Application of Optimized Least Square Support Vector Machine and Genetic Programming for Accurate Estimation of Drilling Rate of Penetration
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...…Volume 7 • Issue 4 • October-December 2018 93 AliteraturereviewshowsthatseveralmethodshavebeenusedforpredictionofROPincluding analyticalmodels(Maurer,1962;GalleandWoods,1963;Motahharietal.,2009),multipleregression…...
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...International Journal of Energy Optimization and Engineering Volume 7 • Issue 4 • October-December 2018 93 AliteraturereviewshowsthatseveralmethodshavebeenusedforpredictionofROPincluding analyticalmodels(Maurer,1962;GalleandWoods,1963;Motahharietal.,2009),multipleregression analysisandnumericalcorrelations(BourgoyneandYoung,1973;BourgoyneandYoung,1974; Tanseu,1975;Al-Betairietal.,1988;Fear,1999),computerbasedprograms(MechemandFullerton, 1965;MaidlaandOhara,1991;Shirkavandetal.,2010;Hankinsetal.,2014,Shishavanetal.,2015), stochasticmethods(Rittoetal.,2010),semianalyticalmodels(AlumandEgbon,2011),evolutionary algorithms(Pingetal.,2014),responsesurfacemethodology(KeshavarzMoravejiandNaderi,2016), andartificialneuralnetwork (WangandSalehi,2015,Elkatatnyetal.,2017,Asadietal.,2017; Eskandarianetal.,2017),machinelearningmethods(HegdeandGray,2017;Hegdeetal.,2017)....
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