Formulation of secant and reloading soil deformation moduli using multi expression programming
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Aho, A., Sethi, R. and Ullman, J. (1986), Compilers: Principles, Techniques, Tools, Addison‐Wesley, Reading, MA.
Alavi, A.H. and Gandomi, A.H. (2011), “A robust data mining approach for formulation of geotechnical engineering systems”, International Journal for Computer‐Aided Engineering‐Engineering Computations, Vol. 28 No. 3, pp. 242‐74.
Alavi, A.H., Ameri, M., Gandomi, A.H. and Mirzahosseini, M.R. (2011), “Formulation of flow number of asphalt mixes using a hybrid computational method”, Construction and Building Materials, Vol. 25 No. 3, pp. 1338‐55.
Alavi, A.H., Gandomi, A.H., Mousavi, M. and Mollahasani, A. (2010a), “High‐precision modeling of uplift capacity of suction caissons using a hybrid computational method”, Geomechanics and Engineering, Vol. 2 No. 4, pp. 253‐80.
Alavi, A.H., Gandomi, A.H., Sahab, M.G. and Gandomi, M. (2010b), “Multi expression programming: a new approach to formulation of soil classification”, Engineering with Computers, Vol. 26 No. 2, pp. 111‐18.
Alvarez, L.F., Toropov, V.V., Hughes, D.C. and Ashour, A.F. (2000), “Approximation model building using genetic programming methodology: applications”, paper presented at Second ISSMO/AIAA Internet Conference on Approximations and Fast Reanalysis in Engineering Optimization.
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. 331‐8.
ASTM D1194‐94 (1998), Standard Test Method for Bearing Capacity of Soil for Static Load. Spread Footings, American Society for Testing and Materials, Philadelphia, PA.
ASTM D2167‐94 (2001), Standard Test Method for Density, Unit Weight of Soil in Place by the Rubber Balloon Method, ASTM International, West Conshohocken, PA.
Balamurugan, R., Ramakrishnan, C.V. and Swaminathan, N. (2006), “Integrated optimal design of structures under multiple loads for topology and shape using genetic algorithm”, Engineering Computations, Vol. 23 No. 1, pp. 57‐83.
Banzhaf, W., Nordin, P., Keller, R. and Francone, F. (1998), Genetic Programming – An Introduction. On the Automatic Evolution of Computer Programs and Its Application, dpunkt/Morgan Kaufmann, London.
Baykasoglu, A., Gullub, H., Canakcı, H. and Ozbakır, L. (2008), “Prediction of compressive and tensile strength of limestone via genetic programming”, Expert Systems with Applications, Vol. 35 Nos 1/2, pp. 111‐23.
Briaud, J.L. (2001), “Introduction to soil moduli”, Geotech. News, June.
Briaud, J.L., Li, Y. and Rhee, K. (2006), “BCD: a soil modulus device for compaction control”, Journal of Geotechnical and Geoenvironmental Engineering (ASCE ), Vol. 132 No. 1, pp. 108‐15.
Canadian Geotechnical Society (1985), Canadian Foundation Engineering Manual, 2nd ed., BiTech Publishers, Vancouver.
Cevik, A. and Cabalar, A.F. (2009), “Modelling damping ratio and shear modulus of sand‐mica mixtures using genetic programming”, Expert Systems with Applications, Vol. 36 No. 4, pp. 7749‐57.
Frank, I.E. and Todeschini, R. (1994), The Data Analysis Handbook, Elsevier, Amsterdam.
Gandomi, A.H., Alavi, A.H. and Sahab, M.G. (2010), “New formulation for compressive strength of CFRP confined concrete cylinders using linear genetic programming”, Materials and Structures, Vol. 43 No. 7, pp. 963‐83.
Gandomi, A.H., Alavi, A.H., Mirzahosseini, R. and Moghadas Nezhad, F. (2011), “Nonlinear genetic‐based models for prediction of flow number of asphalt mixtures”, Journal of Materials in Civil Engineering (ASCE ), Vol. 23 No. 3, pp. 248‐63.
Golbraikh, A. and Tropsha, A. (2002), “Beware of q2”, Journal of Molecular Graphics and Modelling, Vol. 20 No. 4, pp. 269‐76.
Holtz, R.D., Jamiolkowski, M.B. and Lancelotta, R. (1986), “Lessons from oedometer tests on high quality samples”, Journal of Geotechnical Engineering (ASCE ), Vol. 112 No. 8, pp. 768‐76.
Ismael, N.F. (1985), “Allowable pressure from loading tests on Kuwaiti soils”, Canadian Geotechnical Journal, Vol. 22, pp. 151‐7.
Javadi, A.A. and Rezania, M. (2009), “Applications of artificial intelligence and data mining techniques in soil modeling”, Geomechanics and Engineering, Vol. 1 No. 1, pp. 53‐74.
Javadi, A.A., Rezani, M. and Mousavi Nezhad, M. (2006), “Evaluation of liquefaction induced lateral displacements using genetic programming”, Computers and Geotechnics, Vol. 33 Nos 4/5, pp. 222‐33.
Javadi, A.A., Tan, T.P. and Elkassas, A.S.I. (2005), “Intelligent finite element method”, paper presented at 3rd MIT Conference on Computational Fluid and Solid Mechanics, Cambridge, MA, USA.
Kaveh, A. and Shahrouzi, M. (2006), “Simultaneous topology and size optimization of structures by genetic algorithm using minimal length chromosome”, Engineering Computations, Vol. 23 No. 6, pp. 644‐74.
Kayadelen, C., Günaydın, O., Fener, M., Demir, A. and Özvan, A. (2009), “Modeling of the angle of shearing resistance of soils using soft computing systems”, Expert Systems with Applications, Vol. 36, pp. 11814‐26.
Koza, J.R. (1992), Genetic Programming, on the Programming of Computers by Means of Natural Selection, MIT Press, Cambridge, MA.
Kraslawski, A., Pedrycz, W. and Nyström, L. (1999), “Fuzzy neural network as instance generator for case‐based reasoning system: an example of selection of heat exchange equipment in mixing”, Neural Computing & Applications, Vol. 8 No. 2, pp. 106‐13.
Leroueil, S. and Vaughan, P.R. (1990), “The general, congruent effects of structure in natural soils, weak rocks”, Geotechnique, Vol. 40 No. 3, pp. 467‐88.
Lin, P.S., Yang, L.W. and Hsein Juang, C. (1998), “Subgrade reaction, load‐settlement characteristics of gravelly cobble deposits by plate load test”, Canadian Geotechnical Journal, Vol. 35 No. 5, pp. 801‐10.
Look, B.G. (2007), Handbook of Geotechnical Investigation, Design Tables, Taylor & Francis, London.
Marsland, A. (1971), “Large in situ tests to measure the properties of stiff fissure clay”, paper presented at the 1st Australian Conference on Geomechanics, Melbourne.
Mollahasani, A., Alavi, A.H. and Gandomi, A.H. (2011), “Empirical modeling of plate load test moduli of soil via gene expression programming”, Computers and Geotechnics, Vol. 38 No. 2, pp. 281‐6.
Murthy, S. (2008), Geotechnical Engineering. Principles, Practices of Soil Mechanics, 2nd ed., Taylor & Francis, London.
Oltean, M. (2004), Multi Expression Programming Source Code, available at: www.mep.cs.ubbcluj.ro/.
Oltean, M. and Dumitrescu, D. (2002), “Multi expression programming”, Technical Report, UBB‐01‐2002, Babeş‐Bolyai University, Cluj‐Napoca.
Oltean, M. and Grosşan, C. (2003a), “A comparison of several linear genetic programming techniques”, Advances in Complex Systems, Vol. 14 No. 4, pp. 1‐29.
Oltean, M. and Grosşan, C. (2003b), “Solving classification problems using infix form genetic programming”, in Berthold, M. (Ed.), Intelligent Data Analysis, LNCS 2810, Springer, Berlin, pp. 242‐52.
Platonov, E.V., Yakovlev, A.V. and Zavalij, B.I. (1974), “Study of properties of loessial soils deposited in the Poltava region”, Interdepartmental Republican Collection of Papers, Budivel'nik, Kiev, pp. 77‐81.
Rezania, M. and Javadi, A.A. (2007), “A new genetic programming model for predicting settlement of shallow foundations”, Canadian Geotechnical Journal, Vol. 44 No. 12, pp. 1462‐73.
Reznik, Y.M. (1993), “Plate load tests of collapsible soils”, Journal of Geotechnical Engineering (ASCE ), Vol. 119 No. 3, pp. 608‐15.
Reznik, Y.M. (1995), “Comparison of results of oedometer, plate load tests performed on collapsible soils”, Engineering Geology, Vol. 39, pp. 17‐30.
Reznik, Y.M. (2007), “Influence of physical properties on deformation characteristics of collapsible soils”, Engineering Geology, Vol. 92, pp. 27‐37.
Schmertmann, J.H. (1955), “The undisturbed consolidation behavior of clay”, Transactions of ASCE, Vol. 120, pp. 1201‐27.
Shahin, M.A., Jaksa, M.B. and Maier, H.R. (2009), “Recent advances and future challenges for artificial neural systems in geotechnical engineering applications”, Advances in Artificial Neural Systems, Vol. 2009.
Simpson, A.R. and Priest, S.D. (1993), “The application of genetic algorithms to optimisation problems in geotechnics”, Computers and Geotechnics, Vol. 15 No. 1, pp. 1‐19.
Smith, G.N. (1986), Probability, Statistics in Civil Engineering, Collins, London.
Swingler, K. (1996), Applying Neural Networks a Practical Guide, Academic Press, New York, NY.
Toropov, V.V. and Mahfouz, S.Y. (2001), “Design optimization of structural steelwork using a genetic algorithm FEM and a system of design rules”, Engineering Computations, Vol. 18 Nos 3/4, pp. 437‐60.
Torres, R.S., Falcão, A.X., Gonçalves, M.A., Papa, J.P., Zhang, B., Fan, W. and Fox, E.A. (2009), “A genetic programming framework for content‐based image retrieval”, Pattern Recognition, Vol. 42 No. 2, pp. 283‐92.
Yeo, M.F. and Agyei, E.O. (1998), “Optimising engineering problems using genetic algorithms”, Engineering Computations, Vol. 15 No. 2, pp. 268‐80.