An Experimental Data of Lithium-Ion Battery Time Series Analysis: ARIMA and SECTRAL Analysis

An Experimental Data of Lithium-Ion Battery Time Series Analysis: ARIMA and SECTRAL Analysis

Liming Xie
Copyright: © 2021 |Pages: 26
DOI: 10.4018/IJDA.2021070101
OnDemand:
(Individual Articles)
Available
$37.50
No Current Special Offers
TOTAL SAVINGS: $37.50

Abstract

The experimental data of Lithium-ion battery has its specific sense. This paper is proposed to analyze and forecast it by using autoregressive integrated moving average (ARIMA) and spectral analysis, which has effective and statistical results. The method includes the identification of the data, estimation and diagnostic checking, and forecasting the future values by Box and Jenkins. The analysis shows that the time series models are related with the present value of a series to past values and past prediction errors. After transferring the data by different function, improving autocorrelations are significant. Forecasting the future values of the possible observations show significantly fluctuated such as increasing or decreasing in specific ranges accordingly. In spectral analysis, the parameters of the model were determined by performing spectral analysis of the experimental data to look periodicities or cyclical patterns, and to check the existence of white noise in the data. The Bartlett's Kolmogorov-Smirnov statistic suggests the white noise of the data. The spectral analysis for the series reveals non-11-second cycle of activity for dynamic stress test current, but strong 45-second that highlights the position of the main peak in the spectral density; strong 21-second and 45-second for the urbane dynamometer driver schedule current and voltage, respectively; but no significance for dynamic stress test current.
Article Preview
Top

Introduction

A lithium-ion battery (LIB) is a type of rechargeable battery. It is main work to make lithium ion from the negative electrode into the positive one, while discharge and back. LIBs use an intercalated lithium compound as one electrode materials. There are three components of a lithium-ion battery: the positive and negative electrodes and electrolyte. The carbon is made of the negative electrode. A metal oxide is made of the positive one. In an organic solvent the electrolyte is a lithium salt. The electrochemical work plays a key role on a lithium-ion battery, such as reversing between anode and cathode based on the direction of current flow through the cell as a graph as the following Figure 1:

Figure 1.

Lithium-ion battery rechargeable battery

IJDA.2021070101.f01

LIBs are applied expensively in industry for electronics and it is used in hybrid electronic vehicles (HEVs), pure EVs, plug-in HEVs, smart grids as energy-storage devices, etc. It is a mainly enabling technology in advanced transportation. In the future, Lithium-ion batteries will bring industry revolution into new time. The data for this paper comes from experimental data of lithium-ion battery and ultracapacitor of the dynamic stress (DST) condition and the urban dynamometer driving schedule (UDDS) condition at room temperature from 16:44 through 15:58, August 20, 2016. The experiment recorded currents and voltages of the battery and ultracapacitor. 8081 observations for lithium-ion battery and ultracapacitor hybrids were tested. It reflected measure voltage, currents that loaded negative current as discharging and positive upon charging to analyze the dynamic changes of the LIBs and ultracapacitors so that got further possible prediction of state-of-energy. The propose is to analyze the performance and dynamic process of the LIBs and ultracapacitors and test DC power supply and electrical load functions for charging and discharging. The type of the LIB was IFP-1665130-10Ah (Wang et al., 2017).

Complete Article List

Search this Journal:
Reset
Volume 5: 1 Issue (2024)
Volume 4: 1 Issue (2023)
Volume 3: 2 Issues (2022): 1 Released, 1 Forthcoming
Volume 2: 2 Issues (2021)
Volume 1: 2 Issues (2020)
View Complete Journal Contents Listing