Prediction of microbial inactivation in biosolids as a function of moisture content and temperature using artificial neural networks

Journal of Residuals Science and Technology

Volumn 8, Issue 1, 2011, Pages 1-8

  Kim, Minyoung ^a   O'Shaughnessy, Susan A ^b   Choi, Christopher Y ^c  

^a National Institute of Animal Science   (South Korea)

^b Agriculture Research Service   (United States)

^c University of Arizona   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AGRICULTURAL LAND APPLICATION; ARTIFICIAL NEURAL NETWORK; ENTERIC VIRUS; ENVIRONMENTAL PARAMETER; FECAL COLIFORMS; HELMINTH OVA; LABORATORY CONDITIONS; MATHEMATICAL MODELING; MICROBIAL INACTIVATION; MICROBIAL QUALITY; MICROBIAL SURVIVAL; MOISTURE CONTENTS; NETWORK MONITORING; REGRESSION MODEL; SUPPORT TOOL; TIME-CONSUMING PROCESS; WASTEWATER TREATMENT PROCESS;

BIOLOGICAL MATERIALS; BIOSOLIDS; FORECASTING; MOISTURE; MOISTURE DETERMINATION; REGRESSION ANALYSIS; VIRUSES; WASTEWATER; WASTEWATER RECLAMATION; WASTEWATER TREATMENT;

NEURAL NETWORKS;

AGRICULTURAL LAND; ARTIFICIAL NEURAL NETWORK; BIOSOLID; FECAL COLIFORM; MICROBIAL ACTIVITY; MOISTURE CONTENT; MONITORING SYSTEM; NUMERICAL MODEL; PATHOGEN; RECYCLING; REGRESSION ANALYSIS; SLUDGE; SURVIVAL; TEMPERATURE PROFILE; WASTEWATER;

SALMONELLA; SALMONELLA SP.; VERMES;

EID: 79952607581     PISSN: 15448053     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (19)

1. National Research Council (NRC). 2002. Committee on toxicants and pathogens in biosolids applied to land. Biosolids Applied to Land: Advancing Standards and Practices. The National Academies Press: Washington, D.C.
2. Choi, C. Y., Grabau, M., O'Shaughnessy, S. A., & Pepper, I. L. 2005. "Pathogen Reduction in Biosolids for Land Application." Journal of Residuals Science and Technology, Vol. 2, No. 3, pp. 153-171.
3. Esnoz, A., Periago, P. M., Conesa, R., & Palop, A. 2006. "Application of artificial neural networks to describe the combined effect of pH and NaCl on the heat resistance of Bacillus stearothermophilus." International Journal of Food Microbiology. Vol. 106, pp. 153-158. (Pubitemid 43120230)
4. Whiting, R. C. 1995. "Microbial modeling in foods." Critical Reviews in Food Science and Nutrition. Vol. 35, pp. 467-494. (Pubitemid 3006934)
5. Peleg, M. & Cole, M. B. 1998. "Reinterpretation of microbial survival curves." Critical Reviews in Food Science and Nutrition. Vol. 38, pp. 353-380. (Pubitemid 128354200)
6. Geeraerd, A. H., Herremans, C. H., Cennens, C., & Van Impe, J. F. 1998. "Application of artificial neural networks as a non-linear modular modeling technique to describe bacterial growth in chilled food products." International Journal of Food Microbiology. Vol. 44, pp. 49-68. (Pubitemid 28486942)
7. Hastie, T. & Tibshirani, R. 1996. "Discriminant adaptive nearest neighbor classification." IEEE Transactions on pattern analysis and machine intelligence. Vol. 18, pp. 607-616. (Pubitemid 126773896)
8. Jeyamkondan, S., Jayas, D. S. & Holley, R. A. 2001. "Microbial growth modeling with Artificial Neural Networks." International Journal of Food Microbiology. Vol. 64, No. 3, pp. 343-354. (Pubitemid 32186400)
9. Lou, W. & Nakai, S. 2001. "Application of artificial neural networks for predicting the thermal inactivation of bacteria: a combined effect of temperature, pH and water activity." Food Research International. Vol. 34, pp. 573-579. (Pubitemid 32623853)
10. Haykin, S. 1999. Neural Networks: A Comprehensive Foundation. Macmillan: New York.
11. U.S. EPA. 2002. EPA Method 1680: Fecal Coliforms in Bio-solids by Multiple Tube Fermentation Procedures, Draft Document.
12. James, P. & McClure, F. D. 2003. MPN Bacteriological Analytical Manual (7th ed.), Gaithersburg, MD: AOAC International.
13. Kaastra, I. & Boyd, M. S. 1995. "Forecasting futures trading volume using neural networks." Journal of Futures markets. Vol. 15, No. 8, pp. 953-970.
14. Maier, R. M., Pepper, I. L. & Gerba, C. P. 2000. Environmental Microbiology. Academic Press: San Diego, California.
15. Schaap, M. G. & Leij, F. J. 1998. "Database related accuracy and uncertainty of pedotransfer functions." Soil Sci. Vol. 163, pp. 765-779. (Pubitemid 28501717)
16. Bishop, C. M. 1995. Neural networks for pattern recognition, (1st ed.). Oxford: Clarendon.
17. Basheer, I. A. & Hajmeer, M. 2000. "Artificial neural networks: Fundamentals, computing, design, and application." Journal of Microbiological Methods. Vol. 43, pp. 3-31.
18. Price, P. B. & Todd, S. T. 2004. "Temperature dependence of metabolic rates for microbial growth, maintenance, and survival." PNAS. Vol. 101, No. 13, pp. 4631-4636. (Pubitemid 38437462)
19. Cattaneo, M. V., Masson, C. & Greer, C. W. 1997. "The influence of moisture on microbial transport, survival and 2,4-D biodegradation with a generally marked Burkholderia cepacia in unsaturated soil columns." Biodegradation. Vol. 8, pp. 87-96. (Pubitemid 27415909)