Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System Approach

This study investigates estimation and fault diagnosis of fractional-order Lithium-ion battery system. Two simple and common types of observers are designed to address the design of fault diagnosis and estimation for the fractional-order systems. Fractional-order Luenberger observers are employed to...

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Main Authors: Shulan Kong, Mehrdad Saif, Guozeng Cui
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2018/8705363
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spelling doaj-a68326e4f25d47dc8dcb3cf5339b11932020-11-25T01:49:58ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472018-01-01201810.1155/2018/87053638705363Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System ApproachShulan Kong0Mehrdad Saif1Guozeng Cui2School of Mathematics Science, Qufu Normal University, Qufu 273165, ChinaDepartment of Electrical and Computer Engineering, University of Windsor, Windsor, ON N9B 3P4, CanadaSchool of Electronic and Information Engineering, Suzhou University of Science and Technology, Suzhou 215009, ChinaThis study investigates estimation and fault diagnosis of fractional-order Lithium-ion battery system. Two simple and common types of observers are designed to address the design of fault diagnosis and estimation for the fractional-order systems. Fractional-order Luenberger observers are employed to generate residuals which are then used to investigate the feasibility of model based fault detection and isolation. Once a fault is detected and isolated, a fractional-order sliding mode observer is constructed to provide an estimate of the isolated fault. The paper presents some theoretical results for designing stable observers and fault estimators. In particular, the notion of stability in the sense of Mittag-Leffler is first introduced to discuss the state estimation error dynamics. Overall, the design of the Luenberger observer as well as the sliding mode observer can accomplish fault detection, fault isolation, and estimation. The effectiveness of the proposed strategy on a three-cell battery string system is demonstrated.http://dx.doi.org/10.1155/2018/8705363
collection DOAJ
language English
format Article
sources DOAJ
author Shulan Kong
Mehrdad Saif
Guozeng Cui
spellingShingle Shulan Kong
Mehrdad Saif
Guozeng Cui
Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System Approach
Mathematical Problems in Engineering
author_facet Shulan Kong
Mehrdad Saif
Guozeng Cui
author_sort Shulan Kong
title Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System Approach
title_short Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System Approach
title_full Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System Approach
title_fullStr Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System Approach
title_full_unstemmed Estimation and Fault Diagnosis of Lithium-Ion Batteries: A Fractional-Order System Approach
title_sort estimation and fault diagnosis of lithium-ion batteries: a fractional-order system approach
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2018-01-01
description This study investigates estimation and fault diagnosis of fractional-order Lithium-ion battery system. Two simple and common types of observers are designed to address the design of fault diagnosis and estimation for the fractional-order systems. Fractional-order Luenberger observers are employed to generate residuals which are then used to investigate the feasibility of model based fault detection and isolation. Once a fault is detected and isolated, a fractional-order sliding mode observer is constructed to provide an estimate of the isolated fault. The paper presents some theoretical results for designing stable observers and fault estimators. In particular, the notion of stability in the sense of Mittag-Leffler is first introduced to discuss the state estimation error dynamics. Overall, the design of the Luenberger observer as well as the sliding mode observer can accomplish fault detection, fault isolation, and estimation. The effectiveness of the proposed strategy on a three-cell battery string system is demonstrated.
url http://dx.doi.org/10.1155/2018/8705363
work_keys_str_mv AT shulankong estimationandfaultdiagnosisoflithiumionbatteriesafractionalordersystemapproach
AT mehrdadsaif estimationandfaultdiagnosisoflithiumionbatteriesafractionalordersystemapproach
AT guozengcui estimationandfaultdiagnosisoflithiumionbatteriesafractionalordersystemapproach
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