1 材料与方法
1.1 材料
1.2 方法
表1 单因素试验因素及水平Tab. 1 Factors and levels for single factor experiments |
| 因素Factor | 水平Level | ||||
|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | |
| A 乙醇浓度/% | 50 | 60 | 70 | 80 | 90 |
| B 料液比/(g·mL-1) | 1∶5 | 1∶10 | 1∶15 | 1∶20 | 1∶25 |
| C 提取时间/h | 0.5 | 1 | 1.5 | 2 | 2.5 |
| D 提取温度/℃ | 45 | 55 | 65 | 75 | 85 |
表2 试验设计因素水平表Tab. 2 Factors and levels of RSM |
| 水平 Level | 因素Factor | |||
|---|---|---|---|---|
| A乙醇浓度 Ethanol concentration/% | B料液比 Material-to- liquid ratio /(g·mL-1) | C时间 Extraction time/h | D温度 Extraction temperature/℃ | |
| -1 | 60 | 1∶15 | 1 | 65 |
| 0 | 70 | 1∶20 | 1.5 | 75 |
| 1 | 80 | 1∶25 | 2 | 85 |
1.3 数据处理
2 结果与分析
2.1 单因素试验分析
2.2 响应面优化原花青素提取试验分析
表3 响应面试验结果Tab. 3 Results of response surface methodology |
| 序号 Order | A | B | C | D | 原花青素提取得率 Extraction rate of procyanidin/% | 序号 Order | A | B | C | D | 原花青素提取得率 Extraction rate of procyanidin/% | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 实际值 | 预测值 | 实际值 | 预测值 | ||||||||||
| 1 | 0 | 1 | 0 | 1 | 3.83 | 3.86 | 16 | 1 | 0 | 0 | -1 | 1.62 | 1.21 |
| 2 | -1 | 1 | 0 | 0 | 5.85 | 5.32 | 17 | 0 | 0 | 0 | 0 | 6.18 | 6.04 |
| 3 | 0 | 1 | -1 | 0 | 4.69 | 4.58 | 18 | 1 | 0 | 1 | 0 | 2.00 | 2.02 |
| 4 | -1 | 0 | 0 | -1 | 3.12 | 3.21 | 19 | 0 | 0 | -1 | 1 | 3.26 | 3.17 |
| 5 | -1 | 0 | 1 | 0 | 4.15 | 4.11 | 20 | 0 | 0 | 0 | 0 | 6.01 | 6.04 |
| 6 | 0 | 1 | 0 | -1 | 2.73 | 3.22 | 21 | 0 | 0 | 0 | 0 | 5.94 | 6.04 |
| 7 | 0 | -1 | 0 | 1 | 4.37 | 4.00 | 22 | 1 | -1 | 0 | 0 | 3.31 | 3.53 |
| 8 | 0 | 0 | 1 | -1 | 2.50 | 2.27 | 23 | 0 | -1 | -1 | 0 | 4.44 | 4.42 |
| 9 | 0 | 0 | 1 | 1 | 3.38 | 3.10 | 24 | -1 | 0 | 0 | 1 | 3.17 | 3.77 |
| 10 | 0 | -1 | 0 | -1 | 3.36 | 3.45 | 25 | 1 | 1 | 0 | 0 | 2.61 | 2.52 |
| 11 | 1 | 0 | 0 | 1 | 1.73 | 1.83 | 26 | 0 | 0 | 0 | 0 | 5.81 | 6.04 |
| 12 | 0 | -1 | 1 | 0 | 4.15 | 4.46 | 27 | -1 | -1 | 0 | 0 | 4.90 | 4.68 |
| 13 | 0 | 1 | 1 | 0 | 3.71 | 3.93 | 28 | 0 | 0 | 0 | 0 | 6.24 | 6.04 |
| 14 | -1 | 0 | -1 | 0 | 4.20 | 4.30 | 29 | 0 | 0 | -1 | -1 | 2.85 | 2.82 |
| 15 | 1 | 0 | -1 | 0 | 2.30 | 2.45 | |||||||
表4 回归模型的方差结果Tab. 4 Results of variance for regression model |
| 来源 Source | 平方和 Sum of squares | 自由度 df | 均方 Mean square | F值 F value | P值 P value | 显著性 Significance |
|---|---|---|---|---|---|---|
| 模型 | 51.97 | 14 | 3.71 | 29.22 | <0.0001 | ** |
| A | 11.64 | 1 | 11.64 | 91.64 | <0.0001 | ** |
| B | 0.10 | 1 | 0.10 | 0.81 | 0.3839 | |
| C | 0.29 | 1 | 0.29 | 2.24 | 0.1563 | |
| D | 1.06 | 1 | 1.06 | 8.31 | 0.0120 | * |
| AB | 0.68 | 1 | 0.68 | 5.36 | 0.0363 | * |
| AC | 0.016 | 1 | 0.016 | 0.12 | 0.7310 | |
| AD | 0.0009 | 1 | 0.0009 | 0.0071 | 0.9341 | |
| BC | 0.12 | 1 | 0.12 | 0.94 | 0.3495 | |
| BD | 0.00203 | 1 | 0.00203 | 0.016 | 0.9013 | |
| CD | 0.055 | 1 | 0.055 | 0.43 | 0.5204 | |
| A2 | 16.08 | 1 | 16.08 | 126.52 | <0.0001 | ** |
| B2 | 1.32 | 1 | 1.32 | 10.36 | 0.0062 | ** |
| C2 | 9.98 | 1 | 9.98 | 78.56 | <0.0001 | ** |
| D2 | 24.77 | 1 | 24.77 | 194.98 | <0.0001 | ** |
| 残差 | 1.78 | 14 | 0.13 | |||
| 失拟项 | 1.66 | 10 | 0.17 | 5.37 | 0.0598 | |
| 纯误差 | 0.12 | 4 | 0.031 | |||
| 总离差 | 53.75 | 28 |
Note: ** indicates that the impact is extremely significant (P<0.01); * indicates that the impact is significant (P<0.05). | |
注:**表示影响极显著(P<0.01);*表示影响显著(P<0.05)。 |
