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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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2018/8705363 |
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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 |
_version_ |
1725003609294241792 |