Online model parameter identification for supercapacitor based on weighting bat algorithm

被引：11
作者：
Sun, Geng [1 ,2 ,3 ]
Liu, Yanheng [1 ,2 ]
Chai, Ruizhi [3 ]
Mei, Fang [1 ,2 ]
Zhang, Ying [3 ]
机构：
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun 130012, Jilin, Peoples R China
[2] Jilin Univ, Minist Educ, Key Lab Symbol Computat & Knowledge Engn, Changchun 130012, Jilin, Peoples R China
[3] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
来源：
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS | 2018年 / 87卷
基金：
中国国家自然科学基金; 美国国家科学基金会;
关键词：
Supercapacitor; Real-time power management; Bat algorithm; Parameter identification; POWER MANAGEMENT;
D O I：
10.1016/j.aeue.2018.02.015
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
To support real-time power management of the supercapacitor-powered embedded systems, an online model parameter identification method is proposed for predicting the supercapacitor behavior. In the proposed method, an optimization problem is formulated based on our previously developed supercapacitor model, and a weighting bat algorithm (WBA) with the weighting solution update method is proposed for solving this problem in each model parameter updating time window. Simulation and experimental results show that the proposed online model parameter identification method can accurately capture the terminal behavior of a supercapacitor, and the proposed WBA-based optimization method has better performance for the supercapacitor model parameter identification compared with other benchmark algorithms.
引用
收藏
页码：113 / 118
页数：6
相关论文
共 14 条
[1]   Supercapacitor charge redistribution analysis for power management of wireless sensor networks [J].
Chai, Ruizhi ;
Ying, Hanbin ;
Zhang, Ying .
IET POWER ELECTRONICS, 2017, 10 (02) :169-177
[2]   A Practical Supercapacitor Model for Power Management in Wireless Sensor Nodes [J].
Chai, Ruizhi ;
Zhang, Ying .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2015, 30 (12) :6720-6730
[3]   Online Lifetime Estimation of Supercapacitors [J].
Chaoui, Hicham ;
Gualous, Hamid .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2017, 32 (09) :7199-7206
[4]   Online System Identification for Lifetime Diagnostic of Supercapacitors With Guaranteed Stability [J].
Chaoui, Hicham ;
El Mejdoubi, Asmae ;
Oukaour, Amrane ;
Gualous, Hamid .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2016, 24 (06) :2094-2102
[5]   Prediction Aging Model for Supercapacitor's Calendar Life in Vehicular Applications [J].
El Mejdoubi, Asmae ;
Oukaour, Amrane ;
Chaoui, Hicham ;
Gualous, Hamid ;
Sabor, Jalal ;
Slamani, Youssef .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2016, 65 (06) :4253-4263
[6]   Online Supercapacitor Diagnosis for Electric Vehicle Applications [J].
El Mejdoubi, Asmae ;
Oukaour, Amrane ;
Chaoui, Hicham ;
Slamani, Youssef ;
Sabor, Jalal ;
Gualous, Hamid .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2016, 65 (06) :4241-4252
[7]   Further experimental evidence of the fractional-order energy equation in supercapacitors [J].
Elwakil, Ahmed S. ;
Allagui, Anis ;
Freeborn, T. J. ;
Maundy, B. J. .
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2017, 78 :209-212
[8]   A Non-Uniform Circular Antenna Array Failure Correction Using Firefly Algorithm [J].
Grewal, Narwant Singh ;
Rattan, Munish ;
Patterh, Manjeet Singh .
WIRELESS PERSONAL COMMUNICATIONS, 2017, 97 (01) :845-858
[9]   Network Anomaly Detection System using Genetic Algorithm and Fuzzy Logic [J].
Hamamoto, Anderson Hiroshi ;
Carvalho, Luiz Fernando ;
Hiera Sampaio, Lucas Dias ;
Abrao, Taufik ;
Proenca, Mario Lemes, Jr. .
EXPERT SYSTEMS WITH APPLICATIONS, 2018, 92 :390-402
[10]   Optimization of Swastika Slotted Fractal Antenna using Genetic Algorithm and Bat Algorithm for S-band Utilities [J].
Kaur, Gagandeep ;
Rattan, Munish ;
Jain, Chahat .
WIRELESS PERSONAL COMMUNICATIONS, 2017, 97 (01) :95-107
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