On the use of non-negative matrix factorisation to characterise wastewater from dairy processing plants

Water Science and Technology

Volumn 64, Issue 5, 2011, Pages 1096-1101

  Sutherland Stacey, L ^a   Dexter, R ^b  

^a UNIVERSITY OF AUCKLAND   (New Zealand)

^b DCM Process Control Ltd   (New Zealand)

Author keywords

Dairy; In situ; NMF; Non negative matrix factorisation; UV Vis; Wastewater

Indexed keywords

BASIS VECTOR; EFFLUENT STREAMS; IN-SITU; NMF; NON-NEGATIVE MATRIX; PARTIAL LEAST SQUARES; PORTABLE FIELD SPECTROMETERS; PROCESSING PLANTS; PROTEIN ABSORPTION; PROTEIN CONCENTRATIONS; SAMPLING TECHNIQUE; SPECTRAL DATA; TIME-RESOLVED; UV/VIS;

DATA COMPRESSION; FACTORIZATION; PROTEINS; SPECTROMETERS; SPECTROMETRY; WASTEWATER;

EFFLUENTS;

ABSORPTION; CONCENTRATION (COMPOSITION); DAIRY FARMING; IN SITU MEASUREMENT; INDUSTRIAL WASTE; LEAST SQUARES METHOD; PROTEIN; REGRESSION ANALYSIS; SAMPLING; SPECTROMETER; WASTEWATER;

ARTICLE; DAIRY INDUSTRY; NON NEGATIVE MATRIX FACTORIZATION; REGRESSION ANALYSIS; SPECTROMETRY; ULTRAVIOLET SPECTROSCOPY; WASTE WATER;

DAIRY PRODUCTS; INDUSTRIAL WASTE; WASTE DISPOSAL, FLUID;

EID: 80052727193     PISSN: 02731223     EISSN: None     Source Type: Journal    
DOI: 10.2166/wst.2011.441     Document Type: Article

References (30)

1. Allen, J. T., Hewett, P. C., Belokurov, V. & Wild, V. 2008 Finding SDSS BALQSOs using non-negative matrix factorisation. In: Classification and Discovery in Large Astronomical Surveys (C. A. L. Bailerjones, ed.). Amer Inst Physics, Melvillem, pp. 85-91.
2. Atkins, M., Walmsley, M. & Neale, J. 2009 The challenge of integrating non-continuous processes - milk powder plant case study. In Pres'09: 12th International Conference on Process Integration, Modelling and Optimisation for Energy Saving and Pollution Reduction, Pts 1 and 2 (J. Klemes, ed.). Aidic Servizi Srl, Milano, pp. 445-450. http://hdl.handle.net/10289/3224.
3. Bertrand-Krajewski, J. L., Winkler, S., Saracevic, E., Torres, A. & Schaar, H. 2007 Comparison of and uncertainties in raw sewage COD measurements by laboratory techniques and field UV-visible spectrometry. Water Science and Technology 56 (11), 17-25. (Pubitemid 351166325)
4. Creighton, T. E. 1983 Proteins: Structures and Molecular Principles. W.H. Freeman, New York, xi, 515 p.
5. Danalewich, J. R., Papagiannis, T. G., Belyea, R. L., Tumbleson, M. E. & Raskin, L. 1998 Characterization of dairy waste streams, current treatment practices, and potential for biological nutrient removal. Water Research 32 (12), 3555-3568. (Pubitemid 28528947)
6. Franson, M. A. H. & Eaton, A. D. 2005 Standard Methods for the Examination of Water and Wastewater, 21st edition. American Public Health Association, American Water Works Association, and Water Environment Federation (APHA, AWWA, WEF), Washington, DC.
7. Gao, Y. & Church, G. 2005 Improving molecular cancer class discovery through sparse non-negative matrix factorization. Bioinformatics 21 (21), 3970-3975. (Pubitemid 41631836)
8. Goulden, J. D. S. 1964 Analysis of milk by infra-red absorption. Journal of Dairy Research 31 (3), 273.
9. Gutierrez, O., Sutherland-Stacey, L. & Yuan, Z. G. 2010 Simultaneous online measurement of sulfide and nitrate in sewers for nitrate dosage optimisation. Water Science and Technology 61 (3), 651-658.
10. Huber, E. & Frost, M. 1998 Light scattering by small particles. Journal of Water Services Research and Technology-Aqua 47 (2), 87-94.
11. Jolliffe, I. T. 2002 Principal component analysis. In: Springer Series in Statistics. Springer, New York.
12. Langergraber, G., Fleischmann, N. & Hofstadter, F. 2003 A multivariate calibration procedure for UV/VIS spectrometric quantification of organic matter and nitrate in wastewater. Water Science and Technology 47 (2), 63-71. (Pubitemid 36292219)
13. Lawson, C. L. & Hanson, R. J. 1974 Solving Least Squares Problems. Prentice-Hall International, Englewood Cliffs, London, xii, 340 p.
14. Lee, D. D. & Seung, H. S. 1999 Learning the parts of objects by non-negative matrix factorization. Nature 401 (6755), 788-791.
15. Lee, E., Chan, C. K. & Paatero, P. 1999 Application of positive matrix factorization in source apportionment of particulate pollutants in Hong Kong. Atmospheric Environment 33 (19), 3201-3212. (Pubitemid 29324692)
16. Lin, C. J. 2007 Projected gradient methods for nonnegative matrix factorization. Neural Computation 19 (10), 2756-2779.
17. Luinge, H. J., Hop, E., Lutz, E. T. G., Vanhemert, J. A. & Dejong, E. A. M. 1993 Determination of the fat, protein and lactose content of milk using Fourier-Transform Infrared spectrometry. Analytica Chimica Acta 284 (2), 419-433. (Pubitemid 24075987)
18. Luthi-Peng, Q. Q. & Puhan, Z. 1999 Determination of protein and casein in milk by fourth derivative UV spectrophotometry. Analytica Chimica Acta 393 (1-3), 227-234. (Pubitemid 29336010)
19. Mathworks 2007 MATLAB (2007b), edited. Natick, Massachusetts, USA.
20. Miralles, B., Bartolome, B., Ramos, M. & Amigo, L. 2000 Determination of whey protein to total protein ratio in UHT milk using fourth derivative spectroscopy. International Dairy Journal 10 (3), 191-197. (Pubitemid 30656386)
21. O'Sullivan, A., O'Connor, B., Kelly, A. & McGrath, M. J. 1999 The use of chemical and infrared methods for analysis of milk and dairy products. International Journal of Dairy Technology 52 (4), 139-148.
22. Paatero, P. & Tapper, U. 1994 Positive matrix factorization - a nonnegative factor model with optimal utilization of error-estimates of data values. Environmetrics 5 (2), 111-126.
23. Paterson, K. G., Sagady, J. L. & Hooper, D. L. 1999 Analysis of air quality data using positive matrix factorization. Environmental Science and Technology 33 (4), 635-641. (Pubitemid 29088709)
24. Rieger, L., Langergraber, G., Thomann, M., Fleischmann, N. & Siegrist, H. 2004 Spectral in-situ analysis of NO2, NO3, COD, DOC and TSS in the effluent of a WWTP. Water Science and Technology 50 (11), 143-152.
25. Rieger, L., Langergraber, G., Kaelin, D., Siegrist, H. & Vanrolleghem, P. A. 2008 Long-term evaluation of a spectral sensor for nitrite and nitrate. Water Science and Technology 57 (10), 1563-1569. (Pubitemid 351860692)
26. Stoscheck, C. M. 1990 Quantitation of protein. Methods in Enzymology 182, 50-68. (Pubitemid 20154379)
27. Sutherland-Stacey, L., Corrie, S., Neethling, A., Johnson, I., Gutierrez, O., Dexter, R., Yuan, Z., Keller, J. & Hamilton, G. 2008 Continuous measurement of dissolved sulfide in sewer systems. Water Science and Technology 57 (3), 375-381. (Pubitemid 351425446)
28. Torres, A. & Bertrand-Krajewski, J. L. 2008 Partial Least Squares local calibration of a UV-visible spectrometer used for in situ measurements of COD and TSS concentrations in urban drainage systems. Water Science and Technology 57 (4), 581-588. (Pubitemid 351577840)
29. Wilson, C., Matthews, F., Greasham, R. L., Will, M. & Copeland, R. A. 1989 Application of 4th derivative absorption-spectroscopy to protein quantitation during purification. Analytical Biochemistry 182 (1), 141-145.
30. Wold, S., Ruhe, A., Wold, H. & Dunn, W. J. 1984 The collinearity problem in linear-regression - the partial least-squares (PLS) approach to generalized inverses. Siam Journal on Scientific and Statistical Computing 5 (3), 735-743.