Mesoscopic modeling and parameter estimation of a lithium-ion battery based on LiFePO4/graphite
Abstract
A novel numerical model for simulating the behavior of lithium-ion batteries based on LiFePO4(LFP)/graphite is presented. The model is based on the modified Single Particle Model (SPM) coupled to a mesoscopic approach for the LFP electrode. The model comprises one representative spherical particle as the graphite electrode, and N LFP units as the positive electrode. All the SPM equations are retained to model the negative electrode performance. The mesoscopic model rests on non-equilibrium thermodynamic conditions and uses a non-monotonic open circuit potential for each unit. A parameter estimation study is also carried out to identify all the parameters needed for the model. The unknown parameters are the solid diffusion coefficient of the negative electrode (Ds,n), reaction-rate constant of the negative electrode (Kn), negative and positive electrode porosity (ɛn&ɛn), initial State-Of-Charge of the negative electrode (SOCn,0), initial partial composition of the LFP units (yk,0), minimum and maximum resistance of the LFP units (Rmin&Rmax), and solution resistance (Rcell). The results show that the mesoscopic model can simulate successfully the electrochemical behavior of lithium-ion batteries at low and high charge/discharge rates. The model also describes adequately the lithiation/delithiation of the LFP particles, however, it is computationally expensive compared to macro-based models.
- Publication:
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Journal of Power Sources
- Pub Date:
- March 2018
- DOI:
- 10.1016/j.jpowsour.2018.01.035
- Bibcode:
- 2018JPS...379...84J
- Keywords:
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- Parameter estimation;
- Electrochemical parameters;
- Mesoscopic model;
- Inverse method;
- Cylindrical Li-ion battery;
- LiFePO4 (LFP) positive electrode material