Recursive-Least-Squares-Based Real-Time Estimation of Supercapacitor Parameters

被引:77
作者
Reichbach, Noam [1 ]
Kuperman, Alon [1 ]
机构
[1] Ariel Univ, Dept Elect Engn & Elect, IL-40700000 Ariel, Israel
关键词
Supercapacitor; state of energy; recursive-least squares (RLS); DOUBLE-LAYER CAPACITORS; OF-CHARGE TRACKING; PERFORMANCE; POWER;
D O I
10.1109/TEC.2016.2521324
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
The letter suggests utilizing a recursive-least-squares identification algorithm for real-time estimation of supercapacitor equivalent capacitance and resistance. Estimation is required since both parameters are subject to age, temperature, and terminal-voltage-based variations in addition to typical 20% tolerance of manufacturer provided values. The proposed approach allows calculating the device instantaneous state of energy used as a fuel gauge instead of the commonly adopted state of charge. Experimental results are given to verify the feasibility of the proposed method.
引用
收藏
页码:810 / 812
页数:3
相关论文
共 14 条
[1]  
[Anonymous], 2008, ADAPTIVE FILTER THEO
[2]   Ageing behaviour of electrochemical double layer capacitors - Part II. Lifetime simulation model for dynamic applications [J].
Bohlen, Oliver ;
Kowal, Julia ;
Sauer, Dirk Uwe .
JOURNAL OF POWER SOURCES, 2007, 173 (01) :626-632
[3]   Online parameter identification for real-time supercapacitor performance estimation in automotive applications [J].
Eddahech, Akram ;
Ayadi, Mohamed ;
Briat, Olivier ;
Vinassa, Jean-Michel .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2013, 51 :162-167
[4]   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
[5]   Speed-Based State-of-Charge Tracking Control for Metro Trains With Onboard Supercapacitors [J].
Iannuzzi, Diego ;
Tricoli, Pietro .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2012, 27 (04) :2129-2140
[6]   Aging and failure mode of electrochemical double layer capacitors during accelerated constant load tests [J].
Koetz, R. ;
Ruch, P. W. ;
Cericola, D. .
JOURNAL OF POWER SOURCES, 2010, 195 (03) :923-928
[7]   Enhanced Aging Model for Supercapacitors Taking Into Account Power Cycling: Application to the Sizing of an Energy Storage System in a Direct Wave Energy Converter [J].
Kovaltchouk, Thibaut ;
Multon, Bernard ;
Ben Ahmed, Hamid ;
Aubry, Judicael ;
Venet, Pascal .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2015, 51 (03) :2405-2414
[8]   Supercapacitor Sizing Based on Desired Power and Energy Performance [J].
Kuperman, Alon ;
Mellincovsky, Martin ;
Lerman, Chaim ;
Aharon, Ilan ;
Reichbach, Noam ;
Geula, Gal ;
Nakash, Ronen .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2014, 29 (10) :5399-5405
[9]   Characterization methods and modelling of ultracapacitors for use as peak power sources [J].
Lajnef, W. ;
Vinassa, J.-M. ;
Briat, O. ;
Azzopardi, S. ;
Woirgard, E. .
JOURNAL OF POWER SOURCES, 2007, 168 (02) :553-560
[10]   Performance and Limitations of a Constant Power-Fed Supercapacitor [J].
Mellincovsky, Martin ;
Kuperman, Alon ;
Lerman, Chaim ;
Gadelovits, Shlomo ;
Aharon, Ilan ;
Reichbach, Noam ;
Geula, Gal ;
Nakash, Ronen .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2014, 29 (02) :445-452