Use of multiple regression analysis to develop equations for predicting Li-Al/iron sulphide cell performance |
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Authors: | E C Gay W E Miller F J Martino |
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Affiliation: | (1) Chemical Engineering Division, Argonne National Laboratory, 9700 South Cass Avenue, 60439 Argonne, Illinois, USA |
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Abstract: | A multiple regression analysis was conducted to develop predictive equations for the specific energy and specific power of Li-Al/iron sulphide cells over a wide range of cell designs and operating variables. The intent was to make these equations as general as possible such that one set of equations would predict the performance of Li-Al/FeS or Li-Al/FeS2 cells with bicell (one positive electrode and two facing negative electrodes) or multiplate cell configurations. Data from 33 cells were used in the analysis of specific energy, and 26 cells were used to develop the specific power equation. The calculated specific energy and specific power showed good agreement with the measured values for these cells. In general, the deviation between the calculated and measured values was within ±10%. A check of the predictive capability of these equations also showed good agreement. The specific energy and specific power calculated for 14 cells not used in the regression analysis deviated by ±10% from the measured values. These equations were used to identify the most likely cell designs to meet selected electric-vehicle battery performance goals. These designs were included in an experimental programme for further performance evaluation.Nomenclature
A
e
limiting electrode area (cm2)
- AHREFF
coulombic efficiency (%)
-
b
i
constants in multiple regression equation
- CCO
cell charge cut-off voltage (V)
- CF
charge factor (1.0 for fully charged cell, 0.5 for cell 50% discharged, 0.05 for cell discharged to a cut-off of 0.9–l.0 V)
- DCO
cell discharge cut-off voltage (V)
- FCCF
fully charged correction factor (1.0 for fully charged cell, 0.05 for any state of discharge)
- FSLMUL
product of FSUBL and MUL (defined below)
- FSUBL
calculated utilization factor of the limiting electrode (%)
-
i
c
charge current density (A cm–2)
-
i
D
discharge current density (A cm–2)
- MUL
theoretical specific energy factor (W h kg–1)
- NSPTHC
negative-to-positive capacity ratio
- OCV
cell open-circuit voltage (V)
- OFFEUT
factor related to LiCl composition in electrolyte (%)
- PF
power factor (W kg–1)
- POSPIN
reciprocal of the number of positive electrode plates
- PPXCYC
product of the number of positive electrode plates in the cell and the number of deep discharge cycles
-
R
2
correlation coefficient
-
¯R
c
average cell resistance ()
- SP
calculated cell specific power (W kg–1)
- SPECYC
calculated cell specific energy (W h kg–1)
- SPEBAS
calculated cell specific energy early in life (W h kg–1)
- TEMPR
temperature ratio
- TSUBCR
thickness ratio of counter electrode and electrode separator
- VFSNEG
volume fraction salt in the negative electrode
- VFSPOS
volume fraction salt in the positive electrode
- VOLT1R
discharge voltage factor
- VOLT2R
charge voltage factor
-
W
cell weight (kg)
-
X
i
independent variables in regression equation
-
dependent variable in regression equation |
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Keywords: | |
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