Neural models for optimizing lignocellulosic residues composting process

Waste and Biomass Valorization

Volumn 3, Issue 3, 2012, Pages 319-331

  Diaz M J ^a   Eugenio, M E ^b   Lopez F ^a   Garcia J C ^a   Yanez R ^a  

^a UNIVERSITY OF HUELVA   (Spain)

^b INIA   (Spain)

Author keywords

Aeration; Compost; Composting parameters; Moisture; Optimum composting; Particle size

Indexed keywords

ADAPTIVE NETWORK BASED FUZZY INFERENCE SYSTEM; C/N RATIO; COMPOST; COMPOSTING CONDITIONS; COMPOSTING PROCESS; ENVIRONMENTAL PROBLEMS; FINAL COMPOST; HIGH QUALITY; INDEPENDENT VARIABLES; LIGNOCELLULOSIC RESIDUES; MAXIMUM TEMPERATURE; NEURAL MODELS; OPERATING CONDITION; PHYSICOCHEMICAL PROPERTY; WORK STUDY;

CARBON DIOXIDE; CHEMICAL PROPERTIES; MOISTURE; PARTICLE SIZE; TRIMMING; VEGETABLES; WATER AERATION;

COMPOSTING;

EID: 84870190870     PISSN: 18772641     EISSN: 1877265X     Source Type: Journal    
DOI: 10.1007/s12649-012-9121-y     Document Type: Article

References (46)

1. Akhnazarova, S., Kafarov, V.: Experiment Optimization in Chemistry Chemical Engineering. Mir Publisher, Moscow (1982)
2. Allison, L.E.: Organic carbon. In: Black, C.A., Evans, D.D., White, J.L., Ensiminger, L.E., Clark, F.E., Dinauer, R.C. (eds.) Methods of Soil Analysis Vol II. SSSA Madison, WI (1965)
3. APHA (American Public Health Association): Standard Methods for the Examination of Water Wastewater. APHA, Washington DC (1995)
4. Beck-Friis, B., Smårs, S., Jonsson, H., Eklind, Y., Kirchmann, H.: Composting of source-separated household organics at different oxygen levels: gaining an understanding of the emission dynamics. Compost Sci. Util. 11(1), 41-50 (2003) (Pubitemid 36405747)
5. Bertoldi De, M., Vallini, G., Pera A.: Technological aspects of composting including modelling and microbiology. In: Gasser, J.K.R. (ed.) Composting of Agricultural and other wastes, pp. 27-40. Elsevier Applied Science Publishers, London (1985)
6. Bremnen, J.M.: Nitrogen-Total. In: Sparks, D.L. (ed.) Methods of Soil Analysis. SSSA, Madison (1996)
7. Bueno, P., Tapias, R., López, F., Díaz, M.J.: Optimizing composting parameters for nitrogen conservation in composting. Bioresour. Technol. 99(11), 5069-5077 (2008) (Pubitemid 351509405)
8. Bueno, P., Yañez, R., Caparrós, S., Díaz, M.J.: Evaluating environmental parameters for minimum ammonium losses during composting of trimming residues. J. Air Waste Manag. Assoc. 59(7), 790-800 (2009)
9. Choi, K.: Optimal operating parameters in the composting of swine manure with wastepaper. J. Environ. Sci. Health B 34(6), 975-987 (1999)
10. Delgado-Rodríguez, M., Ruiz-Montoya, M., Giraldez, I., Cabeza, I.O., López, R., Díaz, M.J.: Effect of control parameters on emitted volatile compounds in municipal solid waste and pine trimmings composting. J. Environ. Sci. Health A. 45(7), 855-862 (2010)
11. Demirbas, A.: Potential applications of renewable energy sources, biomass combustion problems in boiler power systems and combustion related environmental issues. Prog. Energy Combust. Sci. 31(2), 171-192 (2005)
12. Díaz, M.J., Alfaro, A., García, M.M., Eugenio, M.E., Ariza, J., López, F.: Ethanol pulping from tagasaste (Chamaecytisusproliferus L.F. ssp palmensis). A new promising source for cellulose pulp. Ind. Eng. Chem. Res. 43(8), 1875-1881 (2004) (Pubitemid 38543835)
13. Díaz, M.J., Eugenio, M.E., Jimenez, L., Madejón, E., Cabrera, F.: Modelling vinasse/cotton waste ratio incubation for optimum composting. Chem. Eng. J. 93(3), 233-240 (2003) (Pubitemid 36669525)
14. Díaz, M.J., Madejón, E., López, F., López, R., Cabrera, F.: Optimization of the rate vinasse/grape marc for co-composting process. Process Biochem. 37, 1143-1150 (2002) (Pubitemid 34251854)
15. Ekinci, K., Keener, H.M., Elwell, D.L.: Composting short paper fiber with broiler litter additives. Part I effects of initial pH carbon/ nitrogen ratio on ammonia emission. Compost Sci. Util. 8(2), 160-172 (2000)
16. Emmanouilides, C., Petrou, L.: Identification control of anaerobic digesters using adaptive on-line trained neural networks. Comp. Chem. Eng. J. 21(1), 113-143 (1997)
17. Gray, K.R., Sherman, K., Biddlestone, A.J.: Review of composting II. The practical. Process Biochem. 6, 22-28 (1971)
18. Grigatti, M., Ciavatta, C., Gessa, C.: Evolution of organic matter from sewage sludge and garden trimming during composting. Biores. Technol. 91(2), 163-169 (2004) (Pubitemid 37330013)
19. Haug, R.T.: The Practical Handbook of Compost Engineering. Lewis Publishers, Boca Raton (1993)
20. Jang, J.S.R., Sun, C.T.: Neuro-fuzzy modeling control. Proc. IEEE 83(3), 378-406 (1995)
21. Jang, J.S.R.: ANFIS adaptive-network-based fuzzy inference system. IEEE Trans. Syst. Man Cybern. 23(3), 665-685 (1993)
22. Jingwen, T., Meijuan, G., Yujuan, X.: The study of compost quality evaluation modeling method based on fuzzy neural network for sewage treatment. In: Eighth ACIS International Conference on Software Engineering Artificial Intelligence Networking and Parallel/ Distributed Computing, vol. 2, pp. 558-563. Qingdao, China (2007)
23. Kipp, C.E.: Optimum process parameters for composting sludge. Biocycle 25(9), 39-40 (1992)
24. Kuhad, R.C., Chandna, P., Singh L., Singh A.: Composting of lignocellulosic waste material for soil amendment. bioaugmentation, biostimulation and biocontrol In: Soil Biology, vol. 28, part 1, pp. 107-128. Springer, Berlin (2011)
25. Kulcu, R., Yaldiz, O.: Determination of aeration rate kinetics of composting some agricultural wastes. Bioresour. Technol. 93(1), 49-57 (2004) (Pubitemid 38264203)
26. Liang, C., Das, K.C., McClendon, R.W.: The influence of temperature moisture contents regimes on the aerobic microbial activity of a biosolids composting blend. Bioresour. Technol. 86, 131-137 (2003)
27. Lynch, J.M.: Substrate availability in the production of composts. In: Hoitink H.A.J., Keener H. (eds.) Proceedings of the International Composting Research Symposium, pp 24-35 (1992)
28. Madejón, E., Díaz, M.J., López, R., Cabrera, F.: New approaches to establish optimum moisture content for compostable materials. Bioresour. Technol. 85(1), 73-78 (2002) (Pubitemid 34594533)
29. Merelli, E., Armano, G., Cannata, N.: Agents in bioinformatics computational and systems biology. Brief Bioinf 8(1), 45-59 (2007) (Pubitemid 46157929)
30. Mulvaney, R.L. Nitrogen-inorganic forms In: Sparks, D.L. (ed.) Methods of Soil Analysis, vol. III, pp. 1123-1184. SSSA, Madison (1996)
31. Nahm, K.H.: Factors influencing nitrogen mineralization during poultry litter composting calculations for available nitrogen. Worlds Poultry Sci. J. 61(2), 238-255 (2005) (Pubitemid 40992809)
32. Nakasaki, K., Yaguchi, H., Sasaki, Y., Kubota, H.: Effect of pH control composting of garbage. Waste Manag. Res. 11(2), 117- 125 (1993)
33. Nogueira, W.A., Nogueira, F.N., Devens, D.C.: Temperature pH control in composting of coffee agricultural wastes. Water Sci. Technol. 40(1), 113-119 (1999) (Pubitemid 29445959)
34. Poincelot, R.P. A scientific examination of the principles practice of composting. Compost Sci. 15(Summer), 24-31 (1974)
35. Qin, X.S., Huang, G., Chakma, A., Xi, B.: A fuzzy composting process model. J. Air Waste Manag. Assoc. 57(5), 535-550 (2007) (Pubitemid 46806611)
36. Ranalli, G., Bottura, G., Taddei, P., Marchetti, R., Sorlini, C.: Composting of solid sludge residues from agricultural food industries. Bioindicators of monitoring compost maturity. J. Environ. Sci. Health A. 36(4), 415-436 (2001) (Pubitemid 32530993)
37. Saber, M., Mohammed, Z., Badr-el-Din, S., Awad, N.: Composting certain agricultural residues to potting soils. J. Ecol. Nat. Environ. 3(3), 78-84 (2011)
38. Shaw, K., Day, M., Krzymien, M., Mohmad, R., Sheehan, S.: The role of feed composition on the composting process. I. Effect on composting activity. J. Environ. Sci. Health., Part A 34(6), 1341-1367 (1999) (Pubitemid 29270158)
39. Sikora, L.J., Sower, M.A.: Effect of temperature control on the composting process. J. Environ. Qual. 14, 434-439 (1985) (Pubitemid 15038157)
40. Tang, L., Zeng, G., Liu, J., Xu, X., Zhang, Y., Shen, G., Li, Y., Liu, C.: Catechol determination in compost bioremediation using a laccase sensor and artificial neural networks. Anal. Bioanal. Chem. 391(2), 679-685 (2008)
41. Thambirajah, J.J., Zulkali, M.D., Hashim, M.A.: Microbiological biochemical changes during the composting of oil palm emptyfruit- bunches. Effect of nitrogen supplementation on the substrate. Bioresour. Technol. 52, 133-144 (1995)
42. Tomati, U.,Galli, L., Pasetti, E.,Volterra,E.: Bioremediation of olivemill wastewaters by composting. Waste Manage. Res. 13, 509-518 (1995)
43. Yager, R.R., Filev, D.P.: A simple adaptive defuzzification method. IEEE. Trans. Fuzzy Syst. 1, 69-78 (1993)
44. Yang, S.T.: Bioprocessing for value-added products from renewable resources. In: Yang, S.T. (ed.). Elsevier, Ohio (2006)
45. Zadeh, L.A.: Fuzzy sets. Inf. Control 8, 338-353 (1965)
46. Zucconi F., Monaco A., Forte M.: Phytotoxins during the stabilisation of organic matter. In: Gasser J.K.R. (ed.) Composting of Agricultural and Other Wastes, pp. 73-85. Elsevier Applied Science Publications, London (1985)