State-Space Modeling and Observer Design of Li-Ion Batteries Using Takagi-Sugeno Fuzzy System

被引：19

作者：

Samadi, Mohammad Foad ^{[1
]}

Saif, Mehrdad ^{[2
]}

机构：

[1] Simon Fraser Univ, Sch Engn Sci, Burnaby, BC V5A 1S6, Canada

[2] Univ Windsor, Fac Engn, Windsor, ON N9B 3P4, Canada

来源：

IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY | 2017年 / 25卷 / 01期

基金：

加拿大自然科学与工程研究理事会;

关键词：

Battery diagnostic; battery management system (BMS); battery monitoring; battery state estimation; fuzzy model of battery; lithium-ion battery model; state-of-charge (SOC) estimation; TSK model of battery; MANAGEMENT-SYSTEMS; CHARGE ESTIMATION; LITHIUM; PACKS;

D O I：

10.1109/TCST.2016.2549270

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This brief is an attempt toward the development of a simpler model of Li-ion batteries to be used in model-based battery monitoring and diagnostics. We present a Takagi-Sugeno fuzzy model that can appropriately cope with the nonlinear dynamics of the battery through its inherent multiple-model structure. The proposed model can easily be expanded to any desired range of operation and is also appropriate for the implementation of control strategies. Further, an analytical observer design for the battery diagnostic is also introduced. The effectiveness of the proposed model is verified through a number of simulation studies.

引用

页码：301 / 308

页数：8

共 25 条

[1] Abonyi J, 2001, 10TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, P1420, DOI 10.1109/FUZZ.2001.1008925
[2] Fault Detection in Nonlinear Stable Systems Over Lossy Networks
Alavi, S. M. Mahdi
Saif, Mehrdad
[J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2013, 21 (06) : 2129 - 2142
[3] [Anonymous], 2010, Analysis and Synthesis of Fuzzy Control Systems: A Model-Based Approach
[4] Chaturvedi NA, 2010, IEEE CONTR SYST MAG, V30, P49, DOI 10.1109/MCS.2010.936293
[5] Nonlinear Robust Observers for State-of-Charge Estimation of Lithium-Ion Cells Based on a Reduced Electrochemical Model
Dey, Satadru
Ayalew, Beshah
Pisu, Pierluigi
[J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2015, 23 (05) : 1935 - 1942
[6] Lithium-Ion Battery State of Charge and Critical Surface Charge Estimation Using an Electrochemical Model-Based Extended Kalman Filter
Di Domenico, Domenico
Stefanopoulou, Anna
Fiengo, Giovanni
[J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2010, 132 (06):
[7] MODELING OF GALVANOSTATIC CHARGE AND DISCHARGE OF THE LITHIUM POLYMER INSERTION CELL
DOYLE, M
FULLER, TF
NEWMAN, J
[J]. JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1993, 140 (06) : 1526 - 1533
[8] Reduction of an Electrochemistry-Based Li-Ion Battery Model via Quasi-Linearization and Pade Approximation
Forman, Joel C.
Bashash, Saeid
Stein, Jeffrey L.
Fathy, Hosam K.
[J]. JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2011, 158 (02) : A93 - A101
[9] Grant M., 2015, CVX MATLAB SOFTWARE
[10] Iliev O., 2012, 214 FRAUNH I TECHN U

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