Synergistic Effects of Subcritical Water Pretreatment and Anaerobic Digestion of Brewers’ Spent Grains for Biogas Production
Abstract
1. Introduction
2. Materials and Methods
2.1. Inoculum and Feedstock
2.2. SWH of BSG
Operational Performance of the SWH Tests
2.3. Integration of SWH and AD
2.3.1. Operational Performance of the BMP Tests
2.3.2. Kinetic Analysis of BMP Tests
2.4. Statistical Analysis
3. Results and Discussion
3.1. SWH of BSG
3.2. Integration of SWH and AD of BSG
3.2.1. Characterization of the BMP Tests
3.2.2. Biomethane Production from SWH-AD
3.2.3. Kinetic Modelling and Optimization
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Parameters | BSG | Inoculum | BMP-1 | BMP-2 | BMP-3 | BMP-4 | BMP-5 | Unit |
|---|---|---|---|---|---|---|---|---|
| TS | 90.71 ± 0.06 | 13.49 ± 0.03 | 1.61 ± 0.02 | 2.09 ± 0.31 | 4.04 ± 0.35 | 6.90 ± 0.10 | 7.18 ± 0.19 | % |
| TFS | 3.65 ± 0.02 | 5.37 ± 0.05 | 0.11 ± 0.01 | 0.13 ± 0.00 | 0.20 ± 0.01 | 0.35 ± 0.05 | 0.33 ± 0.01 | % |
| TVS | 87.05 ± 0.06 | 8.12 ± 0.07 | 1.50 ± 0.03 | 1.96 ± 0.32 | 3.84 ± 0.34 | 6.56 ± 0.14 | 6.85 ± 0.19 | % |
| NH3 | 72.17 ± 1.55 | 36.67 ± 4.71 | 351.63 ± 10.23 | 376.79 ± 0.59 | 348.67 ± 3.23 | 331.67 ± 4.11 | 472.59 ± 7.17 | mg L−1 |
| N-NH3 | 60.00 ± 0.41 | 35.67 ± 3.30 | 285.72 ± 5.50 | 302.86 ± 5.91 | 289.33 ± 4.99 | 270.35 ± 2.23 | 391.65 ± 5.42 | mg L−1 |
| NH4+ | 76.33 ± 1.03 | 49.33 ± 1.70 | 369.08 ± 7.90 | 400.54 ± 3.73 | 371.60 ± 5.67 | 350.74 ± 3.49 | 498.35 ± 3.26 | mg L−1 |
| pH | 6.35 ± 0.23 | 7.3 ± 0.17 | 4.46 ± 0.35 | 4.66 ± 0.24 | 4.83 ± 0.32 | 4.93 ± 0.22 | 5.02 ± 0.25 | mg L−1 |
| Alkalinity | 150.23 ± 4.72 | 2801.29 ± 13.96 | 260.23 ± 2.45 | 160.45 ± 3.24 | 240.65 ± 5.23 | 200.21 ± 4.28 | 340.55 ± 2.43 | mg L−1 |
| TCOD | 28.01 ± 1.04 | 42.80 ± 1.04 | 21.53 ± 1.24 | 22.09 ± 0.24 | 21.48 ± 0.27 | 21.57 ± 0.36 | 22.29 ± 0.48 | g L−1 |
| SCOD | 6.49 ± 0.72 | 1.11 ± 0.00 | 21.25 ± 0.34 | 19.75 ± 0.44 | 19.93 ± 0.07 | 19.80 ± 0.15 | 22.68 ± 0.77 | g L−1 |
| Acetic acid | 232.64 ± 12.43 | 1321.36 ± 12.54 | 4647.98 ± 17.59 | 5342.41 ± 965.09 | 5443.51 ± 1257.89 | 6705.32 ± 3208.13 | 5655.76 ± 173.74 | mg L−1 |
| Isobutyric acid | n.d. | n.d. | 43.69 ± 40.01 | 10.27 ± 14.52 | n.d. | n.d. | n.d. | mg L−1 |
| Valeric acid | n.d. | n.d. | n.d. | 24.24 ± 3.76 | 26.09 ± 5.61 | 32.02 ± 14.97 | 26.82 ± 1.11 | mg L−1 |
| Isocaproic acid | n.d. | n.d. | 144.46 ± 7.11 | 168.26 ± 20.11 | 179.63 ± 37.40 | 227.33 ± 108.36 | 189.54 ± 2.67 | mg L−1 |
| Caproic acid | n.d. | n.d. | 27.54 ± 1.10 | 30.52 ± 4.82 | 30.85 ± 7.87 | 30.63 ± 11.92 | 25.92 ± 0.56 | mg L−1 |
| Parameters | BMP-1 | BMP-2 | BMP-3 | BMP-4 | BMP-5 | Inoculum | Unit | |
|---|---|---|---|---|---|---|---|---|
| TS | Initial | 3.28 ± 0.46 | 4.28 ± 0.64 | 4.88 ± 0.56 | 5.54 ± 0.18 | 7.71 ± 1.03 | 6.74 ± 0.01 | % |
| Final | 3.31 ± 0.09 | 3.35 ± 0.13 | 3.77 ± 0.06 | 3.88 ± 0.33 | 4.48 ± 0.18 | 3.04 ± 0.07 | % | |
| TFS | Initial | 1.23 ± 0.18 | 1.18 ± 0.07 | 1.38 ± 0.17 | 1.48 ± 0.09 | 1.60 ± 0.20 | 2.68 ± 0.02 | % |
| Final | 1.40 ± 0.01 | 1.33 ± 0.02 | 1.43 ± 0.01 | 1.46 ± 0.08 | 1.52 ± 0.03 | 1.34 ± 0.01 | % | |
| TVS | Initial | 2.06 ± 0.29 | 2.66 ± 0.21 | 3.50 ± 0.39 | 4.05 ± 0.10 | 6.10 ± 0.84 | 4.06 ± 0.04 | % |
| Final | 1.91 ± 0.08 | 2.01 ± 0.11 | 2.34 ± 0.05 | 2.42 ± 0.25 | 2.96 ± 0.16 | 1.70 ± 0.06 | % | |
| NH3 | Initial | 201.67 ± 2.36 | 868.33 ± 934.58 | 155.00 ± 4.08 | 180.00 ± 4.08 | 226.67 ± 6.24 | 19.17 ± 3.12 | mg L−1 |
| Final | 873.33 ± 2.49 | 1066.00 ± 4.90 | 1250.00 ± 8.16 | 1302.00 ± 4.90 | 1698.67 ± 3.40 | 420.67 ± 2.49 | mg L−1 | |
| N-NH3 | Initial | 165.00 ± 4.08 | 170.00 ± 4.08 | 131.67 ± 6.24 | 140.00 ± 4.08 | 175.00 ± 8.16 | 17.50 ± 2.04 | mg L−1 |
| Final | 723.33 ± 3.40 | 868.67 ± 6.60 | 1031.33 ± 12.04 | 1064.00 ± 17.28 | 1394.67 ± 4.11 | 351.33 ± 3.40 | mg L−1 | |
| NH4+ | Initial | 220.00 ± 4.08 | 205.00 ± 4.08 | 163.33 ± 6.24 | 190.00 ± 4.08 | 225.00 ± 8.16 | 25.00 ± 4.08 | mg L−1 |
| Final | 922.67 ± 8.99 | 1122.67 ± 16.76 | 1308.67 ± 4.11 | 1390.00 ± 8.16 | 1794.67 ± 4.11 | 450.67 ± 4.11 | mg L−1 | |
| pH | Initial | 7.63 ± 0.24 | 7.52 ± 0.71 | 7.61 ± 0.67 | 7.59 ± 0.85 | 7.54 ± 0.65 | 7.30 ± 0.87 | – |
| Final | 8.06 ± 0.63 | 7.99 ± 0.54 | 7.90 ± 0.52 | 7.76 ± 0.43 | 7.46 ± 0.62 | 7.84 ± 0.74 | – | |
| Alkalinity | Initial | 498.33 ± 6.24 | 416.67 ± 12.47 | 508.33 ± 6.24 | 548.33 ± 6.24 | 400.00 ± 8.16 | 1396.6 ± 4.71 | mg L−1 |
| Final | 4162.00 ± 4.32 | 4680.00 ± 16.33 | 4880.00 ± 16.33 | 4866.67 ± 24.94 | 4976.67 ± 20.55 | 2860.00 ± 16.33 | mg L−1 | |
| TCOD | Initial | 19.00 ± 2.84 | 14.02 ± 0.49 | 19.09 ± 0.45 | 23.42 ± 0.45 | 35.03 ± 2.66 | 21.40 ± 0.52 | g L−1 |
| Final | 10.04 ± 0.80 | 9.42 ± 0.48 | 16.14 ± 0.19 | 20.27 ± 0.26 | 24.45 ± 0.38 | 7.48 ± 1.32 | g L−1 | |
| SCOD | Initial | 8.61 ± 0.43 | 7.26 ± 0.11 | 9.29 ± 0.21 | 8.86 ± 0.85 | 15.25 ± 0.17 | 0.55 ± 0.00 | g L−1 |
| Final | 3.89 ± 0.11 | 5.19 ± 0.19 | 6.81 ± 0.31 | 8.73 ± 0.23 | 11.79 ± 1.57 | 1.82 ± 0.33 | g L−1 | |
| Parameters | BMP-1 | BMP-2 | BMP-3 | BMP-4 | BMP-5 | Inoculum | Unit | |
|---|---|---|---|---|---|---|---|---|
| Acetic acid | Initial | 1957.12 ± 32.05 | 3175.11 ± 426.35 | 3134.09 ± 70.89 | 3497.30 ± 852.98 | 3828.07 ± 1033.47 | n.d. | mg L−1 |
| Final | 10.31 ± 2.34 | 48.81 ± 3.02 | 177.86 ± 21.32 | 247.91 ± 5.72 | 988.04 ± 33.47 | n.d. | mg L−1 | |
| Propionic acid | Initial | 454.28 29.37 | n.d. | n.d. | n.d. | n.d. | n.d. | mg L−1 |
| Final | 2.07 ± 0.33 | 1.94 ± 0.08 | 55.02 ± 0.05 | 1385.71 ± 7.41 | 3632.77 ± 64.17 | n.d. | mg L−1 | |
| Isobutyric acid | Initial | n.d. | n.d. | n.d. | n.d. | n.d. | n.d. | mg L−1 |
| Final | n.d. | n.d. | n.d. | 34.78 ± 4.21 | 228.97 3.62 | n.d. | mg L−1 | |
| Butyric acid | Initial | n.d. | n.d. | n.d. | n.d. | n.d. | n.d. | mg L−1 |
| Final | 6.14 ± 0.08 | 2.51 ± 0.16 | n.d. | n.d. | 88.59 ± 16.95 | n.d. | mg L−1 | |
| Isovaleric acid | Initial | n.d. | n.d. | n.d. | n.d. | n.d. | n.d. | mg L−1 |
| Final | 4.65 ± 0.01 | 122.64 ± 3.73 | 254.12 ± 12.88 | 265.19 ± 9.83 | 440.10 ± 0.61 | n.d. | mg L−1 | |
| Valeric acid | Initial | n.d. | n.d. | n.d. | n.d. | 10.64 ± 15.05 | n.d. | mg L−1 |
| Final | n.d. | n.d. | n.d. | n.d. | n.d. | n.d. | mg L−1 | |
| Isocaproic acid | Initial | 86.70 ± 4.21 | 99.52 ± 12.76 | 100.75 ± 1.71 | 110.80 ± 23.77 | 123.97 ± 28.80 | n.d. | mg L−1 |
| Final | n.d. | 2.48 ± 0.12 | 3.74 ± 0.49 | 3.76 ± 0.82 | n.d. | n.d. | mg L−1 | |
| Caproic acid | Initial | 17.82 ± 0.62 | 19.96 ± 1.89 | 21.48 ± 0.18 | 23.81 ± 7.09 | 22.40 ± 6.66 | n.d. | mg L−1 |
| Final | 1.45 ± 1.98 | 2.28 ± 0.40 | 1.74 ± 0.36 | n.d. | n.d. | n.d. | mg L−1 | |
| Model | Parameters | BMP-1 | BMP-2 | BMP-3 | BMP-4 | BMP-5 |
|---|---|---|---|---|---|---|
| Pexperimental (mL) | 175.58 | 223.85 | 280.63 | 291.37 | 343.47 | |
| Modified Gompertz | Pmodel (mL) | 173.25 | 220.43 | 265.14 | 263.47 | 319.22 |
| Difference (%) | 2.33 | 3.42 | 15.49 | 27.90 | 24.25 | |
| Rm (mL h−1) | 2.64 | 1.49 | 1.66 | 1.68 | 1.57 | |
| λ (h) | 0 | 0 | 0 | 0 | 0 | |
| R2 | 0.984 | 0.977 | 0.913 | 0.808 | 0.882 | |
| Adjusted R2 | 0.983 | 0.975 | 0.906 | 0.791 | 0.871 | |
| SEE | 5.113 | 9.268 | 21.68 | 32.21 | 31.30 | |
| RSS | 601.30 | 1975.62 | 10,812.13 | 23,865.53 | 22,544.01 | |
| RMSE | 7.39 | 13.39 | 31.37 | 46.47 | 45.28 | |
| Cone | Pmodel (mL) | 177.88 | 244.53 | 375.62 | 318.94 | 352.18 |
| Difference (%) | 2.3 | 20.68 | 94.99 | 27.57 | 18.29 | |
| kmethane(h−1) | 0.034 | 0.014 | 0.0078 | 0.0074 | 0.001 | |
| n | 1.64 | 1.27 | 0.765 | 0.324 | 0.532 | |
| R2 | 0.999 | 0.992 | 0.994 | 0.979 | 0.990 | |
| Adjusted R2 | 0.999 | 0.992 | 0.993 | 0.977 | 0.989 | |
| SEE | 0.978 | 5.254 | 5.543 | 10.52 | 8.99 | |
| RSS | 22.007 | 635.08 | 706.81 | 2547.39 | 1859.95 | |
| RMSE | 1.41 | 7.60 | 8.01 | 15.22 | 13.00 | |
| First-order kinetic | Pmodel (mL) | 174.68 | 225.27 | 274.75 | 277.23 | 335.28 |
| Difference (%) | 0.90 | 1.42 | 5.88 | 14.14 | 11.81 | |
| kmethane (h−1) | 0.023 | 0.010 | 0.0091 | 0.0086 | 0.0071 | |
| R2 | 0.998 | 0.996 | 0.967 | 0.892 | 0.947 | |
| Adjusted R2 | 0.998 | 0.996 | 0.966 | 0.887 | 0.945 | |
| SEE | 1.433 | 3.7 | 12.981 | 23.62 | 20.36 | |
| RSS | 49.29 | 330.04 | 4044.52 | 13,392.55 | 9956.70 | |
| RMSE | 2.12 | 5.48 | 19.18 | 34.89 | 30.08 |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
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Sganzerla, W.G.; Tena, M.; Castro, L.E.N.; Forster Carneiro, T.; Solera, R.; Perez, M. Synergistic Effects of Subcritical Water Pretreatment and Anaerobic Digestion of Brewers’ Spent Grains for Biogas Production. Sustainability 2026, 18, 1410. https://doi.org/10.3390/su18031410
Sganzerla WG, Tena M, Castro LEN, Forster Carneiro T, Solera R, Perez M. Synergistic Effects of Subcritical Water Pretreatment and Anaerobic Digestion of Brewers’ Spent Grains for Biogas Production. Sustainability. 2026; 18(3):1410. https://doi.org/10.3390/su18031410
Chicago/Turabian StyleSganzerla, William Gustavo, Miriam Tena, Luiz Eduardo Nochi Castro, Tânia Forster Carneiro, Rosario Solera, and Montserrat Perez. 2026. "Synergistic Effects of Subcritical Water Pretreatment and Anaerobic Digestion of Brewers’ Spent Grains for Biogas Production" Sustainability 18, no. 3: 1410. https://doi.org/10.3390/su18031410
APA StyleSganzerla, W. G., Tena, M., Castro, L. E. N., Forster Carneiro, T., Solera, R., & Perez, M. (2026). Synergistic Effects of Subcritical Water Pretreatment and Anaerobic Digestion of Brewers’ Spent Grains for Biogas Production. Sustainability, 18(3), 1410. https://doi.org/10.3390/su18031410

