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Effect of Sensors Sensitivity on Lithium-Ion Battery Modeled Parameters and State of Charge: A Comparative Study
- Source :
- Electronics, Vol 8, Iss 6, p 709 (2019), Electronics, Volume 8, Issue 6
- Publication Year :
- 2019
- Publisher :
- MDPI AG, 2019.
-
Abstract
- 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 &plusmn<br />5 mA, &plusmn<br />50 mA, &plusmn<br />100 mA, and &plusmn<br />500 mA and voltage sensor precision of &plusmn<br />1 mV, &plusmn<br />2.5 mV, &plusmn<br />5 mV, and &plusmn<br />10mV. The comparative analysis of both models under the perturbed environment has been carried out. The effects of the sensor&rsquo<br />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.
- Subjects :
- Battery (electricity)
Computer Networks and Communications
Computer science
020209 energy
state of charge (SOC)
voltage sensor precision
lcsh:TK7800-8360
02 engineering and technology
Lithium-ion battery
Battery management systems
sensitivity analysis
Control theory
Hardware_GENERAL
Voltage sensor
0202 electrical engineering, electronic engineering, information engineering
Current sensor
Sensitivity (control systems)
Electrical and Electronic Engineering
020208 electrical & electronic engineering
lcsh:Electronics
State of charge
Hardware and Architecture
Control and Systems Engineering
Signal Processing
current sensor precision
Voltage
Subjects
Details
- Language :
- English
- ISSN :
- 20799292
- Volume :
- 8
- Issue :
- 6
- Database :
- OpenAIRE
- Journal :
- Electronics
- Accession number :
- edsair.doi.dedup.....5fff151ac41ac81cd7ead35fe509c927