Microwave-Assisted Alkali Pre-Treatment, Densification and Enzymatic Saccharification of Canola Straw and Oat Hull
Abstract
:1. Introduction
2. Materials and Methods
2.1. Sample Preparation
2.2. Experimental Setup
2.3. Cleaning, Grinding and Moisture Analysis
2.4. Bulk and Particle Density Analysis
2.5. Particle Size Analysis
2.6. Microwave Pre-Treatment
2.7. Chemical Analysis
2.8. Ash Content
2.9. Densification
2.10. Pellet Density and Dimensional Stability
2.11. Tensile Strength Test
2.12. Enzymatic Saccharification
2.13. Micro-Plate DNS Glucose Analysis
2.14. Scanning Electron Microscopy
2.15. Statistical Analysis
3. Results and Discussion
3.1. Physical Properties
3.2. Chemical Composition of Microwave-Assisted Alkali Pre-Treated Canola Straw and Oat Hull
3.3. Pellet Density
3.4. Dimensional Stability
3.5. Tensile Strength of Pellets
3.6. Glucose Yield
3.7. Structural Changes in the Biomass
3.8. Variable Optimization
4. Conclusions
- Microwave-assisted alkali pre-treatment of canola straw and oat hull resulted in better physical quality and improved the enzymatic digestibility of these substrates.
- Canola straw and oat hull samples hammer milled with 1.6 mm screen size resulted in pellets with better physical quality compared to samples hammer milled with 3.2 mm screen size.
- Alkali concentration of 1.5% with a microwave heating time of approximately 6 min resulted in high tensile strength of canola straw, whereas a microwave heating time of 9–18 min and alkali concentration of approximately 1.5% resulted in high tensile strength of oat hull pellets.
- Microwave-assisted alkali pre-treatment was able to disrupt and breakdown the lignocellulosic structure of the samples and created accessible areas of cellulose for cellulase reactivity.
- The best enzymatic saccharification result that gave a high glucose yield of 110.05 mg/g dry sample for canola straw was ground in a 1.6 mm screen hammer mill and microwave pre-treated with 1.5% NaOH for 18 min. A high glucose yield of 99.10 mg/g dry sample for oat hull resulted from those ground in a 1.6 mm screen hammer mill and microwave pre-treated with 0.75% NaOH for 18 min.
- Structural changes of sample particles of microwave-assisted alkali pre-treated canola straw and oat hull were observed through SEM images revealing the effectiveness of microwave-assisted alkali pre-treatment.
- Overall, microwave-assisted alkali pre-treatment of canola straw and oat hull improved biomass pellet quality and glucose (sugar) yield for bioethanol production.
Author Contributions
Conflicts of Interest
References
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Independent Variable | Code | Actual Factor Level at Coded Factor Levels | ||
---|---|---|---|---|
−1 | 0 | 1 | ||
A—Alkali conc. (%) | X1 | 0 | 0.75 | 1.5 |
B—MW time (min) | X2 | 6 | 12 | 18 |
Sample | Screen Size (mm) | Moisture Content as Received a (% w.b.) | Moisture Content Ground Sample a (% w.b.) | dgw a (mm) | Sgw a (mm) | Ash Content a (%) | Bulk Density b (kg/m3) | Particle Density b (kg/m3) |
---|---|---|---|---|---|---|---|---|
Canola straw | 1.6 | 9.08 ± 0.45 | 7.64 ± 0.59 | 0.348 ± 0.02 | 0.280 ± 0.01 | 6.47 ± 0.87 | 168.14 ± 2.67 | 1305.53 ± 46.08 |
3.2 | 8.28 ± 0.39 | 0.520 ± 0.04 | 0.498 ± 0.01 | 6.66 ± 1.56 | 141.16 ± 2.10 | 1220.41 ± 6.20 | ||
Oat hull | 1.6 | 9.72 ± 0.15 | 6.96 ± 0.33 | 0.370 ± 0.00 | 0.217 ± 0.01 | 5.31 ± 0.26 | 331.32 ± 4.39 | 1440.51 ± 3.25 |
3.2 | 7.7 ± 0.12 | 0.547 ± 0.00 | 0.284 ± 0.00 | 5.65 ± 1.62 | 285.10 ± 9.16 | 1391.01 ± 8.40 |
Sample | Screen Size (mm) | Alkali | Concentration (%) | Microwave Heating Time (min) | Microwave Pre-Treated Temperature b (°C) | Ash Content a (%) | Bulk Density b (kg/m3) | Particle Density b (kg/m3) |
---|---|---|---|---|---|---|---|---|
Canola straw | 1.6 | 0 | 6 | 92.20 ± 0.10 | 5.16 ± 0.29 | 122.43 ± 1.43 | 1262.91 ± 30.54 | |
0 | 12 | 92.33 ± 0.15 | 5.33 ± 0.57 | 134.57 ± 1.77 | 1206.60 ± 7.39 | |||
0 | 18 | 112.93 ±7.39 | 5.48 ± 0.48 | 137.72 ± 1.85 | 1124.45 ± 8.44 | |||
NaOH | 0.75 | 6 | 72.82 ± 4.79 | 15.50 ± 0.50 | 149.41 ± 0.22 | 1514.18 ± 12.19 | ||
0.75 | 12 | 75.24 ± 0.69 | 14.83 ± 0.28 | 171.54 ± 1.53 | 1423.10 ± 10.48 | |||
0.75 | 18 | 82.88 ± 8.70 | 14.33 ± 0.28 | 183.15 ± 2.29 | 1303.16 ± 5.36 | |||
1.5 | 6 | 75.16 ± 1.33 | 20.13 ± 1.02 | 160.22 ± 2.48 | 1572.56 ± 81.84 | |||
1.5 | 12 | 77.20 ± 1.36 | 22.17 ± 0.57 | 194.72 ± 2.22 | 1472.80 ± 2.98 | |||
1.5 | 18 | 78.90 ± 1.10 | 22.96 ± 0.07 | 260.11 ± 0.90 | 1358.89 ± 5.27 | |||
KOH | 0.75 | 6 | 76.62 ± 2.61 | 12.83 ± 0.58 | 137.79 ± 0.89 | 1389.39 ± 8.86 | ||
0.75 | 12 | 76.76 ± 1.55 | 12.67 ± 0.28 | 154.45 ± 1.55 | 1428.87 ± 13.54 | |||
0.75 | 18 | 78.72 ± 1.65 | 12.33 ± 0.28 | 157.00 ± 0.73 | 1134.54 ± 9.08 | |||
1.5 | 6 | 90.30 ± 1.33 | 19.33 ± 0.28 | 145.33 ± 0.75 | 1411.14 ± 3.02 | |||
1.5 | 12 | 91.76 ± 0.24 | 19.67 ± 0.57 | 173.98 ± 2.46 | 1496.22 ± 8.69 | |||
1.5 | 18 | 116.92 ± 3.38 | 19.83 ± 0.29 | 200.99 ± 2.06 | 1343.62 ± 7.44 | |||
3.2 | 0 | 6 | 92.07 ± 0.23 | 5.17 ± 0.28 | 108.10 ± 1.52 | 1033.48 ± 11.03 | ||
0 | 12 | 92.23 ± 0.06 | 5.33 ± 0.28 | 116.40 ± 1.09 | 1045.16 ± 16.35 | |||
0 | 18 | 116.67 ± 10.47 | 5.50 ± 0.50 | 126.96 ± 3.56 | 982.42 ± 20.54 | |||
NaOH | 0.75 | 6 | 91.60 ± 0.10 | 15.17 ± 0.29 | 131.71 ± 3.05 | 1324.92 ± 5.20 | ||
0.75 | 12 | 92.04 ± 0.36 | 14.67 ± 0.29 | 148.11 ± 1.83 | 1423.39 ± 18.12 | |||
0.75 | 18 | 119.02 ± 8.19 | 14.33 ± 0.58 | 170.48 ± 2.18 | 1229.76 ± 20.79 | |||
1.5 | 6 | 90.36 ± 0.90 | 21.17 ± 0.58 | 153.09 ± 2.68 | 1462.90 ± 2.73 | |||
1.5 | 12 | 91.90 ± 0.21 | 22.33 ± 0.28 | 182.61 ± 3.74 | 1466.03 ± 4.01 | |||
1.5 | 18 | 123.26 ± 8.18 | 22.50 ± 1.00 | 247.76 ± 3.24 | 1297.84 ± 19.89 | |||
KOH | 0.75 | 6 | 91.24 ± 0.09 | 13.17 ± 0.28 | 114.86 ± 3.16 | 1285.89 ± 11.96 | ||
0.75 | 12 | 91.38 ± 0.11 | 13.00 ±0.00 | 133.13 ± 2.98 | 1335.35 ± 9.93 | |||
0.75 | 18 | 124.32 ± 6.98 | 12.67 ± 0.58 | 137.40 ± 1.70 | 1043.47 ± 5.22 | |||
1.5 | 6 | 91.04 ± 0.08 | 20.17 ± 0.76 | 123.82 ± 1.12 | 1429.45 ± 6.89 | |||
1.5 | 12 | 91.42 ± 0.24 | 20.50 ± 0.50 | 164.70 ± 3.58 | 1511.66 ± 8.47 | |||
1.5 | 18 | 124.12 ± 5.01 | 20.67 ± 0.29 | 190.07 ± 1.94 | 1281.60 ± 1.84 |
Sample | Screen Size (mm) | Alkali | Concentration (%) | Microwave Heating Time (min) | Microwave Pre-Treated Temperature b (°C) | Ash Content a (%) | Bulk Density b (kg/m3) | Particle Density b (kg/m3) |
---|---|---|---|---|---|---|---|---|
Oat hull | 1.6 | 0 | 6 | 92.56 ± 0.29 | 4.67 ± 0.28 | 256.60 ± 2.53 | 1427.75 ± 1.90 | |
0 | 12 | 93.03 ± 0.23 | 4.83 ± 0.58 | 264.84 ± 2.23 | 1430.20 ± 3.24 | |||
0 | 18 | 93.86 ± 0.10 | 5.00 ± 0.50 | 321.27 ± 3.47 | 1410.10 ± 3.43 | |||
NaOH | 0.75 | 6 | 90.78 ±4.02 | 8.50 ± 0.50 | 235.95 ± 2.10 | 1465.14 ± 5.45 | ||
0.75 | 12 | 92.26 ± 0.27 | 9.67 ± 0.29 | 270.10 ± 3.45 | 1502.91 ± 3.28 | |||
0.75 | 18 | 106.62 ± 3.75 | 9.83 ± 1.26 | 334.46 ± 1.99 | 1502.89 ± 3.04 | |||
1.5 | 6 | 88.45 ± 5.73 | 15.17 ± 0.29 | 280.39 ± 1.22 | 1544.32 ± 2.47 | |||
1.5 | 12 | 92.75 ± 0.07 | 15.83 ± 0.28 | 329.28 ± 3.70 | 1557.82 ± 2.86 | |||
1.5 | 18 | 104.55 ± 8.83 | 16.17 ± 0.28 | 353.11 ± 4.58 | 1548.69 ± 1.87 | |||
KOH | 0.75 | 6 | 92.87 ± 0.06 | 7.00 ± 0.00 | 243.14 ± 2.69 | 1447.42 ± 20.92 | ||
0.75 | 12 | 92.90 ± 0.10 | 7.17 ± 0.76 | 276.28 ± 2.57 | 1451.40 ± 5.83 | |||
0.75 | 18 | 111.97 ± 2.60 | 7.83 ± 1.04 | 298.96 ± 2.57 | 1464.83 ± 4.13 | |||
1.5 | 6 | 92.44 ± 0.18 | 13.00 ± 0.50 | 247.12 ± 4.35 | 1498.86 ± 4.61 | |||
1.5 | 12 | 92.58 ± 0.28 | 13.17 ± 0.28 | 290.26 ± 6.56 | 1546.26 ± 3.00 | |||
1.5 | 18 | 114.88 ± 8.18 | 13.50 ± 0.87 | 339.04 ± 5.50 | 1523.19 ± 3.33 | |||
3.2 | 0 | 6 | 92.53 ± 0.23 | 4.50 ± 0.00 | 207.07 ± 3.56 | 1373.74 ± 4.94 | ||
0 | 12 | 92.50 ± 0.26 | 4.67 ± 0.28 | 206.46 ± 2.41 | 1361.42 ± 3.36 | |||
0 | 18 | 95.00 ± 2.18 | 5.33 ± 0.76 | 240.53 ± 1.46 | 1394.83 ± 2.81 | |||
NaOH | 0.75 | 6 | 92.00 ± 0.20 | 8.83 ± 0.28 | 207.31 ± 1.58 | 1435.75 ± 6.46 | ||
0.75 | 12 | 92.30 ± 0.36 | 9.00 ± 0.50 | 238.94 ± 5.06 | 1506.29 ± 2.20 | |||
0.75 | 18 | 126.30 ± 5.98 | 9.50 ± 0.50 | 253.98 ± 4.10 | 1505.66 ± 3.12 | |||
1.5 | 6 | 92.38 ± 0.22 | 15.00 ± 0.50 | 236.56 ± 3.52 | 1533.35 ± 3.15 | |||
1.5 | 12 | 92.68 ± 0.59 | 15.67 ± 0.76 | 336.55 ± 2.58 | 1559.22 ± 1.24 | |||
1.5 | 18 | 119.43 ± 8.42 | 16.00 ± 0.50 | 283.27 ± 4.70 | 1548.87 ± 1.62 | |||
KOH | 0.75 | 6 | 92.73 ± 0.24 | 7.17 ± 0.76 | 209.05 ± 3.59 | 1456.67 ± 2.93 | ||
0.75 | 12 | 92.40 ± 0.18 | 7.50 ± 0.50 | 217.53 ± 2.53 | 1464.51 ± 2.08 | |||
0.75 | 18 | 120.70 ± 4.24 | 8.00 ± 0.50 | 244.91 ± 3.91 | 1457.28 ± 3.67 | |||
1.5 | 6 | 92.60 ± 0.36 | 13.33 ± 0.28 | 221.49 ± 4.73 | 1507.52 ± 4.02 | |||
1.5 | 12 | 93.27 ± 0.06 | 13.67 ± 0.58 | 257.88 ± 2.77 | 1541.46 ± 1.47 | |||
1.5 | 18 | 115.70 ± 3.40 | 13.83 ± 0.29 | 258.75 ± 5.25 | 1530.87 ± 2.55 |
Sample | Screen Size (mm) | Alkali | Concentration (%) | Microwave Heating Time (min) | C a (%) | H a (%) | L a (%) |
---|---|---|---|---|---|---|---|
Canola straw | 1.6 | 0 | 18 | 63.1 ± 32.0 | 5.5 ± 6.3 | 5.0 ± 0.8 | |
NaOH | 1.5 | 18 | 59.1 ± 0.5 | 9.4 ± 8.3 | 4.3 ± 1.2 | ||
1.5 | 6 | 37.8 ± 3.1 | 7.2 ± 6.5 | 4.7 ± 0.6 | |||
KOH | 0.75 | 12 | 53.6 ± 9.2 | 10.6 ± 9.2 | 5.8 ± 0.3 | ||
1.5 | 6 | 56.9 ± 17.0 | 7.7 ± 9.0 | 4.6 ± 0.5 | |||
3.2 | 0 | 18 | 60.0 ± 21.8 | 6.2 ± 5.5 | 5.6 ± 1.0 | ||
NaOH | 0.75 | 12 | 54.2 ± 2.3 | 6.7 ± 5.8 | 5.1 ± 0.6 | ||
0.75 | 6 | 38.2 ± 2.7 | 8.7 ± 7.5 | 5.3 ± 0.3 | |||
KOH | 0.75 | 12 | 30.8 ± 2.9 | 13.8 ± 13.0 | 5.0 ± 1.6 | ||
1.5 | 6 | 63.4 ± 35.0 | 10.3 ± 9.2 | 4.4 ± 0.5 | |||
Oat hull | 1.6 | 0 | 12 | 36.7 ± 17.0 | 10.5 ± 9.1 | 7.5 ± 1.2 | |
NaOH | 0.75 | 18 | 42.8 ± 11.3 | 15.6 ± 13.8 | 6.3 ± 1.0 | ||
1.5 | 18 | 37.1 ± 8.5 | 14.3 ± 12 .6 | 4.2 ± 1.2 | |||
KOH | 1.5 | 18 | 56.4 ± 17.9 | 16.0 ± 13.8 | 4.8 ± 0.9 | ||
1.5 | 6 | 41.8 ± 14.0 | 12.9 ± 11.5 | 5.7 ± 1.6 | |||
3.2 | 0 | 6 | 51.2 ± 19.5 | 11.0 ± 9.6 | 9.2 ± 0.4 | ||
NaOH | 0.75 | 6 | 22.7 ± 11.0 | 12.9 ± 14.4 | 6.8 ± 2.2 | ||
1.5 | 18 | 48.7 ± 8.3 | 14.4 ± 13.3 | 5.1 ± 0.8 | |||
KOH | 0.75 | 12 | 47.9 ± 18.2 | 16.0 ± 16.0 | 5.4 ± 0.6 | ||
1.5 | 18 | 62.6 ± 2.0 | 10.4 ± 18.0 | 6.4 ± 1.3 |
Sample | Screen Size (mm) | Alkali | Concentration (%) | Microwave Heating Time (min) | Pellets Density a (kg/m3) | Dimensional Stability a (%) | Tensile Strength b (MPa) |
---|---|---|---|---|---|---|---|
Untreated canola straw | 1.6 | 1030.87 ± 9.89 | 3.95 ± 1.59 | 0.26 ± 0.09 | |||
3.2 | 1060.82 ± 12. 99 | 5.23 ± 0.87 | 0.62 ± 0.27 | ||||
Canola straw | 1.6 | 0 | 6 | 1066.17 ± 28.38 | 0.51 ± 2.94 | 0.72 ± 0.31 | |
0 | 12 | 1037.10 ± 8.95 | 1.43 ± 1.25 | 0.74 ± 0.19 | |||
0 | 18 | 1021.65 ± 7.92 | 3.27 ± 0.86 | 0.56 ± 0.15 | |||
NaOH | 0.75 | 6 | 1286.59 ± 14.34 | 0.05 ± 0.94 | 4.71 ± 0.74 | ||
0.75 | 12 | 1309.35 ± 7.15 | 2.21 ± 0.52 | 2.66 ± 0.52 | |||
0.75 | 18 | 1248.24 ± 9.12 | 1.13 ± 0.70 | 1.79 ± 0.28 | |||
1.5 | 6 | 1319.21 ± 11.09 | 0.76 ± 0.91 | 5.22 ± 1.21 | |||
1.5 | 12 | 1327.98 ± 6.72 | 0.78 ± 0.32 | 3.44 ± 1.02 | |||
1.5 | 18 | 1370.27 ± 12.62 | 0.79 ± 0.62 | 2.31 ± 0.48 | |||
KOH | 0.75 | 6 | 1243.01 ± 8.53 | 0.04 ± 0.52 | 2.67 ± 0.41 | ||
0.75 | 12 | 1195.28 ± 8.25 | 0.17 ± 0.68 | 1.90 ± 0.34 | |||
0.75 | 18 | 1160.16 ± 8.15 | 1.44 ± 0.51 | 0.85 ± 0.30 | |||
1.5 | 6 | 1392.21 ± 10.74 | 0.83 ± 0.58 | 3.78 ± 0.62 | |||
1.5 | 12 | 1339.64 ± 7.42 | 0.26 ± 0.39 | 2.58 ± 0.37 | |||
1.5 | 18 | 1321.01 ± 17.10 | 1.63 ± 2.51 | 2.11 ± 0.47 | |||
3.2 | 0 | 6 | 1089.17 ± 19.24 | 0.16 ± 0.64 | 1.19 ± 0.44 | ||
0 | 12 | 1086.86 ± 6.86 | 1.23 ± 0.69 | 1.04 ± 0.27 | |||
0 | 18 | 1029.82 ± 6.51 | 3.98 ± 0.95 | 0.81 ± 0.40 | |||
NaOH | 0.75 | 6 | 1324.75 ± 9.68 | 2.60 ± 0.48 | 4.85 ± 0.99 | ||
0.75 | 12 | 1283.60 ± 10.08 | 0.33 ± 0.47 | 2.53 ± 0.88 | |||
0.75 | 18 | 1277.29 ± 12.02 | 1.85 ± 0.65 | 1.69 ± 0.42 | |||
1.5 | 6 | 1351.61 ± 14.86 | 1.66 ± 0.36 | 4.20 ± 1.03 | |||
1.5 | 12 | 1345.57 ± 8.66 | 0.17 ± 0.37 | 4.11 ± 1.53 | |||
1.5 | 18 | 1388.30 ± 9.61 | 1.18 ± 0.44 | 2.59 ± 0.70 | |||
KOH | 0.75 | 6 | 1201.33 ± 5.62 | 0.70 ± 0.38 | 2.07 ± 0.55 | ||
0.75 | 12 | 1220.50 ± 7.49 | 0.27 ± 0.62 | 1.73 ± 0.35 | |||
0.75 | 18 | 1176.32 ± 8.63 | 2.10 ± 0.90 | 1.41 ± 0.39 | |||
1.5 | 6 | 1382.62 ± 5.73 | 0.83 ± 0.53 | 5.19 ± 0.60 | |||
1.5 | 12 | 1344.09 ± 8.06 | 0.29 ± 0.49 | 3.19 ± 0.90 | |||
1.5 | 18 | 1355.93 ± 11.53 | 1.38 ± 0.77 | 2.89 ± 0.70 |
Sample | Screen Size (mm) | Alkali | Concentration (%) | Microwave Heating Time (min) | Pellets Density a (kg/m3) | Dimensional Stability a (%) | Tensile Strength b (MPa) |
---|---|---|---|---|---|---|---|
Untreated oat hull | 1.6 | 1031.23 ± 35.64 | 7.75 ± 3.26 | 0.04 ± 0.03 | |||
3.2 | 1087.74 ± 13.16 | 6.14 ± 1.93 | 0.39 ± 0.27 | ||||
Oat hull | 1.6 | 0 | 6 | 989.14 ± 22.44 | 3.39 ± 1.48 | 0.14 ± 0.14 | |
0 | 12 | 1029.53 ± 12.57 | 9.34 ± 1.29 | 0.04 ± 0.02 | |||
0 | 18 | 1028.72 ± 15.64 | 5.76 ± 6.05 | 0.30 ± 0.27 | |||
NaOH | 0.75 | 6 | 1238.12 ± 13.72 | 0.84 ± 0.42 | 1.34 ± 0.42 | ||
0.75 | 12 | 1209.12 ± 13.71 | 1.38 ± 0.82 | 1.58 ± 0.75 | |||
0.75 | 18 | 1221.99 ± 11.63 | 5.28 ± 1.08 | 1.33 ± 0.91 | |||
1.5 | 6 | 1198.89 ± 16.53 | 0.53 ± 1.15 | 1.19 ± 0.64 | |||
1.5 | 12 | 1286.52 ± 5.62 | 0.70 ± 0.49 | 1.96 ± 1.51 | |||
1.5 | 18 | 1292.59 ± 30.61 | 4.54 ± 1.08 | 3.36 ± 1.63 | |||
KOH | 0.75 | 6 | 1123.85 ± 9.12 | 0.53 ± 0.67 | 0.57 ± 0.29 | ||
0.75 | 12 | 1164.37 ± 9.76 | 0.34 ± 0.73 | 0.82 ± 0.44 | |||
0.75 | 18 | 1166.59 ± 17.28 | 4.79 ± 1.22 | 0.73 ± 0.34 | |||
1.5 | 6 | 1185.69 ± 24.27 | 1.04 ± 0.84 | 0.63 ± 0.31 | |||
1.5 | 12 | 1220.42 ± 8.28 | 1.45 ± 0.65 | 0.83 ± 0.37 | |||
1.5 | 18 | 1290.75 ± 18.82 | 3.30 ± 1.60 | 1.43 ± 0.65 | |||
3.2 | 0 | 6 | 1045.82 ± 9.10 | 0.44 ± 0.58 | 0.25 ± 0.16 | ||
0 | 12 | 1018.03 ± 23.14 | 4.67 ± 1.44 | 0.30 ± 0.26 | |||
0 | 18 | 1066.38 ± 11.81 | 11.78 ± 1.88 | 0.45 ± 0.29 | |||
NaOH | 0.75 | 6 | 1205.73 ± 11.65 | 1.68 ± 0.58 | 1.23 ± 0.68 | ||
0.75 | 12 | 1198.83 ± 7.30 | 1.82 ± 0.87 | 1.17 ± 0.71 | |||
0.75 | 18 | 1219.29 ± 8.54 | 6.56 ± 0.86 | 1.91 ± 1.37 | |||
1.5 | 6 | 1218.86 ± 32.75 | 1.16 ± 2.31 | 1.28 ± 0.54 | |||
1.5 | 12 | 1321.34 ± 8.33 | 1.07 ± 0.97 | 2.27 ± 1.67 | |||
1.5 | 18 | 1274.09 ± 13.01 | 6.15 ± 0.76 | 2.65 ± 1.18 | |||
KOH | 0.75 | 6 | 1073.31 ± 7.69 | 1.15 ± 0.75 | 0.46 ± 0.28 | ||
0.75 | 12 | 1160.83 ± 8.34 | 6.22 ± 1.38 | 0.87 ± 0.95 | |||
0.75 | 18 | 1143.75 ± 8.74 | 7.66 ± 1.12 | 0.90 ± 0.53 | |||
1.5 | 6 | 1212.34 ± 6.39 | 0.83 ± 0.67 | 1.00 ± 0.64 | |||
1.5 | 12 | 1248.13 ± 9.13 | 3.46 ± 0.69 | 1.08 ± 0.69 | |||
1.5 | 18 | 1210.94 ± 21.26 | 5.95 ± 1.18 | 1.17 ± 0.76 |
Sample | Screen Size (mm) | Alkali | Source of Variation | DF | p-Values | ||
Pellets’ Density (kg/m3) | Dimensional Stability (%) | Tensile Strength (MPa) | |||||
Canola straw | 1.6 | NaOH | Model | 5 | 0.005 | 0.138 | 0.020 |
A—Alkali conc. | 1 | 0.001 | 0.077 | 0.006 | |||
B—Microwave time | 1 | 0.641 | 0.096 | 0.018 | |||
AB | 1 | 0.153 | 0.556 | 0.076 | |||
A2 | 1 | 0.014 | 0.192 | 0.093 | |||
B2 | 1 | 0.753 | 0.128 | 0.511 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.988 | 0.872 | 0.966 | ||||
KOH | Model | 5 | 0.000 | 0.020 | 0.024 | ||
A—Alkali conc. | 1 | <0.0001 | 0.040 | 0.005 | |||
B—Microwave time | 1 | 0.004 | 0.006 | 0.026 | |||
AB | 1 | 0.331 | 0.283 | 0.129 | |||
A2 | 1 | 0.737 | 0.043 | 0.818 | |||
B2 | 1 | 0.233 | 0.061 | 0.894 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.998 | 0.966 | 0.962 | ||||
Sample | Screen Size (mm) | Alkali | Source of Variation | DF | p-Values | ||
Pellets’ Density (kg/m3) | Dimensional Stability (%) | Tensile Strength (MPa) | |||||
Canola straw | 3.2 | NaOH | Model | 5 | 0.003 | 0.070 | 0.132 |
A—Alkali conc. | 1 | 0.001 | 0.106 | 0.035 | |||
B—Microwave time | 1 | 0.289 | 0.013 | 0.094 | |||
AB | 1 | 0.120 | 0.569 | 0.531 | |||
A2 | 1 | 0.015 | 0.793 | 0.338 | |||
B2 | 1 | 0.780 | 0.703 | 0.994 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.990 | 0.921 | 0.876 | ||||
KOH | Model | 5 | 0.004 | 0.056 | 0.018 | ||
A—Alkali conc. | 1 | 0.001 | 0.052 | 0.004 | |||
B—Microwave time | 1 | 0.131 | 0.015 | 0.042 | |||
AB | 1 | 0.511 | 0.220 | 0.097 | |||
A2 | 1 | 0.395 | 0.775 | 0.105 | |||
B2 | 1 | 0.520 | 0.171 | 0.408 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.989 | 0.932 | 0.970 |
Sample | Screen Size (mm) | Alkali | Source of Variation | DF | p-Values | ||
Pellets’ Density (kg/m3) | Dimensional Stability (%) | Tensile Strength (MPa) | |||||
Oat hull | 1.6 | NaOH | Model | 5 | 0.019 | 0.352 | 0.054 |
A—Alkali conc. | 1 | 0.003 | 0.145 | 0.011 | |||
B—Microwave time | 1 | 0.262 | 0.179 | 0.119 | |||
AB | 1 | 0.492 | 0.699 | 0.105 | |||
A2 | 1 | 0.040 | 0.327 | 0.475 | |||
B2 | 1 | 0.621 | 0.833 | 0.805 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.967 | 0.739 | 0.934 | ||||
KOH | Model | 5 | 0.004 | 0.257 | 0.053 | ||
A—Alkali conc. | 1 | 0.001 | 0.096 | 0.011 | |||
B—Microwave time | 1 | 0.022 | 0.146 | 0.080 | |||
AB | 1 | 0.158 | 0.722 | 0.165 | |||
A2 | 1 | 0.113 | 0.272 | 0.326 | |||
B2 | 1 | 0.595 | 0.658 | 0.611 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.989 | 0.796 | 0.936 | ||||
Sample | Screen Size (mm) | Alkali | Source of Variation | DF | p-Values | ||
Pellets’ Density (kg/m3) | Dimensional Stability (%) | Tensile Strength (MPa) | |||||
Oat hull | 3.2 | NaOH | Model | 5 | 0.041 | 0.002 | 0.017 |
A—Alkali conc. | 1 | 0.006 | 0.006 | 0.003 | |||
B—Microwave time | 1 | 0.434 | 0.000 | 0.034 | |||
AB | 1 | 0.697 | 0.024 | 0.103 | |||
A2 | 1 | 0.175 | 0.038 | 0.246 | |||
B2 | 1 | 0.805 | 0.088 | 0.784 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.945 | 0.994 | 0.970 | ||||
KOH | Model | 5 | 0.070 | 0.029 | 0.032 | ||
A—Alkali conc. | 1 | 0.010 | 0.116 | 0.005 | |||
B—Microwave time | 1 | 0.407 | 0.005 | 0.074 | |||
AB | 1 | 0.792 | 0.144 | 0.941 | |||
A2 | 1 | 0.795 | 0.420 | 0.668 | |||
B2 | 1 | 0.574 | 0.600 | 0.705 | |||
Residual | 3 | ||||||
Cor Total | 8 | ||||||
R-Squared | 0.922 | 0.957 | 0.955 |
Sample | Screen Size (mm) | Alkali | Concentration (%) | Microwave Heating Time (min) | Cellulose in Substrate a (%) | Average A540 Mean Value a (mg glc.) | Average Glucose a (mg/g) | Average Glucose Digestion Percentage a (%) |
---|---|---|---|---|---|---|---|---|
Canola straw | 1.6 | 0 | 18 | 63.1 ± 32.0 | 0.574 ± 0.08 | 42.25 ± 5.99 | 6.70 ± 0.95 | |
NaOH | 1.5 | 6 | 37.8 ± 3.1 | 0.128 ± 0.04 | 9.45 ± 2.93 | 2.50 ± 0.78 | ||
1.5 | 18 | 59.1 ± 0.5 | 1.494 ± 0.12 | 110.05 ± 9.10 | 18.62 ± 1.54 | |||
KOH | 0.75 | 12 | 53.6 ± 9.2 | 0.338 ± 0.23 | 24.92 ± 16. 61 | 4.65 ± 3.10 | ||
1.5 | 6 | 56.9 ± 17.0 | 0.725 ± 0.08 | 53.42 ± 6.07 | 9.39 ± 1.07 | |||
3.2 | 0 | 18 | 60.0 ± 21.8 | 0.662 ± 0.16 | 48.75 ± 11.99 | 8.13 ± 2.00 | ||
NaOH | 0.75 | 6 | 38.2 ± 8.7 | 0.757 ± 0.14 | 55.78 ± 10.25 | 14.60 ± 2.68 | ||
0.75 | 12 | 54.2 ± 2.3 | 0.482 ± 0.30 | 35.47 ± 22.37 | 6.54 ± 4.13 | |||
KOH | 0.75 | 12 | 30.8 ± 2.9 | 0.434 ± 0.08 | 31.96 ± 6.10 | 10.38 ± 1.98 | ||
1.5 | 6 | 63.4 ± 35.0 | 1.314 ± 0.21 | 96.77 ± 15.31 | 15.26 ± 2.41 | |||
Oat hull | 1.6 | 0 | 12 | 36.7 ± 17.0 | 0.086 ± 0.02 | 6.33 ± 1.36 | 1.73 ± 0.37 | |
NaOH | 0.75 | 18 | 42.8 ± 11.8 | 1.346 ± 0.07 | 99.10 ± 4.79 | 23.16 ± 1.12 | ||
1.5 | 18 | 37.1 ± 8.5 | 0.031 ± 0.01 | 2.26 ± 0.70 | 0.61 ± 0.19 | |||
KOH | 1.5 | 6 | 41.8 ± 14.0 | 1.324 ± 0.15 | 97.53 ± 11.32 | 23.33 ± 2.71 | ||
1.5 | 18 | 56.4 ± 17.9 | 1.149 ± 0.38 | 84.64 ± 27.27 | 15.01 ± 4.96 | |||
3.2 | 0 | 6 | 51.2 ± 19.5 | 0.073 ± 0.01 | 5.38 ± 0.51 | 1.05 ± 0.10 | ||
NaOH | 0.75 | 6 | 22.7 ± 11.0 | 0.981 ± 0.11 | 72.22 ± 7.98 | 31.82 ± 3.52 | ||
1.5 | 18 | 48.7 ± 8.3 | 0.032 ± 0.01 | 2.38 ± 0.47 | 0.49 ± 0.10 | |||
KOH | 0.75 | 12 | 47.9 ± 18.2 | 0.452 ± 0.03 | 33.26 ± 2.51 | 6.94 ± 0.52 | ||
1.5 | 18 | 62.6 ± 2.0 | 1.152 ± 0.29 | 84.87 ± 21.25 | 13.56 ± 3.39 |
Variable | Goal | Level of Importance |
---|---|---|
Independent | ||
Alkali concentration (%) | In range (0 to 1.5) | |
MW heating time (min) | In range (6 to 18) | |
Dependent | ||
Pellet density (kg/m−3) | Maximize | 3 |
Dimensional stability (%) | Minimize | 2 |
Tensile strength (MPa) | Maximize | 1 |
Sample | Screen Size (mm) | Alkali | Concentration (%) | Microwave Heating Time (min) | Pellets’ Density (kg/m3) | Dimensional Stability (%) | Tensile Strength (MPa) | Desirability |
---|---|---|---|---|---|---|---|---|
Canola straw | 1.6 | NaOH | 1.28 | 6.93 | 1330.99 | 1.02 | 4.93 | 0.867 |
3.2 | 1.48 | 6 | 1352.12 | 2.02 | 4.79 | 0.931 | ||
3.2 | KOH | 1.5 | 6 | 1367.46 | 0.46 | 4.86 | 0.937 | |
1.6 | 1.5 | 6.28 | 1391.20 | 0.19 | 3.75 | 0.963 | ||
Oat hull | 1.6 | NaOH | 1.38 | 14.72 | 1285.22 | 1.79 | 2.41 | 0.789 |
3.2 | 1.5 | 13.66 | 1282.49 | 2.36 | 2.20 | 0.796 | ||
1.6 | KOH | 1.49 | 18 | 1276.29 | 3.40 | 1.33 | 0.797 | |
3.2 | 1.5 | 9.01 | 1226.16 | 1.66 | 1.03 | 0.851 |
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Agu, O.S.; Tabil, L.G.; Dumonceaux, T. Microwave-Assisted Alkali Pre-Treatment, Densification and Enzymatic Saccharification of Canola Straw and Oat Hull. Bioengineering 2017, 4, 25. https://doi.org/10.3390/bioengineering4020025
Agu OS, Tabil LG, Dumonceaux T. Microwave-Assisted Alkali Pre-Treatment, Densification and Enzymatic Saccharification of Canola Straw and Oat Hull. Bioengineering. 2017; 4(2):25. https://doi.org/10.3390/bioengineering4020025
Chicago/Turabian StyleAgu, Obiora S., Lope G. Tabil, and Tim Dumonceaux. 2017. "Microwave-Assisted Alkali Pre-Treatment, Densification and Enzymatic Saccharification of Canola Straw and Oat Hull" Bioengineering 4, no. 2: 25. https://doi.org/10.3390/bioengineering4020025
APA StyleAgu, O. S., Tabil, L. G., & Dumonceaux, T. (2017). Microwave-Assisted Alkali Pre-Treatment, Densification and Enzymatic Saccharification of Canola Straw and Oat Hull. Bioengineering, 4(2), 25. https://doi.org/10.3390/bioengineering4020025