Skip to main content
Erschienen in: Neural Computing and Applications 5/2010

01.07.2010 | Original Article

Constitutive modeling of Leighton Buzzard Sands using genetic programming

verfasst von: Ali Firat Cabalar, Abdulkadir Cevik, Ibrahim Halil Guzelbey

Erschienen in: Neural Computing and Applications | Ausgabe 5/2010

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper investigates the results of laboratory experiments and numerical simulations conducted to examine the behavior of mixtures composed of coarse (i.e. Leighton Buzzard Sand fraction B) and fine (i.e. Leighton Buzzard Sand fraction E) sand particles. Emphasis was placed on assessing the role of fines content in mixture and strain level on the deviatoric stress and pore water pressure generation using experimental (i.e. Triaxial testing) and numerical approaches (i.e. genetic programming, GP). The experimental database used for GP modeling is based on a laboratory study of the properties of saturated coarse and fine sand mixtures with various mix ratios under a 100 kPa effective stresses in a 100 mm diameter conventional triaxial testing apparatus. Experimental results show that coarse–fine sand mixtures exhibit clay-like behavior due to particle–particle effects with the increase in fines content. It is shown that GP modeling of coarse–fine sand mixtures is observed to be quite satisfactory. The results have implications in the design of compressible particulate systems and in the development of prediction tools for the field performance coarse–fine sands.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Georgiannou VN, Burland JB, Hight DW (1990) The undrained behaviour of clayey sands in triaxial compression and extension. Géotechnique 40(3):431–449CrossRef Georgiannou VN, Burland JB, Hight DW (1990) The undrained behaviour of clayey sands in triaxial compression and extension. Géotechnique 40(3):431–449CrossRef
2.
Zurück zum Zitat Salgado R, Bandini P, Karim A (2000) Shear strength and stiffness of silty sand. J Geotech Geoenviron Eng ASCE 126(5):451–462CrossRef Salgado R, Bandini P, Karim A (2000) Shear strength and stiffness of silty sand. J Geotech Geoenviron Eng ASCE 126(5):451–462CrossRef
3.
Zurück zum Zitat Naeini SA, Baziar MH (2004) Effect of fines content on steady-state strength of mixed and layered samples of a sand. Soil Dyn Earthq Eng 24:181–187CrossRef Naeini SA, Baziar MH (2004) Effect of fines content on steady-state strength of mixed and layered samples of a sand. Soil Dyn Earthq Eng 24:181–187CrossRef
4.
Zurück zum Zitat Terzaghi K (1925) Erdbaumechanik auf bodenphysikalischer grundlage. Deuticke, Leipzig/ViennaMATH Terzaghi K (1925) Erdbaumechanik auf bodenphysikalischer grundlage. Deuticke, Leipzig/ViennaMATH
5.
Zurück zum Zitat Gilboy G (1928) The compressibility of sand-mica mixtures. Proc ASCE 2:555–568 Gilboy G (1928) The compressibility of sand-mica mixtures. Proc ASCE 2:555–568
6.
Zurück zum Zitat McCarthy DF, Leonard RJ (1963) Compaction and compression characteristics of micaceous fine sands and silts. Highway Research Record 22. Transportation Research Board, Washington, DC, pp 23–37 McCarthy DF, Leonard RJ (1963) Compaction and compression characteristics of micaceous fine sands and silts. Highway Research Record 22. Transportation Research Board, Washington, DC, pp 23–37
7.
Zurück zum Zitat Olson RE, Mesri G (1970) Mechanisms controlling the compressibility of clay. J Soil Mech Found Div, ASCE, 96, No. SM6, Proceedings paper 7649, November, 1863–1878 Olson RE, Mesri G (1970) Mechanisms controlling the compressibility of clay. J Soil Mech Found Div, ASCE, 96, No. SM6, Proceedings paper 7649, November, 1863–1878
8.
Zurück zum Zitat Mundegar AK (1997) An investigation into the effects of platy mica particles on the behaviour of sand. M.Sc. thesis, Imperial College, London Mundegar AK (1997) An investigation into the effects of platy mica particles on the behaviour of sand. M.Sc. thesis, Imperial College, London
9.
Zurück zum Zitat Hight DW, Georgiannou VN, Martin PL, Mundegar AK (1998) Flow slides in micaceous sand. Problematic soils. In: Yanagisawa E, Moroto N, Mitachi T (eds) Balkema, Rotterdam, Sendai, Japan, pp 945–958 Hight DW, Georgiannou VN, Martin PL, Mundegar AK (1998) Flow slides in micaceous sand. Problematic soils. In: Yanagisawa E, Moroto N, Mitachi T (eds) Balkema, Rotterdam, Sendai, Japan, pp 945–958
10.
Zurück zum Zitat Theron M (2004) The effect of particle shape on the behaviour of gold tailings. Ph.D. thesis, University of Southampton, UK Theron M (2004) The effect of particle shape on the behaviour of gold tailings. Ph.D. thesis, University of Southampton, UK
11.
Zurück zum Zitat Lade PV, Liggio CD Jr, Yamamuro JA (1998) Effects of nonplastic fines on minimum and maximum void ratios of sand. Geotech Test J ASTM 21(4):336–347 Lade PV, Liggio CD Jr, Yamamuro JA (1998) Effects of nonplastic fines on minimum and maximum void ratios of sand. Geotech Test J ASTM 21(4):336–347
12.
Zurück zum Zitat Monkul MM, Ozden G (2004) Intergranular and interfine void ratio concepts. In: 10th Turkish congress on soil mechanics and foundation engineering (ZM10), TNCSMFE, Istanbul, pp 3–12 (in Turkish) Monkul MM, Ozden G (2004) Intergranular and interfine void ratio concepts. In: 10th Turkish congress on soil mechanics and foundation engineering (ZM10), TNCSMFE, Istanbul, pp 3–12 (in Turkish)
13.
Zurück zum Zitat Sidarta DE (2000) Neural network-based constitutive modeling of granular material, Ph.D. thesis, University of Illinois at Urbana-Champaign Sidarta DE (2000) Neural network-based constitutive modeling of granular material, Ph.D. thesis, University of Illinois at Urbana-Champaign
14.
Zurück zum Zitat Yagawa C, Okuda H (1996) Neural networks in computational mechanics. Arch Comp Meth Eng 4:435–512CrossRef Yagawa C, Okuda H (1996) Neural networks in computational mechanics. Arch Comp Meth Eng 4:435–512CrossRef
15.
Zurück zum Zitat Waszczyszyn Z (1998) Some new results in applications of backpropagation neural networks in structural and civil engineering. Advances in engineering computational technology. Civil-Comp Press, Edinburgh, pp 173–187 Waszczyszyn Z (1998) Some new results in applications of backpropagation neural networks in structural and civil engineering. Advances in engineering computational technology. Civil-Comp Press, Edinburgh, pp 173–187
16.
Zurück zum Zitat Kortesis S, Panagiotopoulos PD (1993) Neural networks for computing in structural analysis: methods and prospects of applications. Int J Numer Methods Eng 36:2305–2318MATHCrossRef Kortesis S, Panagiotopoulos PD (1993) Neural networks for computing in structural analysis: methods and prospects of applications. Int J Numer Methods Eng 36:2305–2318MATHCrossRef
17.
Zurück zum Zitat Waszczyszyn Z (2000) Neural networks in plasticity: some new results and prospects of applications. In: European congress on computational methods in applied sciences and engineering, ECCOMAS Waszczyszyn Z (2000) Neural networks in plasticity: some new results and prospects of applications. In: European congress on computational methods in applied sciences and engineering, ECCOMAS
18.
Zurück zum Zitat Wu X (1991) Neural network-based material modeling. Ph.D. thesis. Department of Civil Engineering, University of Illinois at Urbana-Champaign Wu X (1991) Neural network-based material modeling. Ph.D. thesis. Department of Civil Engineering, University of Illinois at Urbana-Champaign
19.
Zurück zum Zitat Basheer IA (1998) Neuromechanistic-based modeling and simulation of constitutive behaviour of fine-grained soils, Ph.D. thesis, Kansas State University Basheer IA (1998) Neuromechanistic-based modeling and simulation of constitutive behaviour of fine-grained soils, Ph.D. thesis, Kansas State University
20.
Zurück zum Zitat Ghaboussi J, Garret JH Jr, Wu X (1990) Material modeling with neural networks. In: Proceedings of the ınternational conference on numerical methods in engineering: theory and applications, Swansea, UK, pp 701–717 Ghaboussi J, Garret JH Jr, Wu X (1990) Material modeling with neural networks. In: Proceedings of the ınternational conference on numerical methods in engineering: theory and applications, Swansea, UK, pp 701–717
21.
Zurück zum Zitat Ghaboussi J, Garret JH Jr, Wu X (1991) Knowledge-based-modeling of material behavior with neural networks. J Eng Mech ASCE 117(1):132–153CrossRef Ghaboussi J, Garret JH Jr, Wu X (1991) Knowledge-based-modeling of material behavior with neural networks. J Eng Mech ASCE 117(1):132–153CrossRef
22.
Zurück zum Zitat Penumadu D, Jin-Nan L, Chameau J-L, Sandarajah A (1994) Anisotropic rate dependent behavior of clays using neural networks. In: Proceedings of XIIIICSMFE, ICSMFE, New Delhi, India, 4, pp 1445–1448 Penumadu D, Jin-Nan L, Chameau J-L, Sandarajah A (1994) Anisotropic rate dependent behavior of clays using neural networks. In: Proceedings of XIIIICSMFE, ICSMFE, New Delhi, India, 4, pp 1445–1448
23.
Zurück zum Zitat Holland JH (1975) Adaptation in natural and artificial systems. University of Michigan Press, Ann Arbor Holland JH (1975) Adaptation in natural and artificial systems. University of Michigan Press, Ann Arbor
24.
Zurück zum Zitat Goldberg DE (1989) Genetic algorithms in search, optimization, and machine learning reading. Addison-Wesley, MA Goldberg DE (1989) Genetic algorithms in search, optimization, and machine learning reading. Addison-Wesley, MA
25.
Zurück zum Zitat Haupt RL, Haupt SE (2004) Practical genetic algorithms, 2nd edn. Wiley-Interscience, New YorkMATH Haupt RL, Haupt SE (2004) Practical genetic algorithms, 2nd edn. Wiley-Interscience, New YorkMATH
26.
Zurück zum Zitat Chambers L (2001) The practical handbook of genetic algorithms applications, 2nd edn. Chapman & Hall/CRC, New York Chambers L (2001) The practical handbook of genetic algorithms applications, 2nd edn. Chapman & Hall/CRC, New York
27.
Zurück zum Zitat Koza JR (1992) Genetic programming: on the programming of computers by means of natural selection. MIT Press, Cambridge, MAMATH Koza JR (1992) Genetic programming: on the programming of computers by means of natural selection. MIT Press, Cambridge, MAMATH
28.
Zurück zum Zitat GeneXpro Tools (2009) Discover the excellent of modelling with GeneXpro Tools 4.0, the best and most intutive modeling software in the market. For more information http://www.gepsoft.com/. Accessed 27 Oct 2009 GeneXpro Tools (2009) Discover the excellent of modelling with GeneXpro Tools 4.0, the best and most intutive modeling software in the market. For more information http://​www.​gepsoft.​com/​. Accessed 27 Oct 2009
29.
Zurück zum Zitat Ferreira C (2001) Gene expression programming in problem solving. In: Invited tutorial of the 6th online world conference on soft computing in ındustrial applications, September 10–24 Ferreira C (2001) Gene expression programming in problem solving. In: Invited tutorial of the 6th online world conference on soft computing in ındustrial applications, September 10–24
30.
Zurück zum Zitat Ferreira C (2001) Gene expression programming: a new adaptive algorithm for solving problems. Complex Syst 13(2):87–129MATH Ferreira C (2001) Gene expression programming: a new adaptive algorithm for solving problems. Complex Syst 13(2):87–129MATH
31.
Zurück zum Zitat Ferreira C (2002) Gene expression programming: mathematical modelling by an artificial ıntelligence. Angra do Heroismo, Portugal Ferreira C (2002) Gene expression programming: mathematical modelling by an artificial ıntelligence. Angra do Heroismo, Portugal
32.
Zurück zum Zitat Poli R, Langdon WB, Mcphee NF (2008) A field guide to genetic programming. Lulu.com, freely available from the internet. ISBN 978-1-4092-0073-4 Poli R, Langdon WB, Mcphee NF (2008) A field guide to genetic programming. Lulu.com, freely available from the internet. ISBN 978-1-4092-0073-4
Metadaten
Titel
Constitutive modeling of Leighton Buzzard Sands using genetic programming
verfasst von
Ali Firat Cabalar
Abdulkadir Cevik
Ibrahim Halil Guzelbey
Publikationsdatum
01.07.2010
Verlag
Springer-Verlag
Erschienen in
Neural Computing and Applications / Ausgabe 5/2010
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-009-0317-4

Weitere Artikel der Ausgabe 5/2010

Neural Computing and Applications 5/2010 Zur Ausgabe

Premium Partner