at https://repo.ijs.si/gnusev/supplementary_material.git.Keywords
Funding Information
- Slovenian Research Agency (P2-0001)
This publication has 41 references indexed in Scilit:
- Linear and synchrosqueezed time–frequency representations revisited: Overview, standards of use, resolution, reconstruction, concentration, and algorithmsDigital Signal Processing, 2015
- A study on the impact of lithium-ion cell relaxation on electrochemical impedance spectroscopyJournal of Power Sources, 2015
- Electrochemical impedance spectroscopy for lithium-ion cells: Test equipment and procedures for aging and fast characterization in time and frequency domainJournal of Power Sources, 2015
- Fast measurement of proton exchange membrane fuel cell impedance based on pseudo-random binary sequence perturbation signals and continuous wavelet transformJournal of Power Sources, 2014
- The thermodynamic origin of hysteresis in insertion batteriesNature Materials, 2010
- Numerical Issues and MATLAB Implementations for Fractional-order Control Systems2010
- Generalized Morse waveletsIEEE Transactions on Signal Processing, 2002
- Chapter 1 The time-frequency problem1999
- Statistics for complex variables and signals — Part I: VariablesSignal Processing, 1996
- Kinetics of rapid electrode reactionsDiscussions of the Faraday Society, 1947