Submitted:
23 February 2024
Posted:
27 February 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Methodology and experimental procedure for experiment
Response Surface Methodology (RSM)
Numerical & graphical optimization
3. Experimental result and discussion
| Pre-treatment time (minutes) | Energy consumption (kWh) |
Energy consumption (MJ) |
Temperature (°C) | Drainability (SR°) |
| 0 | 0 | 0 | 15.8 | 8 |
| 1 | 0.010 | 0.036 | 15.9 | 66 |
| 3 | 0.030 | 0.108 | 15.9 | 66 |
| 5 | 0.045 | 0.162 | 15.9 | 68 |
| Parameters | Sludge | Cardboard at 5 minutes |
| TS % | 6.3 | 1.98 |
| VS (%TS) | 72.5 | 91.26 |
| Density | 980 -1000 g/l |
| Particle size | N/A – filtered liquid (max 6% DM) |
| COD | 40000 mg/l O2 |
| BOD | 9000 -9500 mg/l |
| Cadmium | 0.01 mg/kg |
| Chromium | 0.55 mg/kg |
| Copper | 2.70 mg/kg |
| Lead | <0.5 mg/kg |
| Mercury | <0.05 mg/kg |
| Nickel | 0.70 mg/kg |
| Zinc | 11.0 mg/kg |
| Alkalinity | 22239 mg/l |
| VFA | 4547 mg/l |
| FOS/TAC | 0.204 |
| Acetate | 782 mg/l |
| Propionate | 27 mg/l |
| Isobutyrate | 74 g/l |
| Factor 1 | Factor 2 | Response 1 |
| A:Pre-treatment time | B:Ratio F/I | Methane yield |
| Minutes | mL gTS-1 | |
| 1 | 0.5 | 115±5 |
| 3 | 0.5 | 121±4 |
| 5 | 0.5 | 140±10 |
| 1 | 0.4 | 102±8 |
| 3 | 0.4 | 110±3 |
| 5 | 0.4 | 127±4 |
| 1 | 0.2 | 63±5 |
| 3 | 0.2 | 89±9 |
| 5 | 0.2 | 98±11 |
3.1. RSM modelling for methane yield
| Sum of | Mean | F | p-value | |||
|---|---|---|---|---|---|---|
| Source | Squares | df | Square | Value | Prob > F | |
| Model | 3995.03 | 2 | 1997.52 | 93.25 | < 0.0001 | significant |
| A-Pre-treatment time | 1204.17 | 1 | 1204.17 | 56.22 | 0.0003 | |
| B-Ratio F/I | 2790.87 | 1 | 2790.87 | 130.29 | < 0.0001 | |
| Residual | 128.52 | 6 | 21.42 | |||
| Cor Total | 4123.56 | 8 |
| Final Equation in Terms of Coded Factors: | ||
| Methane yield | = | |
| +105.65 | ||
| +14.46 | * A | |
| +21.00 | * B | |
| -2.68 | * AB | (3.2) |
| +0.83 | * A2 | |
| -1.87 | * B2 | |
| Final Equation in Terms of Actual Factors: | ||
| Methane yield | = | |
| +17.25 | ||
| +9.11 | * Pre-treatment time | |
| +225.12 | * Ratio F/I | (3.2) |
| -8.93 | * Pre-treatment time * Ratio F/I | |
| +0.21 | * Pre-treatment time2 | |
| -83.33 | * Ratio F/I2 | |

| Constraints | ||||||
|---|---|---|---|---|---|---|
| Lower | Upper | Lower | Upper | |||
| Name | Goal | Limit | Limit | Weight | Weight | Importance |
| A: Pre-treatment time | minimize | 0 | 5 | 1 | 1 | 5 |
| B: Ratio F/I | is in range | 0.2 | 0.5 | 1 | 1 | 3 |
| Methane yield | maximize | 63 | 140 | 1 | 1 | 5 |
Treatment energy consumption evaluation
4. Conclusion
Funding
Conflicts of Interest
Reference(s)
- Boulanger, A., E. Pinet, M. Bouix, T. Bouchez and A. A. Mansour (2012). "Effect of inoculum to substrate ratio (I/S) on municipal solid waste anaerobic degradation kinetics and potential." Waste management 32(12): 2258-2265. [CrossRef]
- Braguglia, C., G. mininni, M. Tomei and E. Rolle (2006). "Effect of feed/inoculum ratio on anaerobic digestion of sonicated sludge " Water Science and Technology: 77-84.
- Chynoweth, D. P. (1987). "Anaerobic digestion of biomass.".
- Eleazer, W. E., W. S. Odle, Y.-S. Wang and M. A. Barlaz (1997). "Biodegradability of municipal solid waste components in laboratory-scale landfills." Environmental Science & Technology 31(3): 911-917. [CrossRef]
- Fagbohungbe, M. o., B. M. J. Herbert, H. Li, L. Ricketts and K. T. Semple (2014). "The effect of substrate to inoculum ratios on the anaerobic digestion of human faecal material " Energy Technology & Innovation 121-129.
- Gonzalez-Estrella, J., C. M. Asato, A. C. Jerke, J. J. Stone and P. C. Gilcrease (2017). "Effect of structural carbohydrates and lignin content on the anaerobic digestion of paper and paper board materials by anaerobic granular sludge." Biotechnology and bioengineering 114(5): 951-960. [CrossRef]
- Hashimoto, A. G. (1989). "Effect of inoculum/substrate ratio on methane yield and production rate from straw." Biological wastes 28(4): 247-255. [CrossRef]
- Jokela, J., V. Vavilin and J. Rintala (2005). "Hydrolysis rates, methane production and nitrogen solubilisation of grey waste components during anaerobic degradation." Bioresource Technology 96(4): 501-508. [CrossRef]
- Kamali, M., T. Gameiro, M. E. V. Costa and I. Capela (2016). "Anaerobic digestion of pulp and paper mill wastes–An overview of the developments and improvement opportunities." Chemical Engineering Journal 298: 162-182. [CrossRef]
- Li, W., H. Khalid, F. R. Amin, H. Zhang, Z. Dai, C. Chen and G. Liu (2020). "Biomethane production characteristics, kinetic analysis, and energy potential of different paper wastes in anaerobic digestion." Renewable Energy 157: 1081-1088. [CrossRef]
- Lindmark, J., N. Leksell, A. Schnürer and E. Thorin (2012). "Effects of mechanical pre-treatment on the biogas yield from ley crop silage." Applied Energy 97: 498-502. [CrossRef]
- Menardo, S., G. Airoldi and P. Balsari (2012). "The effect of particle size and thermal pre-treatment on the methane yield of four agricultural by-products." Bioresource technology 104: 708-714. [CrossRef]
- Meng, L., L. Xie, C. T. Kinh, T. Suenaga, T. Hori, S. Riya, A. Terada and M. Hosomi (2018). "Influence of feedstock-to-inoculum ratio on performance and microbial community succession during solid-state thermophilic anaerobic co-digestion of pig urine and rice straw." Bioresource technology 252: 127-133. [CrossRef]
- Ohemeng-Ntiamoah, J. and T. Datta (2019). "Perspectives on variabilities in biomethane potential test parameters and outcomes: A review of studies published between 2007 and 2018." Science of the Total Environment. [CrossRef]
- Pellera, F.-M. and E. Gidarakos (2016). "Effect of substrate to inoculum ratio and inoculum type on the biochemical methane potential of solid agroindustrial waste." Journal of environmental chemical engineering 4(3): 3217-3229. [CrossRef]
- Pommier, S., A. M. Llamas and X. Lefebvre (2010). "Analysis of the outcome of shredding pretreatment on the anaerobic biodegradability of paper and cardboard materials." Bioresource technology 101(2): 463-468. [CrossRef]
- Rodriguez, C., A. Alaswad, Z. El-Hassan and A.-G. Olabi (2017). "Mechanical pretreatment of waste paper for biogas production." Waste Management 68: 157-164. [CrossRef]
- Rodriguez, C., A. Alaswad, J. Mooney, T. Prescott and A. Olabi (2015). "Pre-treatment techniques used for anaerobic digestion of algae." Fuel processing technology 138: 765-779. [CrossRef]
- Singh, V., E. Khullar, B. Dien, K. Rausch and M. Tumbleson (2013). "Effect of particle size on enzymatic hydrolysis of pretreated miscanthus.". [CrossRef]
- Tedesco, S. (2013). Mechanical Pre-treatment Assessment of Marine Biomass, Dublin City University. School of Mechanical and Manufacturing Engineering.
- Teghammar, A., K. Karimi, I. S. Horváth and M. J. Taherzadeh (2012). "Enhanced biogas production from rice straw, triticale straw and softwood spruce by NMMO pretreatment." Biomass and Bioenergy 36: 116-120. [CrossRef]
- VDI, V. D. I. (2006). "Fermentation of organic materials, Characterisation of Substrate, Sampling, Collection of Material Data, Fermentation Tests." VDI, Gesellschaft, Energietechnik.
- Yuan, X., Y. Cao, J. Li, B. Wen, W. Zhu, X. Wang and Z. Cui (2012). "Effect of pretreatment by a microbial consortium on methane production of waste paper and cardboard." Bioresource Technology 118: 281-288. [CrossRef]
- Zeng, S., X. Yuan, X. Shi and Y. Qiu (2010). "Effect of inoculum/substrate ratio on methane yield and orthophosphate release from anaerobic digestion of Microcystis spp." Journal of Hazardous Materials 178(1-3): 89-93. [CrossRef]
- Zhao, S., W. Chen, W. Luo, H. Fang, H. Lv, R. Liu and Q. Niu (2021). "Anaerobic co-digestion of chicken manure and cardboard waste: Focusing on methane production, microbial community analysis and energy evaluation." Bioresource Technology 321: 124429.




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