@incollection{, 6D086A92B80311B7ABCFC7553870C188 , author={{Mehmet I.Onur} and {Anadolu University, Eskisehir}}, journal={{Global Journal of Researches in Engineering}}, journal={{GJRE}}2249-45960975-586110.34257/gjre, address={Cambridge, United States}, publisher={Global Journals Organisation}1723139 } @incollection{b0, , title={{Data generation for shear modulus and damping ratio in reinforced sands using adaptive neuro-fuzzy inference system}} , author={{ SAkbulut } and { ASHasiloglu } and { SPamukcu }} , journal={{Soil Dynamics and Earthquake Engineering}} 24 , year={2004} } @incollection{b1, , title={{Dependence of dynamic shear modulus of uniform sands on stress level and density}} , author={{ SAltun } and { ABGöktepe }} , journal={{Civil Engineering and Environmental Systems}} 23 2 , year={2006} } @book{b2, , title={{Standard Test Methods for Modulus and Damping of Soils by Resonant-Column Method}} ASTM D4015-87 , year={2000} } @incollection{b3, , title={{Some applications of Adaptive Neuro-Fuzzy Inference System (ANFIS) in geotechnical engineering}} , author={{ AFCabalar } and { ACevik } and { CGokceoglu }} , journal={{Computers and Geotechnics}} 40 , year={2012} } @incollection{b4, , title={{Recent development in resonant column testing}} , author={{ VPDrnevich }} , booktitle={{Proceedings, Richart Commemorative Lectures, ASCE annual meeting}} Richart Commemorative Lectures, ASCE annual meetingDetroit, MI , year={1985} } @book{b5, , title={{Faster-Learning variations on back-propagation: an empirical study, Proceedings Connectionist models summer school}} , author={{ SEFahlman }} , year={1988} , address={Morgan-Kaufmann, CA} } @incollection{b6, , title={{Estimating shear wave velocity of soil deposits using polynomial neural networks: Application to liquefaction}} , author={{ AGhorbani } and { YJafarian } and { MSMaghsoudi }} , journal={{Computers &Geosciences}} 44 , year={2012} } @incollection{b7, , title={{Development of an inverse analysis framework for extracting dynamic soil behavior and pore pressure response from down hole array measurements}} , author={{ DRGroholski } and { YM AHashash }} , journal={{Int. J. Numerical Analysis Methods in Geomechanics}} 37 , year={2013} } @incollection{b8, , title={{Training feedforward networks with the Marquardt algorithm}} , author={{ MTHagan } and { MBMenhaj }} , journal={{IEEE Transactions on Neural Networks}} 5 6 , year={1994} } @incollection{b9, , title={{b) Shear modulus and damping of soils: measurement and parameters effects (a), design equation and curves (b)}} , author={{ BOHardin } and { VPDrnevich }} , journal={{Journal of the Soil Mechanics and Foundations Division}} 98 , year={1972a-} , publisher={ASCE} , note={b} } @incollection{b10, , title={{A numerical study on comparison of 1D and 2D seismic responses of a basin in Turkey}} , author={{ MEHasal } and { RIyisan }} , journal={{American Journal of Civil Engineering}} 2 5 , year={2014} } @incollection{b11, , title={{The dynamic response of fluid-saturated porous materials with application to seismically induced soil liquefaction}} , author={{ YHeider } and { OAvci } and { BMarkert } and { WEhlers }} , journal={{Soil Dynamics and Earthquake Engineering}} 63 , year={2014} } @book{b12, , author={{ KIshihara }} , title={{Soil behavior in Earthquake Geotechnics}} Oxford , publisher={Clarendon Press} , year={2003} } @book{b13, , title={{Neuro-Fuzzy and soft computing}} , author={{ JS RJang } and { CTSun } and { EMizutani }} , year={1997} , publisher={Prentice Hall} , address={Upper Saddle River NJ} } @incollection{b14, , title={{In-situ dynamic soil properties and their evaluations}} , author={{ TKokusho }} , booktitle={{Proc. 8th Asian Regional Conf. on SMFE}} 8th Asian Regional Conf. on SMFE , year={1987} } @incollection{b15, , title={{Shear strength and stiffness of silty sand}} , author={{ RSalgado } and { PBandlini } and { AKarim }} , journal={{Journal of Geotechnical and Geoenvironmental Engineering}} 126 5 , year={2000} } @incollection{b16, , title={{Numerical modeling of stress-strain behavior of sand under cyclic loading}} , author={{ HShahnazari } and { YDehnavi } and { AAHossein }} , journal={{Engineering Geology}} 116 , year={2010} } @incollection{b17, , title={{Numerical solution to identification problems of material parameters in geotechnical engineering}} , author={{ JShanpo } and { ZYouqing } and { ZChensong }} , journal={{Procedia Engineering}} 28 , year={2012} } @incollection{b18, , title={{Reliability evaluation of dynamic characteristics of clean sand soils based on soft computing methods}} , author={{ SUUmu } and { MIOnur } and { VOkur } and { MTuncan } and { ATuncan }} , journal={{Arab J Sci Eng}} 41 4 , year={2016} } @incollection{b19, , title={{Measurement of small-strain shear modulus Gmax of dry and saturated sands by bender element, resonant column and torsional shear tests}} , author={{ JYoun } and { YChoo } and { DKim }} , journal={{Canadian Geotechnical Journal}} 45 , year={2008} } @incollection{b20, , title={{Fuzzy logic, neural networks and soft computing}} , author={{ LAZadeh }} , journal={{Comm. ACM}} 37 3 , year={1994} }