how to calculate the capacity loss of a battery?
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I have a dataset of cyclic ageing of li-ion battery. In that i have the discharge capacity(Q discharge/mA.h) for every cycle.
Now i want to fit an equation in curve fitter using this data. please look at the data file attached for better idea.
my equation is Q_loss=B*exp(-E_a/RT)*(A_h )^Z. Qloss is the percentage of capacity loss.Now my questions are
In this i have calculated Qloss in percentage as (nominal capacity-discharge capacity)/nominal capacity*100, is it right?
In this equation Ah is ampherehourthroughput which means the amount of charge delivered by the battery during cycling.
for the ah-throughput i am taking the accumulating ah-throughput values, is it correct?
any thoughts and help is much appreciated.
William Rose 2022 年 9 月 18 日
編集済み: William Rose 2022 年 9 月 18 日
@sandeep, [edit: correct speklling mistake] Your model formulation looks good. You write
Qloss(%)=(nominal capacity-discharge capacity)/nominal capacity*100
The equaiton is reasonable, and your spreadsheet does that calculation.
Your model is
where A_h is the cumulative discharge across all cycles thus far. I assume B and (E_a/RT) are constants, where Ea=energy per mole, related to the battery, and RT is temperature times ideal gas constant. I assume B and Z are parameters to be fitted.
If we do not know Ea/RT, we can combine B*exp(-Ea/RT) into a combined constant, C:
You don't need Matlab, you can do it in Excel. A bit of experimenting in Excel shows a good looking fit with C=1e-2, Z=0.52 (see Excel plot below). No doubt you can improve on that using fmincon() in Matlab (read the help for it and look at the good examples) or using the Goal Seek feature of Excel.