Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study

The accurate estimation of the state of charge (SOC) is usually acknowledged as one of the essential features in designing of battery management system (BMS) for the lithium-ion batteries (LIBs) in electric vehicles (EVs). A suitable battery model is a prerequisite for correct SOC measurement. In th...

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Main Authors: Muhammad Umair Ali, Amad Zafar, Sarvar Hussain Nengroo, Sadam Hussain, Hee-Je Kim
Format: Article
Language:English
Published: MDPI AG 2019-06-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/8/6/709
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spelling doaj-c0c70075cfbe44c88c31b2d113a9c9002020-11-25T01:30:26ZengMDPI AGElectronics2079-92922019-06-018670910.3390/electronics8060709electronics8060709Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative StudyMuhammad Umair Ali0Amad Zafar1Sarvar Hussain Nengroo2Sadam Hussain3Hee-Je Kim4School of Electrical Engineering, Pusan National University, Pusan 46241, KoreaDepartment of Electrical Engineering, Wah Engineering College, University of Wah, Wah Cantt 47040, PakistanSchool of Electrical Engineering, Pusan National University, Pusan 46241, KoreaSchool of Electrical Engineering, Pusan National University, Pusan 46241, KoreaSchool of Electrical Engineering, Pusan National University, Pusan 46241, KoreaThe accurate estimation of the state of charge (SOC) is usually acknowledged as one of the essential features in designing of battery management system (BMS) for the lithium-ion batteries (LIBs) in electric vehicles (EVs). A suitable battery model is a prerequisite for correct SOC measurement. In this work, the first and second order RC autoregressive exogenous (ARX) battery models are adopted to check the influence of voltage and current transducer measurement uncertainty. The Lagrange multiplier method is used to estimate the battery parameters. The sensitivity analysis is performed under the following conditions: Current sensor precision of ±5 mA, ±50 mA, ±100 mA, and ±500 mA and voltage sensor precision of ±1 mV, ±2.5 mV, ±5 mV, and ±10mV. The comparative analysis of both models under the perturbed environment has been carried out. The effects of the sensor’s sensitivity on the different battery structures and complexity are also analyzed. Results shows that the voltage and current sensor sensitivity has a significant influence on SOC estimation. This research outcome assists the researcher in selecting the optimal value of sensor accuracy to accurately estimate the SOC of the LIB.https://www.mdpi.com/2079-9292/8/6/709state of charge (SOC)sensitivity analysiscurrent sensor precisionvoltage sensor precision
collection DOAJ
language English
format Article
sources DOAJ
author Muhammad Umair Ali
Amad Zafar
Sarvar Hussain Nengroo
Sadam Hussain
Hee-Je Kim
spellingShingle Muhammad Umair Ali
Amad Zafar
Sarvar Hussain Nengroo
Sadam Hussain
Hee-Je Kim
Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study
Electronics
state of charge (SOC)
sensitivity analysis
current sensor precision
voltage sensor precision
author_facet Muhammad Umair Ali
Amad Zafar
Sarvar Hussain Nengroo
Sadam Hussain
Hee-Je Kim
author_sort Muhammad Umair Ali
title Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study
title_short Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study
title_full Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study
title_fullStr Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study
title_full_unstemmed Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study
title_sort effect of sensors sensitivity on lithium-ion battery modeled parameters and state of charge: a comparative study
publisher MDPI AG
series Electronics
issn 2079-9292
publishDate 2019-06-01
description The accurate estimation of the state of charge (SOC) is usually acknowledged as one of the essential features in designing of battery management system (BMS) for the lithium-ion batteries (LIBs) in electric vehicles (EVs). A suitable battery model is a prerequisite for correct SOC measurement. In this work, the first and second order RC autoregressive exogenous (ARX) battery models are adopted to check the influence of voltage and current transducer measurement uncertainty. The Lagrange multiplier method is used to estimate the battery parameters. The sensitivity analysis is performed under the following conditions: Current sensor precision of ±5 mA, ±50 mA, ±100 mA, and ±500 mA and voltage sensor precision of ±1 mV, ±2.5 mV, ±5 mV, and ±10mV. The comparative analysis of both models under the perturbed environment has been carried out. The effects of the sensor’s sensitivity on the different battery structures and complexity are also analyzed. Results shows that the voltage and current sensor sensitivity has a significant influence on SOC estimation. This research outcome assists the researcher in selecting the optimal value of sensor accuracy to accurately estimate the SOC of the LIB.
topic state of charge (SOC)
sensitivity analysis
current sensor precision
voltage sensor precision
url https://www.mdpi.com/2079-9292/8/6/709
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