Experimental simulation and fuzzy modelling of landfill biogas production from low-biodegradable MBT waste under leachate recirculation

References

• OECD. Environment at a glance 2015. Paris: OECD Publishing; 2015.
   Google Scholar
• ISPRA. [Municipal waste report]. 2015. Rapporti n. 230/2015. ISBN 978-88-448-0740-5. Italian.
   Google Scholar
• Scharff H, Kok B, Krom AH. The role of sustainable landfill in future waste management systems. Proceedings Sardinia 2007, Eleventh International Waste Management and Landfill Symposium, S. Margherita di Pula; 2007 Oct 1–5; S. Margherita di Pula, Cagliari, Italy. Padova (Italy): CISA Publisher.
   Google Scholar
• Landfill Directive 1999/31/EC of the European Parliament and of the Council on landfill, 1999. Official Journal of the European Union.
   Google Scholar
• Stegmann R. Mechanical biological pretreatment of municipal solid waste. Proceedings Sardinia 2005, Tenth International Waste Management and Landfill Symposium; 2005 Oct 3–7; S. Margherita di Pula, Cagliari, Italy. Padova (Italy): CISA Publisher, Environmental Sanitary Engineering Centre.
   Google Scholar
• Cossu R, Raga R, Rossetti D. The PAF model: an integrated approach for landfill sustainability. Waste Manage. 2003;23:37–44. doi: 10.1016/S0956-053X(02)00147-2
   PubMed Web of Science ®Google Scholar
• De Gioannis G, Muntoni A, Cappai G, et al. Landfill gas generation after mechanical biological treatment of municipal solid waste. Estimation of gas generation rate constants. Waste Manage. 2009;29:1026–1034. doi: 10.1016/j.wasman.2008.08.016
   PubMed Web of Science ®Google Scholar
• Heyer KU, Hupe K, Stegmann R. Methane emissions from MBT landfills. Waste Manage. 2013;33:1853–1860. doi: 10.1016/j.wasman.2013.05.012
   PubMed Web of Science ®Google Scholar
• Grilli S, Giordano A, Spagni A. Stabilisation of biodried municipal solid waste fine fraction in landfill bioreactor. Waste Manage. 2012;32:1678–1684. doi: 10.1016/j.wasman.2012.04.022
   PubMed Web of Science ®Google Scholar
• Pantini S, Verginelli I, Lombardi F, et al. Assessment of biogas production from MBT waste under different operating conditions. Waste Manage. 2015;43:37–49. doi: 10.1016/j.wasman.2015.06.019
   PubMed Web of Science ®Google Scholar
• Di Maria F, Micale C, Sordi A, et al. Leachate purification of mechanically sorted organic waste in a simulated bioreactor landfill. Waste Manage. Res.. 2013;31:1070–1074. doi: 10.1177/0734242X13495103
   PubMed Web of Science ®Google Scholar
• Lornage R, Redon E, Lagier T, et al. Performance of a low cost MBT prior to landfilling: study of the biological treatment of size reduced MSW without mechanical sorting. Waste Manage. 2007;27:1755–1764. doi: 10.1016/j.wasman.2006.10.018
   PubMed Web of Science ®Google Scholar
• van Praagh M, Heerenklage J, Smidt E, et al. Potential emissions from two mechanically-biologically pretreated (MBT) wastes. Waste Manage. 2009;29:859–868. doi: 10.1016/j.wasman.2008.06.028
   PubMed Web of Science ®Google Scholar
• Siddiqui AA, Richards DJ, Powrie W. Biodegradation and flushing of MBT wastes. Waste Manage. 2013;33:2257–2266. doi: 10.1016/j.wasman.2013.07.024
   PubMed Web of Science ®Google Scholar
• Cossu R, Lai T. Washing of waste prior to landfilling. Waste Manage. 2012;32:869–878. doi: 10.1016/j.wasman.2011.12.005
   PubMed Web of Science ®Google Scholar
• Stegmann R, Heyer KU, Hupe K. Do we have to take care of landfills forever? Proceedings Sardinia 2011, Thirteenth International Waste Management and Landfill Symposium; 2011 Oct 3–7; S. Margherita di Pula, Cagliari, Italy. Padova (Italy): CISA Publisher.
   Google Scholar
• Clement R, Descloitres M, Gunther T, et al. Improvement of electrical resistivity tomography for leachate injection monitoring. Waste Manage. 2010;30:452–464. doi: 10.1016/j.wasman.2009.10.002
   PubMed Web of Science ®Google Scholar
• Pommier S, Chenu D, Quintard M, et al. A logistic model for the prediction of the influence of water on the solid waste methanization in landfills. Biothechnol Bioeng. 2007;97:473–482. doi: 10.1002/bit.21241
   PubMed Web of Science ®Google Scholar
• Warith M. Bioreactor landfills: experimental and field results. Waste Manage. 2002;22:7–17. doi: 10.1016/S0956-053X(01)00014-9
   PubMed Web of Science ®Google Scholar
• Berge ND, Reinhart DR, Batarseh ES. An assessment of bioreactor landfill costs and benefits. Waste Manage. 2009;29:1558–1567. doi: 10.1016/j.wasman.2008.12.010
   PubMed Web of Science ®Google Scholar
• Di Addario M, Ruggeri B. Landfill technology for waste management. In: OP Karthikeyan, K Heimann, SS Muthu, editors. Recycling of solid waste for biofuels and biochemical. Singapore: Springer; 2016. p. 211–235.
   Google Scholar
• Sanphoti N, Towprayoon S, Chaiprasert P, et al. The effects of leachate recirculation with supplemental water addition on methane production and waste decomposition in a simulated tropical landfill. J Environ Manage. 2006;81:27–35. doi: 10.1016/j.jenvman.2005.10.015
   PubMed Web of Science ®Google Scholar
• San I, Onay TT. Impact of various leachate recirculation regimes on municipal solid waste degradation. J Hazard Mater. 2001;B87:259–271. doi: 10.1016/S0304-3894(01)00290-4
   Web of Science ®Google Scholar
• Francois V, Feuillade G, Matejka G, et al. Leachate recirculation effects on waste degradation: study on columns. Waste Manage. 2007;27:1259–1272. doi: 10.1016/j.wasman.2006.07.028
   PubMed Web of Science ®Google Scholar
• Bayard R, Benbelkacem H, Zhang Y et al. Impact of leachate injection modes on landfill gas production. Proceedings Sardinia 2009, Twelfth International Waste Management and Landfill Symposium; 2009 Oct 5–9; S. Margherita di Pula, Cagliari, Italy. Padova (Italy): CISA Publisher.
   Google Scholar
• Huang FS, Hung JM, Lu CJ. Enhanced leachate recirculation and stabilization in a pilot landfill bioreactor in Taiwan. Waste Manage Res. 2012;30:849–858. doi: 10.1177/0734242X12448515
   PubMed Web of Science ®Google Scholar
• Mali Sandip T, Khare Kanchan C, Biradar Ashok H. Enhancement of methane production and bio-stabilisation of municipal solid waste in anaerobic bioreactor landfill. Bioresource Technol. 2012;110:10–17. doi: 10.1016/j.biortech.2011.12.027
   PubMed Web of Science ®Google Scholar
• Liu W, Liu Y, Zhu B, et al. Enhanced biogas production from a stimulated landfill bioreactor for the Co-disposal of municipal solid waste and coal wastes. Energ Source, Part A. 2014;36:1186–1194. doi: 10.1080/15567036.2010.540628
   Google Scholar
• Ahmadifar M, Sartaj M, Abdallah M. Investigating the performance of aerobic, semi-aerobic, and anaerobic bioreactor landfills for MSW management in developing countries. J Mater Cycles Waste. 2015;3:1–12.
   Google Scholar
• Xu Q, Tian Y, Wang S, et al. A comparative study of leachate quality and biogas generation in simulated anaerobic and hybrid bioreactors. Waste Manage. 2015;41:94–100. doi: 10.1016/j.wasman.2015.03.023
   PubMed Web of Science ®Google Scholar
• Huang W, Wang Z, Guo Q, et al. Pilot-scale landfill with leachate recirculation for enhanced stabilization. Biochem Eng J. 2016;105:437–445. doi: 10.1016/j.bej.2015.10.013
   Web of Science ®Google Scholar
• Olisa E, Sapari N, Malakahmad A, et al. Performance of sand channel as pre-treatment for anaerobic landfill bioreactor leachate and biogas generation. J Environ Sci Technol. 2016;9:100–110. doi: 10.3923/jest.2016.100.110
   Google Scholar
• Morris JWF, Vasuki NC, Baker JA, et al. Findings from long-term monitoring studies at MSW landfill facilities with leachate recirculation. Waste Manage. 2003;23:653–666. doi: 10.1016/S0956-053X(03)00098-9
   PubMed Web of Science ®Google Scholar
• Benson CH, Barlaz MA, Lane DT, et al. Practice review of five bioreactor/recirculation landfills. Waste Manage. 2007;27:13–29. doi: 10.1016/j.wasman.2006.04.005
   PubMed Web of Science ®Google Scholar
• Vigneron V, Budka A, Jimenez E, et al. Bioreactor landfill: a sustainable waste treatment process. Proceedings Sardinia 2009, Twelfth International Waste Management and Landfill Symposium; 2009 Oct 5–9; S. Margherita di Pula, Cagliari, Italy. Padova (Italy): CISA Publisher.
   Google Scholar
• Oonk H, van Zomeren A, Rees-White TC, et al. Enhanced biodegradation at the landgraaf bioreactor test-cell. Waste Manage. 2013;33:2048–2060. doi: 10.1016/j.wasman.2013.03.003
   PubMed Web of Science ®Google Scholar
• Chung J, Kim S, Baek S, et al. Acceleration of aged-landfill stabilization by combining partial nitrification and leachate recirculation: a field-scale study. J Hazard Mater. 2015;285:436–444. doi: 10.1016/j.jhazmat.2014.12.013
   PubMed Web of Science ®Google Scholar
• Jain P, Ko JK, Kumar D, et al. Case study of landfill leachate recirculation using small-diameter vertical wells. Waste Manage. 2014;34:2312–2320. doi: 10.1016/j.wasman.2014.07.005
   PubMed Web of Science ®Google Scholar
• Abichou T, Barlaz MA, Goldsmith D, et al. Leachate quality monitoring from conventional, retrofit and bio-reactor landfill cells. J Hazard Toxic Radioact Waste. 2015;19:0401–0409. doi: 10.1061/(ASCE)HZ.2153-5515.0000288
   Web of Science ®Google Scholar
• Hettiaratchi JPA, Jayasinghe PA, Bartholomeuz EM, et al. Waste degradation and gas production with enzymatic enhancement in anaerobic and aerobic landfill bioreactors. Bioresource Technol. 2014;159:433–436. doi: 10.1016/j.biortech.2014.03.026
   PubMed Web of Science ®Google Scholar
• Barina G. Leachate recirculation at large scale: investigation on design and waste degradation. International Workshop “Hydro-Physico-Mechanics of Landfills”, LIRIGM; 2005 Mar 21–22; Grenoble 1 University, France.
   Google Scholar
• Di Maria F, Micale C, Morettini E, et al. Improvement of the management of residual waste in areas without thermal treatment facilities: a life cycle analysis of an Italian management district. Waste Manage. 2015;44:206–215. doi: 10.1016/j.wasman.2015.07.012
   PubMed Web of Science ®Google Scholar
• Grosso M, Dellavedova S, Rigamonti L, et al. Case study of an MBT plant producing SRF for cement kiln co-combustion, coupled with a bioreactor landfill for process residues. Waste Manage. 2016;47:267–275. doi: 10.1016/j.wasman.2015.10.017
   PubMed Web of Science ®Google Scholar
• Amini HR, Reinhart D, Niskanen A. Comparison of first-order-decay modeled and actual field measured municipal solid waste landfill methane data. Waste Manage. 2013;33:2720–2728. doi: 10.1016/j.wasman.2013.07.025
   PubMed Web of Science ®Google Scholar
• Vogt WG, Augenstein D. Comparison of models for predicting landfill methane recovery. Final report. 1997. doi:10.2172/314088
   Google Scholar
• Amini HR, Reinhart DR. Regional prediction of long-term landfill gas to energy potential. Waste Manage. 2011;31:2020–2026. doi: 10.1016/j.wasman.2011.05.010
   PubMed Web of Science ®Google Scholar
• Heimovaara TJ, Cossu R, van der Sloot HA. State of art and perspectives for sustainable landfills. In: R Cossu, HA van der Sloot, editors. Sustainable landfilling. Padova: CISA Publisher; 2016. p. 19–41.
   Google Scholar
• Zadeh L. Fuzzy algorithms. Inform Control. 1968;12:94–102. doi: 10.1016/S0019-9958(68)90211-8
   Google Scholar
• Ruggeri B, Sassi G. Macro-approach and fuzzy modelling of bioreactors. Trends Chem Eng. 1993;1:153–164.
   Google Scholar
• Turkdogan-Aydinol FI, Yetilmezsoy K. A fuzzy-logic-based model to predict biogas and methane production rates in a pilot-scale mesophilic UASB reactor treating molasses wastewater. J Hazar Mater. 2010;182:460–471. doi: 10.1016/j.jhazmat.2010.06.054
   PubMed Web of Science ®Google Scholar
• Yetilmezsoy K, Ozkaya B, Cakmakci M. Artificial intelligence-based prediction models for environmental engineering. Neural Netw World. 2011;21(11):193–218. doi: 10.14311/NNW.2011.21.012
   Google Scholar
• Abdallah M, Fernandes L, Warith M, et al. A fuzzy logic model for biogas generation in bioreactor landfills. Can J Civ Eng. 2009;36:701–708. doi: 10.1139/L09-015
   Web of Science ®Google Scholar
• Lu HW, Huang GH, Xu Y, et al. Inexact two-phase fuzzy programming and its application to municipal solid waste management. Eng App Artif Intel. 2012;25:1529–1536. doi: 10.1016/j.engappai.2012.08.006
   Web of Science ®Google Scholar
• Zhang X, Huang G. Municipal solid waste management planning considering greenhouse gas emission trading under fuzzy environment. J Env Manage. 2014;135:11–18. doi: 10.1016/j.jenvman.2014.01.014
   PubMed Web of Science ®Google Scholar
• Younes MK, Nopiah ZM, Basri NE, et al. Landfill area estimation based on integrated waste disposal options and solid waste forecasting using modified ANFIS model. Waste Manage. 2016;55:3–11. doi: 10.1016/j.wasman.2015.10.020
   PubMed Web of Science ®Google Scholar
• Biswas A, De AK. A fuzzy goal programming approach for solid waste management under multiple uncertainties. Procedia Env Sci. 2016;35:245–256. doi: 10.1016/j.proenv.2016.07.090
   Google Scholar
• Abbasi M, El Hanandeh A. Forecasting municipal solid waste generation using artificial intelligence modelling approaches. Waste Manage. 2016;56:13–22. doi: 10.1016/j.wasman.2016.05.018
   PubMed Web of Science ®Google Scholar
• Garg A, Achari G, Joshi RC. Application of fuzzy logic to estimate flow of methane for energy generation at a sanitary landfill. J Energy Eng. 2007;133(4):212–223. doi: 10.1061/(ASCE)0733-9402(2007)133:4(212)
   Web of Science ®Google Scholar
• Rendra S, Fernandes L, Warith M. Fuzzy logic simulation of biodegradation of municipal solid waste in simulated aerobic and anaerobic bioreactor landfills. Solid Waste Tech Manage. 2007. 22nd International Conference on Solid Waste Technology and Management; Philadelphia.
   Google Scholar
• Abdallah M. A novel computational approach for the management of bioreactor landfills [dissertation]. Ottawa: The Ottawa-Carleton Institute for Environmental Engineering; 2011.
   Google Scholar
• Ozkaya B, Demir A, Bilgili MS. Neural network prediction model for the methane fraction in biogas from field-scale landfill bioreactors. Environ Modell Softw. 2007;22:815–822. doi: 10.1016/j.envsoft.2006.03.004
   Web of Science ®Google Scholar
• Biolear Project Website [Internet]. 2016. Available from: http://biolear.eu/
   Google Scholar
• Cossu R, Morello L, Raga R, et al. Biogas production enhancement using semi-aerobic pre-aeration in a hybrid bioreactor landfill. Waste Manage. 2015. https://doi.org/10.1016/j.wasman.2015.10.025.
   Web of Science ®Google Scholar
• Erses SA, Onay TT, Yenigun O. Comparison of aerobic and anaerobic degradation of municipal solid waste in bioreactor landfills. Bioresource Technol. 2008;99:5418–5426. doi: 10.1016/j.biortech.2007.11.008
   PubMed Web of Science ®Google Scholar
• Hansen TL, Schmidt JE, Angelidaki I, et al. Method for determination of methane potentials of solid organic waste. Waste Manage. 2004;24:393–400. doi: 10.1016/j.wasman.2003.09.009
   PubMed Web of Science ®Google Scholar
• Angelidaki I, Alves M, Bolzanella D, et al. Defining the biomethane potential (BMP) of solid organic wastes and energy crops: a proposed protocol for batch assays. Water Sci Technol. 2009;59:927–934. doi: 10.2166/wst.2009.040
   PubMed Web of Science ®Google Scholar
• Bilgili MS, Demir A, Ozkaya B. Influence of leachate recirculation on aerobic and anaerobic decomposition of solid wastes. J Hazard Mater. 2007;143:177–183. doi: 10.1016/j.jhazmat.2006.09.012
   PubMed Web of Science ®Google Scholar
• He R, Liu XW, Zhang ZJ, et al. Characteristics of the bioreactor landfill system using an anaerobic-aerobic process for nitrogen removal. Bioresource Technol. 2007;98:2526–2532. doi: 10.1016/j.biortech.2006.09.013
   PubMed Web of Science ®Google Scholar
• Tallec G, Bureau C, Peu P et al. Gaseous emission during recirculation of leachate enriched with nitrate in a full-scale bioreactor-landfill. Proceedings Sardinia 2007, Eleventh International Waste Management and Landfill Symposium; 2007 Oct 1–5; S. Margherita di Pula, Cagliari, Italy. Padova (Italy): CISA Publisher.
   Google Scholar
• Sun X, Sun Y, Zhao Y, et al. Leachate recirculation between alternating aged refuse bioreactors and its effect on refuse decomposition. Environ Technol. 2014;35:799–807. doi: 10.1080/09593330.2013.852625
   PubMed Web of Science ®Google Scholar
• IRSA-CNR, 2003. Metodi analitici per le acque. Manuali e Linee Guida N. 29/2003.
   Google Scholar
• American Public Health Association (APHA). Standard methods for the examination of water and wastewater. 19th ed. Washington (DC): American Public Health Association; 1995.
   Google Scholar
• Hao YJ, Wu WX, Wu SW, et al. Municipal solid waste decomposition under oversaturated condition in comparison with leachate recirculation. Process Biochem. 2008;43:108–112. doi: 10.1016/j.procbio.2007.10.004
   Web of Science ®Google Scholar
• Di Addario M, Ruggeri B. Fuzzy approach to predict methane production in bioreactor landfills. Eurasia Waste Management Symposium; 2016 May 2–4; Istanbul, Turkey; 2016.
   Google Scholar
• Zadeh L. Fuzzy sets. Control. 1965;8:338–353. doi: 10.1016/S0019-9958(65)90241-X
   Web of Science ®Google Scholar
• Ruggeri B, Sassi G, Bosco F. Macro approach and fuzzy modeling of entrapped biocatalyst. Biotechnol 
Progr. 2000;16(1):44–51.
   PubMed Web of Science ®Google Scholar
• Yetilmezsoy K, Turkdogan FI, Temizel I, et al. Development of ANN-based models to predict biogas and methane productions in anaerobic treatment of molasses wastewater. Int J Green Energy. 2013;10:885–907. doi: 10.1080/15435075.2012.727116
   Web of Science ®Google Scholar
• Kolehmainen MK. Data exploration with self-organizing maps in environmental informatics and bioinformatics [dissertation]. Espoo: Department of Computer Science and Engineering, Helsinki University of Technology; 2004.
   Google Scholar
• Ruggeri B, Tommasi T, Sanfilippo S. Bioh2 & BioCH4 through anaerobic digestion from research to full-scale applications. London: Springer-Verlag London; 2015.
   Google Scholar
• Onay TT, Pohland FG. In situ nitrogen management in controlled bioreactor landfills. Water Res. 1998;32:1383–1392. doi: 10.1016/S0043-1354(97)00392-8
   Web of Science ®Google Scholar
• Robinson HD, Knox K, Bone BD, et al. Leachate quality from landfilled MBT waste. In: R Cossu, HA van der Sloot, editors. Sustainable landfilling. Padova: CISA Publisher; 2014. p. 403–416.
   Google Scholar
• Naroznova I, Moller J, Scheutz C. Characterisation of the biochemical methane potential (BMP) of individual material fractions in Danish source-separated organic household waste. Waste Manage. 2016;50:39–48. doi: 10.1016/j.wasman.2016.02.008
   PubMed Web of Science ®Google Scholar
• Valencia R, van der Zon W, Woelders H, et al. Anammox: an option for ammonium removal in bioreactor landfills. Waste Manage. 2011;31:2287–2293. doi: 10.1016/j.wasman.2011.06.012
   PubMed Web of Science ®Google Scholar
• Mou Z, Scheutz C, Kjeldsen P. Evaluating the biochemical methane potential (BMP) of low-organic waste at Danish landfills. Waste Manage. 2014;34:2251–2259. doi: 10.1016/j.wasman.2014.06.025
   PubMed Web of Science ®Google Scholar