Author Contributions
Conceptualization, Y.Z. and S.Z.; Methodology, Y.Z. and S.Z.; Software, Y.Z.; Validation, Y.Z. and S.Z.; Formal Analysis, Y.Z.; Investigation, Y.Z. and S.Z.; Resources, S.Z.; Data Curation, Y.Z.; Writing-Original Draft Preparation, Y.Z. and S.G.; Writing-Review & Editing, S.G., S.Z. and Y.Z.; Visualization, Y.Z.; Supervision, S.Z.; Project Administration, S.Z.; Funding Acquisition, S.Z. All authors have read and agreed to the published version of the manuscript.
Figure 1.
Single battery module model.
Figure 1.
Single battery module model.
Figure 2.
The temperature of the battery module at 15. (a) Maximum temperature of a single module at 15. (b) Temperature distribution of a single module under 15 discharge rate.
Figure 2.
The temperature of the battery module at 15. (a) Maximum temperature of a single module at 15. (b) Temperature distribution of a single module under 15 discharge rate.
Figure 3.
The temperature of the battery module at 20. (a) Maximum temperature of a single module at 20. (b) Temperature distribution of a single module under 20 discharge rate.
Figure 3.
The temperature of the battery module at 20. (a) Maximum temperature of a single module at 20. (b) Temperature distribution of a single module under 20 discharge rate.
Figure 4.
The temperature of the battery module at 25. (a) Maximum temperature of a single module at 25. (b) Temperature distribution of a single module under 25 discharge rate.
Figure 4.
The temperature of the battery module at 25. (a) Maximum temperature of a single module at 25. (b) Temperature distribution of a single module under 25 discharge rate.
Figure 5.
The temperature of the battery module at 30. (a) Maximum temperature of a single module at 30. (b) Temperature distribution of a single module under 30discharge rate.
Figure 5.
The temperature of the battery module at 30. (a) Maximum temperature of a single module at 30. (b) Temperature distribution of a single module under 30discharge rate.
Figure 6.
The temperature of the battery module under 1 C discharge rate. (a) Maximum temperature of a single battery module under 1 C discharge rate. (b) Temperature distribution of a single module under 1 C discharge rate.
Figure 6.
The temperature of the battery module under 1 C discharge rate. (a) Maximum temperature of a single battery module under 1 C discharge rate. (b) Temperature distribution of a single module under 1 C discharge rate.
Figure 7.
The temperature of the battery module under 2 C discharge rate. (a) Maximum temperature of a single battery module under 2 C discharge rate. (b) The temperature of the battery module under 2 C discharge rate.
Figure 7.
The temperature of the battery module under 2 C discharge rate. (a) Maximum temperature of a single battery module under 2 C discharge rate. (b) The temperature of the battery module under 2 C discharge rate.
Figure 8.
The temperature of the battery module under 3 C discharge rate. (a) Maximum temperature of a single battery module under 3 C discharge rate. (b) The temperature of the battery module under 3 C discharge rate.
Figure 8.
The temperature of the battery module under 3 C discharge rate. (a) Maximum temperature of a single battery module under 3 C discharge rate. (b) The temperature of the battery module under 3 C discharge rate.
Figure 9.
Simplified geometric diagram of liquid-cooled battery module.
Figure 9.
Simplified geometric diagram of liquid-cooled battery module.
Figure 10.
Temperature field of battery modules with different magnifications in Scheme Ⅰ. (a) Temperature distribution of battery pack under 1 C rate. (b) Temperature distribution of battery pack under 2 C rate. (c) Temperature distribution of battery pack under 3 C rate. (d) Temperature distribution of battery pack under 4 C rate.
Figure 10.
Temperature field of battery modules with different magnifications in Scheme Ⅰ. (a) Temperature distribution of battery pack under 1 C rate. (b) Temperature distribution of battery pack under 2 C rate. (c) Temperature distribution of battery pack under 3 C rate. (d) Temperature distribution of battery pack under 4 C rate.
Figure 11.
Maximum temperature of battery modules with different magnifications in Scheme Ⅰ.
Figure 11.
Maximum temperature of battery modules with different magnifications in Scheme Ⅰ.
Figure 12.
Temperature field of battery modules with different magnifications in Scheme Ⅱ. (a) Temperature distribution of battery pack under 3 C rate. (b) Temperature distribution of battery pack under 4 C rate.
Figure 12.
Temperature field of battery modules with different magnifications in Scheme Ⅱ. (a) Temperature distribution of battery pack under 3 C rate. (b) Temperature distribution of battery pack under 4 C rate.
Figure 13.
Comparison of the maximum temperature of battery modules in different schemes. (a) The maximum temperature of the battery pack under 3 C magnification. (b) The maximum temperature of the battery pack under 4 C magnification.
Figure 13.
Comparison of the maximum temperature of battery modules in different schemes. (a) The maximum temperature of the battery pack under 3 C magnification. (b) The maximum temperature of the battery pack under 4 C magnification.
Figure 14.
Comparison of the temperature difference of battery modules in different schemes. (a) Temperature difference in battery pack under 3 C magnification. (b) Temperature difference in battery pack under 4 C magnification.
Figure 14.
Comparison of the temperature difference of battery modules in different schemes. (a) Temperature difference in battery pack under 3 C magnification. (b) Temperature difference in battery pack under 4 C magnification.
Figure 15.
Vertical cooling plate containing different numbers of cooling pipes.
Figure 15.
Vertical cooling plate containing different numbers of cooling pipes.
Figure 16.
Comparison of the maximum temperature of battery modules in different schemes. (a) The maximum temperature of the battery pack under 3 C magnification. (b) The maximum temperature of the battery pack under 3 C magnification.
Figure 16.
Comparison of the maximum temperature of battery modules in different schemes. (a) The maximum temperature of the battery pack under 3 C magnification. (b) The maximum temperature of the battery pack under 3 C magnification.
Figure 17.
Different schemes.
Figure 17.
Different schemes.
Figure 18.
Comparison of the maximum temperature of battery modules in different schemes. (a) The maximum temperature of the battery pack under 3 C magnification. (b) The maximum temperature of the battery pack under 4 C magnification.
Figure 18.
Comparison of the maximum temperature of battery modules in different schemes. (a) The maximum temperature of the battery pack under 3 C magnification. (b) The maximum temperature of the battery pack under 4 C magnification.
Figure 19.
Schematic diagram of model reliability analysis. (a) The normal probability distribution plot of the residuals. (b) Comparison chart of predicted values and actual test values.
Figure 19.
Schematic diagram of model reliability analysis. (a) The normal probability distribution plot of the residuals. (b) Comparison chart of predicted values and actual test values.
Figure 20.
Preheating performance of different concentrations of coolant.
Figure 20.
Preheating performance of different concentrations of coolant.
Figure 21.
Temperature field of battery pack with different concentrations of coolant.
Figure 21.
Temperature field of battery pack with different concentrations of coolant.
Figure 22.
Comparison of the temperature difference in battery pack with different concentrations of coolant.
Figure 22.
Comparison of the temperature difference in battery pack with different concentrations of coolant.
Figure 23.
Comparison of preheating performance of 50% solution at different temperatures.
Figure 23.
Comparison of preheating performance of 50% solution at different temperatures.
Figure 24.
Comparison of preheating performance of 60% solution at different temperatures.
Figure 24.
Comparison of preheating performance of 60% solution at different temperatures.
Figure 25.
Comparison of preheating performance of 70% solution at different temperatures.
Figure 25.
Comparison of preheating performance of 70% solution at different temperatures.
Figure 26.
Preheating performance at −20 °C.
Figure 26.
Preheating performance at −20 °C.
Figure 27.
Preheating performance at −25 °C.
Figure 27.
Preheating performance at −25 °C.
Figure 28.
Preheating performance of two different strategies using 50% solution at different temperatures. (a) Comparison of the preheating performance of two preheating strategies at −15 (b) Comparison of the preheating performance of two preheating strategies at −20 (c) Comparison of the preheating performance of two preheating strategies at −25.
Figure 28.
Preheating performance of two different strategies using 50% solution at different temperatures. (a) Comparison of the preheating performance of two preheating strategies at −15 (b) Comparison of the preheating performance of two preheating strategies at −20 (c) Comparison of the preheating performance of two preheating strategies at −25.
Figure 29.
Schematic diagram of model reliability analysis. (a)The normal probability distribution plot of the residuals. (b) Comparison chart of predicted values and actual test values.
Figure 29.
Schematic diagram of model reliability analysis. (a)The normal probability distribution plot of the residuals. (b) Comparison chart of predicted values and actual test values.
Table 1.
Factors of tested independent variables.
Table 1.
Factors of tested independent variables.
Parameter | Units | Code | Factor Level |
---|
Cooling pipe diameter value | mm | A | 7.5 | 8 | 8.5 |
Coolant temperature | | B | 5 | 10 | 15 |
Material thermal Conductivity | () | C | 4.5 | 5 | |
Table 2.
Factors of tested independent variables.
Table 2.
Factors of tested independent variables.
Test Number | Cold Tube Diameter/mm | Coolant Temperature | Thermal Conductivity/W/mK | Temperature Equilibrium M(%) |
---|
1 | 7.5 | 5 | 4.5 | 97.45 |
2 | 8 | 5 | 4.5 | 93.42 |
3 | 8.5 | 5 | 4.5 | 93.50 |
4 | 7.5 | 10 | 4.5 | 97.48 |
5 | 8 | 10 | 4.5 | 94.32 |
6 | 8.5 | 10 | 4.5 | 94.27 |
7 | 7.5 | 15 | 4.5 | 97.48 |
8 | 8 | 15 | 4.5 | 94.93 |
9 | 8.5 | 15 | 4.5 | 94.98 |
10 | 7.5 | 5 | 5 | 97.45 |
11 | 8 | 5 | 5 | 93.42 |
12 | 8.5 | 5 | 5 | 93.49 |
13 | 7.5 | 10 | 5 | 97.51 |
14 | 8 | 10 | 5 | 94.17 |
15 | 8.5 | 10 | 5 | 94.25 |
16 | 7.5 | 15 | 5 | 97.48 |
17 | 8.5 | 15 | 5 | 94.99 |
Table 3.
Variance analysis of regression models.
Table 3.
Variance analysis of regression models.
Factor | Sum of Square | Degree of Freedom | Mean Square | F | p |
---|
Model | 46.41 | 8 | 5.80 | 163.59 | <0.0001 |
A-A | 31.27 | 1 | 31.27 | 881.67 | <0.0001 |
B-B | 2.32 | 1 | 2.32 | 65.36 | <0.0001 |
C-C | 0.0160 | 1 | 0.0160 | 0.4516 | 0.5205 |
AB | 1.07 | 1 | 1.07 | 30.05 | 0.0006 |
AC | 0.0002 | 1 | 0.0002 | 0.0059 | 0.9408 |
BC | 0.0118 | 1 | 0.0118 | 0.3321 | 0.5803 |
A2 | 10.09 | 1 | 10.09 | 284.49 | <0.0001 |
B2 | 0.0216 | 1 | 0.0216 | 0.6082 | 0.4579 |
C2 | 0.0000 | 0 | | | |
Residual | 0.2837 | 8 | 0.0355 | | |
Total error | 46.69 | 16 | | | |
R2 = 0.9939 = 0.9878 |
Table 4.
Properties of mixed solutions.
Table 4.
Properties of mixed solutions.
Material | | | | Thermal Conductivity
|
---|
50% mixed solution | 0.00256 | 1066.27 | 3339 | 0.391 |
60% mixed solution | 0.00329 | 1078.71 | 3149 | 0.358 |
70% mixed solution | 0.00442 | 1090.43 | 2951 | 0.329 |
Table 5.
Factors of tested independent variables.
Table 5.
Factors of tested independent variables.
Variable | Code | Factor Level |
---|
Preheating pipe diameter value/mm | A | 7.5 | 8 | 8.5 |
Preheating liquid temperature/°C | B | 25 | 30 | 35 |
Material thermal conductivity/ | C | 4.5 | 5 | |
Table 6.
Factors of tested independent variables.
Table 6.
Factors of tested independent variables.
Test Number | Diameter of Preheating Pipe/mm | | | Temperature Balance/M (%) |
---|
1 | 7.5 | 25 | 4.5 | 97.68 |
2 | 8 | 25 | 4.5 | 96.25 |
3 | 8.5 | 25 | 4.5 | 97.95 |
4 | 7.5 | 30 | 4.5 | 97.34 |
5 | 8 | 30 | 4.5 | 96.39 |
6 | 8.5 | 30 | 4.5 | 97.52 |
7 | 7.5 | 35 | 4.5 | 96.98 |
8 | 8 | 35 | 4.5 | 96.04 |
9 | 8.5 | 35 | 4.5 | 97.08 |
10 | 7.5 | 25 | 5 | 97.69 |
11 | 8 | 25 | 5 | 96.18 |
12 | 8.5 | 25 | 5 | 98.00 |
13 | 7.5 | 30 | 5 | 97.36 |
14 | 8 | 30 | 5 | 96.31 |
15 | 8.5 | 30 | 5 | 97.57 |
16 | 7.5 | 35 | 5 | 97.00 |
Table 7.
Variance analysis of regression models.
Table 7.
Variance analysis of regression models.
Factor | Sum of Square | Degree of Freedom | Mean Square | F | p |
---|
Model | 6.32 | 8 | 0.7904 | 24.43 | <0.0001 |
A-A | 0.1180 | 1 | 0.1180 | 3.65 | 0.0926 |
B-B | 1.02 | 1 | 1.02 | 31.58 | 0.0005 |
C-C | 0.0023 | 1 | 0.0023 | 0.0717 | 0.7957 |
AB | 0.0162 | 1 | 0.0162 | 0.5006 | 0.4993 |
AC | 0.0007 | 1 | 0.0007 | 0.0209 | 0.8887 |
BC | 0.0025 | 1 | 0.0025 | 0.0761 | 0.7896 |
A2 | 5.52 | 1 | 5.52 | 170.51 | <0.0001 |
B2 | 0.0397 | 1 | 0.0397 | 1.23 | 0.3001 |
C2 | 0.0000 | 0 | | | |
Residual | 0.2589 | 8 | 0.0324 | | |
Total error | 6.58 | 16 | | | |
R2 = 0.9607 = 0.9213 |