Noise Suppression of the DWT-based MRA on Mother Wavelet and Decomposition Level Optimization for a Robust Adaptive SOC Estimator in Multi-Cell Battery String

被引:0
作者
Kim, Jonghoon [1 ]
Chun, Chang Yoon [2 ]
Na, Woonki [3 ]
机构
[1] Chosun Univ, Dept Elect Engn, Gwangju, South Korea
[2] Seoul Natl Univ, Dept Elect & Comp Engn, Seoul, South Korea
[3] Calif State Univ Fresno, Elect & Comp Engn, Fresno, CA 93740 USA
来源
APEC 2016 31ST ANNUAL IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION | 2016年
关键词
EXTENDED KALMAN FILTER; OF-CHARGE ESTIMATION; LITHIUM-ION BATTERY; STATE; TRANSFORM; DIAGNOSIS;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This approach newly presents an innovative method that implements the noise suppression considering the discrete wavelet transform (DWT)-based multi-resolution analysis (MRA). Specifically, this approach elaborately carries out two comparative analyses of the noise suppression depending on information on mother wavelet and decomposition level in the MRA. The first is to select the decomposition level having a high performance of the noise suppression under the same condition of mother wavelet. On the contrary, with an identical condition of the decomposition level, the second is to compare the noise suppression of different mother wavelets under the same condition of the decomposition level. All comparative analyses are evaluated in terms of signal-to-noise ratio (SNR). This approach entirely makes a comparison between two noise suppression techniques considering hard-and soft-thresholding. From these results, our analytic results suggest the clear comparison by showing the SNR difference with various mother wavelets and decomposition levels. Consequently, it can be surely expected to optimize the mother wavelet and the decomposition level for noise suppression of the noise-riding EDCV signal in multi-cell battery string. Our experimental multi-cell battery string in series/parallel (2S3P) using 2.2Ah unit cells previously discriminated was used.
引用
收藏
页码:3322 / 3327
页数:6
相关论文
共 21 条
[1]   A comparative study on mother wavelet selection in ultrasound image denoising [J].
Adamo, Francesco ;
Andria, Gregorio ;
Attivissimo, Filippo ;
Lanzolla, Anna Maria Lucia ;
Spadavecchia, Maurizio .
MEASUREMENT, 2013, 46 (08) :2447-2456
[2]   Wavelet based seismic signal de-noising using Shannon and Tsallis entropy [J].
Beenamol, M. ;
Prabavathy, S. ;
Mohanalin, J. .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2012, 64 (11) :3580-3593
[3]   Fault feature extraction of gearbox by using overcomplete rational dilation discrete wavelet transform on signals measured from vibration sensors [J].
Chen, Binqiang ;
Zhang, Zhousuo ;
Sun, Chuang ;
Li, Bing ;
Zi, Yanyang ;
He, Zhengjia .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2012, 33 :275-298
[4]   Reduction in the Number of Averages Required in BOTDA Sensors Using Wavelet Denoising Techniques [J].
Farahani, Mohsen Amiri ;
Wylie, Michael T. V. ;
Castillo-Guerra, Eduardo ;
Colpitts, Bruce G. .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2012, 30 (08) :1134-1142
[5]   Wavelet denoising for electric drives [J].
Giaouris, Damian ;
Finch, John W. ;
Ferreira, Oscar C. ;
Kennel, Ralph M. ;
El-Murr, Georges M. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2008, 55 (02) :543-550
[6]   A Wavelet-Based Approach to Internal Seal Damage Diagnosis in Hydraulic Actuators [J].
Goharrizi, Amin Yazdanpanah ;
Sepehri, Nariman .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2010, 57 (05) :1755-1763
[7]   State-of-Charge Estimation of the Lithium-Ion Battery Using an Adaptive Extended Kalman Filter Based on an Improved Thevenin Model [J].
He, Hongwen ;
Xiong, Rui ;
Zhang, Xiaowei ;
Sun, Fengchun ;
Fan, JinXin .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2011, 60 (04) :1461-1469
[8]   Flexible power control of fuel cells using sliding mode techniques [J].
Inthamoussou, Fernando A. ;
Mantz, Ricardo J. ;
De Battista, Hernan .
JOURNAL OF POWER SOURCES, 2012, 205 :281-289
[9]   A Technique for Estimating the State of Health of Lithium Batteries Through a Dual-Sliding-Mode Observer [J].
Kim, Il-Song .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2010, 25 (04) :1013-1022
[10]   Screening process-based modeling of the multi-cell battery string in series and parallel connections for high accuracy state-of-charge estimation [J].
Kim, Jonghoon ;
Cho, B. H. .
ENERGY, 2013, 57 :581-599