Page 170 - Lindens Handbook of Batteries
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MATHEMATICAL MODELING OF BATTERIES        6.23

                                TABLE 6.4  Summary of equations used to represent a porous intercalation electrode. The corresponding
                                equation numbers from the text are shown in the last column. 18
                                                                                                 Equation
                                                                                                 number in
                                         Variable                  Governing equation            the text
                                Solid phase potential (φ  , 1 j )    i =- σ  eff j  ∇ φ  1, j     (6.12)
                                                         1
                                                                           0 ∇
                                                                        - (
                                                                              c 
                                Solution phase potential (φ  , 2 j )    i =- κ  eff    ∇  2  +φ  2 RT  12 t )  c       (6.45)
                                                         2
                                                                           +
                                                                     F
                                                            i
                                Solid phase current density (i )   i tot  =+  i                   (6.44)
                                                             1
                                                               2
                                                   1
                                                                      nFη
                                                                                    n Fη
                                                         di 2      α  aj j  s j     -α c j j j  s j  
                                                                                        ,
                                                                     ,
                                                                                   ,
                                                                          ,
                                Solution phase current density (i )   dx  =  ia exp    RT     - exp    RT         (6.40)
                                                              j 
                                                             0,
                                                                                         
                                                     2
                                                               
                                                                2
                                                         ∂c s    ∂ c s  2  ∂ 
                                                                      c
                                                                      s
                                                  s
                                Solid phase concentration (c )   = D s    2  +                  (6.46)
                                                         ∂t     ∂r  r r
                                                                     ∂ 
                                                                2
                                                          ∂c    ∂ c  1 (  - + t )  ∂i 2
                                Solution phase concentration (c )   ε  ∂t  = D eff  ∂x 2  +  F  ∂x     (6.38)
                                                     2
                                   An alternate approach is to use a mechanistic model similar to the one shown in Table 6.4 and
                                adjust parameters, such as the diffusivity and the exchange current density, periodically as to obtain
                                a  good  fit  between  the  model  predictions  and  experimentally  observed  performance. 21  Such  an
                                approach is usually referred to as a semi-empirical model. Figure 6.16 illustrates the change in a
                                few parameters observed for a lithium-ion cell that loses about 30% of its initial capacity during the
                                first 800 cycles.
                                           0.8                                            0.06
                                           0.7                                            0.05
                                         SOC of negative electrode  0.5                   0.04  R f  (Ω-m 2 )
                                           0.6
                                                                                          0.03
                                           0.4
                                                                         o
                                                                     N
                                                                                 3
                                                                         n
                                                                     n
                                           0.3                      θ = θ –9.2 × 10 (cyc) 1 / 2  0.02
                                                                         o
                                                                      N
                                                                                 3
                                                                    R = R +1.5 × 10 (cyc) 1 / 2  0.01
                                                                      f
                                                                         f
                                           0.2
                                                 0       200      400      600      800
                                                               Cycle number
                                        FiguRE 6.16  Change in parameters with cycling of a lithium-ion cell. Adjustable param-
                                        eters in the semi-empirical model are the SOC of the negative electrode at the beginning of
                                                N                                 N
                                        discharge (θ n  ) and the resistance of the film formed on the anode (R f  ). The change in these
                                        parameter values with cycle number were obtained by adjusting the experimental curves at
                                                      21
                                        various cycle numbers.
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