Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric Vehicles

This paper mainly investigates the sensitive characteristics of lithium-ion batteries so as to provide scientific basises for simplifying the design of the state estimator that adapt to various environments. Three lithium-ion batteries are chosen as the experimental samples. The samples were tested...

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Main Authors: Yun Zhang, Yunlong Shang, Naxin Cui, Chenghui Zhang
Format: Article
Language:English
Published: MDPI AG 2017-12-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/11/1/19
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spelling doaj-0ad7aa89434847bd8ea0ba99a770d69c2020-11-24T21:18:24ZengMDPI AGEnergies1996-10732017-12-011111910.3390/en11010019en11010019Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric VehiclesYun Zhang0Yunlong Shang1Naxin Cui2Chenghui Zhang3School of Electrical Engineering, University of Jinan, Jinan 250022, ChinaSchool of Control Science and Engineering, Shandong University, Jinan 250061, ChinaSchool of Control Science and Engineering, Shandong University, Jinan 250061, ChinaSchool of Control Science and Engineering, Shandong University, Jinan 250061, ChinaThis paper mainly investigates the sensitive characteristics of lithium-ion batteries so as to provide scientific basises for simplifying the design of the state estimator that adapt to various environments. Three lithium-ion batteries are chosen as the experimental samples. The samples were tested at various temperatures (−20 ∘ C, −10 ∘ C, 0 ∘ C , 10 ∘ C , 25 ∘ C) and various current rates (0.5C, 1C, 1.5C) using a battery test bench. A physical equivalent circuit model is developed to capture the dynamic characteristics of the batteries. The experimental results show that all battery parameters are time-varying and have different sensitivity to temperature, current rate and state of charge (SOC). The sensitivity of battery to temperature, current rate and SOC increases the difficulty in battery modeling because of the change of parameters. The further simulation experiments show that the model output has a higher sensitivity to the change of ohmic resistance than that of other parameters. Based on the experimental and simulation results obtained here, it is expected that the adaptive parameter state estimator design could be simplified in the near future.https://www.mdpi.com/1996-1073/11/1/19sensitive characteristicslithium-ion batteriestime-varying parameterselectric vehicles
collection DOAJ
language English
format Article
sources DOAJ
author Yun Zhang
Yunlong Shang
Naxin Cui
Chenghui Zhang
spellingShingle Yun Zhang
Yunlong Shang
Naxin Cui
Chenghui Zhang
Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric Vehicles
Energies
sensitive characteristics
lithium-ion batteries
time-varying parameters
electric vehicles
author_facet Yun Zhang
Yunlong Shang
Naxin Cui
Chenghui Zhang
author_sort Yun Zhang
title Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric Vehicles
title_short Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric Vehicles
title_full Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric Vehicles
title_fullStr Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric Vehicles
title_full_unstemmed Parameters Identification and Sensitive Characteristics Analysis for Lithium-Ion Batteries of Electric Vehicles
title_sort parameters identification and sensitive characteristics analysis for lithium-ion batteries of electric vehicles
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2017-12-01
description This paper mainly investigates the sensitive characteristics of lithium-ion batteries so as to provide scientific basises for simplifying the design of the state estimator that adapt to various environments. Three lithium-ion batteries are chosen as the experimental samples. The samples were tested at various temperatures (−20 ∘ C, −10 ∘ C, 0 ∘ C , 10 ∘ C , 25 ∘ C) and various current rates (0.5C, 1C, 1.5C) using a battery test bench. A physical equivalent circuit model is developed to capture the dynamic characteristics of the batteries. The experimental results show that all battery parameters are time-varying and have different sensitivity to temperature, current rate and state of charge (SOC). The sensitivity of battery to temperature, current rate and SOC increases the difficulty in battery modeling because of the change of parameters. The further simulation experiments show that the model output has a higher sensitivity to the change of ohmic resistance than that of other parameters. Based on the experimental and simulation results obtained here, it is expected that the adaptive parameter state estimator design could be simplified in the near future.
topic sensitive characteristics
lithium-ion batteries
time-varying parameters
electric vehicles
url https://www.mdpi.com/1996-1073/11/1/19
work_keys_str_mv AT yunzhang parametersidentificationandsensitivecharacteristicsanalysisforlithiumionbatteriesofelectricvehicles
AT yunlongshang parametersidentificationandsensitivecharacteristicsanalysisforlithiumionbatteriesofelectricvehicles
AT naxincui parametersidentificationandsensitivecharacteristicsanalysisforlithiumionbatteriesofelectricvehicles
AT chenghuizhang parametersidentificationandsensitivecharacteristicsanalysisforlithiumionbatteriesofelectricvehicles
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