Neurofuzzy mapping of CPT values into solid dynamic properties

Soil Dynamics and Earthquake Engineering

Volumn 23, Issue 6, 2003, Pages 473-482

  Romo, M P ^a   Garcia S R ^a  

^a UNIVERSIDAD NACIONAL AUTÓNOMA DE MÉXICO   (Mexico)

Author keywords

CPT; Neural networks; Neurofuzzy systems; Shear wave velocity; Soft clays; Soil dynamic properties

Indexed keywords

FUZZY SETS; GEOTECHNICAL ENGINEERING; MECHANICAL PROPERTIES; SOIL MECHANICS;

NEUROFUZZY MAPPING;

EARTHQUAKES;

ARTIFICIAL NEURAL NETWORK; CONE PENETRATION TEST; EARTHQUAKE ENGINEERING; FUZZY MATHEMATICS; SEISMIC DESIGN; SEISMIC RESPONSE; SH-WAVE; SOIL DYNAMICS; SOIL-STRUCTURE INTERACTION;

EID: 0043232777     PISSN: 02677261     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0267-7261(03)00066-6     Document Type: Article

References (24)

1. Dubois D. Prade H. Fuzzy sets and systems: theory and applications 1980 Academic New York
2. Fahlman SE, Lebiere C. The Cascade-correlation learning architecture. Technical Report, CMU-CS-90-100, Carnegie Mellon University; 1990.
3. Garća S. Personal files, 2000.
4. Horikawa S. Furuhashi T. Uchikawa Y. On fuzzy modelling using fuzzy neural networks with the backpropagation algorithm IEEE Trans Neural Networks 3 5 1992
5. Jaime A. Romo M.P. Correlations between dynamic and static properties of Mexico City clay Earthquake Spectra EERI 4 4 1988 787-804
6. Jang J.R. ANFIS: adaptive-network-based fuzzy inference system IEEE Trans Syst, Man Cybernet 23 3 1993 665-685
7. Kosko N. Neural Networks, fuzzy systems: dynamical systems approach to machine intelligence 1992 Engelwood Cliffs Prentice Hall, NJ
8. Lippmann R.P. An introduction to computing with neural networks IEEE Acoust Speech Signal Process Mag 4 2 1987 4-22
9. Mamdani E.H. Assilian S. An experiment in linguistic synthesis with a fuzzy logic controller Int J Man-Machine Stud 7 1 1975 1-13
10. Marsal R. Masari M. The subsoil of Mexico City 1969 UNAM publication Mexico, DF
11. Ovando E. Romo M.P. Estimación de la velocidad de ondas S en la arcilla de la ciudad de México con ensayos de cono Revista Sismodinámica 2 1991 107-123
12. Pal S.K. Mitra S. Multilayer perceptron, fuzzy sets and classification IEEE Trans Neural Networks 3 5 1992 683-697
13. Romo MP. Comportamiento dinámico de la arcilla de la ciudad de México y su repercusión en la ingenieŕa de cimentaciones. In: Memorias del Simposio El Subsuelo de la Cuenca del Valle de México y su Relación con la Ingenieŕa de Cimentaciones a Cinco Anos del Sismo, Mexico; 1990. p. 83-94.
14. Romo MP. Clay behaviour, ground response and soil-structure interaction studies in Mexico City, State of the Art paper. In: Proceedings of the Third International Conference on Recent Advances in Geotechnical Earthquake Engineering and Soil Dynamics, vol. 2; 1995. p. 1039-51.
15. Romo MP. Earthquake geotechnical engineering and artificial neural networks, IV Arthur Casagrande lecture. In: Proceedings of the XI Panamerican Congress on Soil Mechanics and Geoenvironmental Engineering, Foz do Iguassu, Brasil, vol. 4; 1999.
16. Romo M.P. Rangel J.L. Ovando E. Garća S. Forecasting of shear wave velocities from CPT resistances by means of ANN Balasubramaniam A.S. Proceedings of the GEOTECH-YEAR, Developments in Geotechnical Engineering, Bangkok, Thailand 2000
17. Rumelhart D.E. Hinton G.E. Williams R.J. Learning internal representations by error propagation Rumerlhart R.E. McClelland J.M. Parallel distributed processing: explorations in the microstructure of cognition 1 1986 318-362 MIT Press Cambridge, MA
18. Simpson P. Fuzzy min-max neural networks-part 1: classification IEEE Trans Neural Networks 3 5 1992
19. Sugeno M. Kang G.T. Structure identification of fuzzy model Fuzzy Sets Syst 23 1998 15-33
20. Takagi T. Sugeno M. Fuzzy identification of systems and its applications to modeling and control IEEE Trans Syst, Man Cybernet SMC-15 1 1985 116-132
21. Uchigama S, Tonouchi K, Imai T. Measurement of S wave velocity of the ground and application of S wave velocity data for civil engineering, Oyo Technical Note No. 52, Tokyo; 1984.
22. Vucetich M. Dobry R. Effect of soil plasticity on cyclic response J Geotech Engng 117 1 1991 89-107
23. Werbos P. Beyond regression: new tools for prediction and analysis in the behavioural sciences. PhD Thesis, Harvard University; 1974.
24. Zadeh L.A. Fuzzy Sets Informat Control 8 3 1965 338-353