Modeling uncertainties in sodium spatial dispersion using a computational intelligence-based kriging method

Computers and Geosciences

Volumn 37, Issue 10, 2011, Pages 1545-1554

  Masoomi, Zohreh ^a   Mesgari, Mohammad Sadi ^a   Menhaj, Mohammad Bagher ^b  

^a K N TOOSI UNIVERSITY OF TECHNOLOGY   (Iran)

^b AMIRKABIR UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

Fuzzy computation; Genetic algorithm; Geostatistics; Kriging; Water pollution

Indexed keywords

ACCURATE ESTIMATION; CONTINUOUS SURFACE; FUZZY COMPUTATIONS; GEOSTATISTICAL METHOD; GEOSTATISTICS; HYBRID METHOD; INPUT DATAS; INTEGRATION PROBLEMS; KRIGING; KRIGING METHODS; MODELING UNCERTAINTIES; ORDINARY KRIGING; SAMPLE POINT; SAMPLED DATA; SPATIAL DISPERSION; SPATIAL STRUCTURE; VARIOGRAMS;

AQUIFERS; ARTIFICIAL INTELLIGENCE; DISPERSIONS; GENETIC ALGORITHMS; GROUNDWATER POLLUTION; INPUT OUTPUT PROGRAMS; SODIUM;

INTERPOLATION;

ACCURACY ASSESSMENT; AQUIFER; ARTIFICIAL INTELLIGENCE; DISPERSION; FUZZY MATHEMATICS; GENETIC ALGORITHM; GEOSTATISTICS; GROUNDWATER POLLUTION; KRIGING; NUMERICAL MODEL; OPTIMIZATION; SODIUM; SPATIAL DISTRIBUTION; UNCERTAINTY ANALYSIS;

EID: 80052526855     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2011.02.002     Document Type: Article

References (43)

1. Alipoor, Z., 2008. Application of fuzzy kriging for providing erosion map of salt lake. In: Proceeding of Fourth National Conference on Auriferous Engineering, Tehran, Iran, paper AE25 (on CDROM), pp. 245-256.
2. Alley W.M. Regional Ground-Water Quality 1993, International Thomson Publishing, New York, NY, 634pp. 1st Edn.
3. Bardossy A., Bogardi I., Kelly W.E. Imprecise (fuzzy) information in geostatistics. Mathematical Geology 1988, 20(1):287-311.
4. Bardossy A., Bogardi I., Kelly W.E. Kriging with imprecise (fuzzy) variograms. Mathematical Geology 1990, 22(4):81-94.
5. Bojadzier G. Fuzzy Sets, Fuzzy Logic Applications 1998, World Scientific Publication, Singapore, 283pp. 2nd Edn.
6. Chilès J.P., Delfiner P. Geostatistics: Modeling Spatial Uncertainty 1999, John Wiley and Sons, New York, NY, 695pp.
7. Cieniawski S.E., Eheart J.W., Ranjithan S. Using genetic algorithms to solve a multiobjective groundwater monitoring problem. Water Resource Researches 1995, 31(2):399-410.
8. Dubois D., Prade H. Fundamentals of Fuzzy Sets 2000, Kluwer Academic Publishers, Massachusetts, 674pp. 1st Edn.
9. Engelbrecht A.P. Computational Intelligence: An Introduction 2007, John Wiley & Sons, England, 597pp. 2nd Edn.
10. Gen M., Cheng R. Genetic Algorithms and Engineering Optimization 2000, John Wiley & Sons, Canada, 494pp.
11. Goovaerts P. Geostatistics for Natural Resources Evaluation 1997, Oxford University Press, New York, 483pp. 1st Edn.
12. Guo, D., 2003. Integration GIS with Fuzzy Logic and Geostatistics: Predicting Air Pollution PM10 for California using Fuzzy Kriging. M.Sc. Thesis, Department of Geography, University of Durham, UK, 125pp.
13. Guo D., Guo R., Thiart C. Predicting air pollution using fuzzy membership grade kriging. Computers, Environment and Urban Systems 2007, 31:33-51.
14. Haupt R.L., Haupt S.E. Practical Genetic Algorithms 2004, John Wiley & Sons, New Jersey, 253pp. 2nd Edn.
15. Illian J., Stoyan D. Statistical Analysis and Modeling of Spatial Point Patterns 2008, John Wiley and Sons, London, England, 534pp.
16. Jones A., Kaufmann A., Zimmermann H.J. Fuzzy Sets Theory and Applications 1985, Reidal Publishing Company, Netherlands, 403pp.
17. Kanevski M., Maignan M. Analysis and Modeling of Spatial Environmental Data 2004, EPFL Publication, Italy, 288pp. 1st edn.
18. Kitanidis P.K. Introduction to Geostatistics: Applications to Hydrogeology 1997, Cambridge University Press, Cambridge, England, 294pp.
19. Klir G.J., Yuan B. Fuzzy Sets and Fuzzy Logic: Theory and Applications 1998, Upper Saddle River, New Jersey, 574pp. 1st Edn.
20. Kresic N. Quantitative Solutions in Hydrogeology and Groundwater Modeling 1998, CRC Press, Boca Raton, Florida, 461pp.
21. Lee K.H. First Course on Fuzzy Theory and Applications 2005, Springer, Berlin, 355pp.
22. Liu B. Uncertainty Theory 2007, Springer-Verlag, Berlin, 246pp. 2nd Edn.
23. Lloyd C.D. Local Models for Spatial Analysis 2010, CRC Press (Taylor & Francis Group), New York, NY, 352pp. 2nd Edn.
24. Lodwick W. Fuzzy Surfaces in GIS and Geographical Analysis 2008, CRC Press (Taylor & Francis Group), New York, NY, 163pp.
25. Loquin K., Dubois D. Kriging and epistemic uncertainty: A critical discussion. Methods for Handling Imperfect Spatial Information 2010, 269-306. Springer, Berlin. R. Jeansoulin, H. Prade, O. Papini, S. Schockaert (Eds.).
26. Olea R.A. Geostatistics for Engineers and Earth Scientists 1999, Kluwer Academic Publishers, Massachusetts, 303pp. 1st edn.
27. Pedrycz W., Gomide F. An Introduction to Fuzzy Sets: Analysis and Design 1998, Massachusetts Institute of Technology Publication, Massachusetts, 465pp.
28. Piotrowski J.A., Bartels F., Salski A., Schmidt G. Geostatistical regionalization of glacial aquitard, thickness in northwestern Germany, based on, fuzzy kriging. Mathematical Geology 1996, 28(4):437-452.
29. Ross T.J. Fuzzy Logic with Engineering Applications 2004, John Wiley and Sons, Sussex, England, 628pp. 2nd Edn.
30. Rouhani S.H., Srivastava R.M., Desbarats A.J., Cromer M.V., Johnson A.I. Geostatistics for Environmental and Geotechnical Applications 1996, ASTM Committee, Arizona, 280pp.
31. Runarsson T., Yao X. Constrained evolutionary optimization. Evolutionary Optimization 2003, 87-139. Kluwer Academic Publishers, New York. R. Sarker, M. Mohammadian, X. Yao (Eds.).
32. Russell B. Modeling uncertainty with improved fuzzy functions. Modeling Uncertainty with Fuzzy Logic 2009, 149-215. Springer, Berlin. A. Celikyilmaz, B. Türksen (Eds.).
33. Sivanandam S.N., Deepa S.N. Introduction to Genetic Algorithms 2008, Springer, Berlin, 442pp.
34. Stein M.L. Interpolation of Spatial Data: Theory for Kriging 1999, Springer, Chicago, Illinois, 274pp. 1st Edn.
35. Stein A., Verma M. Handling spatial data uncertainty using fuzzy geostatistical approach for modeling methane emissions at the Islan of Java. Development in Spatial Data Handling 2005, 173-188. Springer, Berlin. P.F. Fisher (Ed.).
36. Sumathi S., Hamsapriya T., Surekha P. Evolutionary Intelligence: An Introduction to Theory and Applications with Matlab 2008, Springer, Berlin, 584pp.
37. Tsanis I.K., Gad M.A. A GIS precipitation method analysis of storm kinematics. Environmental Modelling and Software 2001, 16(3):273-281.
38. Wackernagel H. Multivariate Geostatistics: An Introduction with Applications 2003, Springer, New York, 387pp. 3rd Edn.
39. Waller L.A., Gotway C.A. Applied Spatial Statistics for Public Health Data 2004, John Wiley and Sons, New Jersey, 494pp.
40. Zadeh L.A. Fuzzy sets. Information and Control 1965, 8:338-353.
41. Zereini F., Wolfgang J. Water in the Middle East and in North Africa 2004, Springer, Germany, 369pp. 1st Edn.
42. Zimmermann H.J. Fuzzy Sets, Decision Making and Expert Systems 1987, Kluwer Academic Publishers, Boston, 335. 1st Edn.
43. Zimmermann H.J. Fuzzy Sets Theory and Its Applications 2001, Kluwer Academic Publishers, London, 514pp. 4th edn.