CIESC Journal ›› 2020, Vol. 71 ›› Issue (3): 1362-1369.DOI: 10.11949/0438-1157.20190856
• Material science and engineering, nanotechnology • Previous Articles Next Articles
Yuying LU1,Liming YU2,Jiake YANG1,Wusong ZENG1,Jiangyin LU1()
Received:
2019-07-25
Revised:
2020-01-06
Online:
2020-03-05
Published:
2020-03-05
Contact:
Jiangyin LU
通讯作者:
陆江银
基金资助:
CLC Number:
Yuying LU, Liming YU, Jiake YANG, Wusong ZENG, Jiangyin LU. Preparation of LDHs-CRMA composite modified asphalt by response surface methodology and its characterization[J]. CIESC Journal, 2020, 71(3): 1362-1369.
鲁玉莹, 余黎明, 杨加可, 曾武松, 陆江银. 响应面法优化制备LDHs-CRMA复合改性沥青及其表征[J]. 化工学报, 2020, 71(3): 1362-1369.
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Factor | Symbol | Level | ||
---|---|---|---|---|
-1 | 0 | 1 | ||
shear temperature/℃ | A | 165 | 175 | 185 |
shear time /min | B | 60 | 90 | 120 |
shear rate/(r/min) | C | 3500 | 5000 | 6500 |
Table 1 Experimental design of three factors and three levels of response surface method
Factor | Symbol | Level | ||
---|---|---|---|---|
-1 | 0 | 1 | ||
shear temperature/℃ | A | 165 | 175 | 185 |
shear time /min | B | 60 | 90 | 120 |
shear rate/(r/min) | C | 3500 | 5000 | 6500 |
实验号 | A | B | C | 针入度(100 g,5 s)/0.1 mm | PI | 软化 点/℃ | 5℃延度/mm | OD | ||
---|---|---|---|---|---|---|---|---|---|---|
5℃ | 15℃ | 25℃ | ||||||||
1 | 185 | 60 | 5000 | 6.1 | 22.1 | 62.2 | -1.479 | 47.1 | 231 | 0 |
2 | 175 | 90 | 5000 | 11.0 | 27.7 | 69.2 | 0.008 | 50.0 | 221 | 0.4924 |
3 | 165 | 90 | 6500 | 11.1 | 18.4 | 45.8 | 1.816 | 49.1 | 212 | 0.5509 |
4 | 175 | 120 | 3500 | 12.6 | 22.9 | 46.8 | 2.461 | 49.8 | 221 | 0.6463 |
5 | 175 | 90 | 5000 | 10.9 | 26.0 | 63.6 | 0.292 | 50.2 | 222 | 0.5352 |
6 | 185 | 90 | 6500 | 11.6 | 27.2 | 73.8 | -0.030 | 48.1 | 240 | 0.3611 |
7 | 175 | 90 | 5000 | 11.4 | 23.4 | 67.0 | 0.263 | 49.9 | 210 | 0.4951 |
8 9 | 165 185 | 120 120 | 5000 5000 | 13.9 8.20 | 25.0 16.6 | 73.3 41.8 | 0.695 0.826 | 49.4 53.4 | 285 119 | 0.6033 0.2959 |
10 | 185 | 90 | 3500 | 6.80 | 20.7 | 54.8 | -0.813 | 50.0 | 208 | 0.3611 |
11 | 175 | 60 | 3500 | 11.3 | 22.4 | 60.3 | 0.646 | 51.4 | 261 | 0.7018 |
12 | 175 | 120 | 6500 | 9.20 | 17.0 | 48.2 | 0.722 | 52.6 | 112 | 0 |
13 | 175 | 90 | 5000 | 13.2 | 18.8 | 69.3 | 0.712 | 49.1 | 220 | 0.4935 |
14 | 165 | 90 | 3500 | 12.2 | 21.0 | 71.8 | 0.258 | 50.9 | 259 | 0.6269 |
15 | 165 | 60 | 5000 | 7.30 | 31.1 | 71.3 | -1.365 | 50.3 | 243 | 0.2298 |
16 | 175 | 60 | 6500 | 7.80 | 29.1 | 70.2 | -1.139 | 49.0 | 223 | 0.2633 |
17 | 175 | 90 | 5000 | 12.6 | 20.7 | 73.6 | 0.286 | 50.4 | 210 | 0.5253 |
Table 2 Box-Behnken response surface experimental design and results
实验号 | A | B | C | 针入度(100 g,5 s)/0.1 mm | PI | 软化 点/℃ | 5℃延度/mm | OD | ||
---|---|---|---|---|---|---|---|---|---|---|
5℃ | 15℃ | 25℃ | ||||||||
1 | 185 | 60 | 5000 | 6.1 | 22.1 | 62.2 | -1.479 | 47.1 | 231 | 0 |
2 | 175 | 90 | 5000 | 11.0 | 27.7 | 69.2 | 0.008 | 50.0 | 221 | 0.4924 |
3 | 165 | 90 | 6500 | 11.1 | 18.4 | 45.8 | 1.816 | 49.1 | 212 | 0.5509 |
4 | 175 | 120 | 3500 | 12.6 | 22.9 | 46.8 | 2.461 | 49.8 | 221 | 0.6463 |
5 | 175 | 90 | 5000 | 10.9 | 26.0 | 63.6 | 0.292 | 50.2 | 222 | 0.5352 |
6 | 185 | 90 | 6500 | 11.6 | 27.2 | 73.8 | -0.030 | 48.1 | 240 | 0.3611 |
7 | 175 | 90 | 5000 | 11.4 | 23.4 | 67.0 | 0.263 | 49.9 | 210 | 0.4951 |
8 9 | 165 185 | 120 120 | 5000 5000 | 13.9 8.20 | 25.0 16.6 | 73.3 41.8 | 0.695 0.826 | 49.4 53.4 | 285 119 | 0.6033 0.2959 |
10 | 185 | 90 | 3500 | 6.80 | 20.7 | 54.8 | -0.813 | 50.0 | 208 | 0.3611 |
11 | 175 | 60 | 3500 | 11.3 | 22.4 | 60.3 | 0.646 | 51.4 | 261 | 0.7018 |
12 | 175 | 120 | 6500 | 9.20 | 17.0 | 48.2 | 0.722 | 52.6 | 112 | 0 |
13 | 175 | 90 | 5000 | 13.2 | 18.8 | 69.3 | 0.712 | 49.1 | 220 | 0.4935 |
14 | 165 | 90 | 3500 | 12.2 | 21.0 | 71.8 | 0.258 | 50.9 | 259 | 0.6269 |
15 | 165 | 60 | 5000 | 7.30 | 31.1 | 71.3 | -1.365 | 50.3 | 243 | 0.2298 |
16 | 175 | 60 | 6500 | 7.80 | 29.1 | 70.2 | -1.139 | 49.0 | 223 | 0.2633 |
17 | 175 | 90 | 5000 | 12.6 | 20.7 | 73.6 | 0.286 | 50.4 | 210 | 0.5253 |
Source | Sum of squares | df | Mean square | F | P | Significance |
---|---|---|---|---|---|---|
model | 0.70 | 11 | 0.063 | 126.93 | <0.0001 | significant |
A | 0.12 | 1 | 0.12 | 246.37 | <0.0001 | |
B | 0.025 | 1 | 0.025 | 50.78 | 0.0008 | |
C | 0.29 | 1 | 0.29 | 588.39 | <0.0001 | |
AB | 1.506×10-3 | 1 | 1.506×10-3 | 3.01 | 0.1432 | |
AC | 1.440×10-3 | 1 | 1.440×10-3 | 2.88 | 0.1504 | |
BC | 0.011 | 1 | 0.011 | 21.61 | 0.0056 | |
A2 | 0.025 | 1 | 0.025 | 49.89 | 0.0009 | |
B2 | 0.094 | 1 | 0.094 | 187.31 | <0.0001 | |
C2 | 8.012×10-3 | 1 | 8.012×10-3 | 16.02 | 0.0103 | |
A2B | 0.12 | 1 | 0.12 | 244.11 | <0.0001 | |
A2C | 0.13 | 1 | 0.13 | 254.46 | <0.0001 | |
residual | 2.500×10-3 | 5 | 5.000×10-4 | |||
lack of fit | 8.315×10-4 | 1 | 8.315×10-4 | 1.99 | 0.2308 | not significant |
pure error | 1.669×10-3 | 4 | 4.171×10-4 | |||
cor total R2=0.9964 | 0.70 CV=5.29% | 16 |
Table 3 Analysis of variance(ANOVA)
Source | Sum of squares | df | Mean square | F | P | Significance |
---|---|---|---|---|---|---|
model | 0.70 | 11 | 0.063 | 126.93 | <0.0001 | significant |
A | 0.12 | 1 | 0.12 | 246.37 | <0.0001 | |
B | 0.025 | 1 | 0.025 | 50.78 | 0.0008 | |
C | 0.29 | 1 | 0.29 | 588.39 | <0.0001 | |
AB | 1.506×10-3 | 1 | 1.506×10-3 | 3.01 | 0.1432 | |
AC | 1.440×10-3 | 1 | 1.440×10-3 | 2.88 | 0.1504 | |
BC | 0.011 | 1 | 0.011 | 21.61 | 0.0056 | |
A2 | 0.025 | 1 | 0.025 | 49.89 | 0.0009 | |
B2 | 0.094 | 1 | 0.094 | 187.31 | <0.0001 | |
C2 | 8.012×10-3 | 1 | 8.012×10-3 | 16.02 | 0.0103 | |
A2B | 0.12 | 1 | 0.12 | 244.11 | <0.0001 | |
A2C | 0.13 | 1 | 0.13 | 254.46 | <0.0001 | |
residual | 2.500×10-3 | 5 | 5.000×10-4 | |||
lack of fit | 8.315×10-4 | 1 | 8.315×10-4 | 1.99 | 0.2308 | not significant |
pure error | 1.669×10-3 | 4 | 4.171×10-4 | |||
cor total R2=0.9964 | 0.70 CV=5.29% | 16 |
技术指标 | 基质沥青 | LDHs-CRMA复合改性沥青 |
---|---|---|
针入度(100 g,5 s)/0.1 mm | ||
5℃ | 7.6 | 9.8 |
15℃ | 19.7 | 21.2 |
25℃ | 82.4 | 66.7 |
软化点/℃ | 45.1 | 51.6 |
5℃延度/cm | 13.6 | 24.9 |
Table 4 Properties of modified asphalt by optimum parameters
技术指标 | 基质沥青 | LDHs-CRMA复合改性沥青 |
---|---|---|
针入度(100 g,5 s)/0.1 mm | ||
5℃ | 7.6 | 9.8 |
15℃ | 19.7 | 21.2 |
25℃ | 82.4 | 66.7 |
软化点/℃ | 45.1 | 51.6 |
5℃延度/cm | 13.6 | 24.9 |
项目 | CRMA | LDHs/CRMA | ||
---|---|---|---|---|
ICO | ISO | ICO | ISO | |
老化前 | 0.0028 | 0.0100 | 0.0027 | 0.0100 |
老化后 | 0.019 | 0.046 | 0.008 | 0.031 |
变化 | 0.0162 | 0.0360 | 0.0053 | 0.0210 |
Table 5 FTIR functional group indices change of CRMA and LDHs/CRMA modified asphalt before and after UV aging
项目 | CRMA | LDHs/CRMA | ||
---|---|---|---|---|
ICO | ISO | ICO | ISO | |
老化前 | 0.0028 | 0.0100 | 0.0027 | 0.0100 |
老化后 | 0.019 | 0.046 | 0.008 | 0.031 |
变化 | 0.0162 | 0.0360 | 0.0053 | 0.0210 |
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