Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
7727511 | Journal of Power Sources | 2016 | 9 Pages |
Abstract
An Equivalent Circuit Model (ECM) of a lithium ion (Li-ion) battery is an empirical, linear dynamic model and the bandwidth of the input current signal and level of non-linearity in the voltage response are important for the model's validity. An ECM is, however, generally parametrised with a pulse current signal, which is low in signal bandwidth (Part 1) and any non-linear dependence of the voltage on the current due to transport limitations is ignored. This paper presents a general modelling methodology which utilises the higher bandwidth and number of signal levels of a pulse-multisine signal to estimate the battery dynamics and non-linear characteristics without the need of a 3D look-up table for the model parameters. In the proposed methodology a non-parametric estimate of the battery dynamics and non-linear characteristics are first obtained which assists in the model order selection, and to assess the level of non-linearity. The new model structure, termed as the Non-linear ECM (NL-ECM), gives a lower Root Mean Square (RMS) and peak error when compared to an ECM estimated using a pulse data set.
Keywords
ECMOpen-Circuit-VoltageEquivalent circuit modellingRMSEOCVPPCNCAFFTLPMBMSDFTLi-ion batterySigmoid functionFast Fourier transformDiscrete Fourier transformEISState-of-chargeElectric VehicleRoot mean square errorSOCBattery management systemElectrochemical impedance spectroscopyEquivalent circuit model
Related Topics
Physical Sciences and Engineering
Chemistry
Electrochemistry
Authors
W.D. Widanage, A. Barai, G.H. Chouchelamane, K. Uddin, A. McGordon, J. Marco, P. Jennings,