Przewidywanie średnic kolumn iniekcyjnych przy zastosowaniu sztucznych sieci neuronowych

Ochmański, M.; Bzówka, J.; Modoni, G.

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Tytuł artykułu

Przewidywanie średnic kolumn iniekcyjnych przy zastosowaniu sztucznych sieci neuronowych

Autorzy

Ochmański M. , Bzówka J. , Modoni G.

Wybrane pełne teksty z tego czasopisma

http://imig.pl/archiwalia/

Identyfikatory

Warianty tytułu

Prediction of jet grouting columns diameter by Artificial Neural Networks

Języki publikacji

Abstrakty

Metoda przewidywania średnic kolumn iniekcyjnych wykorzystująca sztuczne sieci neuronowe (SSN). Baza danych z ponad 130 obserwacji wykorzystana do uczenia SSN. Wykresy przydatne do projektowania średnicy kolumn iniekcyjnych.

The prediction method of jet grouting columns diameter by using Artificial Neural Networks. The wide database of field trials used for teaching Artificial Neural Networks. Design charts together with the safety factors for prediction of jet grouting columns diameters.

Słowa kluczowe

geotechnika iniekcja strumieniowa podłoże gruntowe sztuczne sieci neuronowe

geotechnics jet injection subsoil Artificial Neural Networks

Wydawca

IMOGEOR, Spółka z o. o.

Czasopismo

Inżynieria Morska i Geotechnika

Rocznik

2015

Tom

nr 2

Strony

94--106

Opis fizyczny

Bibliogr. 43 poz., rys., tab.

Twórcy

autor

Ochmański M.

Politechnika Śląska w Gliwicach, Wydział Budownictwa
Universita degli Studi di Cassino e del Lazio Meridionale, Dipartimento di Ingegneria Civile e Meccanica

autor

Bzówka J.

Politechnika Śląska w Gliwicach, Wydział Budownictwa

autor

Modoni G.

Universita degli Studi di Cassino e del Lazio Meridionale, Dipartimento di Ingegneria Civile e Meccanica

Bibliografia

1. Agrawal G., Weeraratne S., Khilnani K.: Estimating clay liner and cover permeability using computational neural networks. Proc., First Congress on Computing in Civil Engrg., Washington, USA, 1994, 20-22.
2. Arroyo M., Gens A., Croce P., Modoni G.: Design of jet grouting for tunnel waterproofing, In Viggiani, ed., Proceedings of the 7th International Symposium on the Geotechnical Aspects of Underground Construction in Soft Ground: TC28-IS Rome: London, United Kingdom: Taylor & Francis Group, 2012, 181-188.
3. Beale M. H., Hagan M. T., Demuth H. B.: Neural Network ToolboxTM. User’s Guide. The MathWorks, Inc, 2013.
4. Bell A. L.: Jet grouting, In M. P. Moseley, ed., Ground Improvement: Blackie: Boca Raton, Florida, 1993, 149-174.
5. Bergschneider B., Walz B.: Jet grouting: Range of the grouting jet, In Vanicek et al., eds., Proceedings of the 13th European Conference on Soil Mechanics and Foundation Engineering: Prague, Czech Republic: Czech Geotechnical Society, 2003, 53-56.
6. Bianco B., Santoro V. M.: L’importanza dei campi sperimentale e delle sperimentazioni nella progettazione dei trattamenti colonnari. L’esempio delle fondazioni del viadotto Rio Matzeu della nuova SS. 131 variante nei pressi di Cagliari. Proc. 19th Nat. Conf. of Geotech. Eng., Pavia 1, 1995, 81-88 (in Italian).
7. Botto G.: Developments in the techniques of jet grouting, 12th Ciclo di Conferenze di Geotecnica: Torino, reprint by Trevi, 1985, 81-90.
8. Chan W. T., Chow Y. K., Liu L. F.: Neural network: an alternative to pile driving formulas. Comput. Geotech., Vol.17, No.2, ISSN 0266-352X, 1995, 135-156.
9. Chu E. H.: Turbulent Fluid Jet Excavation in Cohesive Soil, With Particular Application to Jet Grouting: PhD thesis, Massachusetts Institute of Technology, Cambridge, MA: 2005.
10. Covil C. S., Skinner A. E.: Jet grouting: A review of some of the operating parameters that form the basis of the jet grouting process, In Grouting in the Ground: London, United Kingdom: Thomas Telford, 1994, 605-627.
11. Croce P., Flora A.: Jet-grouting effects on pyroclastic soils. Rivista Italiana di Geotecnica 32, No. 2, 1998, 5-14.
12. Croce, P., Flora A.: Analysis of single-fluid jet grouting. Géotechnique, vol. 50, 6, 2000, 739-748.
13. Croce P., Modoni G.: Numerical Modelling of Jet-Grouted Foundations, Fifth European Conference on Numerical Methods in Geotechnical Engineering, Paris, September, 2002, ISBN 2-85978-362-8, 453-458.
14. Croce P., Flora A., Modoni G.: Jet Grouting: Technology, Design and Control. Taylor & Francis Group, London 2014.
15. Croce P., Gaio A., Mongiovì L., Zaninetti A.: Una verifica sperimentale degli effetti della gettiniezione. Rivista Italiana di Geotecnica 28, No. 2, 1994, 91-101.
16. Croce, P., Modoni G.: Design of jet grouting cutoffs. Ground Improvement 10(1), 2005, 1-9.
17. Croce, P., Modoni G., Carletto M. F. W.: Correlazioni per la previsione del diametro delle colonne di jet grouting, Proc. of the XXIV National Geotechnical Conference, „Innovazione Tecnologica nell’Ingegneria Geotecnica”, Associazione Geotecnica Italiana, 22-24 June 2011, Napoli, 423-430 [in Italian].
18. Dabbagh A. A., Gonzalez A. S., Peńa A. S.: Soil erosion by a continuous water jet. Soils and Foundations 42(5): 2002, 1-13.
19. Davie J. R.: Jet Grout Columns Support Major Power Plant Structures. Proc. 12th Pan. Conf. on Soil Mech. and Geotech. Eng., ASCE GeoInstitute, Cambridge 2003.
20. Durgunoglu H. T., Kulac H. F., Oruc K., Yildiz R., Sickling J., Boys I. E., Altugu T., Emrem C.: A case history of ground treatment with jet grouting against liquefaction for a cigarette factory in Turkey. Grouting and Ground Treatment, ASCE, Reston, VA, 2003, 452-463.
21. Eramo N., Modoni G., Arroyo M.: Design control and monitoring of a jet grouted excavation bottom plug, In Viggiani G., ed., Proceedings of the 7th International Symposium on the Geotechnical Aspects of Underground Construction in Soft Ground: London: Taylor & Francis Group: pp. 611–618, 2012.
22. Flora A., Modoni G., Lirer S., Croce P.: The diameter of single-, double-, and triple-fluid jet grouting columns: Prediction method and field trial results. Géotechnique, vol. 63, 11, 2013, 934-945.
23. Haykin S.: Neural networks. A comprehensive foundation. Pearson Education, Delhi, India, 1999.
24. Ho C. E.: Fluid-soil interaction model for jet grouting. Grouting for ground improvement: Innovative concepts and applications, Geotechnical special publication 168, T. M. Hurley and L. F. Johnsen, eds., ASCE, Reston, VA, 2007, 1-10.
25. Hui C. L. P.: Artificial Neural Networks – Application. Ed. InTech. Vienna, Austria, 2011.
26. Ismael N. F., Jeragh A. M.: Static cone tests and settlement of calcareous desert sands, 9th Canadian Geotechnical Conference, 23 (3): 1986, 297-303.
27. Lignola G. P., Flora A., Manfredi G.: A simple method for the design of jet-grouted umbrellas in tunelling. ASCE Journal of Geotechnical and Geoenvironmental Engineering 134(12), 2008, 1778-1790.
28. Lunne T., Eide O., de Ruiter J.: Correlations between cone resistance and vane shear strength in some Scandinavian soft to medium stiff clays. Canadian Geotechnical Journal,, 13, 1976, 430- 441.
29. Maertens J., Maekelberg W.: Special applications of the jet grouting technique for underpinning works. Proceedings of the 15th ICSMFE, Istanbul, Turkey: 27–31 August, 2001, 1795-1798.
30. Masters T.: Sieci neuronowe w praktyce. Programowanie w języku C++. WNT, Warszawa, 1996.
31. Mauro M., Santillan F.: Large scale jet grouting and deep mixing test program at Tuttle Creek Dam. Proceedings of the 33rd Annual and 11th International Conference on Deep Foundations, Paper 1607, 2008.
32. McCulloch W., Pitts W.: A logical calculus of the ideas immanent in nervous activity. Bulletin of Mathematical Biophysics, 7, 1943, 115-133.
33. Miki G., Nakanishi W.: Technical progress of the jet grouting method and its newest type. Proceedings of the International Conference on In Situ Soil and Rock Reinforcement, Paris, France, October 9-11, 1984, 195-200.
34. Modoni G., Bzówka J.: Analysis of foundations reinforced with jet grouting. Journal of Geotechnical and GeoEnvironmental Engineering, ASCE, Vol. 138, No. 12, 2012, 1442-1454.
35. Modoni G., Croce P., Mongiovì L.: Theoretical modelling of jet grouting. Géotechnique 56(5), 2006, 335-347.
36. Nikbakhtan B., Osanloo M.: Effect of grout pressure and grout flow on soil physical and mechanical properties in jet grouting operations. International Journal of Rock Mechanics and Mining Sciences, Volume 46, Issue 3, April 2009, 498-505.
37. Pichler B., Lackner R., Mang H. A.: Back analysis of model parameters in geotechnical engineering by means of soft computing. International Journal for Numerical Methods in Engineering. Volume 57, Issue 14, 14 August 2003, 1943-1978.
38. Robertson P. K., Campanella R. G., Wightman A.: SPT-CPT correlations. Journal of the Geotechnical Engineering Division, ASCE, 109(11), 1983, 1449-1459.
39. Shen S., Wang Z., Yang J., Ho C.: Generalized Approach for Prediction of Jet Grout Column Diameter. Journal of Geotechnical and GeoEnvironmental Engineering, ASCE, GT.1943-5606.0000932 (Mar. 22, 2013).
40. Stark T., Axtell P., Lewis J., Dillon J., Empson W., Topi J., Walberg F.: Soil Inclusions in Jet Grout Columns. Deep Foundation Institute Journal 3, No. 1, 2009, 44-55.
41. Tornaghi R.: Trattamento colonnare dei terreni mediante gettiniezione (jet grouting). Proceedings of the 17th National Conference of Geotechnical Engineering, Taormina, Italy: 26-28 April, 1989, 193-203 [in Italian].
42. Tornaghi R., Pettinaroli A.: Design and Control Criteria of Jet Grouting Treatments. Proc. ASEP – GI, Int. Symp. sur l’Amélioration des Sols en Place, Paris 2004, 1-24.
43. Yahiro T., Yoshida H.: Induction grouting method utilizing high-speed water jet. Proceedings of the 8th ICSMFE, Moscor, Russia: June 1973: 402-404

Typ dokumentu

Bibliografia

Identyfikator YADDA

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