Lifetime estimation technique for lead-acid batteries

Battery mathematical models can be employed to predict its behavior under various charging and discharging conditions, and in some applications, they are key elements for the successes of the design. In this paper, it is analyzed a lead-acid battery model for voltage and lifetime estimation. The chosen model synthesis is based on an electrical equivalent circuit, and has the features that allow it to be used in the calculation of the remaining capacity. The lifetime model employs an adaptive update mechanism during the simulation such that the battery performance is reduced depending on the operating conditions. This paper objective is to generalize the analyzed mathematical system to be used in any lead-acid battery. Both the model and the estimation algorithm are evaluated with two batteries with same voltage and nominal capacity. The generalization of equation is made by the addition of three new parameters to minimize an objective function based on the least squares error. The study is based on a specific scenario that makes the battery reached the end of its lifetime. With the addition of new parameters, the RMS error between real capacity and calculated capacity are evaluated.

[1]  Daniel Guasch,et al.  Dynamic battery model for photovoltaic applications , 2003 .

[2]  Olivier Tremblay,et al.  Experimental validation of a battery dynamic model for EV applications , 2009 .

[3]  M.B.R. Correa,et al.  Lead-acid battery modeling and state of charge monitoring , 2010, 2010 Twenty-Fifth Annual IEEE Applied Power Electronics Conference and Exposition (APEC).

[4]  Henrik W. Bindner,et al.  Model prediction for ranking lead-acid batteries according to expected lifetime in renewable energy systems and autonomous power-supply systems , 2007 .

[5]  Danny Sutanto,et al.  A New Battery Model for use with Battery Energy Storage Systems and Electric Vehicles Power Systems , 2000 .

[6]  M. Ceraolo,et al.  New dynamical models of lead-acid batteries , 2000 .

[7]  Jay Lee,et al.  Review and recent advances in battery health monitoring and prognostics technologies for electric vehicle (EV) safety and mobility , 2014 .

[8]  Singiresu S. Rao Engineering Optimization : Theory and Practice , 2010 .

[9]  Ali Malek,et al.  Modeling of Lead Acid Batteries in PV Systems , 2012 .

[10]  John McPhee,et al.  A survey of mathematics-based equivalent-circuit and electrochemical battery models for hybrid and electric vehicle simulation , 2014 .

[11]  Robyn A. Jackey,et al.  A Simple, Effective Lead-Acid Battery Modeling Process for Electrical System Component Selection , 2007 .

[12]  James F. Manwell,et al.  Lifetime Modelling of Lead Acid Batteries , 2005 .

[13]  Roberto Langella,et al.  A new model of lead-acid batteries lifetime in smart grid scenario , 2014, 2014 IEEE International Energy Conference (ENERGYCON).

[14]  H. L. Chan,et al.  A new battery model for use with battery energy storage systems and electric vehicles power systems , 2000, 2000 IEEE Power Engineering Society Winter Meeting. Conference Proceedings (Cat. No.00CH37077).

[15]  L.-A. Dessaint,et al.  A Generic Battery Model for the Dynamic Simulation of Hybrid Electric Vehicles , 2007, 2007 IEEE Vehicle Power and Propulsion Conference.

[16]  Andrew Cruden,et al.  Dynamic model of a lead acid battery for use in a domestic fuel cell system , 2006 .

[17]  Bor Yann Liaw,et al.  Advanced integrated battery testing and simulation , 2002 .

[18]  Maria Carmen Falvo,et al.  A fast and accurate battery model suitable for production profiling in smart grids , 2012 .

[19]  Cursino B. Jacobina,et al.  Evaluating circuit topologies for battery charge equalization , 2013, IECON 2013 - 39th Annual Conference of the IEEE Industrial Electronics Society.

[20]  Z. M. Salameh,et al.  Determination of lead-acid battery capacity via mathematical modeling techniques , 1992 .

[21]  Ming-Fa Tsai,et al.  A novel control strategy for multi-phase battery chargers without Hall-effect current sensors , 2010, The 2010 International Power Electronics Conference - ECCE ASIA -.

[22]  S. Wijewardana,et al.  New Dynamic Battery Model for Hybrid Vehicles , 2014 .