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Formulation of uplift capacity of suction caissons using multi expression programming

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Abstract

Suction caissons have increasingly been used as foundations and anchors for deepwater offshore structures in the last decade. The increased use of suction caissons defines a serious need to develop more authentic methods for simulating their behavior. Reliable assessment of uplift capacity of caissons in cohesive soils is a critical issue facing design engineers. This paper proposes a new approach for the formulation of the uplift capacity of suction caissons using a promising variant of Genetic Programming (GP), namely Multi Expression Programming (MEP). The proposed model is developed based on experimental results obtained from the literature. The derived MEP-based formula takes into account the effect of aspect ratio of caisson, shear strength of clayey soil, point of application and angle of inclination of loading, soil permeability and loading rate. A subsequent parametric analysis is carried out and the trends of the results are confirmed via previous studies. The results indicate that the MEP formulation can predict the uplift capacity of suction caissons with an acceptable level of accuracy. The proposed formula provides a prediction performance better than or comparable with the models found in the literature. The MEP-based simplified formulation is particularly valuable for providing an analysis tool accessible to practicing engineers.

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References

  • Aho, A., Sethi, R., and Ullman, J. D. (1986). Compilers: Principles, techniques, and tools, Addison Wesley.

  • Alavi, A. H., Gandomi, A. H., Sahab, M. G., and Gandomi, M. (2010). “Multi expression programming: A new approach to formulation of soil classification.” Engineering with Computers, Vol. 26, No. 2, pp.111–118.

    Article  Google Scholar 

  • Ashour, A. F., Alvarez, L. F., and Toropov, V. V. (2003). “Empirical modelling of shear strength of RC deep beams by genetic programming.” Computers & Structures, Vol. 81, No. 5, pp. 331–338.

    Article  Google Scholar 

  • Aubeny, C. P., Han, S. W., and Murff, J. D. (2003a). “Inclined load capacity of suction caissons.” International Journal for Numerical and Analytical Methods in Geomechanics, Vol. 27, No. 14, pp.1235–1254.

    Article  Google Scholar 

  • Aubeny, C. P., Han, S. W., and Murff, J. D. (2003b). “Refined model for inclined load capacity of suction caissons.” 22nd International Conference on Offshore Mechanics and Arctic Engineering, Cancun.

  • Aubeny, C. P., Han, S. W., and Murff, J. D. (2003c). “Suction caisson capacity in anisotropic soil.” International Journal of Geomechanics, Vol. 3, No. 4, pp. 225–235.

    Article  Google Scholar 

  • Aubeny, C. and Murff, J. D. (2005). “Simplified limit solutions for the capacity of suction anchors under undrained conditions.” Ocean Engineering, Vol. 32, No. 7, pp. 864–877.

    Article  Google Scholar 

  • Aubeny, C. P., Murff, J. D., and Moon, S. K. (2001). “Lateral undrained resistance of suction caisson anchors.” International Journal of Offshore and Polar Engineering, Vol. 11, No. 3, pp. 211–219.

    Google Scholar 

  • Banzhaf, W., Nordin, P., Keller, R., and Francone, F. (1998). Genetic programming — An introduction: On the automatic evolution of computer programs and its application, Morgan Kaufmann, San Francisco, CA.

    Google Scholar 

  • Baykasoglu, A., Gullu, H., Canakci, H., and Obakir, L. (2008). “Prediction of compressive and tensile strength of limestone via genetic programming.” Expert Systems with Applications, Vol. 35, No. 1–2, pp. 111–123.

    Article  Google Scholar 

  • Byrne, B. W. and Houlsby, G. T. (2002). “Experimental investigations of response of suction caissons to transient vertical loading.” Journal of Geotechnical and Geoenvironmental Engineering, Vol. 128, No. 11, pp. 926–939.

    Article  Google Scholar 

  • Clukey, E. C., Morrison, M. J., Gariner, J., and Corte, J. F. (1995). “The response of suction caissons in normally consolidated clays to cyclic tlp loading conditions.” In Proceedings, Offshore Technology Conference, pp. 909–918

  • Colliat, J. L. and Dendani, H. (2002). “Girassol: Geotechnical design analyses and installation of the suction anchors.” Proceedings, SUT International Conference on Offshore Site Investigation and Geotechnics, London, UK

  • Deng, W. and Carter, J. P. (1999a). Analysis of suction caissons subjected to inclined uplift loading, Centre for Geotechnical Research, The University of Sydney.

  • Deng, W. and Carter, J. P. (1999b). Vertical pullout behaviour of suction caissons, Centre for Geotechnical Research, the University of Sydney.

  • Deng, W. and Carter, J. P. (2000). “Uplift capacity of suction anchors in uniform soils.” Proceedings of Geological Engineering, Melbourne.

  • Deng, W. and Carter, J. P. (2002). “A theoretical study of the vertical uplift capacity of suction caissons.” International Journal of Offshore and Polar Engineering, Vol. 12, No. 2, pp. 89–97.

    MATH  Google Scholar 

  • Dong, W., Hu, Y., and Randolph, M. F. (2008). “Effect of loading rate on the uplift capacity of plate anchors.” Proceedings of the Eighteenth International Offshore and Polar Engineering Conference, Vancouver, BC, Canada

  • El-Gharbawy, S. L. and Olson, R. E. (1998). “Pullout capacity of suction caisson foundation for tension leg platforms.” Proceedings of the 8th (1998) International Offshore and Polar Engineering Conference, pp. 531–536.

  • El-Gharbawy, S. L. and Olson, R. E. (1999). “Suction caisson foundations in the gulf of mexico.” Analysis, Design, Construction and Testing of Deep Foundations, ASCE Geotechnical SP, Vol. 88, pp.281–295.

    Google Scholar 

  • El-Gharbawy, S. L. and Olson, R. E. (2000). “Modelling of suction caisson foundations.” Proceedings of the International Offshore and Polar Engineering Conference, Vol. 2, pp. 670–677.

    Google Scholar 

  • El-Gharbawy, S. L., Olson, R. E., and Scott, S. A. (1999). “Suction anchor installations for deep gulf of mexico applications.” Proceedings, Offshore Technology Conference, OTC 10992, pp. 747–754.

  • Erbrich, C. T. and Tjelta, T. I. (1999). “Installation of bucket foundations and suction caissons in sand-geotechnical performance.” Proceedings, Offshore Technology Conference, OTC 10990, pp. 725–735.

  • Frank, I. E. and Todeschini, R. (1994). The data analysis handbook, Elsevier, Amsterdam, The Nederland.

    Google Scholar 

  • Fuglsang, L. D. and Steensen-Bach, J. O. (1991). “Breackout resistance of suction piles in clay.” Proceedings of International Conference: centrifuge 91, Rotterdam, The Netherlands pp. 153–159.

  • Gandomi, A. H., Alavi, A. H., Kazemi, S., and Alinia, M. M. (2009). “Behavior appraisal of steel semi-rigid joints using linear genetic programming.” Journal of Constructional Steel Research, Vol. 65, No. 8–9, pp. 1738–1750.

    Article  Google Scholar 

  • Hogervorst, J. R. (1980). “Field trials with large diameter suction piles.” In Proceedings, Offshore Technology Conference, OTC 3817, pp.217–224.

  • Javadi, A. A., Rezania, M., and Nezhad, M. M. (2006). “Evaluation of liquefaction induced lateral displacements using genetic programming.” Computers and Geotechnics, Vol. 33, No. 4–5, pp. 222–233.

    Article  Google Scholar 

  • Johari, A., Habibagahi, G., and Ghahramani, A. (2006). “Prediction of soil-water characteristic curve using genetic programming.” Journal of Geotechnical and Geoenvironmental Engineering, Vol. 132, No.5, pp. 661–665.

    Article  Google Scholar 

  • Keaveny, J. V., Hansen, S. B., Madshus, C., and Dyvik, R. (1994). “Horizontal capacity of large-scale model anchors.” Proceedings 13th International Conference on Soil Mechanics and Foundation Engineering, Vol. 2, pp. 677–680.

    Google Scholar 

  • Koza, J. R. (1992). Genetic programming: On the programming of computers by means of natural selection, MIT Press, Cambridge MA.

    MATH  Google Scholar 

  • Larsen, P. (1989). “Suction anchors as an anchoring system for floating offshore constructions.” Proceedings Offshore Technology Conference OTC 6209, pp. 535–540.

  • Maniar, D. R. (2004). A computational procedure for simulation of suction caisson behavior under axial and inclined loads, Ph.D. Dissertation, Department of Civil and Environmental Engineering, The University of Texas at Austin.

  • Oltean, M. (2010). Multi expression programming source code, http://www.mep.cs.ubbcluj.ro/.

  • Oltean, M. and Dumitrescu, D. (2002) Multi expression programming, Faculty of Mathematics and Computer Science, Babes-Bolyai University: Cluj-Napoca, Romania.

    Google Scholar 

  • Oltean, M. and Grossan, C. (2003a). “A comparison of several linear genetic programming techniques.” Complex Systems, Vol. 14, No. 4, pp. 1–29.

    MathSciNet  Google Scholar 

  • Oltean, M. and Grossan, C. (2003b). “Evolving evolutionary algorithms using multi expression programming.” Proceedings of the 7th European Conference on Artificial Life, Dortmund, pp. 651–658.

  • Pai, G. A. V. (2005). “Prediction of uplift capacity of suction caissons using a neuro-genetic network.” Engineering with Computers, Vol. 21, No. 2, pp. 129–139.

    Article  Google Scholar 

  • Rahman, M. S., Wang, J., Deng, W., and Carter, J. P. (2001). “A neural network model for the uplift capacity of suction caissons.” Computers and Geotechnics, Vol. 28, No. 4, pp. 269–287.

    Article  Google Scholar 

  • Randolph, M. F., O’Neill, M. P., and Stewart, D. P. (1998). “Performance of suction anchors in finegrained calcareous soils.” Proceedings, Offshore Technology Conference, OTC 8831, pp. 521–529.

  • Rao, S. N., Ravi, R., and Prasad, B. S. (1997). “Pullout behavior of suction anchors in soft marine clays.” Marine Georesources & Geotechnology, Vol. 15, No. 2, pp. 95–114.

    Article  Google Scholar 

  • Senders, M. and Kay, S. (2002). “Geotechnical suction pile anchor design in deep water soft clays.” Proc.7th Annual Conference, Deepwater Risers, Moorings and Anchorings, London, U.K. p. 50.

  • Senpere, D. and Auvergne, G. A. (1982). “Suction anchor piles — A proven alternative to driving or drilling.” Proceeding, Offishore Technology Conference, OTC 4206, pp. 486–493.

  • Singh, B., Datta, M., and Gulhati, S. K. (1996). “Pullout behavior of superpile anchors in soft clay under static loading.” Marine Georesources & Geotechnology, Vol. 14, No. 3, pp. 217–236.

    Article  Google Scholar 

  • Steensen-Bach, J. O. (1992). “Recent model tests with suction piles in clay and sand.” Proceedings, Offshore Technology Conference, OTC 6844, pp. 323–330.

  • Sukumaran, B. and McCarron, B. (1999). “Total and effective stress analysis of suction caissons for gulf of mexico conditions.” Analysis, Design, Construction and Testing of Deep Foundations, ASCE Geotechnical SP, Vol. 88, pp. 247–260.

    Google Scholar 

  • Sukumaran, B., McCarron, W. O., Jeanjean, P., and Abouseeda, H. (1999). “Efficient finite element techniques for limit analysis of suction caissons under lateral loads.” Computers and Geotechnics, Vol. 24, No. 2, pp. 89–107.

    Article  Google Scholar 

  • Tjelta, T. I. (1995). “Geotechnical experience from the installation of the europipe jacket with bucket foundations.” Proceedings, Offshore Technology Conference, OTC 7795, pp. 897–908.

  • Tjelta, T. I., Guttormsen, T. R., and Hermstad, J. (1986). “Large-scale penetration test at a deepwater site.” Proceedings, Offshore Technology Conference, OTC 5103, pp. 201–212.

  • Vasquez, L. F. G. (2000). Computational procedure for the estimation of pile capacity including simulation of the installation process, Ph.D. Dissertation, Department of Civil and Environmental Engineering, The University of Texas at Austin.

  • Wang, M. C., Demares, K. R., and Nacci, V. A. (1977). “Application of suction anchors in the offshore technology.” Proceedings, Offshore Technology Conference, OTC 3203, pp. 1311–1320.

  • Watson, P. G. and Randolph, M. F. (1997). “Vertical capacity of caisson foundations in calcareous sediments.” Proceedings, International Society of Offshore and Polar Engineering Conference, pp. 152–159.

  • Whittle, A. J., Germaine, J. T., and Cauble, D. F. (1998). “Behavior of miniature suction caisson in clay.” Offshore Site Investigation and Foundation Behavior’ 98, SUT, pp. 279–300.

  • Zdravkovic, L., Potts, D. M., and Jardine, R. J. (2001). “A parametric study of the pull-out capacity of bucket foundations in soft clay.” Geotechnique, Vol. 51, No. 1, pp. 55–67.

    Article  Google Scholar 

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Correspondence to Gun Jin Yun.

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Gandomi, A.H., Alavi, A.H. & Yun, G.J. Formulation of uplift capacity of suction caissons using multi expression programming. KSCE J Civ Eng 15, 363–373 (2011). https://doi.org/10.1007/s12205-011-1117-9

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