Recognition of protozoa and metazoa using image analysis tools, discriminant analysis, neural networks and decision trees

Analytica Chimica Acta

Volumn 595, Issue 1-2 SPEC. ISS., 2007, Pages 160-169

  Ginoris, Y P ^a   Amaral, A L ^b,c   Nicolau, A ^b   Coelho, M A Z ^a   Ferreira, E C ^b  

^a FEDERAL UNIVERSITY OF RIO DE JANEIRO   (Brazil)

^b UNIVERSITY OF MINHO   (Portugal)

^c INSTITUTO POLITÉCNICO DE BRAGANÇA   (Portugal)

Author keywords

Decision trees; Discriminant analysis; Image analysis; Metazoa; Neural networks; Protozoa

Indexed keywords

COMPUTER SIMULATION; DECISION TREES; DISCRIMINANT ANALYSIS; IMAGE ANALYSIS; MATLAB; NEURAL NETWORKS;

ACTIVATED SLUDGE; OPERATIONAL PARAMETERS; OPERATIONAL PROCESSES; SLUDGE BIOTIC INDEX (SBI); TREATMENT QUALITY;

PROTOZOA;

ARTICLE; ARTIFICIAL NEURAL NETWORK; DECISION TREE; DIGITAL IMAGING; DISCRIMINANT ANALYSIS; IMAGE ANALYSIS; METAZOON; MICROBIAL IDENTIFICATION; NONHUMAN; PRIORITY JOURNAL; PROTOZOON; WASTE WATER MANAGEMENT;

ANIMALS; DECISION TREES; DISCRIMINANT ANALYSIS; IMAGE PROCESSING, COMPUTER-ASSISTED; NEURAL NETWORKS (COMPUTER); PROTOZOA;

METAZOA; PROTOZOA;

EID: 34250876863     PISSN: 00032670     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aca.2006.12.055     Document Type: Article

References (37)

1. Hawkes H. In: Chater K., and Somerville H. (Eds). The Oil Industry and Microbial Ecosystem (1978), Heyden, London
2. Madoni P. Water Res. 28 (1994) 67
3. Foissner W. Hydrobiology 166 (1988) 1
4. Esteban G., Tellez C., and Bautista L.M. Environ. Technol. 12 (1990) 381
5. Madoni P., Davoli D., and Chierici E. Water Res. 27 (1993) 1485
6. Salvadó H., Gracia M.P., and Amigó J.M. Water Res. 29 (1995) 1041
7. Martin-Cereceda M., Serrano S., and Guinea A. FEMS Microbiol. Ecol. 21 (1996) 267
8. Sasahara T., and Ogawa T. Monatsschrift für Brauwissenschaft 11 (1983) 443
9. Macek. Int. Rev. Ges. Hydrobiol. 74 (1989) 643
10. Yun-Fen S., Buikema Jr. A.L., Yongue Jr. W.H., Pratt J.R., and Cairns Jr. J. J. Protozool. 33 (1986) 146
11. Chen S., Xu M., Cao H., Zhu J., Zhou K., Xu J., Yang X., Gan Y., Liu W., Zhai J., and Shao Y. Eur. J. Protistol. 40 (2004) 147
12. Al-Shahwani S.M., and Horan N.J. Water Res. 25 (1991) 633
13. Esteban G., Tellez C., and Bautista L.M. Water Res. 25 (1991) 967
14. Fried J., Mayr G., and Berger H. Water Sci. Technol. 41 (2000) 309
15. Madoni P. Hydrobiology 111 (1984) 201
16. Madoni P. Eur. J. Protistol. 36 (2000) 465
17. Madoni P., and Ghetti P.F. Hydrobiology 83 (1981) 207
18. Madoni P., Davoli D., and Gorbi G. Water Res. 30 (1996) 135
19. Poole J.E.P. Water Res. 18 (1984) 281
20. Poole J.E.P., and Fry J.C. J. Water Pollut. Control Fed. 79 (1980) 19
21. Salvadó H., and Gracia M.P. Water Res. 27 (1993) 891
22. Curds C.R. Annu. Rev. Microbiol. 36 (1982) 27
23. In: Curds C.R., and Hawkes H.A. (Eds). Biological Activities and Treatment Processes. Ecological Aspects of Used-Water Treatment (1983), Academic Press, London (Chapter 2)
24. Madoni P. Wat. Sci. Technol. 29 (1994) 63
25. Richard M. Activated Sludge Microbiology. second ed. (1991), The Water Pollution Control Federation, Virginia
26. Commission of the European Communities, in: F. S. Woodiwis (Ed.), Biological monitoring of surface water quality, Summary Report, ENV/787/80-EN, 1980, 45 pp.
27. Amaral A.L., Baptiste C., Pons M.N., Nicolau A., Lima N., Ferreira E., Mota M., and Vivier H. Biotechnol. Tech. 13 (1999) 111
28. Amaral A.L., da Motta M., Pons M.N., Vivier H., Roche N., Mota M., and Ferreira E.C. Environmetrics 15 (2004) 381
29. da Motta M., Pons M.N., Vivier H., Amaral A.L., Ferreira E.C., and Mota M. Braz. J. Chem. Eng. 18 (2001) 103
30. Russ C.R. The Image Processing Handbook (1995), CRC Press, Boca Raton
31. Glasbey C.A., and Horgan G.W. Image Analysis for the Biological Sciences (1995), John Wiley and Sons, Chichester
32. Pons M.N., Vivier H., and Dodds J. Part. Syst. Charact. 14 (1997) 272
33. A.L. Amaral, Image analysis in biotechnological processes: applications to wastewater treatment, Ph.D. Thesis, 2003.
34. In: Einax J.W., Zwazinger H.W., and Geiss S. (Eds). Chemometrics in Environmental Analysis (1997), VHC Verlagsgesellshaft, Weinheim
35. Haykin S. Neural Networks: A Comprehensive Foundation (1999), Prentice Hall, Englewood Cliffs, NJ
36. In: Breiman L., Friedman J., Olshen R., and Stone C. (Eds). Classification and Regression Trees (1984), Wadsworth, Belmont
37. J.P. Canler, J.M. Perret, F. Duchene, E. Cotteaux, in: Aide au Diagnostic des Stations d'Èpuration par l'observation Microscopique des Boues Activeés, Cemagref Editions.