Unsupervised pattern-recognition techniques to investigate metal pollution in estuaries

TrAC - Trends in Analytical Chemistry

Volumn 46, Issue , 2013, Pages 59-69

  Gredilla, A ^a   Fdez Ortiz de Vallejuelo, S ^a   de Diego, A ^a   Madariaga, J M ^a   Amigo, J M ^b  

^a UNIVERSITY OF THE BASQUE COUNTRY UPV EHU   (Spain)

^b UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

Artificial Neural Networks (ANN); Chemometrics; Cluster Analysis (CA); Estuary; Factor model; Metal pollution; Multivariate data; Pattern recognition; Principal Component Analysis (PCA); Unsupervised technique

Indexed keywords

CLUSTER ANALYSIS; NEURAL NETWORKS; PATTERN RECOGNITION; POLLUTION; PRINCIPAL COMPONENT ANALYSIS;

CHEMOMETRICS; FACTOR MODEL; METAL POLLUTION; MULTIVARIATE DATA; UNSUPERVISED TECHNIQUES;

ESTUARIES;

CADMIUM; CHROMIUM; COPPER; LEAD; ZINC;

ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; CLASS MODELING ANALYSIS; CLUSTER ANALYSIS; CONCENTRATION (PARAMETERS); DETERMINISTIC METHOD; DISCRIMINANT ANALYSIS; ENVIRONMENTAL MANAGEMENT; GEOCHEMICAL ANALYSIS; INTERMETHOD COMPARISON; MATHEMATICAL ANALYSIS; MATHEMATICAL MODEL; PHYSICAL CHEMISTRY; POLLUTION MONITORING; PRIORITY JOURNAL; PROBABILITY; REVIEW; RISK ASSESSMENT; WATER ANALYSIS; WATER POLLUTION; WATER QUALITY; WATER SAMPLING;

EID: 84875974829     PISSN: 01659936     EISSN: 18793142     Source Type: Journal    
DOI: 10.1016/j.trac.2013.01.014     Document Type: Review

References (74)

1. Wold S. Chemom. Intell. Lab. Syst. 1995, 30:109.
2. Devroye L., Gyorfi L., Lugosi G. A Problabilistic Theory of Pattern Recognition 1996, Springer-Verlag, New York, USA.
3. Jain A.K., Duin R.P.W., Mao J. IEEE Trans. Pattern Anal. Mach. Intell. 2000, 22:4.
4. Lavine B.K., Rayens W.S. Compr. Chemom. 2009, 3:507.
5. Massart D.L., Kaufman L. The Interpretation of Analytical Chemical Data by the Use of Cluster Analysis 1983, John Wiley & Sons, New York, USA.
6. Peterson K.L. Rev. Comp. Chem. 2000, 16:53.
7. Smilde A., Tauler R. Chemom. Intell. Lab. Syst. 2011, 106:1.
8. Mas S., de Juan A., Tauler R., Olivieri A.C., Escandar G.M. Talanta 2010, 80:1052.
9. Wold S., Esbensen K., Geladi P. Chemom. Intell. Lab. Syst. 1987, 2:37.
10. Rutan S.C., de Juan A., Tauler R. Comp. Chem. 2009, 2:249.
11. Paatero P., Hopke P.K., Begum B.A., Biswas S.K. Atmos. Environ. 2005, 39:193.
12. Acar E., Yener B. IEEE Trans. Knowl. Data Eng. 2009, 21:6.
13. Jabbour J., Keita-Ouane F., Hunsberger C., Sánchez-Rodríguez R., Gilruth P., Patel N., Singh A., Levy M.A., Schwarzer S. Environ. Dev. 2012, 3:5.
14. Mostert M.M.R., Ayoko G.A., Kokot S. Trends Anal. Chem. 2010, 29:430.
15. Abollino O., Aceto M., Malandrino M., Mentasti E., Sarzanini C., Barberis R. Environ. Pollut. 2002, 119:177.
16. Škrbic B. N. Durišić-Mladenovic. Chemosphere 2010, 80:1360.
17. Gredilla A., Amigo J.M., Fdez-Ortiz de Vallejuelo S., de Diego A., Bro R., Madariaga J.M. Anal. Methods 2012, 4:676.
18. Singh K.P., Malik A., Singh V.K., Mohan D., Sinha S. Anal. Chim. Acta 2005, 550:82.
19. Yli-Tuomi T., Hopke P.K., Paatero P., Basunia M.S., Landsberger S., Viisanen Y., Paatero J. Atmos. Environ. 2003, 37:4381.
20. Terrado M., Lavigne M.P., Tremblay S., Duchesne S., Villeneuve J.P., Rousseau A.N., Barceló D., Tauler R. J. Hydrol. 2009, 369:416.
21. Balbinot L., Smichowski P., Farias S., Arruda M.A.Z., Vodopivez C., Poppi R.J. Spectrochim. Acta Part B 2005, 60:725.
22. Peré-Trepat E., Ginebreda A., Tauler R. Chemom. Intell. Lab. Syst. 2007, 88:69.
23. McLusky D.S., Elliott M. The Estuarine Ecosystem-Ecology 2004, Oxford University Press, Oxford, UK, Threats and Management.
24. Fernández N., Bellas J., Lorenzo J., Beiras R. Water Air Soil Pollut. 2008, 189:163.
25. Wepener V., Bervoets L., Mubiana V., Blust R. Mar. Pollut. Bull. 2008, 57:624.
26. Doong R.A., Lee S.H., Lee C.C., Sun Y.C., Wu S.C. Mar. Pollut. Bull. 2008, 57:846.
27. Ruiz-Fernandez A.C., Paez-Osuna F., Hillaire-Marcel C., Soto-Jimenez M., Ghaleb B. Bull. Environ. Contam. Toxicol. 2001, 67:741.
28. Helland A., Aberg G., Skei J. Mar. Chem. 2002, 78:149.
29. Mucha A.P., Vasconcelos M.T.S.D., Bordalo A.A. Mar. Environ. Res. 2005, 60:531.
30. Praveena S.M., Ahmed A., Radojevic M., Abdullah M.H., Aris A.Z. Bull. Environ. Contam. Toxicol. 2008, 81:52.
31. Van Hees E.H.P., Chopin E.I.B., Sebastian T.M., Washington G.D., Germer L.M., Domanski P., Martz D., Schweitzer L. J. Great Lakes Res. 2010, 36:606.
32. Passos E.d.A., Alves J.C., dos Santos I.S., Alves J.d.P.H., Garcia C.A.B., Spinola Costa A.C. Microchem. J. 2010, 96:50.
33. Zhang W., Liu X., Cheng H., Zeng E.Y., Hu Y. Mar. Pollut. Bull. 2012, 64:712.
34. Chung C.Y., Chen J.J., Lee C.G., Chiu C.Y., Lai W.L., Liao S.W. Environ. Monit. Assess. 2011, 173:499.
35. Tang W., Shan B., Zhang H., Mao Z. J. Hazard. Mater. 2010, 176:945.
36. Lorenzo F., Alonso A., Pellicer M., Pagés J., Pérez-Arlucea M. Environ. Geol. 2007, 52:789.
37. Sainz A., Ruiz F. Chemosphere 2006, 62:1612.
38. Jambers W., Smekens A., Van Grieken R., Shevchenko V., Gordeev V. Colloids Surf. A 1997, 120:61.
39. Sundaray S.K., Nayak B.B., Lin S., Bhatta D. J. Hazard. Mater. 2011, 186:1837.
40. Chatterjee M., Silva Filho E.V., Sarkar S.K., Sella S.M., Bhattacharya A., Satpathy K.K., Prasad M.V., Chakraborty S., Bhattacharya B.D. Environ. Int. 2007, 33:346.
41. Maest A.S., Crerar D.A., Stallard R.F., Ryan J.N. Chem. Geol. 1990, 81:133.
42. Nasrabadi T., Bidhendi G.N., Karbassi A., Mehrdadi N. Environ. Monit. Assess. 2010, 171:395.
43. Bordon I.C.A.C., Sarkis J.E.S., Gobbato G.M., Hortellani M.A., Peixoto C.M. J. Braz. Chem. Soc. 2011, 22:1858.
44. Jayaprakash M., Jonathan M.P., Srinivasalu S., Muthuraj S., Ram-Mohan V., Rajeshwara-Rao N. Estuar. Coast. Shelf Sci. 2008, 76:692.
45. Karbassi A.R., Bayati I., Moattar F. Environ. Sci. Technol. 2006, 3:35.
46. Fdez-Ortiz de Vallejuelo S., Arana G., de Diego A., Madariaga J.M. J. Hazard. Mater. 2010, 181:565.
47. Machado A., Magalhaes C., Mucha A.P., Almeida C.M.R., Bordalo A.A. Estuar. Coast. Shelf Sci. 2012, 99:145.
48. DelValls T.A., Forja J.M., Gómez-Parra A. Ciencias Marinas 1998, 24:127.
49. Rubio B., Nombela M.A., Vilas F. Mar. Pollut. Bull. 2000, 40:968.
50. He Z.L., Zhang M., Stoffella P.J., Yang X.E. Environ. Geol. 2006, 50:250.
51. Cesar A., Choueri R.B., Riba I., Morales-Caselles C., Pereira C.D., Santos A.R., Abessa D.M., DelValls T.A. Environ. Int. 2007, 33:429.
52. Tue N., Quy T., Amano A., Hamaoka H., Tanabe S., Nhuan M., Omori K. Water Air Soil Pollut. 2012, 223:1315.
53. Idris A.M. Microchem. J. 2008, 90:159.
54. Quelle C., Besada V., Andrade J.M., Gutiérrez N., Schultze F., Gago J., González J.J. Talanta 2011, 87:197.
55. Mukherjee D.P., Kumar B. Arch. Appl. Sci. Res. 2012, 4:1155.
56. Balachandran K.K., Laluraj C.M., Martin G.D., Srinivas K., Venugopal P. Environ. Forensics 2006, 7:345.
57. Pekey H., Doǧan G. Microchem. J. 2013, 106:233.
58. Daka E., Moslen M., Ekeh C., Ekweozor I. Bull. Environ. Contam. Toxicol. 2007, 78:515.
59. González-Pérez J.A., De Andrés J.R., Clemente L., Martín J.A., González-Vila F.J. Environ. Chem. Lett. 2008, 6:41.
60. Emmerson R.H.C., O'Reilly-Wiese S.B., Macleod C.L., Lester J.N. Mar. Pollut. Bull. 1997, 34:960.
61. Millward G.E., Herbert I. Environ. Pollut. Bull. 1981, 2:265.
62. Jonathan M.P., Sarkar S.K., Roy P.D., Alam M.A., Chatterjee M., Bhattacharya B.D., Bhattacharya A., Satpathy K.K. Ecotoxicology 2010, 19:405.
63. Fdez-Ortiz de Vallejuelo S., Arana G., de Diego A., Madariaga J.M. Chemosphere 2011, 85:1347.
64. Álvarez M.B., Garrido M., Lista A.G., Fernández Band B.S. Anal. Chim. Acta 2008, 620:34.
65. Choueri R.B., Cesar A., Torres R.J., Abessa D.M.S., Morais R.D., Pereira C.D.S., Nascimento M.R.L., Mozeto A.A., Riba I., DelValls T.A. Ecotoxicol. Environ. Saf. 2009, 72:1824.
66. Panda U.C., Ratha P., Sahu K.C., Majumdar S., Sundaray S.K. Asian J. Water Environ. Pollut. 2006, 3:85.
67. Moros J., Gredilla A., Fdez-Ortiz de Vallejuelo S., de Diego A., Madariaga J.M., Garrigues S., de la Guardia M. Talanta 2010, 82:1254.
68. Cao H., Li M., Hong Y., Gu J.D. Syst. Appl. Microbiol. 2011, 34:513.
69. Alvarez-Guerra M., Ballabio D., Amigo J.M., Viguria J.R., Bro R. J. Chemometr. 2009, 24:379.
70. Moros J., Fdez-Ortiz de Vallejuelo S., Gredilla A., de Diego A., Madariaga J.M., Garrigues S., de la Guardia M. Environ. Sci. Technol. 2009, 43:9314.
71. Arias R., Barona A., Ibarra-Berastegi G., Aranguiz I., Elías A. J. Hazard. Mater. 2008, 151:78.
72. Alvarez M.B., Domini C.E., Garrido M., Lista A.G., Fernandez-Band B.S. J. Soils Sediments 2011, 11:657.
73. Reid M.K., Spencer K.L. Environ. Pollut. 2009, 157:2275.
74. Ruiz F., González-Regalado M.L., Borrego J., Morales J.A., Pendón J.G., Muñoz J.M. Environ. Geol. 1998, 34:270.