Artificial neural network model for predicting drill cuttings settling velocity

Zakerian, 2018, Numerical modeling and simulation of drilling cutting transport in horizontal wells, J.Pet.Explor. Prod. Technol., 8, 455, 10.1007/s13202-018-0435-6 Noah, 2013, Optimizing drilling fluid properties and flow rates for effective hole cleaning at high- angle and horizontal wells, J. Appl. Sci. Res., 9, 705 Busahmin, 2017, Analysis of hole cleaning for a vertical well, Open Access.Libr. J., 4, 1 Graham, 1994, Settling and transport of spherical particles in power-law fluids at finite Reynolds number, J. Non-Newtonian Fluid Mech., 54, 465, 10.1016/0377-0257(94)80037-5 Aswad, 2014, The combined effect of irregular shape particles and fluid rheology on settling velocity measurement, 6 Zhang, 2015, Is well clean enough? A fast approach to estimate hole cleaning for directional drilling, 16 Rushd, 2018, Terminal settling velocity of a single sphere in drilling fluid, J.Part.Sci. Technol., 23, 34 Holzer, 2007, New simple correlation formula for the drag coefficient of non-spherical particles, J.Powder Technol., 184, 361, 10.1016/j.powtec.2007.08.021 Clift, 1978, 380p Concha, 1982, Settling velocities of particulate systems: three power-series expansion for the drag coefficient of a sphere and prediction of the settling velocity, Int. J. Miner. Process., 9, 167, 10.1016/0301-7516(82)90025-4 Ceylan, 2001, A new model for estimation of drag force in the flow of Newtonian fluids around rigid or deformable particles, J.Powder Technol., 119, 250, 10.1016/S0032-5910(01)00261-3 Almedeij, 2008, Drag coefficient of flow around a sphere: matching asymptotically the wide trend, J.Powder Technol., 186, 218, 10.1016/j.powtec.2007.12.006 Morrison, 2013, 86 Barati, 2014, Development of empirical models with high accuracy for estimation of drag coefficient of flow around a smooth sphere: an evolutionary approach, J.Powder Technol., 257, 11, 10.1016/j.powtec.2014.02.045 Khan, 1987, The resistance to motion of a solid sphere in a fluid, Chem. Eng. Commun., 62, 135, 10.1080/00986448708912056 Terfous, 2013, Predicting the drag coefficient and settling velocity of spherical particles, J.Powder Technol., 239, 12, 10.1016/j.powtec.2013.01.052 Concha, 1979, Settling velocities of particulate systems: settling velocities of individual spherical particles, Int. J. Miner. Process., 5, 349, 10.1016/0301-7516(79)90044-9 Saha, 1992, Spherical particle terminal settling velocity and drag in Bingham liquids, Int. J. Miner. Process., 36, 273, 10.1016/0301-7516(92)90049-3 Ceylan, 1999, A theoretical model for estimation of drag force in the flow of non-Newtonian fluids around spherical solid particles, J.Powder Technol., 103, 286, 10.1016/S0032-5910(99)00025-X Torobin, 1959, Fundamental aspects of solids-gas flow: accelerated motion of a particle in a fluid, Can. J. Chem. Eng., 37, 224, 10.1002/cjce.5450370605 Ganguly, 1990, On the prediction of terminal settling velocity of solids in liquid – solid systems, Int. J. Miner. Process., 29, 235, 10.1016/0301-7516(90)90056-5 Madhav, 1995, Drag on non-spherical particles in viscous fluids, Int. J. Miner. Process., 43, 15, 10.1016/0301-7516(94)00038-2 Tsakalakis, 2001, Prediction of the settling velocity of irregularly shaped particles, J.Miner. Eng., 14, 349, 10.1016/S0892-6875(01)00006-1 Shah, 2007, New model for single spherical particle settling velocity in power law (visco-inelastic) fluids, Int. J. Multiph. Flow, 33, 51, 10.1016/j.ijmultiphaseflow.2006.06.006 Aswad, 2010, New drag coefficient charts for settling spherical and disk particles in shear thinning fluids, 6 Baldino, 2015, Cuttings settling and slip velocity evaluation in synthetic drilling fluids, 15 Dioguardi, 2015, A new shape dependent drag correlation formula for non-spherical rough particles: experiments and results, J.Powder Technol., 277, 222, 10.1016/j.powtec.2015.02.062 Elgaddafi, 2016, Settling behaviour of particles in fiber-containing Herschel Bulkley fluid, J.Powder Technol., 301, 782, 10.1016/j.powtec.2016.07.006 Song, 2017, A new model for predicting drag coefficient and settling velocity of spherical and non-spherical particle in Newtonian fluid, J.Powder Technol., 10, 12 Dazhi, 1985, The drag on a sphere in a power-law fluid, J. Non-Newtonian Fluid Mech., 17, 1, 10.1016/0377-0257(85)80001-X Bush, 1994, On the stagnation flow behind a sphere in a shear-thinning viscoelastic liquid, J. Non-Newtonian Fluid Mech., 55, 229, 10.1016/0377-0257(94)80072-3 Blackery, 1997, Creeping motion of a sphere in tubes filled with a Bingham plastic material, J. Non-Newtonian Fluid Mech., 70, 59, 10.1016/S0377-0257(96)01536-4 Missirlis, 2001, Wall effects for motion of spheres in power-law fluids, J. Non-Newtonian Fluid Mech., 96, 459, 10.1016/S0377-0257(00)00189-0 Dhole, 2006, Flow of power-law fluids past a sphere at intermediate Reynolds numbers, J. Ind.Eng. Chem.Res., 45, 4773, 10.1021/ie0512744 Prashant, 2009, Direct simulations of spherical particle motion in Bingham liquids, J. Comput.Chem. Eng., 35, 1200 Zaidi, 2015, Hindered settling velocity and structure formation during particle settling by direct numerical simulation, Procedia Engineering Journal, 102, 1656, 10.1016/j.proeng.2015.01.302 Comer, 1995, A numerical investigation of laminar flow past non-spherical solids and droplets, Transactions-ASME J. Fluids Eng, 117, 170, 10.1115/1.2816807 Epelle, 2018, CFD modelling and simulation of drill cuttings transport efficiency in annular bends: effect of particle sphericity, J. Pet. Sci. Eng., 170, 992, 10.1016/j.petrol.2018.06.041 Baker Hughes INTEQ, 1995 Osborne, 1977 Alnuaim, 2019, The technology arm of sustainability, J. Pet. Technol., 71, 10, 10.2118/0319-0010-JPT Agwu, 2018, Settling velocity of cuttings in drilling muds: a review of experimental, numerical simulations and artificial intelligence studies, J.Powder Technol., 339, 728, 10.1016/j.powtec.2018.08.064 Rooki, 2012, Prediction of terminal velocity of solid spheres falling through Newtonian and non-Newtonian pseudoplastic power law fluid using artificial neural network, Int. J. Miner. Process., 110, 53, 10.1016/j.minpro.2012.03.012 Li, 2014, Prediction of the wall factor of arbitrary particle settling through various fluid media in a cylindrical tube using artificial intelligence, Sci. World J., 1 Goldstein, 2014, A machine learning approach for the prediction of settling velocity, J. Water Resour. Res., 50, 3595, 10.1002/2013WR015116 Kamyab, 2016, A new method to determine friction factor of cuttings slip velocity calculation in vertical wells using neural networks, 7 Sadat-Helbar Shafabakhsh, 2015, Determining the relative importance of parameters affecting concrete pavement thickness, J. Rehabil.Civ. Eng., 3–1, 61 Fazeli, 2013, Experimental study and modelling of ultrafiltration of refinery effluents using a hybrid intelligent approach, J. Energy.Fuels, 27, 3523, 10.1021/ef400179b Ghaffari, 2006, Performance comparison of neural network training algorithms in modelling of bimodal drug delivery, Int. J. Pharm., 327, 126, 10.1016/j.ijpharm.2006.07.056 Jorjani, 2008, Application of artificial neural networks to predict chemical desulfurization of Tabas coal, J. Fuel . Technol., 87, 2727, 10.1016/j.fuel.2008.01.029 Mekanik, 2013, Multiple regression and artificial neural network for long term rainfall forecasting using large scale climate modes, J. Hydrol., 503, 11, 10.1016/j.jhydrol.2013.08.035 Mathworks, 2015, 375p Alel, 2018, Estimating SPT-N value based on soil resistivity using hybrid ANN-PSO algorithm, J. Phys., 995, 1 Olden, 2004, An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data, Ecol. Model., 178, 389, 10.1016/j.ecolmodel.2004.03.013 Watts, 2008, Using artificial neural networks to determine the relative contribution of abiotic factors influencing the establishment of insect pest species, Ecol. Inf., 3, 64, 10.1016/j.ecoinf.2007.06.004 Olden, 2002, Illuminating the “black box”: understanding variable contributions in artificial neural networks, J.Ecol. Model., 154, 135, 10.1016/S0304-3800(02)00064-9 Alexander, 2015, Beware of R2: simple, unambiguous assessment of the prediction accuracy of QSAR and QSPR models, J. Chem. Inf. Model., 55, 1316, 10.1021/acs.jcim.5b00206 Turian, 1971, Pressure drop correlation for pipeline flow of solid-liquid suspensions, J. Am.Inst. Chem. Eng., 17, 809, 10.1002/aic.690170409 Wilson, 2003, Direct prediction of fall velocities in non-Newtonian materials, Int. J. Miner. Process., 71, 17, 10.1016/S0301-7516(03)00027-9 Chien, 1994, Settling velocity of irregularly shaped particles, Journal of SPE Drilling and Completion, 4, 281, 10.2118/26121-PA Ityokumbul, 1994, A non-parametric method for particle settling velocity determination in a slurry bubble column, Chem. Eng. J., 54, 1 Cheng, 1997, Simplified settling velocity formula for sediment particle, J. Hydraul. Eng., 123, 149, 10.1061/(ASCE)0733-9429(1997)123:2(149) Guo, 2002, Logarithmic matching and its applications in computational hydraulics and sediment transport, J. Hydraul. Res., 40, 555, 10.1080/00221680209499900 Zhiyao, 2008, A simple formula for predicting settling velocity of sediment particles, J. Water Sci.Eng., 1, 37, 10.1016/S1674-2370(15)30017-X She, 2005, Fall velocities of natural sediment particles: a simple mathematical presentation of the fall velocity law, J. Hydraul. Res., 43, 189, 10.1080/00221686.2005.9641235 Ahrens, 2000, A fall velocity equation, J. Waterw. Port, Coast. Ocean Eng., 126, 99, 10.1061/(ASCE)0733-950X(2000)126:2(99) Brown, 2003, Sphere drag and settling velocity revisited, J. Environ. Eng., 129, 222, 10.1061/(ASCE)0733-9372(2003)129:3(222) Turton, 1987, An explicit relationship to predict spherical particle terminal velocity, J.Powder Technol., 53, 127, 10.1016/0032-5910(87)85007-6 Zigrang, 1981, An explicit equation for particle settling velocities in solid – liquid systems, J. Am.Inst. Chem. Eng., 27, 1043, 10.1002/aic.690270629 Haider, 1989, Drag coefficient and terminal velocity of spherical and non-spherical particles, J.Powder Technol., 58, 63, 10.1016/0032-5910(89)80008-7 Cheng, 2009, Comparison of formulas for drag coefficient and settling velocity of spherical particles, J.Powder Technol., 189, 395, 10.1016/j.powtec.2008.07.006 Singh, 1969, Study of the effects of orientation and shape on the settling velocity of non-isometric particles, J. Chem. Eng.Sci., 24, 1185, 10.1016/0009-2509(69)80088-6 Peden, 1987, Settling velocity of variously shaped particles in drilling and fracturing fluids, SPE Drilling Engineering Journal, 2, 1 Briens, 1991, Correlation for the direct calculation of the terminal velocity of spherical particles in Newtonian and pseudo plastic (power law fluids), J.Powder Technol., 67, 87, 10.1016/0032-5910(91)80030-M Nguyen, 1997, An improved formula for terminal velocity of rigid spheres, Int. J. Miner. Process., 50, 53, 10.1016/S0301-7516(97)00007-0 Bharagava, 1992, An integrated expression for settling velocity of particles in water, Journal of Water Research, 26, 1005, 10.1016/0043-1354(92)90208-L Smith, 1998, A model of settling velocity, J. Chem. Eng.Sci., 53, 315, 10.1016/S0009-2509(97)00285-6 Sadat-Helbar, 2009, Fall velocity of sediment particles, 17 Kelessidis, 2004, An explicit equation for the terminal velocity of solid spheres falling in pseudoplastic liquids, Chem. Eng.Sci.J, 59, 4437, 10.1016/j.ces.2004.07.008 Alcerreca, 2013, Simple settling velocity formula for calcareous sand, J. Hydraul. Res., 51, 215, 10.1080/00221686.2012.753645 Faitli, 2017, Continuity theory and settling model for spheres falling in non-Newtonian one and two phase media, Int. J. Miner. Process., 169, 16, 10.1016/j.minpro.2017.09.010