Abstract
The potential for obtaining renewable energy from organic substrates such as food waste (FW) and biowaste has generated increasing interest in the anaerobic digestion process. Kinetic models are used to analyse the impact of different parameters on biological processes and thus, to optimize them to achieve and to increase the quality and quantity of biogas. This study presents an approximation of the pre-dimensioning of semi-continuous anaerobic reactors treating FW, based on: (i) biochemical methane potential (BMP) assays, in different conditions of substrate-inoculum ratio (S/I: 0.5 and 4.0 g volatile solid-VSsubstrate·g VSinoculum−1) and nutrients (with macro-nutrients (N and P) and micronutrients, only micronutrients (Ni, Co, Mo and Fe) and without nutrients), and (ii) the kinetic performance through three kinetic models (transfer function-TF, logistic function-LF and modified Gompertz-MG), using Pmax (maximum methane production) and Rmax (maximum rate of methane production) as kinetic parameters related to the hydraulic retention time. The best S/I ratios were below 1.0 gVSsubstrate·gVSinoculum−1 with nutrients. Although the three kinetic models obtained a good fit (R2 > 0.9 and RMSE < 15), the TF model overestimated methane production, due to its high sensitivity for the kinetic parameters, which can lead to oversizing in reactor design.
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References
Casallas-Ojeda MR, Marmolejo-Rebellón LF, Torres-Lozada P (2020) Identification of factors and variables that influence the anaerobic digestion of municipal biowaste and food waste. Waste Biomass Valori. https://doi.org/10.1007/s12649-020-01150-x
Etuwe CN, Momoh YOL, Iyagba ET (2016) Development of mathematical models and application of the modified gompertz model for designing batch biogas reactors. Waste Biomass Valori 7:543–550. https://doi.org/10.1007/s12649-016-9482-8
Castano JM, Martin JF, Ciotola R (2014) Performance of a small-scale, variable temperature fixed dome digester in a temperate climate. Energies 7:5701–5716. https://doi.org/10.3390/en7095701
Holliger C, Alves M, Andrade D, Angelidaki I, Astals S, Baier U, Bougrier C, Buffière P, Carballa M, De Wilde V, Ebertseder F, Fernández B, Ficara E, Fotidis I, Frigon JC, De Laclos HF, Ghasimi DSM, Hack G, Hartel M, Heerenklage J, Horvath IS, Jenicek P, Koch K, Krautwald J, Lizasoain J, Liu J, Mosberger L, Nistor M, Oechsner H, Oliveira JV, Paterson M, Pauss A, Pommier S, Porqueddu I, Raposo F, Ribeiro T, Pfund FR, Strömberg S, Torrijos M, Van Eekert M, Van Lier J, Wedwitschka H, Wierinck I (2016) Towards a standardization of biomethane potential tests. Water Sci Technol 74:2515–2522. https://doi.org/10.2166/wst.2016.336
Lesteur M, Bellon-Maurel V, Gonzalez C, Latrille E, Roger JM, Junqua G, Steyer JP (2010) Alternative methods for determining anaerobic biodegradability: a review. Process Biochem 45:431–440. https://doi.org/10.1016/j.procbio.2009.11.018
Da Silva C, Astals S, Peces M, Campos JL, Guerrero L (2018) Biochemical methane potential (BMP) tests: reducing test time by early parameter estimation. Waste Manag 71:19–24. https://doi.org/10.1016/j.wasman.2017.10.009
Megido L, Negral L, Fernández-Nava Y, Suárez-Peña B, Ormaechea P, Díaz-Caneja P, Castrillón L, Marañón E (2021) Impact of organic loading rate and reactor design on thermophilic anaerobic digestion of mixed supermarket waste. Waste Manag 123:52–59. https://doi.org/10.1016/j.wasman.2021.01.012
Donoso-Bravo A, Pérez-Elvira SI, Fdz-Polanco F (2010) Application of simplified models for anaerobic biodegradability tests. Evaluation of pre-treatment processes. Chem Eng J 160:607–614. https://doi.org/10.1016/j.cej.2010.03.082
Eberl HJ, Wade MJ (2020) Chapter 16 - Challenges and perspectives in reactor scale modeling of biofilm processes. In: Simoes M, Borges A, Chaves Simoes L (eds) Recent trends in biofilm science and technology. Academic, London, pp 359–383. https://doi.org/10.1016/B978-0-12-819497-3.00016-7
Xu F, Li Y, Wang Z-W (2015) Mathematical modeling of solid-state anaerobic digestion. Prog Energ Combust 51:49–66. https://doi.org/10.1016/j.pecs.2015.09.001
Parra-Orobio BA, Donoso-Bravo A, Torres-Lozada P (2017) Anaerobic digestion of food waste. Predicting of methane production by comparing kinetic models. Ing Compet 19:210–218
Raheman H (2002) A mathematical model for fixed dome type biogas plant. Energy 27:25–34. https://doi.org/10.1016/S0360-5442(01)00054-8
Mushtaq K, Zaidi AA, Askari SJ (2016) Design and performance analysis of floating dome type portable biogas plant for domestic use in Pakistan. Sustain Energy Technol 14:21–25. https://doi.org/10.1016/j.seta.2016.01.001
Momoh OLY, Anyata BU, Saroj DP (2013) Development of simplified anaerobic digestion models (SADM’s) for studying anaerobic biodegradability and kinetics of complex biomass. Biochem Eng J 79:84–93. https://doi.org/10.1016/j.bej.2013.06.018
Passos F, Ortega V, Donoso-Bravo A (2017) Thermochemical pretreatment and anaerobic digestion of dairy cow manure: experimental and economic evaluation. Bioresour Technol 227:239–246. https://doi.org/10.1016/j.biortech.2016.12.034
Lübken M, Koch K, Gehring T, Horn H, Wichern M (2015) Parameter estimation and long-term process simulation of a biogas reactor operated under trace elements limitation. Appl Energy 142:352–360. https://doi.org/10.1016/j.apenergy.2015.01.014
Koch K, Hafner SD, Weinrich S, Astals S, Holliger C (2020) Power and limitations of biochemical methane potential (BMP) tests. Front Energy Res 8:63. https://doi.org/10.3389/fenrg.2020.00063
Lou XF, Nair J, Ho G (2012) Influence of food waste composition and volumetric water dilution on methane generation kinetics. Int J Environ Prot 2:22–29
Raposo F, Borja R, Ibelli-Bianco C (2020) Predictive regression models for biochemical methane potential tests of biomass samples: pitfalls and challenges of laboratory measurements. Renew Sust Energy Rev 127:109890. https://doi.org/10.1016/j.rser.2020.109890
Parra-Orobio BA, Angulo-Mosquera LS, Loaiza-Gualtero JS, Torres-López WA, Torres-Lozada P (2018) Inoculum mixture optimization as strategy for to improve the anaerobic digestion of food waste for the methane production. J Environ Chem Eng 6:1529–1535. https://doi.org/10.1016/j.jece.2018.01.048
Cárdenas-Cleves LM, Marmolejo-Rebellón LF, Torres-Lozada P (2018) Anaerobic codigestion of sugarcane press mud with food waste: effects on hydrolysis stage, methane yield, and synergistic effects. Int J Chem Eng 2018:9351848. https://doi.org/10.1155/2018/9351848
Oviedo-Ocaña ER, Torres-Lozada P, Marmolejo-Rebellon LF, Hoyos LV, Gonzales S, Barrena R, Komilis D, Sanchez A (2015) Stability and maturity of biowaste composts derived by small municipalities: correlation among physical, chemical and biological indices. Waste Manag 44:63–71. https://doi.org/10.1016/j.wasman.2015.07.034
APHA (2005) Standard methods for the examination of water and wastewater, 21st edn. American Public Health Association, American Water Works Association, Water Environment Federation, Washington DC, p 282
Casallas-Ojeda MR, Marmolejo-Rebellón LF, Torres-Lozada P (2020) Evaluation of simultaneous incidence of head space and temperature on biochemical methane potential in food waste. Cogent Eng 7:1729514. https://doi.org/10.1080/23311916.2020.1729514
Quintero M, Castro L, Ortiz C, Guzmán C, Escalante H (2012) Enhancement of starting up anaerobic digestion of lignocellulosic substrate: fique’s bagasse as an example. Bioresour Technol 108:8–13. https://doi.org/10.1016/j.biortech.2011.12.052
Cárdenas-Cleves LM, Marmolejo-Rebellón LF, Torres-Lozada P (2018) Improvement of the biochemical methane potential of food waste by means of anaerobic co-digestion with swine manure. Braz J Chem Eng 35:1219–1229
Vögeli Y, Riu Lohri C, Gallardo A, Diener S, Zurbrugg C (2014) Anaerobic digestion of biowaste in developing countries: practical information and case studies. Eawag – Swiss Federal Institute of Aquatic Science and Technology, Switzerland. https://doi.org/10.13140/2.1.2663.1045
Muñoz-Tamayo R, Laroche B, Leclerc M, Walter E (2009) IDEAS: a parameter identification toolbox with symbolic analysis of uncertainty and its application to biological modelling. IFAC Proceedings 42:1271–1276. https://doi.org/10.3182/20090706-3-FR-2004.00211
Kumar A, Mandal B, Sharma A (2015) Advancement in biogas digester. In: Sharma A, Kar SK (eds) Energy sustainability through green energy. Springer India, New Delhi, pp 351–382. https://doi.org/10.1007/978-81-322-2337-5_14
Cabeza I, Thomas M, Vásquez A, Acevedo P, Hernández M (2016) Anaerobic co-digestion of organic residues from different productive sectors in Colombia: biomethanation potential assessment. Chem Eng Trans 49:385–390. https://doi.org/10.3303/CET1649065
Adghim M, Abdallah M, Saad S, Shanableh A, Sartaj M (2020) Assessment of the biochemical methane potential of mono- and co-digested dairy farm wastes. Waste Manag Res 38:88–99. https://doi.org/10.1177/0734242x19871999
Li L, He Q, Wei Y, He Q, Peng X (2014) Early warning indicators for monitoring the process failure of anaerobic digestion system of food waste. Bioresour Technol 171:491–494. https://doi.org/10.1016/j.biortech.2014.08.089
Raposo F, Banks CJ, Siegert I, Heaven S, Borja R (2006) Influence of inoculum to substrate ratio on the biochemical methane potential of maize in batch tests. Process Biochem 41:1444–1450. https://doi.org/10.1016/j.procbio.2006.01.012
Córdoba V, Fernández M, Santalla E (2018) The effect of substrate/inoculum ratio on the kinetics of methane production in swine wastewater anaerobic digestion. Environ Sci Pollut Res 25:21308–21317. https://doi.org/10.1007/s11356-017-0039-6
Elbeshbishy E, Nakhla G, Hafez H (2012) Biochemical methane potential (BMP) of food waste and primary sludge: influence of inoculum pre-incubation and inoculum source. Bioresour Technol 110:18–25. https://doi.org/10.1016/j.biortech.2012.01.025
Civelek-Yoruklu H, Korkmaz E, Manav-Demir N, Ozkaya B, Demir A (2018) The impact of pretreatment and inoculum to substrate ratio on methane potential of organic wastes from various origins. J Mater Cycles Waste Manag 20:800–809. https://doi.org/10.1007/s10163-017-0641-1
Gu Y, Chen X, Liu Z, Zhou X, Zhang Y (2014) Effect of inoculum sources on the anaerobic digestion of rice straw. Bioresour Technol 158:149–155. https://doi.org/10.1016/j.biortech.2014.02.011
Romero-Güiza MS, Vila J, Mata-Alvarez J, Chimenos JM, Astals S (2016) The role of additives on anaerobic digestion: a review. Renew Sust Energy Rev 58:1486–1499. https://doi.org/10.1016/j.rser.2015.12.094
Jo Y, Kim J, Hwang K, Lee C (2018) A comparative study of single- and two-phase anaerobic digestion of food waste under uncontrolled pH conditions. Waste Manag 78:509–520. https://doi.org/10.1016/j.wasman.2018.06.017
Banks CJ, Zhang Y, Jiang Y, Heaven S (2012) Trace element requirements for stable food waste digestion at elevated ammonia concentrations. Bioresour Technol 104:127–135. https://doi.org/10.1016/j.biortech.2011.10.068
Parra-Orobio BA, Donoso-Bravo A, Ruiz-Sánchez JC, Valencia-Molina KJ, Torres-Lozada P (2018) Effect of inoculum on the anaerobic digestion of food waste accounting for the concentration of trace elements. Waste Manag 71:342–349. https://doi.org/10.1016/j.wasman.2017.09.040
De Vrieze J, Raport L, Willems B, Verbrugge S, Volcke E, Meers E, Angenent LT, Boon N (2015) Inoculum selection influences the biochemical methane potential of agro-industrial substrates. Microb Biotechnol 8:776–786. https://doi.org/10.1111/1751-7915.12268
Song H, Zhang Y, Kusch-Brandt S, Banks CJ (2020) Comparison of variable and constant loading for mesophilic food waste digestion in a long-term experiment. Energies 13:1279. https://doi.org/10.3390/en13051279
Torres-Lozada P, Díaz-Granados JS, Parra-Orobio BA (2015) Effects of the incorporation of drinking water sludge on the anaerobic digestion of domestic wastewater sludge for methane production. Water Sci Technol 72:1016–1021. https://doi.org/10.2166/wst.2015.291
Xu Y, Wang C, Hou J, Wang P, You G, Miao L, Lv B, Yang Y, Zhang F (2017) Application of zero valent iron coupling with biological process for wastewater treatment: a review. Rev Env Sci Bio/Technol 16:667–693. https://doi.org/10.1007/s11157-017-9445-y
Gao SM, Zhao MX, Ruan WQ, Deng YY (2014) Kinetics modeling of anaerobic fermentative production of methane from kitchen waste solid residual. Adv Mat Res 864–867:1253–1257. https://doi.org/10.4028/www.scientific.net/AMR.864-867.1253
Pagliaccia P, Gallipoli A, Gianico A, Gironi F, Montecchio D, Pastore C, di Bitonto L, Braguglia CM (2019) Variability of food waste chemical composition: impact of thermal pre-treatment on lignocellulosic matrix and anaerobic biodegradability. J Environ Manage 236:100–107. https://doi.org/10.1016/j.jenvman.2019.01.084
Lou XF, Nair J, Ho G (2012) Field performance of small scale anaerobic digesters treating food waste. Energy Sustain Dev 16:509–514. https://doi.org/10.1016/j.esd.2012.06.004
Kalia A, Singh S (2004) Development of a biogas plant. Energ Source Part A 26:707–714. https://doi.org/10.1080/00908310490451403
Ramaswamy J, Siddareddy Vemareddy P (2015) Production of biogas using small-scale plug flow reactor and sizing calculation for biodegradable solid waste. Renew Wind Water Solar 2:6. https://doi.org/10.1186/s40807-015-0006-0
Akkoli KM, Dodamani BM, Jagadeesh A, Ravi C (2015) Design and construction of food waste biogas plant for hostel mess. Int J Sci Res Dev 3:101–104
Holliger C, Fruteau de Laclos H, Hack G (2017) Methane production of full-scale anaerobic digestion plants calculated from substrate’s biomethane potentials compares well with the one measured on-site. Front Energy Res 5:12. https://doi.org/10.3389/fenrg.2017.00012
Acknowledgements
The authors express their gratitude to the Universidad del Valle for the financing of the project CI 21118 and to COLCIENCIAS for the financing of Brayan A. Parra-Orobio as a national doctoral fellow, Call 617—2013 –Second Court.
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This work was supported by the Universidad del Valle CI-21118.
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B. A. Parra-Orobio (BAPO), A. Donoso-Bravo (ADB) and P. Torres-Lozada (PTL) were responsible for the conceptualization and design of the study. BAPO and PTL worked in the acquisition and interpretation of data through field and laboratory work. BAPO drafted the article and ADB and PTL revised it critically. All authors read and approved the final manuscript.
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Parra-Orobio, B.A., Donoso-Bravo, A. & Torres-Lozada, P. Pre-dimensioning of Small-Scale Anaerobic Reactors of Food Waste Through Biochemical Methane Potential Assays and Kinetic Models. Bioenerg. Res. 15, 573–588 (2022). https://doi.org/10.1007/s12155-021-10291-3
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DOI: https://doi.org/10.1007/s12155-021-10291-3