Chinese Journal of Tropical Crops ›› 2022, Vol. 43 ›› Issue (3): 622-633.DOI: 10.3969/j.issn.1000-2561.2022.03.022
• Post-harvest Treatment & Quality Safety • Previous Articles Next Articles
LI Yanan1, WU Jian1, CHEN Zhihua2,*(), JIANG Kuaile2, HAN Zhengtong1, WANG Xiang1, CHEN Jiahao1
Received:
2021-07-29
Revised:
2021-10-04
Online:
2022-03-25
Published:
2022-03-23
Contact:
CHEN Zhihua
CLC Number:
LI Yanan, WU Jian, CHEN Zhihua, JIANG Kuaile, HAN Zhengtong, WANG Xiang, CHEN Jiahao. Hot Air Drying Characteristics of Yunnan Small Seed Coffee and Its Mathematical Model[J]. Chinese Journal of Tropical Crops, 2022, 43(3): 622-633.
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模型 Model | 模型方程 Model equation | 参考文献 References |
---|---|---|
Henderson and Pabis | MR=a·exp(-kt) | [ |
Page | MR= exp(-ktn) | [ |
Single exponential | MR=exp(-kt) | [ |
Logarithmic | MR=a·exp(-kt)+c | [ |
Two-term exponential | MR=a·exp(-k0t)+b·exp(-k1t) | [ |
Wang and Singh | MR=1+at+bt2 | [ |
Lewis | MR=exp(-kt) | [ |
Verma et al. | MR=a·exp(-kt)+(1-a)exp(-gt) | [ |
Midilli et al. | MR=a·exp(-ktn)+bt | [ |
Modified page | MR=exp[-(-kt)n] | [ |
Tab. 1 Commonly used drying mathematical models
模型 Model | 模型方程 Model equation | 参考文献 References |
---|---|---|
Henderson and Pabis | MR=a·exp(-kt) | [ |
Page | MR= exp(-ktn) | [ |
Single exponential | MR=exp(-kt) | [ |
Logarithmic | MR=a·exp(-kt)+c | [ |
Two-term exponential | MR=a·exp(-k0t)+b·exp(-k1t) | [ |
Wang and Singh | MR=1+at+bt2 | [ |
Lewis | MR=exp(-kt) | [ |
Verma et al. | MR=a·exp(-kt)+(1-a)exp(-gt) | [ |
Midilli et al. | MR=a·exp(-ktn)+bt | [ |
Modified page | MR=exp[-(-kt)n] | [ |
水平 Level | 热风温度 Hot-air temperature/℃ | 风速 Wind speed/(m·s-1) | 搅拌转速 Stirring speed/(r·min-1) |
---|---|---|---|
1 | 30 | 1.0 | 0.5 |
2 | 40 | 1.3 | 2.0 |
3 | 50 | 2.0 | 4.0 |
Tab. 2 Orthogonal experimental factors and levels
水平 Level | 热风温度 Hot-air temperature/℃ | 风速 Wind speed/(m·s-1) | 搅拌转速 Stirring speed/(r·min-1) |
---|---|---|---|
1 | 30 | 1.0 | 0.5 |
2 | 40 | 1.3 | 2.0 |
3 | 50 | 2.0 | 4.0 |
因素 Element | 水平 Level | 平均水分扩散系数 Mean water diffusivity |
---|---|---|
温度 | 35 | 2.26077E-10 |
45 | 2.85584E-10 | |
55 | 4.12895E-10 | |
风速 | 0.8 | 1.9076E-10 |
1.6 | 2.85584E-10 | |
2.5 | 3.34842E-10 | |
搅拌转速 | 1 | 3.9495E-10 |
3 | 2.68627E-10 | |
5 | 1.94519E-10 | |
铺装厚度 | 1 | 3.38824E-10 |
3 | 1.94519E-10 | |
5 | 1.31505E-10 |
Tab. 3 Single-factor drying test moisture diffusion coefficient
因素 Element | 水平 Level | 平均水分扩散系数 Mean water diffusivity |
---|---|---|
温度 | 35 | 2.26077E-10 |
45 | 2.85584E-10 | |
55 | 4.12895E-10 | |
风速 | 0.8 | 1.9076E-10 |
1.6 | 2.85584E-10 | |
2.5 | 3.34842E-10 | |
搅拌转速 | 1 | 3.9495E-10 |
3 | 2.68627E-10 | |
5 | 1.94519E-10 | |
铺装厚度 | 1 | 3.38824E-10 |
3 | 1.94519E-10 | |
5 | 1.31505E-10 |
水平Level | 因素Element | ||
---|---|---|---|
温度A Temperature A | 风速B Wind speed B | 转速C Speed C | |
K1 | 122 | 106 | 100 |
K2 | 101 | 96 | 70 |
K3 | 65 | 86 | 118 |
K1 | 40.67 | 35.33 | 33.33 |
K2 | 33.67 | 32 | 35 |
K3 | 21.67 | 28.67 | 29.50 |
最佳水平 | 3 | 3 | 2 |
R | 19 | 6.67 | 5.50 |
Tab. 4 Analysis of extremely poor coffee hot air drying
水平Level | 因素Element | ||
---|---|---|---|
温度A Temperature A | 风速B Wind speed B | 转速C Speed C | |
K1 | 122 | 106 | 100 |
K2 | 101 | 96 | 70 |
K3 | 65 | 86 | 118 |
K1 | 40.67 | 35.33 | 33.33 |
K2 | 33.67 | 32 | 35 |
K3 | 21.67 | 28.67 | 29.50 |
最佳水平 | 3 | 3 | 2 |
R | 19 | 6.67 | 5.50 |
因素Element | 平方和Sum of squares | 自由度Degree of freedom | 均方和Mean sum of square | F | P |
---|---|---|---|---|---|
A | 451.725 | 2 | 225.862 | 86.731 | 0.011* |
B | 58.692 | 2 | 29.346 | 11.269 | 0.082 |
C | 8.125 | 2 | 4.062 | 1.560 | 0.391 |
残差 | 5.209 | 2 | 2.604 | ||
R2=0.992 |
Tab. 5 Variance analysis of coffee hot air drying
因素Element | 平方和Sum of squares | 自由度Degree of freedom | 均方和Mean sum of square | F | P |
---|---|---|---|---|---|
A | 451.725 | 2 | 225.862 | 86.731 | 0.011* |
B | 58.692 | 2 | 29.346 | 11.269 | 0.082 |
C | 8.125 | 2 | 4.062 | 1.560 | 0.391 |
残差 | 5.209 | 2 | 2.604 | ||
R2=0.992 |
因素Element | 模型参数Model parameters | 评价指标Evaluation index | ||||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
k | n | a | b | c | g | R2 | SSE | 残差均方 | ||||||||||||||||||||
Henderson and Pabis:MR=a·exp(-kt) | ||||||||||||||||||||||||||||
35℃ | 0.061 | 1.039 | 0.951 | 0.093 | 0.005 | |||||||||||||||||||||||
45℃ | 0.085 | 1.144 | 0.920 | 0.136 | 0.011 | |||||||||||||||||||||||
55℃ | 0.091 | 1.121 | 0.923 | 0.105 | 0.011 | |||||||||||||||||||||||
0.8 m/s | 0.069 | 1.073 | 0.960 | 0.065 | 0.004 | |||||||||||||||||||||||
2.5 m/s | 0.107 | 1.092 | 0.935 | 0.079 | 0.009 | |||||||||||||||||||||||
1 cm | 0.156 | 1.113 | 0.921 | 0.082 | 0.014 | |||||||||||||||||||||||
5 cm | 0.059 | 1.064 | 0.933 | 0.121 | 0.007 | |||||||||||||||||||||||
1 r/min | 0.093 | 1.160 | 0.928 | 0.129 | 0.011 | |||||||||||||||||||||||
3 r/min | 0.071 | 1.128 | 0.877 | 0.206 | 0.016 | |||||||||||||||||||||||
平均值 | 0.927 | 0.112 | 0.009 | |||||||||||||||||||||||||
Page:MR=exp(-ktn) | ||||||||||||||||||||||||||||
35℃ | 0.023 | 1.311 | 0.969 | 0.058 | 0.003 | |||||||||||||||||||||||
45℃ | 0.006 | 1.980 | 0.992 | 0.014 | 0.001 | |||||||||||||||||||||||
55℃ | 0.009 | 1.893 | 0.992 | 0.011 | 0.001 | |||||||||||||||||||||||
0.8 m/s | 0.020 | 1.407 | 0.984 | 0.026 | 0.002 | |||||||||||||||||||||||
2.5 m/s | 0.024 | 1.590 | 0.975 | 0.031 | 0.003 | |||||||||||||||||||||||
1 cm | 0.020 | 1.969 | 0.996 | 0.004 | 0.001 | |||||||||||||||||||||||
5 cm | 0.011 | 1.533 | 0.972 | 0.050 | 0.003 | |||||||||||||||||||||||
1 r/min | 0.008 | 1.919 | 0.990 | 0.018 | 0.002 | |||||||||||||||||||||||
3 r/min | 0.003 | 2.137 | 0.968 | 0.054 | 0.004 | |||||||||||||||||||||||
平均值 | 0.982 | 0.029 | 0.002 | |||||||||||||||||||||||||
Single exponential:MR=exp(-kt) | ||||||||||||||||||||||||||||
35℃ | 0.058 | 0.949 | 0.096 | 0.005 | ||||||||||||||||||||||||
45℃ | 0.075 | 0.894 | 0.180 | 0.014 | ||||||||||||||||||||||||
55℃ | 0.081 | 0.901 | 0.134 | 0.012 | ||||||||||||||||||||||||
0.8 m/s | 0.064 | 0.952 | 0.078 | 0.005 | ||||||||||||||||||||||||
2.5 m/s | 0.098 | 0.923 | 0.094 | 0.009 | ||||||||||||||||||||||||
1 cm | 0.141 | 0.903 | 0.100 | 0.014 | ||||||||||||||||||||||||
5 cm | 0.055 | 0.926 | 0.133 | 0.007 | ||||||||||||||||||||||||
1 r/min | 0.081 | 0.899 | 0.181 | 0.015 | ||||||||||||||||||||||||
3 r/min | 0.063 | 0.854 | 0.246 | 0.018 | ||||||||||||||||||||||||
平均值 | 0.911 | 0.138 | 0.011 | |||||||||||||||||||||||||
Logarithmic:MR=a·exp(-kt)+c | ||||||||||||||||||||||||||||
35℃ | 0.020 | 1.876 | -0.922 | 0.992 | 0.015 | 0.001 | ||||||||||||||||||||||
45℃ | 0.023 | 2.469 | -1.406 | 0.976 | 0.040 | 0.004 | ||||||||||||||||||||||
55℃ | 0.011 | 4.984 | -3.948 | 0.989 | 0.015 | 0.002 | ||||||||||||||||||||||
0.8 m/s | 0.025 | 1.834 | -0.836 | 0.996 | 0.007 | 0.0005 | ||||||||||||||||||||||
2.5 m/s | 0.022 | 2.894 | -1.882 | 0.990 | 0.012 | 0.001 | ||||||||||||||||||||||
1 cm | 0.019 | 4.763 | -3.723 | 0.990 | 0.010 | 0.002 | ||||||||||||||||||||||
5 cm | 0.012 | 2.861 | -1.883 | 0.986 | 0.025 | 0.002 | ||||||||||||||||||||||
1 r/min | 2.091 | 0.031 | -1.011 | 0.980 | 0.035 | 0.003 | ||||||||||||||||||||||
3 r/min | 0.000219 | 188.490 | -187.442 | 0.979 | 0.036 | 0.003 | ||||||||||||||||||||||
平均值 | 0.986 | 0.021 | 0.002 | |||||||||||||||||||||||||
因素Element | 模型参数Model parameters | 评价指标Evaluation index | ||||||||||||||||||||||||||
k | n | a | b | c | g | R2 | SSE | 残差均方 | ||||||||||||||||||||
Wang and Singh:MR=1+at+bt2 | ||||||||||||||||||||||||||||
35℃ | -0.040 | 0.000 361 | 0.989 | 0.021 | 0.001 23 | |||||||||||||||||||||||
45℃ | -0.047 | 0.000 255 | 0.972 | 0.048 | 0.004 00 | |||||||||||||||||||||||
55℃ | -0.048 | 5.737E-5 | 0.987 | 0.018 | 0.002 00 | |||||||||||||||||||||||
0.8 m/s | -0.044 | 0.000 409 | 0.996 | 0.007 | 0.000 45 | |||||||||||||||||||||||
2.5 m/s | -0.062 | 0.000 514 | 0.996 | 0.012 | 0.001 30 | |||||||||||||||||||||||
1 cm | -0.081055 | 0.000 179 | 0.988 | 0.012 | 0.002 00 | |||||||||||||||||||||||
5 cm | -0.036655 | 0.000 233 | 0.986 | 0.026 | 0.001 50 | |||||||||||||||||||||||
1 r/min | -0.051403 | 0.000 376 | 0.974 | 0.046 | 0.003 80 | |||||||||||||||||||||||
3 r/min | -0.028748 | -0.000 480 | 0.985 | 0.025 | 0.002 00 | |||||||||||||||||||||||
平均值 | 0.986 | 0.024 | 0.002 00 | |||||||||||||||||||||||||
Verma et al.:MR=a·exp(-kt)+(1-a)exp(-gt) | ||||||||||||||||||||||||||||
35℃ | 0.102 | 52.918 | 0.104 | 0.969 | 0.058 | 0.003 | ||||||||||||||||||||||
45℃ | 0.176 | 78.787 | 0.179 | 0.979 | 0.036 | 0.003 | ||||||||||||||||||||||
55℃ | 0.189 | 81.409 | 0.191 | 0.979 | 0.028 | 0.003 | ||||||||||||||||||||||
0.8 m/s | 0.123 | 48.416 | 0.125 | 0.982 | 0.029 | 0.002 | ||||||||||||||||||||||
2.5 m/s | 0.204 | 67.003 | 0.207 | 0.969 | 0.038 | 0.005 | ||||||||||||||||||||||
1 cm | 0.335 | 89.486 | 0.340 | 0.985 | 0.015 | 0.003 | ||||||||||||||||||||||
5 cm | 0.109 | 59.327 | 0.111 | 0.967 | 0.059 | 0.004 | ||||||||||||||||||||||
1 r/min | 0.191 | 77.501 | 0.194 | 0.982 | 0.032 | 0.003 | ||||||||||||||||||||||
3 r/min | 0.147 | 87.734 | 0.149 | 0.941 | 0.100 | 0.008 | ||||||||||||||||||||||
平均值 | 0.972 | 0.043 | 0.003 | |||||||||||||||||||||||||
Midilli et al.:MR=a·exp(-ktn)+bt | ||||||||||||||||||||||||||||
35℃ | 728.180 | -235.788 | 0.869 | -0.025 | 0.987 | 0.019 | 0.001 | |||||||||||||||||||||
45℃ | 399.630 | -181.192 | 1.013 | -0.043 | 0.961 | 0.053 | 0.005 | |||||||||||||||||||||
55℃ | 322.810 | -65.062 | 1.023 | -0.049 | 0.984 | 0.017 | 0.002 | |||||||||||||||||||||
0.8 m/s | 534.610 | -266.975 | 0.913 | -0.030 | 0.984 | 0.020 | 0.002 | |||||||||||||||||||||
2.5 m/s | -270.841 | 18.274 | 1.000 | -0.049 | * | * | * | |||||||||||||||||||||
1 cm | 164.170 | -64.434 | 1.035 | -0.083 | 0.985 | 0.011 | 0.003 | |||||||||||||||||||||
5 cm | -625.628 | 186.324 | 1.000 | -0.028 | * | * | * | |||||||||||||||||||||
1 r/min | 304.630 | -376.204 | 1.008 | -0.044 | 0.960 | 0.057 | 0.006 | |||||||||||||||||||||
3 r/min | -330.774 | 332.660 | 1.000 | -0.043 | * | * | * | |||||||||||||||||||||
平均值 | * | * | * |
Tab. 6 Coffee hot air drying model and its fitting results
因素Element | 模型参数Model parameters | 评价指标Evaluation index | ||||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
k | n | a | b | c | g | R2 | SSE | 残差均方 | ||||||||||||||||||||
Henderson and Pabis:MR=a·exp(-kt) | ||||||||||||||||||||||||||||
35℃ | 0.061 | 1.039 | 0.951 | 0.093 | 0.005 | |||||||||||||||||||||||
45℃ | 0.085 | 1.144 | 0.920 | 0.136 | 0.011 | |||||||||||||||||||||||
55℃ | 0.091 | 1.121 | 0.923 | 0.105 | 0.011 | |||||||||||||||||||||||
0.8 m/s | 0.069 | 1.073 | 0.960 | 0.065 | 0.004 | |||||||||||||||||||||||
2.5 m/s | 0.107 | 1.092 | 0.935 | 0.079 | 0.009 | |||||||||||||||||||||||
1 cm | 0.156 | 1.113 | 0.921 | 0.082 | 0.014 | |||||||||||||||||||||||
5 cm | 0.059 | 1.064 | 0.933 | 0.121 | 0.007 | |||||||||||||||||||||||
1 r/min | 0.093 | 1.160 | 0.928 | 0.129 | 0.011 | |||||||||||||||||||||||
3 r/min | 0.071 | 1.128 | 0.877 | 0.206 | 0.016 | |||||||||||||||||||||||
平均值 | 0.927 | 0.112 | 0.009 | |||||||||||||||||||||||||
Page:MR=exp(-ktn) | ||||||||||||||||||||||||||||
35℃ | 0.023 | 1.311 | 0.969 | 0.058 | 0.003 | |||||||||||||||||||||||
45℃ | 0.006 | 1.980 | 0.992 | 0.014 | 0.001 | |||||||||||||||||||||||
55℃ | 0.009 | 1.893 | 0.992 | 0.011 | 0.001 | |||||||||||||||||||||||
0.8 m/s | 0.020 | 1.407 | 0.984 | 0.026 | 0.002 | |||||||||||||||||||||||
2.5 m/s | 0.024 | 1.590 | 0.975 | 0.031 | 0.003 | |||||||||||||||||||||||
1 cm | 0.020 | 1.969 | 0.996 | 0.004 | 0.001 | |||||||||||||||||||||||
5 cm | 0.011 | 1.533 | 0.972 | 0.050 | 0.003 | |||||||||||||||||||||||
1 r/min | 0.008 | 1.919 | 0.990 | 0.018 | 0.002 | |||||||||||||||||||||||
3 r/min | 0.003 | 2.137 | 0.968 | 0.054 | 0.004 | |||||||||||||||||||||||
平均值 | 0.982 | 0.029 | 0.002 | |||||||||||||||||||||||||
Single exponential:MR=exp(-kt) | ||||||||||||||||||||||||||||
35℃ | 0.058 | 0.949 | 0.096 | 0.005 | ||||||||||||||||||||||||
45℃ | 0.075 | 0.894 | 0.180 | 0.014 | ||||||||||||||||||||||||
55℃ | 0.081 | 0.901 | 0.134 | 0.012 | ||||||||||||||||||||||||
0.8 m/s | 0.064 | 0.952 | 0.078 | 0.005 | ||||||||||||||||||||||||
2.5 m/s | 0.098 | 0.923 | 0.094 | 0.009 | ||||||||||||||||||||||||
1 cm | 0.141 | 0.903 | 0.100 | 0.014 | ||||||||||||||||||||||||
5 cm | 0.055 | 0.926 | 0.133 | 0.007 | ||||||||||||||||||||||||
1 r/min | 0.081 | 0.899 | 0.181 | 0.015 | ||||||||||||||||||||||||
3 r/min | 0.063 | 0.854 | 0.246 | 0.018 | ||||||||||||||||||||||||
平均值 | 0.911 | 0.138 | 0.011 | |||||||||||||||||||||||||
Logarithmic:MR=a·exp(-kt)+c | ||||||||||||||||||||||||||||
35℃ | 0.020 | 1.876 | -0.922 | 0.992 | 0.015 | 0.001 | ||||||||||||||||||||||
45℃ | 0.023 | 2.469 | -1.406 | 0.976 | 0.040 | 0.004 | ||||||||||||||||||||||
55℃ | 0.011 | 4.984 | -3.948 | 0.989 | 0.015 | 0.002 | ||||||||||||||||||||||
0.8 m/s | 0.025 | 1.834 | -0.836 | 0.996 | 0.007 | 0.0005 | ||||||||||||||||||||||
2.5 m/s | 0.022 | 2.894 | -1.882 | 0.990 | 0.012 | 0.001 | ||||||||||||||||||||||
1 cm | 0.019 | 4.763 | -3.723 | 0.990 | 0.010 | 0.002 | ||||||||||||||||||||||
5 cm | 0.012 | 2.861 | -1.883 | 0.986 | 0.025 | 0.002 | ||||||||||||||||||||||
1 r/min | 2.091 | 0.031 | -1.011 | 0.980 | 0.035 | 0.003 | ||||||||||||||||||||||
3 r/min | 0.000219 | 188.490 | -187.442 | 0.979 | 0.036 | 0.003 | ||||||||||||||||||||||
平均值 | 0.986 | 0.021 | 0.002 | |||||||||||||||||||||||||
因素Element | 模型参数Model parameters | 评价指标Evaluation index | ||||||||||||||||||||||||||
k | n | a | b | c | g | R2 | SSE | 残差均方 | ||||||||||||||||||||
Wang and Singh:MR=1+at+bt2 | ||||||||||||||||||||||||||||
35℃ | -0.040 | 0.000 361 | 0.989 | 0.021 | 0.001 23 | |||||||||||||||||||||||
45℃ | -0.047 | 0.000 255 | 0.972 | 0.048 | 0.004 00 | |||||||||||||||||||||||
55℃ | -0.048 | 5.737E-5 | 0.987 | 0.018 | 0.002 00 | |||||||||||||||||||||||
0.8 m/s | -0.044 | 0.000 409 | 0.996 | 0.007 | 0.000 45 | |||||||||||||||||||||||
2.5 m/s | -0.062 | 0.000 514 | 0.996 | 0.012 | 0.001 30 | |||||||||||||||||||||||
1 cm | -0.081055 | 0.000 179 | 0.988 | 0.012 | 0.002 00 | |||||||||||||||||||||||
5 cm | -0.036655 | 0.000 233 | 0.986 | 0.026 | 0.001 50 | |||||||||||||||||||||||
1 r/min | -0.051403 | 0.000 376 | 0.974 | 0.046 | 0.003 80 | |||||||||||||||||||||||
3 r/min | -0.028748 | -0.000 480 | 0.985 | 0.025 | 0.002 00 | |||||||||||||||||||||||
平均值 | 0.986 | 0.024 | 0.002 00 | |||||||||||||||||||||||||
Verma et al.:MR=a·exp(-kt)+(1-a)exp(-gt) | ||||||||||||||||||||||||||||
35℃ | 0.102 | 52.918 | 0.104 | 0.969 | 0.058 | 0.003 | ||||||||||||||||||||||
45℃ | 0.176 | 78.787 | 0.179 | 0.979 | 0.036 | 0.003 | ||||||||||||||||||||||
55℃ | 0.189 | 81.409 | 0.191 | 0.979 | 0.028 | 0.003 | ||||||||||||||||||||||
0.8 m/s | 0.123 | 48.416 | 0.125 | 0.982 | 0.029 | 0.002 | ||||||||||||||||||||||
2.5 m/s | 0.204 | 67.003 | 0.207 | 0.969 | 0.038 | 0.005 | ||||||||||||||||||||||
1 cm | 0.335 | 89.486 | 0.340 | 0.985 | 0.015 | 0.003 | ||||||||||||||||||||||
5 cm | 0.109 | 59.327 | 0.111 | 0.967 | 0.059 | 0.004 | ||||||||||||||||||||||
1 r/min | 0.191 | 77.501 | 0.194 | 0.982 | 0.032 | 0.003 | ||||||||||||||||||||||
3 r/min | 0.147 | 87.734 | 0.149 | 0.941 | 0.100 | 0.008 | ||||||||||||||||||||||
平均值 | 0.972 | 0.043 | 0.003 | |||||||||||||||||||||||||
Midilli et al.:MR=a·exp(-ktn)+bt | ||||||||||||||||||||||||||||
35℃ | 728.180 | -235.788 | 0.869 | -0.025 | 0.987 | 0.019 | 0.001 | |||||||||||||||||||||
45℃ | 399.630 | -181.192 | 1.013 | -0.043 | 0.961 | 0.053 | 0.005 | |||||||||||||||||||||
55℃ | 322.810 | -65.062 | 1.023 | -0.049 | 0.984 | 0.017 | 0.002 | |||||||||||||||||||||
0.8 m/s | 534.610 | -266.975 | 0.913 | -0.030 | 0.984 | 0.020 | 0.002 | |||||||||||||||||||||
2.5 m/s | -270.841 | 18.274 | 1.000 | -0.049 | * | * | * | |||||||||||||||||||||
1 cm | 164.170 | -64.434 | 1.035 | -0.083 | 0.985 | 0.011 | 0.003 | |||||||||||||||||||||
5 cm | -625.628 | 186.324 | 1.000 | -0.028 | * | * | * | |||||||||||||||||||||
1 r/min | 304.630 | -376.204 | 1.008 | -0.044 | 0.960 | 0.057 | 0.006 | |||||||||||||||||||||
3 r/min | -330.774 | 332.660 | 1.000 | -0.043 | * | * | * | |||||||||||||||||||||
平均值 | * | * | * |
模型参数Model parameters | 变量Variable | ||||
---|---|---|---|---|---|
k | a | c | 温度 T/℃ | 风速 v/(m·s-1) | 铺装厚度D/cm |
0.020 | 1.876 | -0.922 | 35 | 1.6 | 3 |
0.023 | 2.469 | -1.406 | 45 | 1.6 | 3 |
0.011 | 4.984 | -3.948 | 55 | 1.6 | 3 |
0.025 | 1.834 | -0.836 | 45 | 0.8 | 3 |
0.022 | 2.894 | -1.882 | 45 | 2.5 | 3 |
0.019 | 4.763 | -3.723 | 45 | 1.6 | 1 |
0.012 | 0.012 | -1.883 | 45 | 1.6 | 5 |
Tab. 7 Coffee hot air dry Logarithmic model parameter values
模型参数Model parameters | 变量Variable | ||||
---|---|---|---|---|---|
k | a | c | 温度 T/℃ | 风速 v/(m·s-1) | 铺装厚度D/cm |
0.020 | 1.876 | -0.922 | 35 | 1.6 | 3 |
0.023 | 2.469 | -1.406 | 45 | 1.6 | 3 |
0.011 | 4.984 | -3.948 | 55 | 1.6 | 3 |
0.025 | 1.834 | -0.836 | 45 | 0.8 | 3 |
0.022 | 2.894 | -1.882 | 45 | 2.5 | 3 |
0.019 | 4.763 | -3.723 | 45 | 1.6 | 1 |
0.012 | 0.012 | -1.883 | 45 | 1.6 | 5 |
模型 Model | 模型方程 Model equation | R2 | SSE | 残差均方 Residual mean square |
---|---|---|---|---|
Henderson and Pabis | MR=a·exp(-kt) | 0.927 555 | 0.112 888 | 0.009 778 |
Page | MR=a·exp(-ktn) | 0.982 000 | 0.029 555 | 0.002 228 |
Single exponential | MR=exp(-kt) | 0.911 222 | 0.138 000 | 0.011 000 |
Logarithmic | MR=a·exp(-kt)+c | 0.986 444 | 0.021 734 | 0.002 075 |
Wang and Singh | MR=1+at+bt2 | 0.985 888 | 0.023 865 | 0.002 032 |
Verma et al. | MR=a·exp(-kt)+(1-a)exp(-gt) | 0.972 555 | 0.043 888 | 0.003 777 |
Midilli et al. | MR=a·exp(-ktn)+bt | * | * | * |
Tab. 8 Commonly used drying mathematical models
模型 Model | 模型方程 Model equation | R2 | SSE | 残差均方 Residual mean square |
---|---|---|---|---|
Henderson and Pabis | MR=a·exp(-kt) | 0.927 555 | 0.112 888 | 0.009 778 |
Page | MR=a·exp(-ktn) | 0.982 000 | 0.029 555 | 0.002 228 |
Single exponential | MR=exp(-kt) | 0.911 222 | 0.138 000 | 0.011 000 |
Logarithmic | MR=a·exp(-kt)+c | 0.986 444 | 0.021 734 | 0.002 075 |
Wang and Singh | MR=1+at+bt2 | 0.985 888 | 0.023 865 | 0.002 032 |
Verma et al. | MR=a·exp(-kt)+(1-a)exp(-gt) | 0.972 555 | 0.043 888 | 0.003 777 |
Midilli et al. | MR=a·exp(-ktn)+bt | * | * | * |
试验 Test | 评价指标Evaluation index | |
---|---|---|
R2 | SSE | |
1 | 0.994 | 0.012 |
2 | 0.998 | 0.003 |
3 | 0.992 | 0.012 |
4 | 0.993 | 0.007 |
5 | 0.996 | 0.005 |
6 | 0.992 | 0.008 |
7 | 0.994 | 0.010 |
8 | 0.997 | 0.006 |
9 | 0.995 | 0.004 |
平均值 | 0.995 | 0.007 |
Tab. 9 Ortho test data model regression
试验 Test | 评价指标Evaluation index | |
---|---|---|
R2 | SSE | |
1 | 0.994 | 0.012 |
2 | 0.998 | 0.003 |
3 | 0.992 | 0.012 |
4 | 0.993 | 0.007 |
5 | 0.996 | 0.005 |
6 | 0.992 | 0.008 |
7 | 0.994 | 0.010 |
8 | 0.997 | 0.006 |
9 | 0.995 | 0.004 |
平均值 | 0.995 | 0.007 |
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