“…Particularly, numerous studies that apply Computational Fluid Dynamics (CFD) for the description of annular multiphase (fluidsolid) transport of dense and dilute particulate mixtures have emerged over the past decade (Han et al, 2010;Duan et al, 2010;Zaisha et al, 2012;Demiralp, 2014;Akhshik et al, 2015;Rooki et al, 2015;Heydari et al, 2017;Epelle and Gerogiorgis, 2018a;2018b;Huque et al, 2020;Yan et al, 2020). Recently, important new perspectives such as the application of ionic liquid-based muds (Rasool et al, 2021), modelling the settling behaviour of non-spherical particles using neural networks (Zhu et al, 2021), hydraulic pulsed jet technology (Wang et al, 2021), modelling cuttings lag distribution in directional wells (Naganawa, et al, 2021), the use of a grooved drill pipe for enhanced mud circulation and cuttings transport (Jiang et al, 2021) and the flow of fine solid particles (Movahedi and Jamshidi, 2021), have been considered in the field of cuttings transport.…”