Scientia Agricultura Sinica ›› 2022, Vol. 55 ›› Issue (24): 4927-4942.doi: 10.3864/j.issn.0578-1752.2022.24.011

• FOOD SCIENCE AND ENGINEERING • Previous Articles     Next Articles

Optimization of Drying Process in Oat Noodle Production

LIU ZhenRong(),ZHAO WuQi(),HU XinZhong(),HE LiuCheng,CHEN YueYuan   

  1. College of Food Engineering and Nutritional Science, Shaanxi Normal University, Xi’an 710119
  • Received:2022-03-21 Accepted:2022-06-06 Online:2022-12-16 Published:2023-01-04
  • Contact: WuQi ZHAO,XinZhong HU E-mail:liuzr@snnu.edu.cn;zwq65@163.com;hxinzhong@snnu.edu.cn

Abstract:

【Objective】 The effects of different drying modes, temperature, and relative humidity on drying quality and drying energy of oat noodles were studied. The modes were established and the multi-objective optimization was carried out to obtain the drying mode and process parameters of oat noodles with good quality and low energy consumption. 【Method】The effects of nine different drying modes of temperature and humidity on the drying quality and drying energy of oat noodles were studied. The factors of optimal cooking time, cooking loss, water absorption, ductility, hardness, chewiness, adhesiveness, bending strength, breaking distance, acidity and fatty acid value were analyzed to obtain the comprehensive evaluation value of quality and determine the optimal drying mode of oat noodle. Plackett-Burman test was used to screen the first temperature, the first relative humidity, the second temperature, the second relative humidity, the third temperature and the third relative humidity of the three-stage drying of oat noodles with variable temperature and humidity. Box-Behnken response surface test was used to optimize the drying process, and the optimal parameters were obtained and verified. 【Result】The best drying mode of oat noodles was first heating and then cooling combined with dehumidification. Plackett-Burman experiment showed that the key factors of drying oat noodles were the first stage relative humidity, the second stage temperature and the second stage relative humidity. The established regression model of oat noodle drying process parameters with unit energy consumption and the comprehensive score was significant (P<0.05). Each factor had extremely significant influence on unit energy consumption. The interaction between the first relative humidity, the second temperature, and the second relative humidity was extremely significant. All factors had a significant influence on the quality comprehensive score, and the order of influence was second-stage temperature>second-stage relative humidity>first relative humidity. The interaction between first relative humidity, first relative humidity and second relative humidity was significant. The optimal process parameters for three-stage variable temperature and humidity drying of oat noodles were first stage temperature of 25℃, first stage relative humidity of 88%, second stage temperature of 43℃, second stage relative humidity of 71%, third stage temperature of 35℃, and third stage relative humidity of 50%; under this condition, the drying energy of oat noodles was 93.42 kJ·g-1, and the comprehensive score was 1.02. 【Conclusion】The established quadratic polynomial regression model could be applied to analyze and predict the effects of drying process parameters on drying energy and the comprehensive score of oat noodles. Three-stage variable temperature and humidity drying could improve the drying quality of oat noodles and reduce energy consumption. The method of using experiment design and data processing technology to solve the drying process of oat noodles was comprehensive and efficient. The results were intuitive and accurate, and the experiment efficiency and accuracy were improved. This study provided a theoretical basis for industrial standard production, energy-saving, and consumption reduction of oat noodles.

Key words: oat noodles, temperature, relative humidity, Plackett-Burman test design, response surface

Fig. 1

Equipment diagram for drying noodle"

Table 1

The experiment design of different drying noodle modes"

干燥模式
Dry mode
序号
Serial number
第一阶段干燥
First stage drying
第二阶段干燥
Second stage drying
第三阶段干燥
Third stage drying
温度/湿度
Temperature (℃)/ Humidity (%)
水分含量
Moisture content (%)
温度/湿度
Temperature (℃)/ Humidity (%)
水分含量
Moisture content (%)
温度/湿度
Temperature (℃)/ Humidity (%)
水分含量
Moisture content (%)
恒温恒湿
Constant temperature and humidity
1 40℃/75% / 40℃/75% / 40℃/75% ≤14.5%
变温变湿(两段)
Alternating temperature and humidity
(two-section)
2 40℃/75% / 40℃/75% 16%-17% 50℃/65% ≤14.5%
3 40℃/75% / 40℃/75% 16%-17% 30℃/65% ≤14.5%
变温变湿(三段)
Alternating temperature and humidity
(three-section)
4 30℃/65% 27%-28% 40℃/75% 16%-17% 30℃/65% ≤14.5%
5 30℃/85% 27%-28% 40℃/75% 16%-17% 30℃/65% ≤14.5%
6 30℃/65% 27%-28% 40℃/75% 16%-17% 50℃/65% ≤14.5%
7 30℃/85% 27%-28% 40℃/75% 16%-17% 50℃/65% ≤14.5%
8 30℃/75% 27%-28% 40℃/75% 16%-17% 50℃/75% ≤14.5%
9 40℃/85% 27%-28% 40℃/75% 16%-17% 40℃/65% ≤14.5%

Table 2

PBD factor level table"

因素
Factor
代表字母
Letter
水平 Level
-1 1
第一阶段温度First stage temperature (℃) A 25℃ 35℃
第一阶段相对湿度First stage relative humidity (%) B 80% 90%
第二阶段温度Second stage temperature (℃) C 40℃ 50℃
第二阶段相对湿度Second stage relative humidity (%) D 65% 75%
第三阶段温度 Third stage temperature (℃) E 25℃ 35℃
第三阶段相对湿度Third stage relative humidity (%) F 50% 60%

Table 3

Test factors and levels of response surface design"

水平/因子
Level/Factor
A第一阶段相对湿度
First stage relative humidity (%)
B第二阶段温度
Second stage temperature (℃)
C第二阶段相对湿度
Second stage relative humidity (%)
-1 70 30 60
0 80 40 70
1 90 50 80

Fig. 2

Effects of different drying modes on quality characteristics of oat noodle before cooking Different lowercase letters indicate significant difference (P<0.05). The same as below"

Fig. 3

Effects of different drying modes on quality characteristics of cooked oat noodle"

Fig. 4

Effects of different drying modes on unite energy consumption per unit of oat noodle"

Table 4

Comprehensive evaluation results of oat noodles under different drying modes"

序号
Code
酸度
Acidity
(mL/10 g)
脂肪酸值
Fatty acid value
(mg/100 g)
最佳煮
制时间
Optimum cooking time (s)
蒸煮损失
Cooking loss
(%)
烹调吸水率
Cooking water absorption (%)
延展性
Ductility (g·s-1)
硬度
Hardness (g)
咀嚼性
Chewiness (g·s)
黏着性
Adhesiveness (g·s)
抗弯曲强度
Bending strength
(g)
折断距离
Breaking distance (mm)
主成分
F1
Principal component
F1
主成分
F2
Principal component
F2
品质综合评分
FA
Comprehensive quality score
单位能耗
Unite energy consumption (kJ·g-1)
1 3.03 31.32 322.50 10.67 169.70 0.29 51.81 18.71 1.31 10.12 30.77 -1.62 0.63 -1.04 122.20
2 3.45 33.32 322.50 10.42 170.05 0.30 51.76 18.82 1.22 9.95 31.12 -1.08 -0.20 -0.85 92.48
3 3.15 27.33 320.00 10.61 170.44 0.30 46.80 19.07 1.14 10.19 30.86 -0.81 1.19 -0.30 92.48
4 3.30 31.32 312.5 9.39 172.07 0.31 47.59 19.62 1.04 10.72 30.93 0.52 -0.06 0.37 75.96
5 2.85 26.53 307.50 8.92 173.37 0.33 46.23 20.07 0.94 11.03 31.79 1.45 1.32 1.42 82.57
6 3.55 34.12 315.00 9.27 171.01 0.31 48.79 19.29 1.15 10.60 30.95 0.29 -0.88 -0.01 105.69
7 3.65 35.31 317.50 9.01 171.90 0.31 48.18 19.45 1.11 10.38 31.27 0.50 -1.12 0.08 112.29
8 3.85 34.51 312.50 9.84 171.71 0.30 49.96 18.91 1.20 10.20 30.71 -0.14 -1.43 -0.48 95.78
9 3.25 28.53 312.50 9.30 172.59 0.32 47.15 19.86 0.99 10.82 31.48 0.91 0.55 0.81 125.50

Table 5

PBD experimental design and results"

Run 第一阶段
First stage
第二阶段
Second stage
第三阶段
The third stage
最佳煮
制时间
Optimum cooking time
(s)
蒸煮
损失Cooking loss
(%)
烹调吸
水率Cooking water absorption (%)
延展性Ductility (g·s-1) 硬度Hardness
(g)
咀嚼性Chewiness
(g·s)
黏着性Adhesiveness (g·s) 抗弯曲强度Bending strength (g) 折断
距离Breaking distance (mm)
酸度
Acidity (mL/10 g)
脂肪酸值
Fatty acid value (mg/100 g)
主成分
F1
Principal component F1
主成分
F2
Principal component F2
品质综
合评分
FB
Compre-
hensive quality score
A温度
Temperature (℃)
B相对
湿度
Relative humidity (%)
C温度
Temperature (℃)
D相对
湿度
Relative humidity (%)
E温度
Temperature (℃)
F相对
湿度
Relative humidity (%)
1 25℃ 90% 50℃ 65% 35℃ 50% 285.00 8.41 183.95 0.317 49.06 19.54 1.105 10.76 30.87 3.88 33.05 0.40 -1.42 -0.06
2 35℃ 80% 50℃ 75% 25℃ 60% 295.00 8.63 180.91 0.308 49.93 19.26 1.171 10.52 30.67 3.45 31.64 -0.64 -.15 -0.52
3 25℃ 90% 40℃ 65% 25℃ 60% 280.00 8.20 183.97 0.318 49.08 19.47 1.101 10.74 30.98 3.11 29.77 -0.16 0.63 0.04
4 35℃ 80% 50℃ 65% 25℃ 50% 305.00 9.27 178.60 0.294 51.47 19.03 1.257 10.06 30.1 3.52 31.92 -1.62 -0.05 -1.23
5 35℃ 90% 40℃ 75% 25℃ 50% 255.00 7.75 187.82 0.332 47.31 20.11 0.921 11.46 31.88 3.21 29.83 1.51 -0.04 1.12
6 35℃ 90% 50℃ 65% 35℃ 60% 310.00 8.98 176.74 0.301 52.03 18.85 1.301 10.524 30.07 3.76 32.11 -1.47 -0.47 -1.22
7 35℃ 90% 40℃ 75% 35℃ 50% 275.00 7.89 188.42 0.334 46.62 20.08 0.933 11.32 31.56 3.22 30.13 1.26 -0.02 0.94
8 25℃ 80% 50℃ 75% 35℃ 50% 295.00 8.72 181.10 0.307 49.86 19.31 1.169 10.61 30.71 3.57 33.51 -0.39 -0.84 -0.5
9 25℃ 90% 50℃ 75% 25℃ 60% 285.00 8.31 183.86 0.319 49.01 19.57 1.103 10.77 30.94 3.83 33.77 0.50 -1.54 -0.01
10 35℃ 80% 40℃ 65% 35℃ 60% 285.00 8.08 183.99 0.317 48.82 19.81 1.079 10.86 30.96 2.94 27.33 -0.33 1.58 0.15
11 25℃ 80% 40℃ 75% 35℃ 60% 275.00 7.38 187.88 0.335 46.71 20.13 0.917 11.36 31.67 2.97 27.96 1.10 0.99 1.07
12 25℃ 80% 40℃ 65% 25℃ 50% 285.00 8.11 184.49 0.318 48.76 19.83 1.086 10.96 31.09 2.96 28.02 -0.17 1.33 0.21

Table 6

Results of analysis of variance in PBD test"


Item
效应
Effect
系数
Coefficient
T-value P-value 显著性排序
Significance ranking
常量Constant -0.001 13.18 0.022
第一阶段温度First stage temperature (℃) -0.252 0.126 -1.16 0.297 4
第一阶段相对湿度First stage relative humidity (%) 0.272 0.136 1.32 0.245 3
第二阶段温度Second stage temperature (℃) -1.178 -0.589 -5.43 0.003 1
第二阶段相对湿度Second stage relative humidity (%) 0.702 0.351 3.33 0.021 2
第三阶段温度 Third stage temperature (℃) 0.128 0.064 0.64 0.549 6
第三阶段相对湿度Third stage relative humidity (%) -0.162 -0.081 -0.78 0.472 5

Fig. 5

Pareto chart of comprehensive score"

Table 7

response surface design and results"

编号
Code
A第一
阶段相
对湿度
First stage relative humidity (%)
B第二阶
段温度
Second stage temperature (℃)
C第二阶段相对湿度
Second stage relative humidity (%)
最佳煮
制时间
Optimum cooking time (s)
蒸煮
损失
Cooking loss
(%)
烹调
吸水率
Cooking water absorption (%)
延展性
Ductility (g·s-1)
硬度
Hardness (g)
咀嚼性
Chewiness (g·s)
黏着性
Adhesiveness (g·s)
抗弯曲
强度
Bending strength (g)
折断距离
Breaking distance
(mm)
酸度
Acidity
(mL/10 g)
脂肪酸值
Fatty acid value (mg/100 g)
主成分
F1
Principal component F1
主成分
F2
Principal component F2
品质综合
评分FC
Comprehensive quality score
单位能耗
Unite energy consumption
(kJ·g-1)
1 80 50 70 313.00 8.31 185.11 0.311 48.06 19.30 1.10 10.84 31.10 3.23 28.41 -0.29 0.51 0.01 52.84
2 80 50 70 314.50 8.33 184.96 0.310 48.09 19.25 1.105 10.82 31.06 3.26 28.50 -0.26 0.35 -0.04 56.15
3 80 50 70 317.00 8.27 185.18 0.314 47.97 19.38 1.086 10.90 31.18 3.17 28.17 -0.24 0.63 0.08 52.84
4 80 40 60 306.00 8.11 185.69 0.324 47.64 19.64 1.032 11.14 31.47 2.94 27.42 0.46 0.69 0.55 71.01
5 80 40 80 303.50 8.02 186.01 0.330 47.48 19.80 1.002 11.27 31.64 2.85 26.93 0.62 0.98 0.75 138.72
6 80 50 70 312.50 8.35 184.81 0.308 48.13 19.21 1.114 10.79 31.03 3.29 28.60 -0.15 0.09 0.16 51.85
7 90 60 70 330.50 8.63 183.76 0.290 48.67 18.73 1.203 10.38 30.52 3.70 30.02 -1.14 -0.34 -0.84 49.54
8 80 60 80 328.00 8.55 183.98 0.295 48.53 18.87 1.178 10.49 30.66 3.60 29.57 -0.86 -0.26 -0.64 75.96
9 70 50 80 307.50 8.24 185.21 0.317 47.89 19.43 1.076 10.96 31.23 3.12 27.97 0.26 0.27 0.26 102.39
10 80 50 70 320.00 8.41 184.67 0.304 48.24 19.15 1.130 10.71 30.92 3.38 28.85 -0.54 0.24 0.05 57.47
11 70 60 70 334.50 8.77 182.73 0.281 48.97 18.48 1.250 10.18 30.25 3.52 30.14 -0.06 -2.41 -0.94 42.94
12 90 40 70 290.00 7.85 185.36 0.341 47.12 20.11 0.945 11.51 31.95 2.54 26.11 3.04 -1.24 1.44 108.99
13 70 40 70 296.50 7.94 186.77 0.335 47.3 19.97 0.975 11.38 31.76 2.67 26.21 0.55 1.72 1.04 92.48
14 90 50 80 310.00 8.19 185.33 0.319 47.81 19.51 1.052 11.02 31.32 3.07 28.25 0.17 0.52 0.3 95.78
15 70 50 60 324.00 8.49 183.57 0.299 48.4 18.98 1.159 10.58 30.77 3.51 29.31 0.17 -1.31 -0.48 46.24
16 80 60 60 335.00 8.89 182.86 0.273 49.21 18.27 1.291 10.01 30.03 4.10 31.23 -1.77 -0.97 -1.47 39.63
17 90 50 60 317.00 8.17 185.17 0.317 47.91 19.48 1.056 10.96 31.32 3.12 28.03 0.04 0.52 0.24 69.36

Table 8

Regression equation coefficient significance test results of each index"

来源
Source
P P value
Y1 Y2
模型Model <0.0001 <0.0001
A 0.0105 0.0132
B <0.0001 <0.0001
C <0.0001 0.0020
AB 0.2599 0.3041
AC 0.0029 0.0402
BC 0.0060 0.0527
A2 0.0043 0.0179
B2 0.0008 0.2656
C2 <0.0001 0.0329
R2 0.9908 0.9852
Adj R2 0.9789 0.9662
失拟项 Lack of fit 0.0748 0.0552

Fig. 6

Response surface diagram of the influence of interaction of various factors on unite energy consumption"

Fig. 7

Response surface diagram of the influence of interaction of various factors on comprehensive quality score"

Table 9

Prediction effect of regression equation"

指标
Indicator
单位能耗
Unite energy consumption (kJ·g-1)
品质综合评分
Comprehensive evaluation
理论预测值
Theoretical predicted value
93.42 1.02
实测值 Measured value 89.50 0.99
相对误差 Relative error (%) 4.24 2.94
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